[2020-11-12 11:56:19,831][root][INFO] - ===> Configurations [2020-11-12 11:56:19,849][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/0/weights/checkpoint_60000.pth weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: null temporal_dilation: 30 temporal_numseq: 3 point_lim: -1 pre_point_lim: -1 batch_size: 6 val_batch_size: 1 test_batch_size: 1 cache_data: false num_workers: 1 num_val_workers: 1 ignore_label: 255 return_transformation: false ignore_duplicate_class: false partial_crop: 0 train_limit_numpoints: 0 synthia_path: /home/chrischoy/datasets/Synthia/Synthia4D synthia_camera_path: /home/chrischoy/datasets/Synthia/%s/CameraParams/ synthia_camera_intrinsic_file: intrinsics.txt synthia_camera_extrinsics_file: Stereo_Right/Omni_F/%s.txt temporal_rand_dilation: false temporal_rand_numseq: false scannet_path: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 empty_cache_freq: 1 train_phase: train val_phase: val overwrite_weights: true resume: true resume_optimizer: True, eval_upsample: false lenient_weight_loading: true distributed: distributed_world_size: 8 distributed_rank: 0 distributed_backend: nccl distributed_init_method: tcp://learnfair2274:10100 distributed_port: 10100 device_id: 0 distributed_no_spawn: true ddp_backend: c10d bucket_cap_mb: 25 augmentation: use_feat_aug: true data_aug_color_trans_ratio: 0.1 data_aug_color_jitter_std: 0.05 normalize_color: true data_aug_scale_min: 0.9 data_aug_scale_max: 1.1 data_aug_hue_max: 0.5 data_aug_saturation_max: 0.2 test: visualize: false save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize test_phase: test evaluate_original_pointcloud: false test_original_pointcloud: false test_stat_freq: 100 misc: is_cuda: true load_path: null log_step: 50 log_level: INFO num_gpu: 1 seed: 123 log_dir: /checkpoint/jihou/scannet_ins load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-12 11:56:19,850][root][INFO] - ===> Initializing dataloader [2020-11-12 11:56:19,871][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-12 11:56:19,897][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-12 11:56:19,898][root][INFO] - ===> Building model [2020-11-12 11:56:20,205][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-12 11:56:20,205][root][INFO] - Res16UNet34C( (conv0p1s1): MinkowskiConvolution(in=3, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[3, 3, 3], stride=[1, 1, 1], dilation=[1, 1, 1]) (bn0): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (conv1p1s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block1): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv2p2s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block2): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv3p4s2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn3): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block3): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv4p8s2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn4): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block4): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (4): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (5): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr4p16s2): MinkowskiConvolutionTranspose(in=256, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr4): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block5): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr5p8s2): MinkowskiConvolutionTranspose(in=256, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr5): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block6): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr6p4s2): MinkowskiConvolutionTranspose(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr6): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block7): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr7p2s2): MinkowskiConvolutionTranspose(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr7): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block8): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (final): MinkowskiConvolution(in=96, out=20, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (relu): MinkowskiReLU() (offsets_pre): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (bntr_offset): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (offsets): MinkowskiConvolution(in=96, out=3, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) ) [2020-11-12 11:56:20,208][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/0/weights/checkpoint_60000.pth [2020-11-12 11:56:21,848][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, block2.1.norm1.bn.num_batches_tracked, block2.1.conv2.kernel, block2.1.norm2.bn.weight, block2.1.norm2.bn.bias, block2.1.norm2.bn.running_mean, block2.1.norm2.bn.running_var, block2.1.norm2.bn.num_batches_tracked, block2.2.conv1.kernel, block2.2.norm1.bn.weight, block2.2.norm1.bn.bias, block2.2.norm1.bn.running_mean, block2.2.norm1.bn.running_var, block2.2.norm1.bn.num_batches_tracked, block2.2.conv2.kernel, block2.2.norm2.bn.weight, block2.2.norm2.bn.bias, block2.2.norm2.bn.running_mean, block2.2.norm2.bn.running_var, block2.2.norm2.bn.num_batches_tracked, conv3p4s2.kernel, bn3.bn.weight, bn3.bn.bias, bn3.bn.running_mean, bn3.bn.running_var, bn3.bn.num_batches_tracked, block3.0.conv1.kernel, block3.0.norm1.bn.weight, block3.0.norm1.bn.bias, block3.0.norm1.bn.running_mean, block3.0.norm1.bn.running_var, block3.0.norm1.bn.num_batches_tracked, block3.0.conv2.kernel, block3.0.norm2.bn.weight, block3.0.norm2.bn.bias, block3.0.norm2.bn.running_mean, block3.0.norm2.bn.running_var, block3.0.norm2.bn.num_batches_tracked, block3.0.downsample.0.kernel, block3.0.downsample.1.bn.weight, block3.0.downsample.1.bn.bias, block3.0.downsample.1.bn.running_mean, block3.0.downsample.1.bn.running_var, block3.0.downsample.1.bn.num_batches_tracked, 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block3.3.norm2.bn.running_var, block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, block4.1.norm1.bn.num_batches_tracked, block4.1.conv2.kernel, block4.1.norm2.bn.weight, block4.1.norm2.bn.bias, 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block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, block5.0.conv1.kernel, block5.0.norm1.bn.weight, block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-12 11:56:22,048][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-12 11:56:22,048][root][INFO] - => no weights.pth [2020-11-12 11:56:34,490][root][INFO] - ===> Epoch[1](1/26): Loss 4.7707, Sem 3.0064, dir -0.0051, norm 1.7694, swav 0.0000 LR: 1.000e-01 Score 2.613 Data time: 5.5535, Forward time: 3.8157, Backward time: 2.9927, DDP time: 0.0018, Total iter time: 12.4088 [2020-11-12 11:56:40,465][root][INFO] - ===> Epoch[1](2/26): Loss 4.3575, Sem 2.7521, dir -0.1493, norm 1.7547, swav 0.0000 LR: 9.999e-02 Score 41.259 Data time: 0.1485, Forward time: 2.9191, Backward time: 3.1827, DDP time: 0.0032, Total iter time: 5.6732 [2020-11-12 11:56:46,375][root][INFO] - ===> Epoch[1](3/26): Loss 3.6727, Sem 2.5112, dir -0.0756, norm 1.2371, swav 0.0000 LR: 9.999e-02 Score 54.053 Data time: 0.1651, Forward time: 2.5806, Backward time: 3.2677, DDP time: 0.0035, Total iter time: 5.6026 [2020-11-12 11:56:52,008][root][INFO] - ===> Epoch[1](4/26): Loss 3.2177, Sem 2.2553, dir -0.1037, norm 1.0661, swav 0.0000 LR: 9.998e-02 Score 50.245 Data time: 0.1863, Forward time: 2.5707, Backward time: 3.0943, DDP time: 0.0037, Total iter time: 5.4402 [2020-11-12 11:56:57,854][root][INFO] - ===> Epoch[1](5/26): Loss 2.6545, Sem 1.9105, dir -0.1777, norm 0.9216, swav 0.0000 LR: 9.998e-02 Score 53.888 Data time: 0.2334, Forward time: 2.6741, Backward time: 2.9423, DDP time: 0.0033, Total iter time: 5.6694 [2020-11-12 11:57:03,692][root][INFO] - ===> Epoch[1](6/26): Loss 3.2798, Sem 1.7163, dir -0.0381, norm 1.6016, swav 0.0000 LR: 9.997e-02 Score 57.516 Data time: 0.2808, Forward time: 2.7267, Backward time: 2.8371, DDP time: 0.0036, Total iter time: 5.6566 [2020-11-12 11:57:09,773][root][INFO] - ===> Epoch[1](7/26): Loss 2.8933, Sem 1.7221, dir -0.0788, norm 1.2499, swav 0.0000 LR: 9.997e-02 Score 58.967 Data time: 0.2513, Forward time: 2.7903, Backward time: 2.7836, DDP time: 0.0036, Total iter time: 5.9585 [2020-11-12 11:57:15,448][root][INFO] - ===> Epoch[1](8/26): Loss 2.5404, Sem 1.7850, dir -0.1921, norm 0.9476, swav 0.0000 LR: 9.996e-02 Score 58.759 Data time: 0.1868, Forward time: 2.7420, Backward time: 2.7808, DDP time: 0.0036, Total iter time: 5.5174 [2020-11-12 11:57:21,328][root][INFO] - ===> Epoch[1](9/26): Loss 2.6689, Sem 1.8318, dir -0.1489, norm 0.9861, swav 0.0000 LR: 9.996e-02 Score 58.775 Data time: 0.1839, Forward time: 2.6845, Backward time: 2.8373, DDP time: 0.0037, Total iter time: 5.7726 [2020-11-12 11:57:27,656][root][INFO] - ===> Epoch[1](10/26): Loss 2.4922, Sem 1.8262, dir -0.2734, norm 0.9394, swav 0.0000 LR: 9.996e-02 Score 56.833 Data time: 0.1782, Forward time: 2.6179, Backward time: 2.9448, DDP time: 0.0039, Total iter time: 6.2354 [2020-11-12 11:57:33,664][root][INFO] - ===> Epoch[1](11/26): Loss 2.3750, Sem 1.7360, dir -0.2497, norm 0.8887, swav 0.0000 LR: 9.995e-02 Score 58.337 Data time: 0.2033, Forward time: 2.6165, Backward time: 2.9542, DDP time: 0.0039, Total iter time: 5.9132 [2020-11-12 11:57:40,171][root][INFO] - ===> Epoch[1](12/26): Loss 2.3604, Sem 1.7199, dir -0.3363, norm 0.9769, swav 0.0000 LR: 9.995e-02 Score 57.012 Data time: 0.1806, Forward time: 2.5657, Backward time: 3.0472, DDP time: 0.0039, Total iter time: 6.3830 [2020-11-12 11:57:46,307][root][INFO] - ===> Epoch[1](13/26): Loss 2.5037, Sem 1.8075, dir -0.3538, norm 1.0500, swav 0.0000 LR: 9.994e-02 Score 54.525 Data time: 0.2373, Forward time: 2.5919, Backward time: 3.0296, DDP time: 0.0039, Total iter time: 5.9951 [2020-11-12 11:57:52,322][root][INFO] - ===> Epoch[1](14/26): Loss 2.1803, Sem 1.6923, dir -0.3672, norm 0.8552, swav 0.0000 LR: 9.994e-02 Score 58.161 Data time: 0.1992, Forward time: 2.5872, Backward time: 3.0294, DDP time: 0.0039, Total iter time: 5.8705 [2020-11-12 11:57:58,190][root][INFO] - ===> Epoch[1](15/26): Loss 2.2545, Sem 1.7490, dir -0.3357, norm 0.8412, swav 0.0000 LR: 9.993e-02 Score 54.127 Data time: 0.1823, Forward time: 2.5552, Backward time: 3.0523, DDP time: 0.0039, Total iter time: 5.7460 [2020-11-12 11:58:04,367][root][INFO] - ===> Epoch[1](16/26): Loss 2.1743, Sem 1.6561, dir -0.2955, norm 0.8137, swav 0.0000 LR: 9.993e-02 Score 54.838 Data time: 0.2925, Forward time: 2.5703, Backward time: 3.0463, DDP time: 0.0039, Total iter time: 6.0753 [2020-11-12 11:58:10,784][root][INFO] - ===> Epoch[1](17/26): Loss 1.9936, Sem 1.5132, dir -0.3401, norm 0.8205, swav 0.0000 LR: 9.992e-02 Score 60.610 Data time: 0.2307, Forward time: 2.5831, Backward time: 3.0574, DDP time: 0.0039, Total iter time: 6.2842 [2020-11-12 11:58:17,271][root][INFO] - ===> Epoch[1](18/26): Loss 2.2836, Sem 1.6987, dir -0.2923, norm 0.8773, swav 0.0000 LR: 9.992e-02 Score 56.086 Data time: 0.1916, Forward time: 2.5657, Backward time: 3.0986, DDP time: 0.0039, Total iter time: 6.3636 [2020-11-12 11:58:23,533][root][INFO] - ===> Epoch[1](19/26): Loss 2.1332, Sem 1.6222, dir -0.3422, norm 0.8532, swav 0.0000 LR: 9.991e-02 Score 56.745 Data time: 0.2238, Forward time: 2.5775, Backward time: 3.0984, DDP time: 0.0039, Total iter time: 6.1465 [2020-11-12 11:58:28,966][root][INFO] - ===> Epoch[1](20/26): Loss 2.1989, Sem 1.6495, dir -0.3507, norm 0.9002, swav 0.0000 LR: 9.991e-02 Score 56.430 Data time: 0.2100, Forward time: 2.5687, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.3056 [2020-11-12 11:58:34,207][root][INFO] - ===> Epoch[1](21/26): Loss 2.0353, Sem 1.6027, dir -0.3891, norm 0.8217, swav 0.0000 LR: 9.991e-02 Score 57.171 Data time: 0.1957, Forward time: 2.5652, Backward time: 3.0448, DDP time: 0.0039, Total iter time: 5.1435 [2020-11-12 11:58:38,932][root][INFO] - ===> Epoch[1](22/26): Loss 1.9937, Sem 1.5856, dir -0.3721, norm 0.7802, swav 0.0000 LR: 9.990e-02 Score 58.164 Data time: 0.1896, Forward time: 2.5459, Backward time: 3.0072, DDP time: 0.0039, Total iter time: 4.5954 [2020-11-12 11:58:44,583][root][INFO] - ===> Epoch[1](23/26): Loss 2.0768, Sem 1.5967, dir -0.3721, norm 0.8522, swav 0.0000 LR: 9.990e-02 Score 55.628 Data time: 0.2187, Forward time: 2.5479, Backward time: 2.9935, DDP time: 0.0039, Total iter time: 5.5414 [2020-11-12 11:58:51,288][root][INFO] - ===> Epoch[1](24/26): Loss 1.9447, Sem 1.5382, dir -0.3789, norm 0.7854, swav 0.0000 LR: 9.989e-02 Score 57.866 Data time: 0.2012, Forward time: 2.5207, Backward time: 3.0503, DDP time: 0.0039, Total iter time: 6.5870 [2020-11-12 11:58:56,486][root][INFO] - ===> Epoch[1](25/26): Loss 1.9972, Sem 1.5570, dir -0.3901, norm 0.8302, swav 0.0000 LR: 9.989e-02 Score 57.715 Data time: 0.1640, Forward time: 2.4989, Backward time: 3.0452, DDP time: 0.0039, Total iter time: 5.1342 [2020-11-12 11:59:02,755][root][INFO] - ===> Epoch[1](26/26): Loss 1.9906, Sem 1.5744, dir -0.3876, norm 0.8039, swav 0.0000 LR: 9.988e-02 Score 57.521 Data time: 0.1254, Forward time: 2.4600, Backward time: 3.0973, DDP time: 0.0038, Total iter time: 6.1740 [2020-11-12 11:59:07,699][root][INFO] - ===> Epoch[2](27/26): Loss 1.9033, Sem 1.5338, dir -0.4069, norm 0.7764, swav 0.0000 LR: 9.988e-02 Score 57.773 Data time: 0.1597, Forward time: 2.4289, Backward time: 3.0955, DDP time: 0.0039, Total iter time: 4.9161 [2020-11-12 11:59:14,168][root][INFO] - ===> Epoch[2](28/26): Loss 1.9067, Sem 1.5175, dir -0.3867, norm 0.7759, swav 0.0000 LR: 9.987e-02 Score 60.661 Data time: 0.2350, Forward time: 2.4233, Backward time: 3.1198, DDP time: 0.0039, Total iter time: 6.3773 [2020-11-12 11:59:20,015][root][INFO] - ===> Epoch[2](29/26): Loss 2.0041, Sem 1.5865, dir -0.4126, norm 0.8302, swav 0.0000 LR: 9.987e-02 Score 56.907 Data time: 0.2778, Forward time: 2.4440, Backward time: 3.0962, DDP time: 0.0038, Total iter time: 5.7487 [2020-11-12 11:59:25,883][root][INFO] - ===> Epoch[2](30/26): Loss 1.8531, Sem 1.5333, dir -0.4503, norm 0.7702, swav 0.0000 LR: 9.986e-02 Score 58.851 Data time: 0.2036, Forward time: 2.4404, Backward time: 3.0969, DDP time: 0.0038, Total iter time: 5.7265 [2020-11-12 11:59:31,228][root][INFO] - ===> Epoch[2](31/26): Loss 1.7922, Sem 1.4675, dir -0.4664, norm 0.7911, swav 0.0000 LR: 9.986e-02 Score 59.650 Data time: 0.1247, Forward time: 2.4112, Backward time: 3.1085, DDP time: 0.0038, Total iter time: 5.2192 [2020-11-12 11:59:38,008][root][INFO] - ===> Epoch[2](32/26): Loss 1.7381, Sem 1.4224, dir -0.4445, norm 0.7602, swav 0.0000 LR: 9.986e-02 Score 61.074 Data time: 0.1514, Forward time: 2.3846, Backward time: 3.1600, DDP time: 0.0038, Total iter time: 6.6858 [2020-11-12 11:59:43,705][root][INFO] - ===> Epoch[2](33/26): Loss 1.8477, Sem 1.5298, dir -0.4692, norm 0.7870, swav 0.0000 LR: 9.985e-02 Score 58.486 Data time: 0.2305, Forward time: 2.3853, Backward time: 3.1527, DDP time: 0.0038, Total iter time: 5.6058 [2020-11-12 11:59:51,727][root][INFO] - ===> Epoch[2](34/26): Loss 1.7950, Sem 1.4853, dir -0.4696, norm 0.7792, swav 0.0000 LR: 9.985e-02 Score 59.372 Data time: 0.2090, Forward time: 2.3813, Backward time: 3.2151, DDP time: 0.0038, Total iter time: 7.9040 [2020-11-12 11:59:57,359][root][INFO] - ===> Epoch[2](35/26): Loss 1.7545, Sem 1.4507, dir -0.4902, norm 0.7940, swav 0.0000 LR: 9.984e-02 Score 62.023 Data time: 0.2465, Forward time: 2.3877, Backward time: 3.1988, DDP time: 0.0038, Total iter time: 5.5150 [2020-11-12 12:00:04,017][root][INFO] - ===> Epoch[2](36/26): Loss 1.7641, Sem 1.4361, dir -0.4751, norm 0.8031, swav 0.0000 LR: 9.984e-02 Score 60.583 Data time: 0.2448, Forward time: 2.3999, Backward time: 3.2042, DDP time: 0.0038, Total iter time: 6.5473 [2020-11-12 12:00:09,885][root][INFO] - ===> Epoch[2](37/26): Loss 1.5433, Sem 1.3764, dir -0.5229, norm 0.6898, swav 0.0000 LR: 9.983e-02 Score 62.862 Data time: 0.2639, Forward time: 2.4137, Backward time: 3.1844, DDP time: 0.0038, Total iter time: 5.7366 [2020-11-12 12:00:15,742][root][INFO] - ===> Epoch[2](38/26): Loss 1.6226, Sem 1.4321, dir -0.5315, norm 0.7219, swav 0.0000 LR: 9.983e-02 Score 60.810 Data time: 0.1806, Forward time: 2.4076, Backward time: 3.1870, DDP time: 0.0038, Total iter time: 5.7313 [2020-11-12 12:00:20,897][root][INFO] - ===> Epoch[2](39/26): Loss 1.6113, Sem 1.3748, dir -0.4971, norm 0.7336, swav 0.0000 LR: 9.982e-02 Score 63.634 Data time: 0.1502, Forward time: 2.3911, Backward time: 3.1836, DDP time: 0.0038, Total iter time: 5.0501 [2020-11-12 12:00:26,732][root][INFO] - ===> Epoch[2](40/26): Loss 1.8252, Sem 1.5520, dir -0.5183, norm 0.7915, swav 0.0000 LR: 9.982e-02 Score 57.196 Data time: 0.1654, Forward time: 2.3751, Backward time: 3.1949, DDP time: 0.0038, Total iter time: 5.7405 [2020-11-12 12:00:32,225][root][INFO] - ===> Epoch[2](41/26): Loss 1.6572, Sem 1.4566, dir -0.5415, norm 0.7421, swav 0.0000 LR: 9.982e-02 Score 59.164 Data time: 0.1962, Forward time: 2.3718, Backward time: 3.1880, DDP time: 0.0038, Total iter time: 5.3939 [2020-11-12 12:00:37,354][root][INFO] - ===> Epoch[2](42/26): Loss 1.5410, Sem 1.4512, dir -0.5790, norm 0.6688, swav 0.0000 LR: 9.981e-02 Score 61.224 Data time: 0.1182, Forward time: 2.3454, Backward time: 3.1956, DDP time: 0.0038, Total iter time: 5.0026 [2020-11-12 12:00:42,336][root][INFO] - ===> Epoch[2](43/26): Loss 1.4251, Sem 1.3511, dir -0.5685, norm 0.6425, swav 0.0000 LR: 9.981e-02 Score 64.616 Data time: 0.2054, Forward time: 2.3415, Backward time: 3.1797, DDP time: 0.0038, Total iter time: 4.9296 [2020-11-12 12:00:47,594][root][INFO] - ===> Epoch[2](44/26): Loss 1.5085, Sem 1.3134, dir -0.5596, norm 0.7548, swav 0.0000 LR: 9.980e-02 Score 64.109 Data time: 0.2743, Forward time: 2.3500, Backward time: 3.1559, DDP time: 0.0038, Total iter time: 5.1497 [2020-11-12 12:00:53,555][root][INFO] - ===> Epoch[2](45/26): Loss 1.6543, Sem 1.4763, dir -0.5736, norm 0.7516, swav 0.0000 LR: 9.980e-02 Score 58.425 Data time: 0.2131, Forward time: 2.3529, Backward time: 3.1549, DDP time: 0.0038, Total iter time: 5.8428 [2020-11-12 12:01:00,013][root][INFO] - ===> Epoch[2](46/26): Loss 1.4545, Sem 1.2987, dir -0.5614, norm 0.7172, swav 0.0000 LR: 9.979e-02 Score 65.048 Data time: 0.2054, Forward time: 2.3524, Backward time: 3.1665, DDP time: 0.0038, Total iter time: 6.3238 [2020-11-12 12:01:06,023][root][INFO] - ===> Epoch[2](47/26): Loss 1.4437, Sem 1.3165, dir -0.5949, norm 0.7221, swav 0.0000 LR: 9.979e-02 Score 63.344 Data time: 0.1788, Forward time: 2.3424, Backward time: 3.1769, DDP time: 0.0038, Total iter time: 5.9024 [2020-11-12 12:01:11,491][root][INFO] - ===> Epoch[2](48/26): Loss 1.5218, Sem 1.3332, dir -0.5675, norm 0.7560, swav 0.0000 LR: 9.978e-02 Score 61.632 Data time: 0.2328, Forward time: 2.3468, Backward time: 3.1638, DDP time: 0.0038, Total iter time: 5.3702 [2020-11-12 12:01:17,156][root][INFO] - ===> Epoch[2](49/26): Loss 1.3620, Sem 1.3227, dir -0.6165, norm 0.6557, swav 0.0000 LR: 9.978e-02 Score 62.963 Data time: 0.1966, Forward time: 2.3420, Backward time: 3.1639, DDP time: 0.0038, Total iter time: 5.5554 [2020-11-12 12:01:23,394][root][INFO] - ===> Epoch[2](50/26): Loss 1.5042, Sem 1.3721, dir -0.6048, norm 0.7370, swav 0.0000 LR: 9.977e-02 Score 61.133 Data time: 0.2288, Forward time: 2.3449, Backward time: 3.1675, DDP time: 0.0038, Total iter time: 6.1464 [2020-11-12 12:01:28,942][root][INFO] - ===> Epoch[2](51/26): Loss 1.4887, Sem 1.3469, dir -0.5844, norm 0.7262, swav 0.0000 LR: 9.977e-02 Score 62.135 Data time: 0.2332, Forward time: 2.3466, Backward time: 3.1588, DDP time: 0.0038, Total iter time: 5.4446 [2020-11-12 12:01:34,478][root][INFO] - ===> Epoch[2](52/26): Loss 1.4351, Sem 1.3561, dir -0.6052, norm 0.6842, swav 0.0000 LR: 9.977e-02 Score 63.134 Data time: 0.2495, Forward time: 2.3575, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.4448 [2020-11-12 12:01:40,147][root][INFO] - ===> Epoch[3](53/26): Loss 1.5718, Sem 1.4335, dir -0.5998, norm 0.7381, swav 0.0000 LR: 9.976e-02 Score 59.742 Data time: 0.2136, Forward time: 2.3525, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.5663 [2020-11-12 12:01:46,842][root][INFO] - ===> Epoch[3](54/26): Loss 1.3813, Sem 1.3852, dir -0.6428, norm 0.6390, swav 0.0000 LR: 9.976e-02 Score 60.934 Data time: 0.3355, Forward time: 2.3715, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 6.6126 [2020-11-12 12:01:53,422][root][INFO] - ===> Epoch[3](55/26): Loss 1.4266, Sem 1.2737, dir -0.6112, norm 0.7641, swav 0.0000 LR: 9.975e-02 Score 64.338 Data time: 0.2472, Forward time: 2.3812, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 6.4551 [2020-11-12 12:01:59,491][root][INFO] - ===> Epoch[3](56/26): Loss 1.3647, Sem 1.3491, dir -0.6607, norm 0.6764, swav 0.0000 LR: 9.975e-02 Score 60.816 Data time: 0.2678, Forward time: 2.3854, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 5.9337 [2020-11-12 12:02:05,597][root][INFO] - ===> Epoch[3](57/26): Loss 1.4159, Sem 1.3702, dir -0.6406, norm 0.6863, swav 0.0000 LR: 9.974e-02 Score 61.358 Data time: 0.2771, Forward time: 2.3978, Backward time: 3.1282, DDP time: 0.0036, Total iter time: 5.9920 [2020-11-12 12:02:10,457][root][INFO] - ===> Epoch[3](58/26): Loss 1.4870, Sem 1.4150, dir -0.6356, norm 0.7077, swav 0.0000 LR: 9.974e-02 Score 60.378 Data time: 0.2324, Forward time: 2.4007, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 4.7233 [2020-11-12 12:02:15,612][root][INFO] - ===> Epoch[3](59/26): Loss 1.3231, Sem 1.2551, dir -0.6333, norm 0.7014, swav 0.0000 LR: 9.973e-02 Score 64.539 Data time: 0.2371, Forward time: 2.4014, Backward time: 3.0943, DDP time: 0.0036, Total iter time: 5.0474 [2020-11-12 12:02:21,257][root][INFO] - ===> Epoch[3](60/26): Loss 1.5187, Sem 1.4115, dir -0.6259, norm 0.7331, swav 0.0000 LR: 9.973e-02 Score 58.655 Data time: 0.1814, Forward time: 2.3944, Backward time: 3.0970, DDP time: 0.0036, Total iter time: 5.5188 [2020-11-12 12:02:27,292][root][INFO] - ===> Epoch[3](61/26): Loss 1.3433, Sem 1.3310, dir -0.6545, norm 0.6668, swav 0.0000 LR: 9.973e-02 Score 63.122 Data time: 0.2151, Forward time: 2.3940, Backward time: 3.1003, DDP time: 0.0036, Total iter time: 5.9541 [2020-11-12 12:02:32,673][root][INFO] - ===> Epoch[3](62/26): Loss 1.3724, Sem 1.3171, dir -0.6432, norm 0.6985, swav 0.0000 LR: 9.972e-02 Score 62.755 Data time: 0.1926, Forward time: 2.3831, Backward time: 3.1035, DDP time: 0.0036, Total iter time: 5.2909 [2020-11-12 12:02:38,634][root][INFO] - ===> Epoch[3](63/26): Loss 1.3184, Sem 1.2759, dir -0.6412, norm 0.6836, swav 0.0000 LR: 9.972e-02 Score 65.310 Data time: 0.2487, Forward time: 2.3890, Backward time: 3.0995, DDP time: 0.0036, Total iter time: 5.8882 [2020-11-12 12:02:43,945][root][INFO] - ===> Epoch[3](64/26): Loss 1.4136, Sem 1.3556, dir -0.6483, norm 0.7063, swav 0.0000 LR: 9.971e-02 Score 60.965 Data time: 0.2107, Forward time: 2.3879, Backward time: 3.0916, DDP time: 0.0036, Total iter time: 5.1700 [2020-11-12 12:02:49,227][root][INFO] - ===> Epoch[3](65/26): Loss 1.3644, Sem 1.3683, dir -0.6633, norm 0.6594, swav 0.0000 LR: 9.971e-02 Score 62.359 Data time: 0.1996, Forward time: 2.3848, Backward time: 3.0859, DDP time: 0.0036, Total iter time: 5.1684 [2020-11-12 12:02:53,452][root][INFO] - ===> Epoch[3](66/26): Loss 1.0922, Sem 1.1466, dir -0.6704, norm 0.6161, swav 0.0000 LR: 9.970e-02 Score 66.569 Data time: 0.1797, Forward time: 2.3800, Backward time: 3.0672, DDP time: 0.0036, Total iter time: 4.1278 [2020-11-12 12:02:59,381][root][INFO] - ===> Epoch[3](67/26): Loss 1.2962, Sem 1.2990, dir -0.6761, norm 0.6733, swav 0.0000 LR: 9.970e-02 Score 63.116 Data time: 0.1323, Forward time: 2.3661, Backward time: 3.0847, DDP time: 0.0036, Total iter time: 5.8361 [2020-11-12 12:03:05,851][root][INFO] - ===> Epoch[3](68/26): Loss 1.1206, Sem 1.1331, dir -0.6693, norm 0.6568, swav 0.0000 LR: 9.969e-02 Score 66.927 Data time: 0.2673, Forward time: 2.3720, Backward time: 3.0879, DDP time: 0.0036, Total iter time: 6.3918 [2020-11-12 12:03:11,243][root][INFO] - ===> Epoch[3](69/26): Loss 1.1949, Sem 1.2138, dir -0.6842, norm 0.6653, swav 0.0000 LR: 9.969e-02 Score 65.818 Data time: 0.2263, Forward time: 2.3750, Backward time: 3.0783, DDP time: 0.0036, Total iter time: 5.2565 [2020-11-12 12:03:17,435][root][INFO] - ===> Epoch[3](70/26): Loss 1.1363, Sem 1.2336, dir -0.6996, norm 0.6023, swav 0.0000 LR: 9.968e-02 Score 64.241 Data time: 0.1903, Forward time: 2.3712, Backward time: 3.0868, DDP time: 0.0036, Total iter time: 6.0763 [2020-11-12 12:03:22,916][root][INFO] - ===> Epoch[3](71/26): Loss 1.2703, Sem 1.2675, dir -0.6848, norm 0.6877, swav 0.0000 LR: 9.968e-02 Score 62.068 Data time: 0.2033, Forward time: 2.3707, Backward time: 3.0827, DDP time: 0.0036, Total iter time: 5.3718 [2020-11-12 12:03:27,809][root][INFO] - ===> Epoch[3](72/26): Loss 1.0901, Sem 1.1873, dir -0.6989, norm 0.6017, swav 0.0000 LR: 9.968e-02 Score 66.562 Data time: 0.2764, Forward time: 2.3722, Backward time: 3.0667, DDP time: 0.0036, Total iter time: 4.7885 [2020-11-12 12:03:33,958][root][INFO] - ===> Epoch[3](73/26): Loss 1.1935, Sem 1.2510, dir -0.7007, norm 0.6432, swav 0.0000 LR: 9.967e-02 Score 63.218 Data time: 0.2320, Forward time: 2.3789, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 6.0314 [2020-11-12 12:03:39,671][root][INFO] - ===> Epoch[3](74/26): Loss 1.3007, Sem 1.3340, dir -0.6802, norm 0.6469, swav 0.0000 LR: 9.967e-02 Score 62.375 Data time: 0.1299, Forward time: 2.3656, Backward time: 3.0777, DDP time: 0.0036, Total iter time: 5.5654 [2020-11-12 12:03:45,755][root][INFO] - ===> Epoch[3](75/26): Loss 1.1087, Sem 1.2288, dir -0.7131, norm 0.5929, swav 0.0000 LR: 9.966e-02 Score 62.919 Data time: 0.2198, Forward time: 2.3620, Backward time: 3.0847, DDP time: 0.0036, Total iter time: 6.0003 [2020-11-12 12:03:52,658][root][INFO] - ===> Epoch[3](76/26): Loss 1.2288, Sem 1.2694, dir -0.7042, norm 0.6637, swav 0.0000 LR: 9.966e-02 Score 61.863 Data time: 0.3266, Forward time: 2.3759, Backward time: 3.0841, DDP time: 0.0036, Total iter time: 6.8067 [2020-11-12 12:03:58,300][root][INFO] - ===> Epoch[3](77/26): Loss 1.2282, Sem 1.3010, dir -0.7053, norm 0.6324, swav 0.0000 LR: 9.965e-02 Score 63.245 Data time: 0.2044, Forward time: 2.3763, Backward time: 3.0811, DDP time: 0.0036, Total iter time: 5.5173 [2020-11-12 12:04:04,547][root][INFO] - ===> Epoch[3](78/26): Loss 1.1415, Sem 1.2239, dir -0.7149, norm 0.6325, swav 0.0000 LR: 9.965e-02 Score 65.147 Data time: 0.2362, Forward time: 2.3770, Backward time: 3.0850, DDP time: 0.0036, Total iter time: 6.1271 [2020-11-12 12:04:10,450][root][INFO] - ===> Epoch[4](79/26): Loss 1.1619, Sem 1.2787, dir -0.7064, norm 0.5897, swav 0.0000 LR: 9.964e-02 Score 62.492 Data time: 0.2898, Forward time: 2.3848, Backward time: 3.0767, DDP time: 0.0036, Total iter time: 5.7833 [2020-11-12 12:04:16,614][root][INFO] - ===> Epoch[4](80/26): Loss 1.0981, Sem 1.2119, dir -0.7108, norm 0.5970, swav 0.0000 LR: 9.964e-02 Score 65.736 Data time: 0.2934, Forward time: 2.3928, Backward time: 3.0718, DDP time: 0.0036, Total iter time: 6.0468 [2020-11-12 12:04:22,864][root][INFO] - ===> Epoch[4](81/26): Loss 1.2631, Sem 1.3056, dir -0.7071, norm 0.6646, swav 0.0000 LR: 9.964e-02 Score 61.222 Data time: 0.3012, Forward time: 2.4026, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 6.1391 [2020-11-12 12:04:28,063][root][INFO] - ===> Epoch[4](82/26): Loss 1.0862, Sem 1.2156, dir -0.7223, norm 0.5928, swav 0.0000 LR: 9.963e-02 Score 64.123 Data time: 0.1832, Forward time: 2.3997, Backward time: 3.0618, DDP time: 0.0035, Total iter time: 5.1005 [2020-11-12 12:04:33,782][root][INFO] - ===> Epoch[4](83/26): Loss 1.1752, Sem 1.2432, dir -0.7197, norm 0.6517, swav 0.0000 LR: 9.963e-02 Score 63.385 Data time: 0.2281, Forward time: 2.3993, Backward time: 3.0607, DDP time: 0.0035, Total iter time: 5.6144 [2020-11-12 12:04:39,988][root][INFO] - ===> Epoch[4](84/26): Loss 1.1085, Sem 1.1967, dir -0.7236, norm 0.6354, swav 0.0000 LR: 9.962e-02 Score 64.724 Data time: 0.2051, Forward time: 2.3961, Backward time: 3.0679, DDP time: 0.0035, Total iter time: 6.0979 [2020-11-12 12:04:45,219][root][INFO] - ===> Epoch[4](85/26): Loss 0.9967, Sem 1.1481, dir -0.7233, norm 0.5719, swav 0.0000 LR: 9.962e-02 Score 66.595 Data time: 0.2293, Forward time: 2.3960, Backward time: 3.0610, DDP time: 0.0035, Total iter time: 5.1431 [2020-11-12 12:04:51,522][root][INFO] - ===> Epoch[4](86/26): Loss 0.9892, Sem 1.1274, dir -0.7391, norm 0.6009, swav 0.0000 LR: 9.961e-02 Score 67.888 Data time: 0.2698, Forward time: 2.4013, Backward time: 3.0608, DDP time: 0.0035, Total iter time: 6.2072 [2020-11-12 12:04:57,350][root][INFO] - ===> Epoch[4](87/26): Loss 1.1462, Sem 1.1784, dir -0.7135, norm 0.6813, swav 0.0000 LR: 9.961e-02 Score 64.277 Data time: 0.2517, Forward time: 2.4024, Backward time: 3.0590, DDP time: 0.0035, Total iter time: 5.7011 [2020-11-12 12:05:02,760][root][INFO] - ===> Epoch[4](88/26): Loss 1.1591, Sem 1.2598, dir -0.7426, norm 0.6419, swav 0.0000 LR: 9.960e-02 Score 61.207 Data time: 0.1934, Forward time: 2.3971, Backward time: 3.0594, DDP time: 0.0035, Total iter time: 5.3124 [2020-11-12 12:05:08,385][root][INFO] - ===> Epoch[4](89/26): Loss 0.9402, Sem 1.1307, dir -0.7563, norm 0.5659, swav 0.0000 LR: 9.960e-02 Score 66.552 Data time: 0.1712, Forward time: 2.3913, Backward time: 3.0631, DDP time: 0.0035, Total iter time: 5.5416 [2020-11-12 12:05:14,003][root][INFO] - ===> Epoch[4](90/26): Loss 1.0335, Sem 1.1818, dir -0.7402, norm 0.5919, swav 0.0000 LR: 9.959e-02 Score 66.135 Data time: 0.1694, Forward time: 2.3866, Backward time: 3.0658, DDP time: 0.0035, Total iter time: 5.5121 [2020-11-12 12:05:19,613][root][INFO] - ===> Epoch[4](91/26): Loss 1.2652, Sem 1.3071, dir -0.7238, norm 0.6819, swav 0.0000 LR: 9.959e-02 Score 62.734 Data time: 0.1849, Forward time: 2.3813, Backward time: 3.0687, DDP time: 0.0035, Total iter time: 5.5218 [2020-11-12 12:05:25,634][root][INFO] - ===> Epoch[4](92/26): Loss 1.0435, Sem 1.2528, dir -0.7644, norm 0.5551, swav 0.0000 LR: 9.959e-02 Score 63.287 Data time: 0.2385, Forward time: 2.3818, Backward time: 3.0700, DDP time: 0.0035, Total iter time: 5.9203 [2020-11-12 12:05:31,062][root][INFO] - ===> Epoch[4](93/26): Loss 1.1096, Sem 1.2392, dir -0.7405, norm 0.6109, swav 0.0000 LR: 9.958e-02 Score 63.658 Data time: 0.2693, Forward time: 2.3865, Backward time: 3.0608, DDP time: 0.0035, Total iter time: 5.3203 [2020-11-12 12:05:36,687][root][INFO] - ===> Epoch[4](94/26): Loss 1.0985, Sem 1.2299, dir -0.7437, norm 0.6123, swav 0.0000 LR: 9.958e-02 Score 63.794 Data time: 0.3065, Forward time: 2.3920, Backward time: 3.0525, DDP time: 0.0035, Total iter time: 5.5045 [2020-11-12 12:05:42,656][root][INFO] - ===> Epoch[4](95/26): Loss 0.9800, Sem 1.1515, dir -0.7524, norm 0.5810, swav 0.0000 LR: 9.957e-02 Score 66.164 Data time: 0.2079, Forward time: 2.3908, Backward time: 3.0546, DDP time: 0.0035, Total iter time: 5.8365 [2020-11-12 12:05:49,382][root][INFO] - ===> Epoch[4](96/26): Loss 1.0856, Sem 1.1977, dir -0.7400, norm 0.6278, swav 0.0000 LR: 9.957e-02 Score 64.289 Data time: 0.1858, Forward time: 2.3869, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 6.6179 [2020-11-12 12:05:55,396][root][INFO] - ===> Epoch[4](97/26): Loss 0.8627, Sem 1.1057, dir -0.7630, norm 0.5200, swav 0.0000 LR: 9.956e-02 Score 69.552 Data time: 0.2753, Forward time: 2.3894, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 5.9082 [2020-11-12 12:06:03,047][root][INFO] - ===> Epoch[4](98/26): Loss 0.9169, Sem 1.0789, dir -0.7490, norm 0.5871, swav 0.0000 LR: 9.956e-02 Score 68.154 Data time: 0.2752, Forward time: 2.3931, Backward time: 3.0798, DDP time: 0.0035, Total iter time: 7.5258 [2020-11-12 12:06:08,885][root][INFO] - ===> Epoch[4](99/26): Loss 0.9072, Sem 1.1199, dir -0.7619, norm 0.5493, swav 0.0000 LR: 9.955e-02 Score 67.188 Data time: 0.2838, Forward time: 2.3989, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.6810 [2020-11-12 12:06:14,271][root][INFO] - ===> Epoch[4](100/26): Loss 0.9159, Sem 1.1264, dir -0.7586, norm 0.5481, swav 0.0000 LR: 9.955e-02 Score 66.401 Data time: 0.2326, Forward time: 2.3992, Backward time: 3.0681, DDP time: 0.0035, Total iter time: 5.2639 [2020-11-12 12:06:19,701][root][INFO] - ===> Epoch[4](101/26): Loss 0.9256, Sem 1.1436, dir -0.7614, norm 0.5434, swav 0.0000 LR: 9.955e-02 Score 66.034 Data time: 0.2484, Forward time: 2.4015, Backward time: 3.0614, DDP time: 0.0035, Total iter time: 5.3208 [2020-11-12 12:06:26,214][root][INFO] - ===> Epoch[4](102/26): Loss 0.9585, Sem 1.1771, dir -0.7798, norm 0.5612, swav 0.0000 LR: 9.954e-02 Score 65.252 Data time: 0.2144, Forward time: 2.3976, Backward time: 3.0709, DDP time: 0.0035, Total iter time: 6.3859 [2020-11-12 12:06:31,066][root][INFO] - ===> Epoch[4](103/26): Loss 1.0663, Sem 1.1630, dir -0.7339, norm 0.6371, swav 0.0000 LR: 9.954e-02 Score 65.885 Data time: 0.2125, Forward time: 2.3979, Backward time: 3.0616, DDP time: 0.0035, Total iter time: 4.7674 [2020-11-12 12:06:36,624][root][INFO] - ===> Epoch[4](104/26): Loss 0.9077, Sem 1.1569, dir -0.7689, norm 0.5197, swav 0.0000 LR: 9.953e-02 Score 66.053 Data time: 0.1817, Forward time: 2.3900, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 5.4536 [2020-11-12 12:06:41,837][root][INFO] - ===> Epoch[5](105/26): Loss 1.0031, Sem 1.1795, dir -0.7413, norm 0.5648, swav 0.0000 LR: 9.953e-02 Score 64.241 Data time: 0.1348, Forward time: 2.3816, Backward time: 3.0696, DDP time: 0.0035, Total iter time: 5.1347 [2020-11-12 12:06:48,593][root][INFO] - ===> Epoch[5](106/26): Loss 1.0533, Sem 1.1683, dir -0.7363, norm 0.6212, swav 0.0000 LR: 9.952e-02 Score 64.808 Data time: 0.2079, Forward time: 2.3801, Backward time: 3.0800, DDP time: 0.0035, Total iter time: 6.7037 [2020-11-12 12:06:54,678][root][INFO] - ===> Epoch[5](107/26): Loss 0.9176, Sem 1.0992, dir -0.7626, norm 0.5809, swav 0.0000 LR: 9.952e-02 Score 67.373 Data time: 0.1765, Forward time: 2.3758, Backward time: 3.0863, DDP time: 0.0035, Total iter time: 5.9726 [2020-11-12 12:07:00,395][root][INFO] - ===> Epoch[5](108/26): Loss 1.0074, Sem 1.1780, dir -0.7468, norm 0.5762, swav 0.0000 LR: 9.951e-02 Score 64.096 Data time: 0.2137, Forward time: 2.3753, Backward time: 3.0856, DDP time: 0.0035, Total iter time: 5.6140 [2020-11-12 12:07:05,596][root][INFO] - ===> Epoch[5](109/26): Loss 0.9635, Sem 1.1465, dir -0.7631, norm 0.5800, swav 0.0000 LR: 9.951e-02 Score 66.416 Data time: 0.2020, Forward time: 2.3726, Backward time: 3.0824, DDP time: 0.0035, Total iter time: 5.0844 [2020-11-12 12:07:12,134][root][INFO] - ===> Epoch[5](110/26): Loss 0.9721, Sem 1.1285, dir -0.7623, norm 0.6059, swav 0.0000 LR: 9.950e-02 Score 66.674 Data time: 0.3634, Forward time: 2.3809, Backward time: 3.0797, DDP time: 0.0035, Total iter time: 6.4390 [2020-11-12 12:07:19,064][root][INFO] - ===> Epoch[5](111/26): Loss 1.0103, Sem 1.1991, dir -0.7514, norm 0.5626, swav 0.0000 LR: 9.950e-02 Score 64.008 Data time: 0.2294, Forward time: 2.3833, Backward time: 3.0861, DDP time: 0.0035, Total iter time: 6.7862 [2020-11-12 12:07:24,182][root][INFO] - ===> Epoch[5](112/26): Loss 0.9874, Sem 1.1451, dir -0.7602, norm 0.6025, swav 0.0000 LR: 9.950e-02 Score 65.278 Data time: 0.2070, Forward time: 2.3827, Backward time: 3.0805, DDP time: 0.0035, Total iter time: 5.0104 [2020-11-12 12:07:30,837][root][INFO] - ===> Epoch[5](113/26): Loss 1.0374, Sem 1.2261, dir -0.7477, norm 0.5590, swav 0.0000 LR: 9.949e-02 Score 63.070 Data time: 0.1703, Forward time: 2.3781, Backward time: 3.0919, DDP time: 0.0035, Total iter time: 6.5436 [2020-11-12 12:07:35,949][root][INFO] - ===> Epoch[5](114/26): Loss 0.8981, Sem 1.1204, dir -0.7704, norm 0.5481, swav 0.0000 LR: 9.949e-02 Score 67.078 Data time: 0.2172, Forward time: 2.3777, Backward time: 3.0862, DDP time: 0.0035, Total iter time: 5.0325 [2020-11-12 12:07:41,650][root][INFO] - ===> Epoch[5](115/26): Loss 0.8633, Sem 1.0821, dir -0.7749, norm 0.5561, swav 0.0000 LR: 9.948e-02 Score 67.982 Data time: 0.2321, Forward time: 2.3786, Backward time: 3.0837, DDP time: 0.0035, Total iter time: 5.5710 [2020-11-12 12:07:48,144][root][INFO] - ===> Epoch[5](116/26): Loss 0.9724, Sem 1.1386, dir -0.7545, norm 0.5883, swav 0.0000 LR: 9.948e-02 Score 66.134 Data time: 0.2958, Forward time: 2.3857, Backward time: 3.0815, DDP time: 0.0035, Total iter time: 6.3897 [2020-11-12 12:07:53,574][root][INFO] - ===> Epoch[5](117/26): Loss 1.0453, Sem 1.2049, dir -0.7655, norm 0.6059, swav 0.0000 LR: 9.947e-02 Score 62.762 Data time: 0.1380, Forward time: 2.3805, Backward time: 3.0831, DDP time: 0.0035, Total iter time: 5.3049 [2020-11-12 12:07:59,615][root][INFO] - ===> Epoch[5](118/26): Loss 0.8533, Sem 1.0180, dir -0.7434, norm 0.5788, swav 0.0000 LR: 9.947e-02 Score 69.922 Data time: 0.1794, Forward time: 2.3756, Backward time: 3.0894, DDP time: 0.0035, Total iter time: 5.9410 [2020-11-12 12:08:05,865][root][INFO] - ===> Epoch[5](119/26): Loss 0.8784, Sem 1.1274, dir -0.7797, norm 0.5307, swav 0.0000 LR: 9.946e-02 Score 66.315 Data time: 0.3091, Forward time: 2.3820, Backward time: 3.0857, DDP time: 0.0035, Total iter time: 6.1704 [2020-11-12 12:08:11,773][root][INFO] - ===> Epoch[5](120/26): Loss 0.9344, Sem 1.1638, dir -0.7748, norm 0.5454, swav 0.0000 LR: 9.946e-02 Score 64.033 Data time: 0.1323, Forward time: 2.3761, Backward time: 3.0921, DDP time: 0.0035, Total iter time: 5.8000 [2020-11-12 12:08:19,045][root][INFO] - ===> Epoch[5](121/26): Loss 0.7640, Sem 1.0554, dir -0.7773, norm 0.4859, swav 0.0000 LR: 9.946e-02 Score 68.854 Data time: 0.1524, Forward time: 2.3693, Backward time: 3.1104, DDP time: 0.0035, Total iter time: 7.1946 [2020-11-12 12:08:24,787][root][INFO] - ===> Epoch[5](122/26): Loss 0.7479, Sem 0.9838, dir -0.7637, norm 0.5279, swav 0.0000 LR: 9.945e-02 Score 70.200 Data time: 0.2240, Forward time: 2.3692, Backward time: 3.1098, DDP time: 0.0035, Total iter time: 5.6939 [2020-11-12 12:08:31,871][root][INFO] - ===> Epoch[5](123/26): Loss 0.9964, Sem 1.1739, dir -0.7561, norm 0.5787, swav 0.0000 LR: 9.945e-02 Score 65.086 Data time: 0.1513, Forward time: 2.3633, Backward time: 3.1252, DDP time: 0.0035, Total iter time: 6.9909 [2020-11-12 12:08:37,758][root][INFO] - ===> Epoch[5](124/26): Loss 0.7577, Sem 1.0025, dir -0.7664, norm 0.5215, swav 0.0000 LR: 9.944e-02 Score 71.560 Data time: 0.2514, Forward time: 2.3664, Backward time: 3.1219, DDP time: 0.0035, Total iter time: 5.8070 [2020-11-12 12:08:42,267][root][INFO] - ===> Epoch[5](125/26): Loss 0.8759, Sem 1.1103, dir -0.7612, norm 0.5267, swav 0.0000 LR: 9.944e-02 Score 66.733 Data time: 0.1981, Forward time: 2.3651, Backward time: 3.1128, DDP time: 0.0035, Total iter time: 4.4064 [2020-11-12 12:08:47,144][root][INFO] - ===> Epoch[5](126/26): Loss 0.9879, Sem 1.1060, dir -0.7460, norm 0.6279, swav 0.0000 LR: 9.943e-02 Score 65.824 Data time: 0.2397, Forward time: 2.3662, Backward time: 3.1041, DDP time: 0.0035, Total iter time: 4.7800 [2020-11-12 12:08:52,273][root][INFO] - ===> Epoch[5](127/26): Loss 0.8401, Sem 1.0600, dir -0.7644, norm 0.5445, swav 0.0000 LR: 9.943e-02 Score 68.715 Data time: 0.1849, Forward time: 2.3639, Backward time: 3.1008, DDP time: 0.0035, Total iter time: 4.9977 [2020-11-12 12:08:57,827][root][INFO] - ===> Epoch[5](128/26): Loss 0.7609, Sem 1.0308, dir -0.7936, norm 0.5237, swav 0.0000 LR: 9.942e-02 Score 68.955 Data time: 0.1701, Forward time: 2.3588, Backward time: 3.1036, DDP time: 0.0035, Total iter time: 5.4633 [2020-11-12 12:09:05,413][root][INFO] - ===> Epoch[5](129/26): Loss 0.8548, Sem 1.0907, dir -0.7685, norm 0.5326, swav 0.0000 LR: 9.942e-02 Score 66.440 Data time: 0.2498, Forward time: 2.3607, Backward time: 3.1148, DDP time: 0.0035, Total iter time: 7.5148 [2020-11-12 12:09:11,907][root][INFO] - ===> Epoch[5](130/26): Loss 0.9379, Sem 1.1839, dir -0.7804, norm 0.5344, swav 0.0000 LR: 9.941e-02 Score 64.707 Data time: 0.2602, Forward time: 2.3627, Backward time: 3.1172, DDP time: 0.0035, Total iter time: 6.3815 [2020-11-12 12:09:17,499][root][INFO] - ===> Epoch[6](131/26): Loss 0.7954, Sem 1.0143, dir -0.7715, norm 0.5526, swav 0.0000 LR: 9.941e-02 Score 69.213 Data time: 0.1225, Forward time: 2.3550, Backward time: 3.1238, DDP time: 0.0035, Total iter time: 5.4691 [2020-11-12 12:09:21,881][root][INFO] - ===> Epoch[6](132/26): Loss 0.9422, Sem 1.1005, dir -0.7528, norm 0.5945, swav 0.0000 LR: 9.941e-02 Score 67.959 Data time: 0.1956, Forward time: 2.3532, Backward time: 3.1151, DDP time: 0.0035, Total iter time: 4.3176 [2020-11-12 12:09:27,135][root][INFO] - ===> Epoch[6](133/26): Loss 1.0785, Sem 1.2185, dir -0.7630, norm 0.6230, swav 0.0000 LR: 9.940e-02 Score 63.562 Data time: 0.1904, Forward time: 2.3504, Backward time: 3.1135, DDP time: 0.0035, Total iter time: 5.1529 [2020-11-12 12:09:31,608][root][INFO] - ===> Epoch[6](134/26): Loss 0.7677, Sem 1.0359, dir -0.7655, norm 0.4972, swav 0.0000 LR: 9.940e-02 Score 69.680 Data time: 0.1674, Forward time: 2.3448, Backward time: 3.1091, DDP time: 0.0035, Total iter time: 4.3750 [2020-11-12 12:09:37,199][root][INFO] - ===> Epoch[6](135/26): Loss 0.9603, Sem 1.1166, dir -0.7555, norm 0.5992, swav 0.0000 LR: 9.939e-02 Score 67.016 Data time: 0.2724, Forward time: 2.3487, Backward time: 3.1036, DDP time: 0.0035, Total iter time: 5.5245 [2020-11-12 12:09:42,355][root][INFO] - ===> Epoch[6](136/26): Loss 0.9017, Sem 1.1253, dir -0.7685, norm 0.5449, swav 0.0000 LR: 9.939e-02 Score 65.982 Data time: 0.2149, Forward time: 2.3508, Backward time: 3.0966, DDP time: 0.0035, Total iter time: 5.0160 [2020-11-12 12:09:47,992][root][INFO] - ===> Epoch[6](137/26): Loss 0.7736, Sem 1.0182, dir -0.7715, norm 0.5270, swav 0.0000 LR: 9.938e-02 Score 69.232 Data time: 0.1163, Forward time: 2.3436, Backward time: 3.1021, DDP time: 0.0035, Total iter time: 5.5329 [2020-11-12 12:09:53,965][root][INFO] - ===> Epoch[6](138/26): Loss 0.8269, Sem 1.0540, dir -0.7792, norm 0.5521, swav 0.0000 LR: 9.938e-02 Score 69.140 Data time: 0.2179, Forward time: 2.3435, Backward time: 3.1036, DDP time: 0.0035, Total iter time: 5.9212 [2020-11-12 12:09:59,636][root][INFO] - ===> Epoch[6](139/26): Loss 0.8546, Sem 1.0564, dir -0.7737, norm 0.5719, swav 0.0000 LR: 9.937e-02 Score 69.728 Data time: 0.1947, Forward time: 2.3425, Backward time: 3.1034, DDP time: 0.0035, Total iter time: 5.5529 [2020-11-12 12:10:05,865][root][INFO] - ===> Epoch[6](140/26): Loss 0.9758, Sem 1.1602, dir -0.7683, norm 0.5839, swav 0.0000 LR: 9.937e-02 Score 64.655 Data time: 0.1805, Forward time: 2.3401, Backward time: 3.1085, DDP time: 0.0035, Total iter time: 6.1262 [2020-11-12 12:10:11,427][root][INFO] - ===> Epoch[6](141/26): Loss 0.7619, Sem 1.0312, dir -0.7860, norm 0.5168, swav 0.0000 LR: 9.937e-02 Score 68.562 Data time: 0.2057, Forward time: 2.3359, Backward time: 3.1106, DDP time: 0.0035, Total iter time: 5.4555 [2020-11-12 12:10:16,302][root][INFO] - ===> Epoch[6](142/26): Loss 0.8211, Sem 1.0495, dir -0.7664, norm 0.5380, swav 0.0000 LR: 9.936e-02 Score 68.547 Data time: 0.2168, Forward time: 2.3356, Backward time: 3.1044, DDP time: 0.0035, Total iter time: 4.7820 [2020-11-12 12:10:23,399][root][INFO] - ===> Epoch[6](143/26): Loss 0.8259, Sem 1.0881, dir -0.8070, norm 0.5448, swav 0.0000 LR: 9.936e-02 Score 66.632 Data time: 0.2355, Forward time: 2.3380, Backward time: 3.1104, DDP time: 0.0035, Total iter time: 6.9868 [2020-11-12 12:10:30,220][root][INFO] - ===> Epoch[6](144/26): Loss 0.7896, Sem 1.0565, dir -0.7866, norm 0.5196, swav 0.0000 LR: 9.935e-02 Score 66.584 Data time: 0.1970, Forward time: 2.3361, Backward time: 3.1184, DDP time: 0.0035, Total iter time: 6.6823 [2020-11-12 12:10:35,619][root][INFO] - ===> Epoch[6](145/26): Loss 0.6905, Sem 1.0059, dir -0.8069, norm 0.4914, swav 0.0000 LR: 9.935e-02 Score 69.670 Data time: 0.2037, Forward time: 2.3339, Backward time: 3.1175, DDP time: 0.0035, Total iter time: 5.2846 [2020-11-12 12:10:42,075][root][INFO] - ===> Epoch[6](146/26): Loss 0.6947, Sem 1.0051, dir -0.7967, norm 0.4863, swav 0.0000 LR: 9.934e-02 Score 69.566 Data time: 0.2677, Forward time: 2.3375, Backward time: 3.1179, DDP time: 0.0035, Total iter time: 6.3473 [2020-11-12 12:10:47,983][root][INFO] - ===> Epoch[6](147/26): Loss 0.8863, Sem 1.1897, dir -0.7944, norm 0.4910, swav 0.0000 LR: 9.934e-02 Score 63.767 Data time: 0.2126, Forward time: 2.3358, Backward time: 3.1196, DDP time: 0.0035, Total iter time: 5.7841 [2020-11-12 12:10:53,999][root][INFO] - ===> Epoch[6](148/26): Loss 0.9104, Sem 1.1129, dir -0.7675, norm 0.5649, swav 0.0000 LR: 9.933e-02 Score 66.425 Data time: 0.2672, Forward time: 2.3407, Backward time: 3.1159, DDP time: 0.0035, Total iter time: 5.9183 [2020-11-12 12:11:01,879][root][INFO] - ===> Epoch[6](149/26): Loss 0.7290, Sem 1.0340, dir -0.7902, norm 0.4852, swav 0.0000 LR: 9.933e-02 Score 68.439 Data time: 0.1760, Forward time: 2.3386, Backward time: 3.1310, DDP time: 0.0035, Total iter time: 7.7561 [2020-11-12 12:11:07,528][root][INFO] - ===> Epoch[6](150/26): Loss 0.8029, Sem 1.0444, dir -0.7868, norm 0.5453, swav 0.0000 LR: 9.932e-02 Score 68.511 Data time: 0.1553, Forward time: 2.3347, Backward time: 3.1338, DDP time: 0.0035, Total iter time: 5.5768 [2020-11-12 12:11:13,819][root][INFO] - ===> Epoch[6](151/26): Loss 0.6927, Sem 0.9748, dir -0.7866, norm 0.5045, swav 0.0000 LR: 9.932e-02 Score 69.854 Data time: 0.1776, Forward time: 2.3313, Backward time: 3.1402, DDP time: 0.0036, Total iter time: 6.2312 [2020-11-12 12:11:19,062][root][INFO] - ===> Epoch[6](152/26): Loss 0.7570, Sem 1.0277, dir -0.7921, norm 0.5213, swav 0.0000 LR: 9.932e-02 Score 69.329 Data time: 0.2129, Forward time: 2.3321, Backward time: 3.1358, DDP time: 0.0036, Total iter time: 5.1644 [2020-11-12 12:11:23,674][root][INFO] - ===> Epoch[6](153/26): Loss 0.7405, Sem 1.0357, dir -0.8037, norm 0.5085, swav 0.0000 LR: 9.931e-02 Score 68.767 Data time: 0.1567, Forward time: 2.3276, Backward time: 3.1325, DDP time: 0.0036, Total iter time: 4.5114 [2020-11-12 12:11:29,455][root][INFO] - ===> Epoch[6](154/26): Loss 0.7221, Sem 0.9821, dir -0.7855, norm 0.5254, swav 0.0000 LR: 9.931e-02 Score 70.070 Data time: 0.2501, Forward time: 2.3292, Backward time: 3.1305, DDP time: 0.0036, Total iter time: 5.7035 [2020-11-12 12:11:36,273][root][INFO] - ===> Epoch[6](155/26): Loss 0.7712, Sem 1.0285, dir -0.7862, norm 0.5289, swav 0.0000 LR: 9.930e-02 Score 67.761 Data time: 0.3849, Forward time: 2.3366, Backward time: 3.1285, DDP time: 0.0035, Total iter time: 6.6979 [2020-11-12 12:11:42,578][root][INFO] - ===> Epoch[6](156/26): Loss 0.7555, Sem 1.0459, dir -0.7975, norm 0.5070, swav 0.0000 LR: 9.930e-02 Score 67.769 Data time: 0.2866, Forward time: 2.3425, Backward time: 3.1248, DDP time: 0.0035, Total iter time: 6.1833 [2020-11-12 12:11:49,532][root][INFO] - ===> Epoch[7](157/26): Loss 0.7936, Sem 1.0546, dir -0.7966, norm 0.5356, swav 0.0000 LR: 9.929e-02 Score 69.540 Data time: 0.2175, Forward time: 2.3438, Backward time: 3.1301, DDP time: 0.0035, Total iter time: 6.8435 [2020-11-12 12:11:55,378][root][INFO] - ===> Epoch[7](158/26): Loss 0.7709, Sem 1.0832, dir -0.8048, norm 0.4924, swav 0.0000 LR: 9.929e-02 Score 66.602 Data time: 0.1981, Forward time: 2.3423, Backward time: 3.1315, DDP time: 0.0035, Total iter time: 5.7350 [2020-11-12 12:12:01,038][root][INFO] - ===> Epoch[7](159/26): Loss 0.6207, Sem 0.9540, dir -0.7888, norm 0.4554, swav 0.0000 LR: 9.928e-02 Score 71.576 Data time: 0.2028, Forward time: 2.3392, Backward time: 3.1332, DDP time: 0.0035, Total iter time: 5.5641 [2020-11-12 12:12:07,540][root][INFO] - ===> Epoch[7](160/26): Loss 0.7517, Sem 0.9955, dir -0.7847, norm 0.5409, swav 0.0000 LR: 9.928e-02 Score 70.679 Data time: 0.1730, Forward time: 2.3363, Backward time: 3.1400, DDP time: 0.0035, Total iter time: 6.4279 [2020-11-12 12:12:12,653][root][INFO] - ===> Epoch[7](161/26): Loss 0.7570, Sem 1.0592, dir -0.7952, norm 0.4930, swav 0.0000 LR: 9.928e-02 Score 67.143 Data time: 0.1932, Forward time: 2.3336, Backward time: 3.1378, DDP time: 0.0035, Total iter time: 4.9884 [2020-11-12 12:12:17,383][root][INFO] - ===> Epoch[7](162/26): Loss 0.7619, Sem 1.0633, dir -0.8041, norm 0.5028, swav 0.0000 LR: 9.927e-02 Score 66.695 Data time: 0.2328, Forward time: 2.3338, Backward time: 3.1309, DDP time: 0.0035, Total iter time: 4.6283 [2020-11-12 12:12:22,953][root][INFO] - ===> Epoch[7](163/26): Loss 0.7916, Sem 1.0233, dir -0.7830, norm 0.5514, swav 0.0000 LR: 9.927e-02 Score 68.759 Data time: 0.2466, Forward time: 2.3351, Backward time: 3.1278, DDP time: 0.0035, Total iter time: 5.4681 [2020-11-12 12:12:29,503][root][INFO] - ===> Epoch[7](164/26): Loss 0.6736, Sem 0.9694, dir -0.7935, norm 0.4977, swav 0.0000 LR: 9.926e-02 Score 71.405 Data time: 0.3524, Forward time: 2.3415, Backward time: 3.1252, DDP time: 0.0035, Total iter time: 6.4375 [2020-11-12 12:12:34,949][root][INFO] - ===> Epoch[7](165/26): Loss 0.9111, Sem 1.0831, dir -0.7767, norm 0.6047, swav 0.0000 LR: 9.926e-02 Score 66.909 Data time: 0.1957, Forward time: 2.3412, Backward time: 3.1230, DDP time: 0.0035, Total iter time: 5.3484 [2020-11-12 12:12:40,863][root][INFO] - ===> Epoch[7](166/26): Loss 0.6716, Sem 0.9289, dir -0.7831, norm 0.5257, swav 0.0000 LR: 9.925e-02 Score 71.290 Data time: 0.2280, Forward time: 2.3413, Backward time: 3.1230, DDP time: 0.0035, Total iter time: 5.7857 [2020-11-12 12:12:45,951][root][INFO] - ===> Epoch[7](167/26): Loss 0.7753, Sem 1.0686, dir -0.7977, norm 0.5044, swav 0.0000 LR: 9.925e-02 Score 67.800 Data time: 0.1589, Forward time: 2.3380, Backward time: 3.1215, DDP time: 0.0035, Total iter time: 4.9683 [2020-11-12 12:12:53,337][root][INFO] - ===> Epoch[7](168/26): Loss 0.8643, Sem 1.0700, dir -0.7598, norm 0.5541, swav 0.0000 LR: 9.924e-02 Score 68.055 Data time: 0.1492, Forward time: 2.3330, Backward time: 3.1355, DDP time: 0.0035, Total iter time: 7.3072 [2020-11-12 12:12:59,500][root][INFO] - ===> Epoch[7](169/26): Loss 0.7493, Sem 1.0230, dir -0.7911, norm 0.5174, swav 0.0000 LR: 9.924e-02 Score 68.236 Data time: 0.2736, Forward time: 2.3352, Backward time: 3.1349, DDP time: 0.0035, Total iter time: 6.0683 [2020-11-12 12:13:05,576][root][INFO] - ===> Epoch[7](170/26): Loss 0.7361, Sem 0.9993, dir -0.7923, norm 0.5291, swav 0.0000 LR: 9.923e-02 Score 72.065 Data time: 0.2255, Forward time: 2.3366, Backward time: 3.1346, DDP time: 0.0035, Total iter time: 5.9514 [2020-11-12 12:13:10,515][root][INFO] - ===> Epoch[7](171/26): Loss 0.7429, Sem 1.0387, dir -0.7935, norm 0.4978, swav 0.0000 LR: 9.923e-02 Score 69.331 Data time: 0.1790, Forward time: 2.3334, Backward time: 3.1324, DDP time: 0.0035, Total iter time: 4.8170 [2020-11-12 12:13:16,915][root][INFO] - ===> Epoch[7](172/26): Loss 0.7444, Sem 1.0282, dir -0.7905, norm 0.5067, swav 0.0000 LR: 9.923e-02 Score 69.366 Data time: 0.2345, Forward time: 2.3357, Backward time: 3.1336, DDP time: 0.0035, Total iter time: 6.3262 [2020-11-12 12:13:22,547][root][INFO] - ===> Epoch[7](173/26): Loss 0.6971, Sem 0.9616, dir -0.7889, norm 0.5244, swav 0.0000 LR: 9.922e-02 Score 70.472 Data time: 0.1872, Forward time: 2.3342, Backward time: 3.1338, DDP time: 0.0035, Total iter time: 5.5105 [2020-11-12 12:13:27,707][root][INFO] - ===> Epoch[7](174/26): Loss 0.7021, Sem 1.0170, dir -0.8103, norm 0.4954, swav 0.0000 LR: 9.922e-02 Score 69.368 Data time: 0.1978, Forward time: 2.3331, Backward time: 3.1311, DDP time: 0.0035, Total iter time: 5.0795 [2020-11-12 12:13:33,304][root][INFO] - ===> Epoch[7](175/26): Loss 0.7341, Sem 1.0469, dir -0.8027, norm 0.4899, swav 0.0000 LR: 9.921e-02 Score 68.841 Data time: 0.2194, Forward time: 2.3329, Backward time: 3.1298, DDP time: 0.0035, Total iter time: 5.4847 [2020-11-12 12:13:39,251][root][INFO] - ===> Epoch[7](176/26): Loss 0.6504, Sem 0.9849, dir -0.7990, norm 0.4646, swav 0.0000 LR: 9.921e-02 Score 70.321 Data time: 0.2529, Forward time: 2.3330, Backward time: 3.1300, DDP time: 0.0035, Total iter time: 5.8289 [2020-11-12 12:13:44,485][root][INFO] - ===> Epoch[7](177/26): Loss 0.7675, Sem 1.0450, dir -0.8081, norm 0.5306, swav 0.0000 LR: 9.920e-02 Score 68.578 Data time: 0.2150, Forward time: 2.3323, Backward time: 3.1274, DDP time: 0.0036, Total iter time: 5.1401 [2020-11-12 12:13:50,506][root][INFO] - ===> Epoch[7](178/26): Loss 0.7775, Sem 0.9799, dir -0.7650, norm 0.5626, swav 0.0000 LR: 9.920e-02 Score 70.927 Data time: 0.2545, Forward time: 2.3347, Backward time: 3.1260, DDP time: 0.0036, Total iter time: 5.9220 [2020-11-12 12:13:57,218][root][INFO] - ===> Epoch[7](179/26): Loss 0.8967, Sem 1.0884, dir -0.7712, norm 0.5795, swav 0.0000 LR: 9.919e-02 Score 66.106 Data time: 0.1952, Forward time: 2.3333, Backward time: 3.1318, DDP time: 0.0036, Total iter time: 6.5929 [2020-11-12 12:14:02,643][root][INFO] - ===> Epoch[7](180/26): Loss 0.8675, Sem 1.0362, dir -0.7934, norm 0.6246, swav 0.0000 LR: 9.919e-02 Score 69.264 Data time: 0.2207, Forward time: 2.3333, Backward time: 3.1296, DDP time: 0.0036, Total iter time: 5.3475 [2020-11-12 12:14:08,568][root][INFO] - ===> Epoch[7](181/26): Loss 0.7306, Sem 1.0363, dir -0.8017, norm 0.4960, swav 0.0000 LR: 9.919e-02 Score 69.435 Data time: 0.3148, Forward time: 2.3372, Backward time: 3.1259, DDP time: 0.0035, Total iter time: 5.8266 [2020-11-12 12:14:14,590][root][INFO] - ===> Epoch[7](182/26): Loss 0.6167, Sem 0.9177, dir -0.8086, norm 0.5077, swav 0.0000 LR: 9.918e-02 Score 71.826 Data time: 0.2629, Forward time: 2.3413, Backward time: 3.1226, DDP time: 0.0035, Total iter time: 5.8787 [2020-11-12 12:14:20,220][root][INFO] - ===> Epoch[8](183/26): Loss 0.6978, Sem 1.0335, dir -0.8155, norm 0.4798, swav 0.0000 LR: 9.918e-02 Score 68.974 Data time: 0.1859, Forward time: 2.3385, Backward time: 3.1241, DDP time: 0.0035, Total iter time: 5.5056 [2020-11-12 12:14:26,338][root][INFO] - ===> Epoch[8](184/26): Loss 0.6586, Sem 0.9786, dir -0.8065, norm 0.4865, swav 0.0000 LR: 9.917e-02 Score 69.881 Data time: 0.3232, Forward time: 2.3428, Backward time: 3.1210, DDP time: 0.0035, Total iter time: 6.0255 [2020-11-12 12:14:33,666][root][INFO] - ===> Epoch[8](185/26): Loss 0.6702, Sem 0.9842, dir -0.8070, norm 0.4930, swav 0.0000 LR: 9.917e-02 Score 70.657 Data time: 0.2200, Forward time: 2.3429, Backward time: 3.1282, DDP time: 0.0035, Total iter time: 7.1958 [2020-11-12 12:14:40,683][root][INFO] - ===> Epoch[8](186/26): Loss 0.7320, Sem 1.0114, dir -0.8050, norm 0.5256, swav 0.0000 LR: 9.916e-02 Score 70.117 Data time: 0.1740, Forward time: 2.3403, Backward time: 3.1366, DDP time: 0.0035, Total iter time: 6.9154 [2020-11-12 12:14:46,730][root][INFO] - ===> Epoch[8](187/26): Loss 0.5477, Sem 0.9289, dir -0.8294, norm 0.4482, swav 0.0000 LR: 9.916e-02 Score 71.222 Data time: 0.2912, Forward time: 2.3438, Backward time: 3.1341, DDP time: 0.0035, Total iter time: 5.9627 [2020-11-12 12:14:51,436][root][INFO] - ===> Epoch[8](188/26): Loss 0.6719, Sem 0.9769, dir -0.8070, norm 0.5021, swav 0.0000 LR: 9.915e-02 Score 70.514 Data time: 0.2255, Forward time: 2.3445, Backward time: 3.1273, DDP time: 0.0035, Total iter time: 4.5650 [2020-11-12 12:14:56,843][root][INFO] - ===> Epoch[8](189/26): Loss 0.6341, Sem 0.9717, dir -0.8116, norm 0.4740, swav 0.0000 LR: 9.915e-02 Score 70.744 Data time: 0.2494, Forward time: 2.3467, Backward time: 3.1226, DDP time: 0.0035, Total iter time: 5.2872 [2020-11-12 12:15:02,824][root][INFO] - ===> Epoch[8](190/26): Loss 0.7244, Sem 1.0296, dir -0.8061, norm 0.5009, swav 0.0000 LR: 9.914e-02 Score 67.031 Data time: 0.2089, Forward time: 2.3460, Backward time: 3.1237, DDP time: 0.0035, Total iter time: 5.8459 [2020-11-12 12:15:08,644][root][INFO] - ===> Epoch[8](191/26): Loss 0.6992, Sem 0.9631, dir -0.8075, norm 0.5436, swav 0.0000 LR: 9.914e-02 Score 71.177 Data time: 0.2798, Forward time: 2.3493, Backward time: 3.1201, DDP time: 0.0035, Total iter time: 5.7145 [2020-11-12 12:15:14,329][root][INFO] - ===> Epoch[8](192/26): Loss 0.6475, Sem 0.9686, dir -0.8182, norm 0.4971, swav 0.0000 LR: 9.914e-02 Score 70.157 Data time: 0.2790, Forward time: 2.3524, Backward time: 3.1159, DDP time: 0.0035, Total iter time: 5.5526 [2020-11-12 12:15:20,993][root][INFO] - ===> Epoch[8](193/26): Loss 0.7108, Sem 1.0024, dir -0.8022, norm 0.5107, swav 0.0000 LR: 9.913e-02 Score 69.427 Data time: 0.2418, Forward time: 2.3547, Backward time: 3.1176, DDP time: 0.0035, Total iter time: 6.5673 [2020-11-12 12:15:26,738][root][INFO] - ===> Epoch[8](194/26): Loss 0.6784, Sem 0.9831, dir -0.8050, norm 0.5003, swav 0.0000 LR: 9.913e-02 Score 70.263 Data time: 0.1701, Forward time: 2.3518, Backward time: 3.1198, DDP time: 0.0035, Total iter time: 5.6259 [2020-11-12 12:15:32,212][root][INFO] - ===> Epoch[8](195/26): Loss 0.7304, Sem 1.0154, dir -0.8052, norm 0.5202, swav 0.0000 LR: 9.912e-02 Score 69.660 Data time: 0.2023, Forward time: 2.3506, Backward time: 3.1193, DDP time: 0.0035, Total iter time: 5.3896 [2020-11-12 12:15:37,057][root][INFO] - ===> Epoch[8](196/26): Loss 0.5763, Sem 0.9102, dir -0.8212, norm 0.4872, swav 0.0000 LR: 9.912e-02 Score 71.978 Data time: 0.1479, Forward time: 2.3465, Backward time: 3.1184, DDP time: 0.0035, Total iter time: 4.7441 [2020-11-12 12:15:42,995][root][INFO] - ===> Epoch[8](197/26): Loss 0.5722, Sem 0.9050, dir -0.8029, norm 0.4702, swav 0.0000 LR: 9.911e-02 Score 72.317 Data time: 0.1614, Forward time: 2.3440, Backward time: 3.1217, DDP time: 0.0035, Total iter time: 5.8694 [2020-11-12 12:15:48,454][root][INFO] - ===> Epoch[8](198/26): Loss 0.5937, Sem 0.9136, dir -0.8035, norm 0.4836, swav 0.0000 LR: 9.911e-02 Score 73.221 Data time: 0.1899, Forward time: 2.3416, Backward time: 3.1221, DDP time: 0.0035, Total iter time: 5.3674 [2020-11-12 12:15:54,093][root][INFO] - ===> Epoch[8](199/26): Loss 0.6174, Sem 0.9629, dir -0.8137, norm 0.4682, swav 0.0000 LR: 9.910e-02 Score 70.847 Data time: 0.2826, Forward time: 2.3444, Backward time: 3.1181, DDP time: 0.0035, Total iter time: 5.5338 [2020-11-12 12:15:59,275][root][INFO] - ===> Epoch[8](200/26): Loss 0.6634, Sem 0.9252, dir -0.8023, norm 0.5405, swav 0.0000 LR: 9.910e-02 Score 72.732 Data time: 0.1831, Forward time: 2.3431, Backward time: 3.1161, DDP time: 0.0035, Total iter time: 5.0407 [2020-11-12 12:16:04,437][root][INFO] - ===> Epoch[8](201/26): Loss 0.5484, Sem 0.8684, dir -0.8111, norm 0.4911, swav 0.0000 LR: 9.910e-02 Score 74.177 Data time: 0.1561, Forward time: 2.3396, Backward time: 3.1165, DDP time: 0.0035, Total iter time: 5.0956 [2020-11-12 12:16:10,205][root][INFO] - ===> Epoch[8](202/26): Loss 0.5452, Sem 0.8935, dir -0.8226, norm 0.4744, swav 0.0000 LR: 9.909e-02 Score 71.983 Data time: 0.2417, Forward time: 2.3404, Backward time: 3.1156, DDP time: 0.0035, Total iter time: 5.7283 [2020-11-12 12:16:16,405][root][INFO] - ===> Epoch[8](203/26): Loss 0.5857, Sem 0.9160, dir -0.8102, norm 0.4799, swav 0.0000 LR: 9.909e-02 Score 71.908 Data time: 0.2254, Forward time: 2.3416, Backward time: 3.1158, DDP time: 0.0035, Total iter time: 6.0864 [2020-11-12 12:16:21,233][root][INFO] - ===> Epoch[8](204/26): Loss 0.5915, Sem 0.9569, dir -0.8377, norm 0.4722, swav 0.0000 LR: 9.908e-02 Score 70.035 Data time: 0.1566, Forward time: 2.3387, Backward time: 3.1140, DDP time: 0.0035, Total iter time: 4.7394 [2020-11-12 12:16:26,236][root][INFO] - ===> Epoch[8](205/26): Loss 0.6957, Sem 1.0442, dir -0.8146, norm 0.4662, swav 0.0000 LR: 9.908e-02 Score 67.731 Data time: 0.1902, Forward time: 2.3373, Backward time: 3.1115, DDP time: 0.0035, Total iter time: 4.9157 [2020-11-12 12:16:31,818][root][INFO] - ===> Epoch[8](206/26): Loss 0.5300, Sem 0.8508, dir -0.8042, norm 0.4835, swav 0.0000 LR: 9.907e-02 Score 74.578 Data time: 0.1879, Forward time: 2.3339, Backward time: 3.1136, DDP time: 0.0035, Total iter time: 5.4841 [2020-11-12 12:16:37,166][root][INFO] - ===> Epoch[8](207/26): Loss 0.6107, Sem 0.9621, dir -0.8119, norm 0.4605, swav 0.0000 LR: 9.907e-02 Score 70.979 Data time: 0.2644, Forward time: 2.3359, Backward time: 3.1094, DDP time: 0.0035, Total iter time: 5.2767 [2020-11-12 12:16:41,500][root][INFO] - ===> Epoch[8](208/26): Loss 0.5926, Sem 0.9627, dir -0.8353, norm 0.4652, swav 0.0000 LR: 9.906e-02 Score 71.931 Data time: 0.2055, Forward time: 2.3352, Backward time: 3.1031, DDP time: 0.0035, Total iter time: 4.2197 [2020-11-12 12:16:46,981][root][INFO] - ===> Epoch[9](209/26): Loss 0.5487, Sem 0.8692, dir -0.8141, norm 0.4936, swav 0.0000 LR: 9.906e-02 Score 74.717 Data time: 0.1330, Forward time: 2.3309, Backward time: 3.1064, DDP time: 0.0035, Total iter time: 5.3817 [2020-11-12 12:16:53,600][root][INFO] - ===> Epoch[9](210/26): Loss 0.6349, Sem 0.9716, dir -0.8139, norm 0.4772, swav 0.0000 LR: 9.905e-02 Score 70.771 Data time: 0.2359, Forward time: 2.3315, Backward time: 3.1096, DDP time: 0.0035, Total iter time: 6.5600 [2020-11-12 12:17:00,086][root][INFO] - ===> Epoch[9](211/26): Loss 0.7016, Sem 1.0159, dir -0.8118, norm 0.4976, swav 0.0000 LR: 9.905e-02 Score 69.109 Data time: 0.1940, Forward time: 2.3304, Backward time: 3.1137, DDP time: 0.0035, Total iter time: 6.3703 [2020-11-12 12:17:05,952][root][INFO] - ===> Epoch[9](212/26): Loss 0.6207, Sem 0.9467, dir -0.8213, norm 0.4954, swav 0.0000 LR: 9.905e-02 Score 72.104 Data time: 0.2446, Forward time: 2.3309, Backward time: 3.1132, DDP time: 0.0035, Total iter time: 5.7551 [2020-11-12 12:17:12,117][root][INFO] - ===> Epoch[9](213/26): Loss 0.7274, Sem 0.9555, dir -0.8033, norm 0.5752, swav 0.0000 LR: 9.904e-02 Score 70.867 Data time: 0.2941, Forward time: 2.3350, Backward time: 3.1105, DDP time: 0.0035, Total iter time: 6.0416 [2020-11-12 12:17:17,523][root][INFO] - ===> Epoch[9](214/26): Loss 0.6600, Sem 0.9705, dir -0.8088, norm 0.4984, swav 0.0000 LR: 9.904e-02 Score 70.094 Data time: 0.2010, Forward time: 2.3348, Backward time: 3.1086, DDP time: 0.0035, Total iter time: 5.2715 [2020-11-12 12:17:22,874][root][INFO] - ===> Epoch[9](215/26): Loss 0.5867, Sem 0.9132, dir -0.8164, norm 0.4900, swav 0.0000 LR: 9.903e-02 Score 71.288 Data time: 0.2418, Forward time: 2.3362, Backward time: 3.1050, DDP time: 0.0035, Total iter time: 5.2441 [2020-11-12 12:17:28,499][root][INFO] - ===> Epoch[9](216/26): Loss 0.5787, Sem 0.8936, dir -0.8152, norm 0.5003, swav 0.0000 LR: 9.903e-02 Score 72.211 Data time: 0.1493, Forward time: 2.3328, Backward time: 3.1074, DDP time: 0.0035, Total iter time: 5.4923 [2020-11-12 12:17:34,669][root][INFO] - ===> Epoch[9](217/26): Loss 0.6905, Sem 0.9397, dir -0.7961, norm 0.5469, swav 0.0000 LR: 9.902e-02 Score 72.038 Data time: 0.1734, Forward time: 2.3301, Backward time: 3.1118, DDP time: 0.0035, Total iter time: 6.1009 [2020-11-12 12:17:42,137][root][INFO] - ===> Epoch[9](218/26): Loss 0.6911, Sem 0.9407, dir -0.7946, norm 0.5450, swav 0.0000 LR: 9.902e-02 Score 71.155 Data time: 0.2508, Forward time: 2.3327, Backward time: 3.1166, DDP time: 0.0035, Total iter time: 7.3920 [2020-11-12 12:17:48,111][root][INFO] - ===> Epoch[9](219/26): Loss 0.5312, Sem 0.8898, dir -0.8319, norm 0.4734, swav 0.0000 LR: 9.901e-02 Score 72.799 Data time: 0.1895, Forward time: 2.3316, Backward time: 3.1180, DDP time: 0.0035, Total iter time: 5.8496 [2020-11-12 12:17:53,599][root][INFO] - ===> Epoch[9](220/26): Loss 0.5923, Sem 0.8933, dir -0.8092, norm 0.5082, swav 0.0000 LR: 9.901e-02 Score 72.611 Data time: 0.1369, Forward time: 2.3282, Backward time: 3.1201, DDP time: 0.0035, Total iter time: 5.4042 [2020-11-12 12:17:59,723][root][INFO] - ===> Epoch[9](221/26): Loss 0.7685, Sem 1.0355, dir -0.7914, norm 0.5244, swav 0.0000 LR: 9.900e-02 Score 69.145 Data time: 0.1631, Forward time: 2.3257, Backward time: 3.1239, DDP time: 0.0035, Total iter time: 6.0413 [2020-11-12 12:18:05,798][root][INFO] - ===> Epoch[9](222/26): Loss 0.6003, Sem 0.9473, dir -0.8063, norm 0.4594, swav 0.0000 LR: 9.900e-02 Score 71.213 Data time: 0.1592, Forward time: 2.3231, Backward time: 3.1277, DDP time: 0.0035, Total iter time: 6.0000 [2020-11-12 12:18:12,608][root][INFO] - ===> Epoch[9](223/26): Loss 0.5499, Sem 0.8609, dir -0.8169, norm 0.5059, swav 0.0000 LR: 9.900e-02 Score 73.862 Data time: 0.2229, Forward time: 2.3242, Backward time: 3.1311, DDP time: 0.0035, Total iter time: 6.7621 [2020-11-12 12:18:17,559][root][INFO] - ===> Epoch[9](224/26): Loss 0.6078, Sem 0.9950, dir -0.8280, norm 0.4407, swav 0.0000 LR: 9.899e-02 Score 70.552 Data time: 0.1634, Forward time: 2.3215, Backward time: 3.1299, DDP time: 0.0035, Total iter time: 4.8600 [2020-11-12 12:18:24,194][root][INFO] - ===> Epoch[9](225/26): Loss 0.5791, Sem 0.8903, dir -0.8058, norm 0.4946, swav 0.0000 LR: 9.899e-02 Score 72.743 Data time: 0.2465, Forward time: 2.3228, Backward time: 3.1322, DDP time: 0.0035, Total iter time: 6.5795 [2020-11-12 12:18:29,773][root][INFO] - ===> Epoch[9](226/26): Loss 0.4835, Sem 0.8407, dir -0.8282, norm 0.4710, swav 0.0000 LR: 9.898e-02 Score 74.530 Data time: 0.2603, Forward time: 2.3241, Backward time: 3.1292, DDP time: 0.0035, Total iter time: 5.4569 [2020-11-12 12:18:35,857][root][INFO] - ===> Epoch[9](227/26): Loss 0.4153, Sem 0.7998, dir -0.8281, norm 0.4436, swav 0.0000 LR: 9.898e-02 Score 75.499 Data time: 0.2736, Forward time: 2.3264, Backward time: 3.1279, DDP time: 0.0035, Total iter time: 5.9953 [2020-11-12 12:18:42,050][root][INFO] - ===> Epoch[9](228/26): Loss 0.5568, Sem 0.9026, dir -0.8185, norm 0.4727, swav 0.0000 LR: 9.897e-02 Score 71.244 Data time: 0.3271, Forward time: 2.3298, Backward time: 3.1257, DDP time: 0.0036, Total iter time: 6.0625 [2020-11-12 12:18:47,742][root][INFO] - ===> Epoch[9](229/26): Loss 0.6020, Sem 0.9342, dir -0.8110, norm 0.4789, swav 0.0000 LR: 9.897e-02 Score 71.852 Data time: 0.2485, Forward time: 2.3324, Backward time: 3.1224, DDP time: 0.0035, Total iter time: 5.5772 [2020-11-12 12:18:52,756][root][INFO] - ===> Epoch[9](230/26): Loss 0.3364, Sem 0.7576, dir -0.8419, norm 0.4206, swav 0.0000 LR: 9.896e-02 Score 78.017 Data time: 0.1754, Forward time: 2.3303, Backward time: 3.1210, DDP time: 0.0035, Total iter time: 4.9143 [2020-11-12 12:18:57,809][root][INFO] - ===> Epoch[9](231/26): Loss 0.4989, Sem 0.8830, dir -0.8281, norm 0.4440, swav 0.0000 LR: 9.896e-02 Score 71.985 Data time: 0.2187, Forward time: 2.3300, Backward time: 3.1182, DDP time: 0.0035, Total iter time: 4.9819 [2020-11-12 12:19:03,982][root][INFO] - ===> Epoch[9](232/26): Loss 0.5852, Sem 0.8674, dir -0.8150, norm 0.5328, swav 0.0000 LR: 9.896e-02 Score 73.204 Data time: 0.1902, Forward time: 2.3286, Backward time: 3.1210, DDP time: 0.0035, Total iter time: 6.0874 [2020-11-12 12:19:09,299][root][INFO] - ===> Epoch[9](233/26): Loss 0.6362, Sem 0.9436, dir -0.8004, norm 0.4930, swav 0.0000 LR: 9.895e-02 Score 72.120 Data time: 0.2444, Forward time: 2.3292, Backward time: 3.1182, DDP time: 0.0035, Total iter time: 5.2391 [2020-11-12 12:19:16,465][root][INFO] - ===> Epoch[9](234/26): Loss 0.6245, Sem 0.9322, dir -0.8090, norm 0.5013, swav 0.0000 LR: 9.895e-02 Score 71.769 Data time: 0.2659, Forward time: 2.3316, Backward time: 3.1212, DDP time: 0.0035, Total iter time: 7.0541 [2020-11-12 12:19:21,963][root][INFO] - ===> Epoch[10](235/26): Loss 0.6766, Sem 0.9770, dir -0.8096, norm 0.5092, swav 0.0000 LR: 9.894e-02 Score 69.645 Data time: 0.1926, Forward time: 2.3308, Backward time: 3.1206, DDP time: 0.0035, Total iter time: 5.3707 [2020-11-12 12:19:28,250][root][INFO] - ===> Epoch[10](236/26): Loss 0.5494, Sem 0.8970, dir -0.8110, norm 0.4634, swav 0.0000 LR: 9.894e-02 Score 73.235 Data time: 0.2027, Forward time: 2.3303, Backward time: 3.1229, DDP time: 0.0035, Total iter time: 6.2160 [2020-11-12 12:19:33,902][root][INFO] - ===> Epoch[10](237/26): Loss 0.5533, Sem 0.8678, dir -0.8069, norm 0.4923, swav 0.0000 LR: 9.893e-02 Score 73.571 Data time: 0.2034, Forward time: 2.3298, Backward time: 3.1227, DDP time: 0.0036, Total iter time: 5.5561 [2020-11-12 12:19:41,439][root][INFO] - ===> Epoch[10](238/26): Loss 0.6024, Sem 0.9377, dir -0.8074, norm 0.4721, swav 0.0000 LR: 9.893e-02 Score 71.189 Data time: 0.2044, Forward time: 2.3282, Backward time: 3.1312, DDP time: 0.0036, Total iter time: 7.4514 [2020-11-12 12:19:45,988][root][INFO] - ===> Epoch[10](239/26): Loss 0.3830, Sem 0.7831, dir -0.8349, norm 0.4348, swav 0.0000 LR: 9.892e-02 Score 76.927 Data time: 0.1589, Forward time: 2.3258, Backward time: 3.1284, DDP time: 0.0036, Total iter time: 4.4369 [2020-11-12 12:19:51,846][root][INFO] - ===> Epoch[10](240/26): Loss 0.7027, Sem 0.9299, dir -0.7885, norm 0.5614, swav 0.0000 LR: 9.892e-02 Score 73.883 Data time: 0.2140, Forward time: 2.3253, Backward time: 3.1291, DDP time: 0.0036, Total iter time: 5.7886 [2020-11-12 12:19:58,131][root][INFO] - ===> Epoch[10](241/26): Loss 0.7416, Sem 1.0096, dir -0.7881, norm 0.5201, swav 0.0000 LR: 9.891e-02 Score 68.916 Data time: 0.2206, Forward time: 2.3259, Backward time: 3.1301, DDP time: 0.0036, Total iter time: 6.1662 [2020-11-12 12:20:05,142][root][INFO] - ===> Epoch[10](242/26): Loss 0.6486, Sem 0.8833, dir -0.8167, norm 0.5820, swav 0.0000 LR: 9.891e-02 Score 72.855 Data time: 0.1695, Forward time: 2.3238, Backward time: 3.1366, DDP time: 0.0036, Total iter time: 6.8600 [2020-11-12 12:20:10,052][root][INFO] - ===> Epoch[10](243/26): Loss 0.5483, Sem 0.8869, dir -0.8203, norm 0.4817, swav 0.0000 LR: 9.891e-02 Score 72.522 Data time: 0.1834, Forward time: 2.3218, Backward time: 3.1349, DDP time: 0.0036, Total iter time: 4.8056 [2020-11-12 12:20:14,705][root][INFO] - ===> Epoch[10](244/26): Loss 0.5582, Sem 0.9251, dir -0.8266, norm 0.4597, swav 0.0000 LR: 9.890e-02 Score 71.925 Data time: 0.2036, Forward time: 2.3204, Backward time: 3.1316, DDP time: 0.0036, Total iter time: 4.5615 [2020-11-12 12:20:21,610][root][INFO] - ===> Epoch[10](245/26): Loss 0.4783, Sem 0.8658, dir -0.8264, norm 0.4389, swav 0.0000 LR: 9.890e-02 Score 74.223 Data time: 0.2369, Forward time: 2.3205, Backward time: 3.1356, DDP time: 0.0036, Total iter time: 6.8057 [2020-11-12 12:20:27,824][root][INFO] - ===> Epoch[10](246/26): Loss 0.5643, Sem 0.9119, dir -0.8188, norm 0.4711, swav 0.0000 LR: 9.889e-02 Score 72.989 Data time: 0.3256, Forward time: 2.3242, Backward time: 3.1331, DDP time: 0.0036, Total iter time: 6.0934 [2020-11-12 12:20:34,247][root][INFO] - ===> Epoch[10](247/26): Loss 0.5584, Sem 0.8655, dir -0.8024, norm 0.4954, swav 0.0000 LR: 9.889e-02 Score 73.363 Data time: 0.2979, Forward time: 2.3279, Backward time: 3.1313, DDP time: 0.0036, Total iter time: 6.3044 [2020-11-12 12:20:40,568][root][INFO] - ===> Epoch[10](248/26): Loss 0.5318, Sem 0.8386, dir -0.8148, norm 0.5080, swav 0.0000 LR: 9.888e-02 Score 74.249 Data time: 0.2798, Forward time: 2.3308, Backward time: 3.1301, DDP time: 0.0036, Total iter time: 6.1910 [2020-11-12 12:20:46,679][root][INFO] - ===> Epoch[10](249/26): Loss 0.5340, Sem 0.8381, dir -0.8047, norm 0.5006, swav 0.0000 LR: 9.888e-02 Score 74.508 Data time: 0.2023, Forward time: 2.3292, Backward time: 3.1325, DDP time: 0.0036, Total iter time: 5.9936 [2020-11-12 12:20:53,381][root][INFO] - ===> Epoch[10](250/26): Loss 0.5062, Sem 0.8124, dir -0.8145, norm 0.5082, swav 0.0000 LR: 9.887e-02 Score 75.036 Data time: 0.1792, Forward time: 2.3283, Backward time: 3.1368, DDP time: 0.0036, Total iter time: 6.6368 [2020-11-12 12:20:59,357][root][INFO] - ===> Epoch[10](251/26): Loss 0.6234, Sem 0.9151, dir -0.8220, norm 0.5304, swav 0.0000 LR: 9.887e-02 Score 72.382 Data time: 0.2437, Forward time: 2.3291, Backward time: 3.1364, DDP time: 0.0036, Total iter time: 5.8673 [2020-11-12 12:21:04,322][root][INFO] - ===> Epoch[10](252/26): Loss 0.5684, Sem 0.9507, dir -0.8369, norm 0.4546, swav 0.0000 LR: 9.887e-02 Score 71.593 Data time: 0.1743, Forward time: 2.3273, Backward time: 3.1349, DDP time: 0.0036, Total iter time: 4.8576 [2020-11-12 12:21:10,285][root][INFO] - ===> Epoch[10](253/26): Loss 0.5029, Sem 0.8662, dir -0.8306, norm 0.4673, swav 0.0000 LR: 9.886e-02 Score 73.662 Data time: 0.2570, Forward time: 2.3289, Backward time: 3.1337, DDP time: 0.0036, Total iter time: 5.8998 [2020-11-12 12:21:16,816][root][INFO] - ===> Epoch[10](254/26): Loss 0.5549, Sem 0.8764, dir -0.8115, norm 0.4900, swav 0.0000 LR: 9.886e-02 Score 73.237 Data time: 0.1353, Forward time: 2.3254, Backward time: 3.1399, DDP time: 0.0036, Total iter time: 6.4180 [2020-11-12 12:21:22,569][root][INFO] - ===> Epoch[10](255/26): Loss 0.5992, Sem 0.9141, dir -0.8104, norm 0.4955, swav 0.0000 LR: 9.885e-02 Score 72.704 Data time: 0.2705, Forward time: 2.3279, Backward time: 3.1372, DDP time: 0.0036, Total iter time: 5.6960 [2020-11-12 12:21:28,158][root][INFO] - ===> Epoch[10](256/26): Loss 0.5782, Sem 0.8984, dir -0.8106, norm 0.4904, swav 0.0000 LR: 9.885e-02 Score 72.687 Data time: 0.1950, Forward time: 2.3275, Backward time: 3.1363, DDP time: 0.0036, Total iter time: 5.4887 [2020-11-12 12:21:35,676][root][INFO] - ===> Epoch[10](257/26): Loss 0.4940, Sem 0.8322, dir -0.8144, norm 0.4762, swav 0.0000 LR: 9.884e-02 Score 75.483 Data time: 0.1726, Forward time: 2.3261, Backward time: 3.1440, DDP time: 0.0036, Total iter time: 7.4233 [2020-11-12 12:21:41,973][root][INFO] - ===> Epoch[10](258/26): Loss 0.4644, Sem 0.8159, dir -0.8161, norm 0.4646, swav 0.0000 LR: 9.884e-02 Score 75.209 Data time: 0.2184, Forward time: 2.3263, Backward time: 3.1455, DDP time: 0.0036, Total iter time: 6.2083 [2020-11-12 12:21:47,947][root][INFO] - ===> Epoch[10](259/26): Loss 0.4524, Sem 0.8145, dir -0.8282, norm 0.4662, swav 0.0000 LR: 9.883e-02 Score 74.643 Data time: 0.1707, Forward time: 2.3251, Backward time: 3.1470, DDP time: 0.0036, Total iter time: 5.8781 [2020-11-12 12:21:52,652][root][INFO] - ===> Epoch[10](260/26): Loss 0.5306, Sem 0.8609, dir -0.8228, norm 0.4925, swav 0.0000 LR: 9.883e-02 Score 73.636 Data time: 0.2176, Forward time: 2.3234, Backward time: 3.1443, DDP time: 0.0036, Total iter time: 4.6261 [2020-11-12 12:21:57,749][root][INFO] - ===> Epoch[11](261/26): Loss 0.6512, Sem 0.9324, dir -0.8071, norm 0.5260, swav 0.0000 LR: 9.882e-02 Score 71.734 Data time: 0.1856, Forward time: 2.3225, Backward time: 3.1424, DDP time: 0.0036, Total iter time: 4.9823 [2020-11-12 12:22:04,610][root][INFO] - ===> Epoch[11](262/26): Loss 0.6584, Sem 0.9199, dir -0.8116, norm 0.5501, swav 0.0000 LR: 9.882e-02 Score 72.400 Data time: 0.2134, Forward time: 2.3229, Backward time: 3.1457, DDP time: 0.0036, Total iter time: 6.7565 [2020-11-12 12:22:09,508][root][INFO] - ===> Epoch[11](263/26): Loss 0.4126, Sem 0.8002, dir -0.8359, norm 0.4483, swav 0.0000 LR: 9.882e-02 Score 75.507 Data time: 0.1952, Forward time: 2.3225, Backward time: 3.1425, DDP time: 0.0036, Total iter time: 4.7471 [2020-11-12 12:22:14,454][root][INFO] - ===> Epoch[11](264/26): Loss 0.4654, Sem 0.8355, dir -0.8314, norm 0.4614, swav 0.0000 LR: 9.881e-02 Score 75.012 Data time: 0.1884, Forward time: 2.3213, Backward time: 3.1404, DDP time: 0.0036, Total iter time: 4.8436 [2020-11-12 12:22:19,358][root][INFO] - ===> Epoch[11](265/26): Loss 0.5009, Sem 0.8045, dir -0.8084, norm 0.5048, swav 0.0000 LR: 9.881e-02 Score 75.186 Data time: 0.2281, Forward time: 2.3219, Backward time: 3.1364, DDP time: 0.0036, Total iter time: 4.8166 [2020-11-12 12:22:25,057][root][INFO] - ===> Epoch[11](266/26): Loss 0.5242, Sem 0.8457, dir -0.8088, norm 0.4873, swav 0.0000 LR: 9.880e-02 Score 74.783 Data time: 0.1944, Forward time: 2.3215, Backward time: 3.1363, DDP time: 0.0036, Total iter time: 5.5793 [2020-11-12 12:22:30,671][root][INFO] - ===> Epoch[11](267/26): Loss 0.6874, Sem 0.9731, dir -0.7937, norm 0.5079, swav 0.0000 LR: 9.880e-02 Score 71.103 Data time: 0.2459, Forward time: 2.3230, Backward time: 3.1340, DDP time: 0.0036, Total iter time: 5.5071 [2020-11-12 12:22:35,425][root][INFO] - ===> Epoch[11](268/26): Loss 0.4430, Sem 0.8092, dir -0.8216, norm 0.4554, swav 0.0000 LR: 9.879e-02 Score 75.874 Data time: 0.1766, Forward time: 2.3222, Backward time: 3.1308, DDP time: 0.0036, Total iter time: 4.6181 [2020-11-12 12:22:42,278][root][INFO] - ===> Epoch[11](269/26): Loss 0.6116, Sem 0.8861, dir -0.7984, norm 0.5239, swav 0.0000 LR: 9.879e-02 Score 73.260 Data time: 0.1444, Forward time: 2.3195, Backward time: 3.1371, DDP time: 0.0036, Total iter time: 6.7586 [2020-11-12 12:22:48,092][root][INFO] - ===> Epoch[11](270/26): Loss 0.4401, Sem 0.8009, dir -0.8288, norm 0.4679, swav 0.0000 LR: 9.878e-02 Score 76.247 Data time: 0.1881, Forward time: 2.3184, Backward time: 3.1384, DDP time: 0.0036, Total iter time: 5.7657 [2020-11-12 12:22:53,000][root][INFO] - ===> Epoch[11](271/26): Loss 0.5014, Sem 0.8713, dir -0.8244, norm 0.4546, swav 0.0000 LR: 9.878e-02 Score 72.872 Data time: 0.2429, Forward time: 2.3192, Backward time: 3.1343, DDP time: 0.0036, Total iter time: 4.8147 [2020-11-12 12:22:58,371][root][INFO] - ===> Epoch[11](272/26): Loss 0.6351, Sem 0.8879, dir -0.8079, norm 0.5550, swav 0.0000 LR: 9.878e-02 Score 72.924 Data time: 0.2365, Forward time: 2.3191, Backward time: 3.1326, DDP time: 0.0036, Total iter time: 5.2548 [2020-11-12 12:23:03,948][root][INFO] - ===> Epoch[11](273/26): Loss 0.4286, Sem 0.7953, dir -0.8269, norm 0.4603, swav 0.0000 LR: 9.877e-02 Score 76.112 Data time: 0.2412, Forward time: 2.3197, Backward time: 3.1311, DDP time: 0.0036, Total iter time: 5.4834 [2020-11-12 12:23:09,719][root][INFO] - ===> Epoch[11](274/26): Loss 0.5743, Sem 0.9106, dir -0.8216, norm 0.4853, swav 0.0000 LR: 9.877e-02 Score 72.606 Data time: 0.2452, Forward time: 2.3207, Backward time: 3.1298, DDP time: 0.0036, Total iter time: 5.6491 [2020-11-12 12:23:15,575][root][INFO] - ===> Epoch[11](275/26): Loss 0.4944, Sem 0.8458, dir -0.8207, norm 0.4693, swav 0.0000 LR: 9.876e-02 Score 75.427 Data time: 0.1566, Forward time: 2.3180, Backward time: 3.1324, DDP time: 0.0036, Total iter time: 5.7241 [2020-11-12 12:23:23,343][root][INFO] - ===> Epoch[11](276/26): Loss 0.5482, Sem 0.8407, dir -0.8151, norm 0.5226, swav 0.0000 LR: 9.876e-02 Score 74.722 Data time: 0.3827, Forward time: 2.3227, Backward time: 3.1344, DDP time: 0.0036, Total iter time: 7.6955 [2020-11-12 12:23:28,787][root][INFO] - ===> Epoch[11](277/26): Loss 0.6034, Sem 0.9213, dir -0.8178, norm 0.5000, swav 0.0000 LR: 9.875e-02 Score 71.816 Data time: 0.1597, Forward time: 2.3208, Backward time: 3.1348, DDP time: 0.0036, Total iter time: 5.3084 [2020-11-12 12:23:33,984][root][INFO] - ===> Epoch[11](278/26): Loss 0.4449, Sem 0.7927, dir -0.8185, norm 0.4707, swav 0.0000 LR: 9.875e-02 Score 76.334 Data time: 0.2616, Forward time: 2.3221, Backward time: 3.1313, DDP time: 0.0036, Total iter time: 5.0956 [2020-11-12 12:23:40,403][root][INFO] - ===> Epoch[11](279/26): Loss 0.5448, Sem 0.8681, dir -0.8121, norm 0.4888, swav 0.0000 LR: 9.874e-02 Score 74.794 Data time: 0.2440, Forward time: 2.3220, Backward time: 3.1330, DDP time: 0.0036, Total iter time: 6.2919 [2020-11-12 12:23:46,344][root][INFO] - ===> Epoch[11](280/26): Loss 0.5747, Sem 0.8691, dir -0.8194, norm 0.5250, swav 0.0000 LR: 9.874e-02 Score 72.235 Data time: 0.1868, Forward time: 2.3188, Backward time: 3.1368, DDP time: 0.0036, Total iter time: 5.8217 [2020-11-12 12:23:52,794][root][INFO] - ===> Epoch[11](281/26): Loss 0.4412, Sem 0.7960, dir -0.8279, norm 0.4731, swav 0.0000 LR: 9.873e-02 Score 75.167 Data time: 0.2274, Forward time: 2.3196, Backward time: 3.1383, DDP time: 0.0036, Total iter time: 6.3866 [2020-11-12 12:23:59,440][root][INFO] - ===> Epoch[11](282/26): Loss 0.5114, Sem 0.7984, dir -0.7993, norm 0.5123, swav 0.0000 LR: 9.873e-02 Score 75.894 Data time: 0.2028, Forward time: 2.3197, Backward time: 3.1409, DDP time: 0.0036, Total iter time: 6.5199 [2020-11-12 12:24:05,042][root][INFO] - ===> Epoch[11](283/26): Loss 0.4544, Sem 0.8052, dir -0.8258, norm 0.4749, swav 0.0000 LR: 9.873e-02 Score 76.131 Data time: 0.2351, Forward time: 2.3198, Backward time: 3.1399, DDP time: 0.0036, Total iter time: 5.4877 [2020-11-12 12:24:11,210][root][INFO] - ===> Epoch[11](284/26): Loss 0.4408, Sem 0.8144, dir -0.8275, norm 0.4540, swav 0.0000 LR: 9.872e-02 Score 76.315 Data time: 0.1814, Forward time: 2.3191, Backward time: 3.1415, DDP time: 0.0036, Total iter time: 6.0443 [2020-11-12 12:24:16,162][root][INFO] - ===> Epoch[11](285/26): Loss 0.5433, Sem 0.8802, dir -0.8261, norm 0.4892, swav 0.0000 LR: 9.872e-02 Score 73.196 Data time: 0.1607, Forward time: 2.3166, Backward time: 3.1410, DDP time: 0.0036, Total iter time: 4.8647 [2020-11-12 12:24:23,216][root][INFO] - ===> Epoch[11](286/26): Loss 0.4155, Sem 0.7387, dir -0.8299, norm 0.5067, swav 0.0000 LR: 9.871e-02 Score 77.899 Data time: 0.3304, Forward time: 2.3199, Backward time: 3.1417, DDP time: 0.0036, Total iter time: 6.9752 [2020-11-12 12:24:28,794][root][INFO] - ===> Epoch[12](287/26): Loss 0.5340, Sem 0.8286, dir -0.7999, norm 0.5054, swav 0.0000 LR: 9.871e-02 Score 75.209 Data time: 0.1987, Forward time: 2.3198, Backward time: 3.1408, DDP time: 0.0036, Total iter time: 5.4365 [2020-11-12 12:24:35,254][root][INFO] - ===> Epoch[12](288/26): Loss 0.4737, Sem 0.8428, dir -0.8337, norm 0.4647, swav 0.0000 LR: 9.870e-02 Score 74.811 Data time: 0.1699, Forward time: 2.3188, Backward time: 3.1440, DDP time: 0.0036, Total iter time: 6.3641 [2020-11-12 12:24:41,488][root][INFO] - ===> Epoch[12](289/26): Loss 0.4150, Sem 0.7754, dir -0.8184, norm 0.4581, swav 0.0000 LR: 9.870e-02 Score 76.689 Data time: 0.1798, Forward time: 2.3177, Backward time: 3.1464, DDP time: 0.0036, Total iter time: 6.1421 [2020-11-12 12:24:46,458][root][INFO] - ===> Epoch[12](290/26): Loss 0.3526, Sem 0.7679, dir -0.8289, norm 0.4136, swav 0.0000 LR: 9.869e-02 Score 76.746 Data time: 0.2408, Forward time: 2.3185, Backward time: 3.1427, DDP time: 0.0036, Total iter time: 4.8576 [2020-11-12 12:24:51,719][root][INFO] - ===> Epoch[12](291/26): Loss 0.3407, Sem 0.7301, dir -0.8321, norm 0.4427, swav 0.0000 LR: 9.869e-02 Score 78.110 Data time: 0.2057, Forward time: 2.3180, Backward time: 3.1412, DDP time: 0.0036, Total iter time: 5.1569 [2020-11-12 12:24:58,005][root][INFO] - ===> Epoch[12](292/26): Loss 0.3645, Sem 0.7440, dir -0.8263, norm 0.4468, swav 0.0000 LR: 9.869e-02 Score 77.888 Data time: 0.3155, Forward time: 2.3211, Backward time: 3.1394, DDP time: 0.0036, Total iter time: 6.1793 [2020-11-12 12:25:03,726][root][INFO] - ===> Epoch[12](293/26): Loss 0.4070, Sem 0.7619, dir -0.8347, norm 0.4797, swav 0.0000 LR: 9.868e-02 Score 77.066 Data time: 0.1622, Forward time: 2.3204, Backward time: 3.1398, DDP time: 0.0036, Total iter time: 5.6013 [2020-11-12 12:25:09,355][root][INFO] - ===> Epoch[12](294/26): Loss 0.4904, Sem 0.8545, dir -0.8396, norm 0.4755, swav 0.0000 LR: 9.868e-02 Score 74.624 Data time: 0.1746, Forward time: 2.3184, Backward time: 3.1411, DDP time: 0.0036, Total iter time: 5.5380 [2020-11-12 12:25:15,326][root][INFO] - ===> Epoch[12](295/26): Loss 0.5121, Sem 0.7994, dir -0.8146, norm 0.5272, swav 0.0000 LR: 9.867e-02 Score 75.295 Data time: 0.2537, Forward time: 2.3207, Backward time: 3.1394, DDP time: 0.0036, Total iter time: 5.8967 [2020-11-12 12:25:22,028][root][INFO] - ===> Epoch[12](296/26): Loss 0.5304, Sem 0.8811, dir -0.8293, norm 0.4786, swav 0.0000 LR: 9.867e-02 Score 73.597 Data time: 0.1772, Forward time: 2.3198, Backward time: 3.1430, DDP time: 0.0036, Total iter time: 6.5743 [2020-11-12 12:25:27,494][root][INFO] - ===> Epoch[12](297/26): Loss 0.5500, Sem 0.8645, dir -0.8174, norm 0.5029, swav 0.0000 LR: 9.866e-02 Score 75.479 Data time: 0.1461, Forward time: 2.3173, Backward time: 3.1443, DDP time: 0.0036, Total iter time: 5.3654 [2020-11-12 12:25:33,500][root][INFO] - ===> Epoch[12](298/26): Loss 0.4528, Sem 0.7764, dir -0.8217, norm 0.4980, swav 0.0000 LR: 9.866e-02 Score 76.519 Data time: 0.2197, Forward time: 2.3175, Backward time: 3.1445, DDP time: 0.0036, Total iter time: 5.9347 [2020-11-12 12:25:39,925][root][INFO] - ===> Epoch[12](299/26): Loss 0.5033, Sem 0.9049, dir -0.8344, norm 0.4328, swav 0.0000 LR: 9.865e-02 Score 72.490 Data time: 0.2086, Forward time: 2.3175, Backward time: 3.1463, DDP time: 0.0036, Total iter time: 6.3354 [2020-11-12 12:25:45,206][root][INFO] - ===> Epoch[12](300/26): Loss 0.4997, Sem 0.8434, dir -0.8201, norm 0.4764, swav 0.0000 LR: 9.865e-02 Score 75.069 Data time: 0.1795, Forward time: 2.3163, Backward time: 3.1453, DDP time: 0.0036, Total iter time: 5.1807 [2020-11-12 12:25:50,270][root][INFO] - ===> Epoch[12](301/26): Loss 0.4084, Sem 0.7846, dir -0.8252, norm 0.4490, swav 0.0000 LR: 9.864e-02 Score 76.538 Data time: 0.1157, Forward time: 2.3127, Backward time: 3.1469, DDP time: 0.0036, Total iter time: 4.9627 [2020-11-12 12:25:55,820][root][INFO] - ===> Epoch[12](302/26): Loss 0.4412, Sem 0.8058, dir -0.8222, norm 0.4575, swav 0.0000 LR: 9.864e-02 Score 75.865 Data time: 0.1863, Forward time: 2.3118, Backward time: 3.1470, DDP time: 0.0036, Total iter time: 5.4971 [2020-11-12 12:26:01,873][root][INFO] - ===> Epoch[12](303/26): Loss 0.4511, Sem 0.8355, dir -0.8387, norm 0.4542, swav 0.0000 LR: 9.864e-02 Score 74.966 Data time: 0.2210, Forward time: 2.3127, Backward time: 3.1469, DDP time: 0.0036, Total iter time: 5.9553 [2020-11-12 12:26:07,808][root][INFO] - ===> Epoch[12](304/26): Loss 0.4175, Sem 0.7984, dir -0.8433, norm 0.4624, swav 0.0000 LR: 9.863e-02 Score 75.562 Data time: 0.1621, Forward time: 2.3108, Backward time: 3.1489, DDP time: 0.0036, Total iter time: 5.8027 [2020-11-12 12:26:13,188][root][INFO] - ===> Epoch[12](305/26): Loss 0.3495, Sem 0.7668, dir -0.8390, norm 0.4218, swav 0.0000 LR: 9.863e-02 Score 77.322 Data time: 0.2528, Forward time: 2.3114, Backward time: 3.1468, DDP time: 0.0036, Total iter time: 5.2864 [2020-11-12 12:26:18,644][root][INFO] - ===> Epoch[12](306/26): Loss 0.4689, Sem 0.8274, dir -0.8291, norm 0.4706, swav 0.0000 LR: 9.862e-02 Score 75.384 Data time: 0.1912, Forward time: 2.3109, Backward time: 3.1460, DDP time: 0.0036, Total iter time: 5.3216 [2020-11-12 12:26:23,708][root][INFO] - ===> Epoch[12](307/26): Loss 0.3938, Sem 0.7626, dir -0.8248, norm 0.4561, swav 0.0000 LR: 9.862e-02 Score 76.848 Data time: 0.1772, Forward time: 2.3091, Backward time: 3.1453, DDP time: 0.0036, Total iter time: 4.9323 [2020-11-12 12:26:30,014][root][INFO] - ===> Epoch[12](308/26): Loss 0.3934, Sem 0.7761, dir -0.8316, norm 0.4489, swav 0.0000 LR: 9.861e-02 Score 76.859 Data time: 0.2940, Forward time: 2.3120, Backward time: 3.1438, DDP time: 0.0036, Total iter time: 6.2023 [2020-11-12 12:26:36,026][root][INFO] - ===> Epoch[12](309/26): Loss 0.5279, Sem 0.8432, dir -0.8130, norm 0.4977, swav 0.0000 LR: 9.861e-02 Score 75.749 Data time: 0.2653, Forward time: 2.3143, Backward time: 3.1417, DDP time: 0.0036, Total iter time: 5.8838 [2020-11-12 12:26:41,450][root][INFO] - ===> Epoch[12](310/26): Loss 0.5362, Sem 0.8720, dir -0.8365, norm 0.5008, swav 0.0000 LR: 9.860e-02 Score 72.700 Data time: 0.2031, Forward time: 2.3131, Backward time: 3.1414, DDP time: 0.0036, Total iter time: 5.3170 [2020-11-12 12:26:45,781][root][INFO] - ===> Epoch[12](311/26): Loss 0.4651, Sem 0.8364, dir -0.8115, norm 0.4402, swav 0.0000 LR: 9.860e-02 Score 74.634 Data time: 0.1710, Forward time: 2.3109, Backward time: 3.1387, DDP time: 0.0036, Total iter time: 4.2481 [2020-11-12 12:26:50,940][root][INFO] - ===> Epoch[12](312/26): Loss 0.3818, Sem 0.7431, dir -0.8226, norm 0.4613, swav 0.0000 LR: 9.859e-02 Score 77.658 Data time: 0.2360, Forward time: 2.3112, Backward time: 3.1365, DDP time: 0.0036, Total iter time: 5.1010 [2020-11-12 12:26:57,020][root][INFO] - ===> Epoch[13](313/26): Loss 0.3082, Sem 0.6985, dir -0.8414, norm 0.4511, swav 0.0000 LR: 9.859e-02 Score 79.335 Data time: 0.1644, Forward time: 2.3094, Backward time: 3.1390, DDP time: 0.0036, Total iter time: 5.9527 [2020-11-12 12:27:01,902][root][INFO] - ===> Epoch[13](314/26): Loss 0.3427, Sem 0.7369, dir -0.8285, norm 0.4343, swav 0.0000 LR: 9.859e-02 Score 77.713 Data time: 0.2167, Forward time: 2.3081, Backward time: 3.1370, DDP time: 0.0036, Total iter time: 4.8089 [2020-11-12 12:27:08,340][root][INFO] - ===> Epoch[13](315/26): Loss 0.5077, Sem 0.8201, dir -0.8103, norm 0.4979, swav 0.0000 LR: 9.858e-02 Score 74.392 Data time: 0.1944, Forward time: 2.3071, Backward time: 3.1398, DDP time: 0.0036, Total iter time: 6.3318 [2020-11-12 12:27:15,415][root][INFO] - ===> Epoch[13](316/26): Loss 0.4011, Sem 0.7729, dir -0.8276, norm 0.4557, swav 0.0000 LR: 9.858e-02 Score 75.590 Data time: 0.2350, Forward time: 2.3081, Backward time: 3.1426, DDP time: 0.0036, Total iter time: 6.9444 [2020-11-12 12:27:20,567][root][INFO] - ===> Epoch[13](317/26): Loss 0.3417, Sem 0.7565, dir -0.8435, norm 0.4287, swav 0.0000 LR: 9.857e-02 Score 76.907 Data time: 0.1950, Forward time: 2.3076, Backward time: 3.1409, DDP time: 0.0036, Total iter time: 5.0072 [2020-11-12 12:27:25,952][root][INFO] - ===> Epoch[13](318/26): Loss 0.4894, Sem 0.8047, dir -0.8245, norm 0.5092, swav 0.0000 LR: 9.857e-02 Score 75.264 Data time: 0.2243, Forward time: 2.3084, Backward time: 3.1388, DDP time: 0.0036, Total iter time: 5.2517 [2020-11-12 12:27:30,652][root][INFO] - ===> Epoch[13](319/26): Loss 0.3366, Sem 0.7550, dir -0.8466, norm 0.4282, swav 0.0000 LR: 9.856e-02 Score 76.674 Data time: 0.1696, Forward time: 2.3057, Backward time: 3.1379, DDP time: 0.0036, Total iter time: 4.5761 [2020-11-12 12:27:37,705][root][INFO] - ===> Epoch[13](320/26): Loss 0.2929, Sem 0.6819, dir -0.8291, norm 0.4401, swav 0.0000 LR: 9.856e-02 Score 79.582 Data time: 0.3774, Forward time: 2.3093, Backward time: 3.1378, DDP time: 0.0036, Total iter time: 6.9525 [2020-11-12 12:27:44,769][root][INFO] - ===> Epoch[13](321/26): Loss 0.4266, Sem 0.7973, dir -0.8337, norm 0.4630, swav 0.0000 LR: 9.855e-02 Score 75.813 Data time: 0.2388, Forward time: 2.3106, Backward time: 3.1400, DDP time: 0.0036, Total iter time: 6.9149 [2020-11-12 12:27:50,721][root][INFO] - ===> Epoch[13](322/26): Loss 0.2975, Sem 0.7295, dir -0.8527, norm 0.4206, swav 0.0000 LR: 9.855e-02 Score 78.187 Data time: 0.2786, Forward time: 2.3129, Backward time: 3.1379, DDP time: 0.0036, Total iter time: 5.8202 [2020-11-12 12:27:55,797][root][INFO] - ===> Epoch[13](323/26): Loss 0.5422, Sem 0.8414, dir -0.8108, norm 0.5116, swav 0.0000 LR: 9.855e-02 Score 74.934 Data time: 0.1792, Forward time: 2.3114, Backward time: 3.1370, DDP time: 0.0036, Total iter time: 4.9605 [2020-11-12 12:28:02,309][root][INFO] - ===> Epoch[13](324/26): Loss 0.4363, Sem 0.8116, dir -0.8204, norm 0.4450, swav 0.0000 LR: 9.854e-02 Score 75.635 Data time: 0.2711, Forward time: 2.3131, Backward time: 3.1373, DDP time: 0.0036, Total iter time: 6.4143 [2020-11-12 12:28:08,235][root][INFO] - ===> Epoch[13](325/26): Loss 0.3370, Sem 0.7232, dir -0.8375, norm 0.4513, swav 0.0000 LR: 9.854e-02 Score 78.592 Data time: 0.2713, Forward time: 2.3155, Backward time: 3.1352, DDP time: 0.0036, Total iter time: 5.8031 [2020-11-12 12:28:12,835][root][INFO] - ===> Epoch[13](326/26): Loss 0.3680, Sem 0.7279, dir -0.8285, norm 0.4685, swav 0.0000 LR: 9.853e-02 Score 78.031 Data time: 0.2022, Forward time: 2.3158, Backward time: 3.1312, DDP time: 0.0036, Total iter time: 4.4766 [2020-11-12 12:28:18,865][root][INFO] - ===> Epoch[13](327/26): Loss 0.3980, Sem 0.7563, dir -0.8293, norm 0.4709, swav 0.0000 LR: 9.853e-02 Score 77.848 Data time: 0.2031, Forward time: 2.3153, Backward time: 3.1323, DDP time: 0.0036, Total iter time: 5.9158 [2020-11-12 12:28:25,647][root][INFO] - ===> Epoch[13](328/26): Loss 0.4702, Sem 0.7925, dir -0.8274, norm 0.5051, swav 0.0000 LR: 9.852e-02 Score 76.214 Data time: 0.2241, Forward time: 2.3163, Backward time: 3.1340, DDP time: 0.0036, Total iter time: 6.6627 [2020-11-12 12:28:30,811][root][INFO] - ===> Epoch[13](329/26): Loss 0.4985, Sem 0.8504, dir -0.8373, norm 0.4854, swav 0.0000 LR: 9.852e-02 Score 72.652 Data time: 0.1849, Forward time: 2.3153, Backward time: 3.1329, DDP time: 0.0036, Total iter time: 5.0201 [2020-11-12 12:28:36,151][root][INFO] - ===> Epoch[13](330/26): Loss 0.3717, Sem 0.7479, dir -0.8257, norm 0.4495, swav 0.0000 LR: 9.851e-02 Score 77.451 Data time: 0.1832, Forward time: 2.3148, Backward time: 3.1320, DDP time: 0.0036, Total iter time: 5.2479 [2020-11-12 12:28:41,107][root][INFO] - ===> Epoch[13](331/26): Loss 0.3027, Sem 0.7040, dir -0.8465, norm 0.4452, swav 0.0000 LR: 9.851e-02 Score 78.674 Data time: 0.2073, Forward time: 2.3151, Backward time: 3.1292, DDP time: 0.0036, Total iter time: 4.8490 [2020-11-12 12:28:47,447][root][INFO] - ===> Epoch[13](332/26): Loss 0.4711, Sem 0.8066, dir -0.8224, norm 0.4870, swav 0.0000 LR: 9.850e-02 Score 75.507 Data time: 0.1393, Forward time: 2.3132, Backward time: 3.1326, DDP time: 0.0036, Total iter time: 6.2362 [2020-11-12 12:28:53,157][root][INFO] - ===> Epoch[13](333/26): Loss 0.4114, Sem 0.7931, dir -0.8369, norm 0.4551, swav 0.0000 LR: 9.850e-02 Score 77.020 Data time: 0.1589, Forward time: 2.3114, Backward time: 3.1342, DDP time: 0.0036, Total iter time: 5.6182 [2020-11-12 12:28:59,437][root][INFO] - ===> Epoch[13](334/26): Loss 0.4489, Sem 0.8062, dir -0.8191, norm 0.4618, swav 0.0000 LR: 9.850e-02 Score 74.677 Data time: 0.1862, Forward time: 2.3109, Backward time: 3.1361, DDP time: 0.0036, Total iter time: 6.1879 [2020-11-12 12:29:05,833][root][INFO] - ===> Epoch[13](335/26): Loss 0.5443, Sem 0.8206, dir -0.8067, norm 0.5304, swav 0.0000 LR: 9.849e-02 Score 75.982 Data time: 0.1503, Forward time: 2.3092, Backward time: 3.1392, DDP time: 0.0036, Total iter time: 6.2849 [2020-11-12 12:29:10,974][root][INFO] - ===> Epoch[13](336/26): Loss 0.3484, Sem 0.7732, dir -0.8474, norm 0.4225, swav 0.0000 LR: 9.849e-02 Score 76.513 Data time: 0.1456, Forward time: 2.3067, Backward time: 3.1398, DDP time: 0.0036, Total iter time: 5.0583 [2020-11-12 12:29:17,502][root][INFO] - ===> Epoch[13](337/26): Loss 0.3929, Sem 0.7492, dir -0.8279, norm 0.4716, swav 0.0000 LR: 9.848e-02 Score 76.915 Data time: 0.2187, Forward time: 2.3067, Backward time: 3.1419, DDP time: 0.0036, Total iter time: 6.4586 [2020-11-12 12:29:24,980][root][INFO] - ===> Epoch[13](338/26): Loss 0.4479, Sem 0.8045, dir -0.8256, norm 0.4691, swav 0.0000 LR: 9.848e-02 Score 75.944 Data time: 0.2642, Forward time: 2.3086, Backward time: 3.1445, DDP time: 0.0036, Total iter time: 7.3381 [2020-11-12 12:29:30,310][root][INFO] - ===> Epoch[14](339/26): Loss 0.2674, Sem 0.7010, dir -0.8372, norm 0.4035, swav 0.0000 LR: 9.847e-02 Score 78.243 Data time: 0.2388, Forward time: 2.3097, Backward time: 3.1418, DDP time: 0.0036, Total iter time: 5.1784 [2020-11-12 12:29:37,205][root][INFO] - ===> Epoch[14](340/26): Loss 0.3845, Sem 0.7662, dir -0.8383, norm 0.4566, swav 0.0000 LR: 9.847e-02 Score 77.088 Data time: 0.1776, Forward time: 2.3080, Backward time: 3.1465, DDP time: 0.0036, Total iter time: 6.7844 [2020-11-12 12:29:43,361][root][INFO] - ===> Epoch[14](341/26): Loss 0.4496, Sem 0.7473, dir -0.8211, norm 0.5233, swav 0.0000 LR: 9.846e-02 Score 77.140 Data time: 0.1690, Forward time: 2.3067, Backward time: 3.1488, DDP time: 0.0036, Total iter time: 6.0755 [2020-11-12 12:29:49,432][root][INFO] - ===> Epoch[14](342/26): Loss 0.3440, Sem 0.7148, dir -0.8333, norm 0.4625, swav 0.0000 LR: 9.846e-02 Score 78.532 Data time: 0.2081, Forward time: 2.3063, Backward time: 3.1498, DDP time: 0.0036, Total iter time: 5.9509 [2020-11-12 12:29:54,980][root][INFO] - ===> Epoch[14](343/26): Loss 0.3140, Sem 0.7255, dir -0.8439, norm 0.4324, swav 0.0000 LR: 9.846e-02 Score 78.483 Data time: 0.2065, Forward time: 2.3061, Backward time: 3.1491, DDP time: 0.0036, Total iter time: 5.4313 [2020-11-12 12:30:01,187][root][INFO] - ===> Epoch[14](344/26): Loss 0.4303, Sem 0.7985, dir -0.8319, norm 0.4636, swav 0.0000 LR: 9.845e-02 Score 75.471 Data time: 0.1942, Forward time: 2.3056, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 6.0933 [2020-11-12 12:30:06,028][root][INFO] - ===> Epoch[14](345/26): Loss 0.2995, Sem 0.7189, dir -0.8394, norm 0.4200, swav 0.0000 LR: 9.845e-02 Score 78.826 Data time: 0.1614, Forward time: 2.3039, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 4.7355 [2020-11-12 12:30:11,206][root][INFO] - ===> Epoch[14](346/26): Loss 0.4380, Sem 0.8149, dir -0.8375, norm 0.4606, swav 0.0000 LR: 9.844e-02 Score 75.794 Data time: 0.2148, Forward time: 2.3040, Backward time: 3.1478, DDP time: 0.0036, Total iter time: 5.1154 [2020-11-12 12:30:17,106][root][INFO] - ===> Epoch[14](347/26): Loss 0.3041, Sem 0.6702, dir -0.8236, norm 0.4576, swav 0.0000 LR: 9.844e-02 Score 80.220 Data time: 0.2089, Forward time: 2.3036, Backward time: 3.1483, DDP time: 0.0036, Total iter time: 5.7705 [2020-11-12 12:30:23,341][root][INFO] - ===> Epoch[14](348/26): Loss 0.3791, Sem 0.7581, dir -0.8169, norm 0.4380, swav 0.0000 LR: 9.843e-02 Score 76.993 Data time: 0.3023, Forward time: 2.3060, Backward time: 3.1467, DDP time: 0.0036, Total iter time: 6.1331 [2020-11-12 12:30:28,248][root][INFO] - ===> Epoch[14](349/26): Loss 0.4121, Sem 0.7452, dir -0.8309, norm 0.4978, swav 0.0000 LR: 9.843e-02 Score 78.246 Data time: 0.1969, Forward time: 2.3050, Backward time: 3.1450, DDP time: 0.0036, Total iter time: 4.7872 [2020-11-12 12:30:33,697][root][INFO] - ===> Epoch[14](350/26): Loss 0.3053, Sem 0.7208, dir -0.8434, norm 0.4279, swav 0.0000 LR: 9.842e-02 Score 77.884 Data time: 0.1752, Forward time: 2.3034, Backward time: 3.1455, DDP time: 0.0036, Total iter time: 5.3636 [2020-11-12 12:30:39,353][root][INFO] - ===> Epoch[14](351/26): Loss 0.3460, Sem 0.7396, dir -0.8302, norm 0.4366, swav 0.0000 LR: 9.842e-02 Score 77.045 Data time: 0.2183, Forward time: 2.3042, Backward time: 3.1443, DDP time: 0.0036, Total iter time: 5.5688 [2020-11-12 12:30:45,382][root][INFO] - ===> Epoch[14](352/26): Loss 0.3144, Sem 0.7243, dir -0.8400, norm 0.4300, swav 0.0000 LR: 9.841e-02 Score 77.248 Data time: 0.1699, Forward time: 2.3030, Backward time: 3.1460, DDP time: 0.0036, Total iter time: 5.8999 [2020-11-12 12:30:52,065][root][INFO] - ===> Epoch[14](353/26): Loss 0.3476, Sem 0.7541, dir -0.8414, norm 0.4349, swav 0.0000 LR: 9.841e-02 Score 77.127 Data time: 0.2115, Forward time: 2.3030, Backward time: 3.1484, DDP time: 0.0036, Total iter time: 6.5918 [2020-11-12 12:30:57,863][root][INFO] - ===> Epoch[14](354/26): Loss 0.3296, Sem 0.7192, dir -0.8349, norm 0.4453, swav 0.0000 LR: 9.841e-02 Score 77.494 Data time: 0.1624, Forward time: 2.3018, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 5.6891 [2020-11-12 12:31:03,408][root][INFO] - ===> Epoch[14](355/26): Loss 0.2925, Sem 0.6815, dir -0.8336, norm 0.4447, swav 0.0000 LR: 9.840e-02 Score 78.818 Data time: 0.1198, Forward time: 2.2991, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 5.4395 [2020-11-12 12:31:08,942][root][INFO] - ===> Epoch[14](356/26): Loss 0.3434, Sem 0.7489, dir -0.8437, norm 0.4382, swav 0.0000 LR: 9.840e-02 Score 77.046 Data time: 0.1770, Forward time: 2.2976, Backward time: 3.1526, DDP time: 0.0036, Total iter time: 5.4891 [2020-11-12 12:31:14,234][root][INFO] - ===> Epoch[14](357/26): Loss 0.4287, Sem 0.7946, dir -0.8405, norm 0.4747, swav 0.0000 LR: 9.839e-02 Score 75.658 Data time: 0.2207, Forward time: 2.2981, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 5.2100 [2020-11-12 12:31:21,016][root][INFO] - ===> Epoch[14](358/26): Loss 0.1646, Sem 0.5842, dir -0.8381, norm 0.4185, swav 0.0000 LR: 9.839e-02 Score 82.080 Data time: 0.1649, Forward time: 2.2965, Backward time: 3.1547, DDP time: 0.0036, Total iter time: 6.6663 [2020-11-12 12:31:25,909][root][INFO] - ===> Epoch[14](359/26): Loss 0.4587, Sem 0.8051, dir -0.8270, norm 0.4806, swav 0.0000 LR: 9.838e-02 Score 75.195 Data time: 0.2359, Forward time: 2.2970, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 4.8019 [2020-11-12 12:31:31,585][root][INFO] - ===> Epoch[14](360/26): Loss 0.3855, Sem 0.7452, dir -0.8323, norm 0.4726, swav 0.0000 LR: 9.838e-02 Score 77.602 Data time: 0.2020, Forward time: 2.2965, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 5.5559 [2020-11-12 12:31:38,435][root][INFO] - ===> Epoch[14](361/26): Loss 0.4144, Sem 0.7637, dir -0.8146, norm 0.4652, swav 0.0000 LR: 9.837e-02 Score 76.464 Data time: 0.3973, Forward time: 2.2996, Backward time: 3.1510, DDP time: 0.0036, Total iter time: 6.7571 [2020-11-12 12:31:43,455][root][INFO] - ===> Epoch[14](362/26): Loss 0.4825, Sem 0.8244, dir -0.8146, norm 0.4727, swav 0.0000 LR: 9.837e-02 Score 75.293 Data time: 0.2227, Forward time: 2.3005, Backward time: 3.1477, DDP time: 0.0036, Total iter time: 4.8936 [2020-11-12 12:31:48,824][root][INFO] - ===> Epoch[14](363/26): Loss 0.3231, Sem 0.7222, dir -0.8472, norm 0.4481, swav 0.0000 LR: 9.837e-02 Score 77.885 Data time: 0.2122, Forward time: 2.3004, Backward time: 3.1464, DDP time: 0.0036, Total iter time: 5.2493 [2020-11-12 12:31:54,248][root][INFO] - ===> Epoch[14](364/26): Loss 0.3395, Sem 0.7214, dir -0.8357, norm 0.4537, swav 0.0000 LR: 9.836e-02 Score 79.110 Data time: 0.2278, Forward time: 2.3009, Backward time: 3.1449, DDP time: 0.0036, Total iter time: 5.3196 [2020-11-12 12:31:59,277][root][INFO] - ===> Epoch[15](365/26): Loss 0.3947, Sem 0.7644, dir -0.8310, norm 0.4613, swav 0.0000 LR: 9.836e-02 Score 77.161 Data time: 0.2442, Forward time: 2.3015, Backward time: 3.1421, DDP time: 0.0036, Total iter time: 4.8978 [2020-11-12 12:32:07,016][root][INFO] - ===> Epoch[15](366/26): Loss 0.3522, Sem 0.7563, dir -0.8380, norm 0.4339, swav 0.0000 LR: 9.835e-02 Score 77.156 Data time: 0.4181, Forward time: 2.3058, Backward time: 3.1425, DDP time: 0.0036, Total iter time: 7.6117 [2020-11-12 12:32:11,971][root][INFO] - ===> Epoch[15](367/26): Loss 0.3519, Sem 0.6965, dir -0.8352, norm 0.4906, swav 0.0000 LR: 9.835e-02 Score 79.044 Data time: 0.2141, Forward time: 2.3063, Backward time: 3.1396, DDP time: 0.0036, Total iter time: 4.8125 [2020-11-12 12:32:19,249][root][INFO] - ===> Epoch[15](368/26): Loss 0.4546, Sem 0.7633, dir -0.8356, norm 0.5269, swav 0.0000 LR: 9.834e-02 Score 77.083 Data time: 0.1950, Forward time: 2.3056, Backward time: 3.1440, DDP time: 0.0036, Total iter time: 7.1576 [2020-11-12 12:32:24,383][root][INFO] - ===> Epoch[15](369/26): Loss 0.3397, Sem 0.7220, dir -0.8265, norm 0.4442, swav 0.0000 LR: 9.834e-02 Score 78.840 Data time: 0.2101, Forward time: 2.3053, Backward time: 3.1425, DDP time: 0.0036, Total iter time: 5.0270 [2020-11-12 12:32:29,530][root][INFO] - ===> Epoch[15](370/26): Loss 0.3062, Sem 0.7287, dir -0.8376, norm 0.4151, swav 0.0000 LR: 9.833e-02 Score 78.132 Data time: 0.2451, Forward time: 2.3063, Backward time: 3.1397, DDP time: 0.0036, Total iter time: 5.0449 [2020-11-12 12:32:34,628][root][INFO] - ===> Epoch[15](371/26): Loss 0.3828, Sem 0.7327, dir -0.8339, norm 0.4840, swav 0.0000 LR: 9.833e-02 Score 78.130 Data time: 0.1948, Forward time: 2.3058, Backward time: 3.1383, DDP time: 0.0036, Total iter time: 4.9835 [2020-11-12 12:32:39,990][root][INFO] - ===> Epoch[15](372/26): Loss 0.3572, Sem 0.7455, dir -0.8321, norm 0.4438, swav 0.0000 LR: 9.832e-02 Score 76.815 Data time: 0.2109, Forward time: 2.3056, Backward time: 3.1370, DDP time: 0.0036, Total iter time: 5.2603 [2020-11-12 12:32:46,888][root][INFO] - ===> Epoch[15](373/26): Loss 0.3134, Sem 0.6798, dir -0.8318, norm 0.4654, swav 0.0000 LR: 9.832e-02 Score 79.750 Data time: 0.2366, Forward time: 2.3063, Backward time: 3.1389, DDP time: 0.0036, Total iter time: 6.7645 [2020-11-12 12:32:53,760][root][INFO] - ===> Epoch[15](374/26): Loss 0.2090, Sem 0.6572, dir -0.8548, norm 0.4066, swav 0.0000 LR: 9.832e-02 Score 79.892 Data time: 0.1842, Forward time: 2.3056, Backward time: 3.1423, DDP time: 0.0036, Total iter time: 6.7318 [2020-11-12 12:32:59,268][root][INFO] - ===> Epoch[15](375/26): Loss 0.4551, Sem 0.7615, dir -0.8133, norm 0.5070, swav 0.0000 LR: 9.831e-02 Score 78.102 Data time: 0.1923, Forward time: 2.3049, Backward time: 3.1421, DDP time: 0.0036, Total iter time: 5.4181 [2020-11-12 12:33:05,234][root][INFO] - ===> Epoch[15](376/26): Loss 0.2898, Sem 0.6903, dir -0.8392, norm 0.4387, swav 0.0000 LR: 9.831e-02 Score 79.023 Data time: 0.2072, Forward time: 2.3044, Backward time: 3.1430, DDP time: 0.0036, Total iter time: 5.8557 [2020-11-12 12:33:11,367][root][INFO] - ===> Epoch[15](377/26): Loss 0.3694, Sem 0.7839, dir -0.8318, norm 0.4173, swav 0.0000 LR: 9.830e-02 Score 76.285 Data time: 0.2688, Forward time: 2.3060, Backward time: 3.1420, DDP time: 0.0036, Total iter time: 6.0169 [2020-11-12 12:33:16,149][root][INFO] - ===> Epoch[15](378/26): Loss 0.3116, Sem 0.7521, dir -0.8491, norm 0.4085, swav 0.0000 LR: 9.830e-02 Score 76.808 Data time: 0.2160, Forward time: 2.3061, Backward time: 3.1391, DDP time: 0.0036, Total iter time: 4.6401 [2020-11-12 12:33:22,206][root][INFO] - ===> Epoch[15](379/26): Loss 0.2372, Sem 0.6445, dir -0.8426, norm 0.4353, swav 0.0000 LR: 9.829e-02 Score 80.537 Data time: 0.2021, Forward time: 2.3058, Backward time: 3.1400, DDP time: 0.0036, Total iter time: 5.9477 [2020-11-12 12:33:27,921][root][INFO] - ===> Epoch[15](380/26): Loss 0.3395, Sem 0.7180, dir -0.8445, norm 0.4660, swav 0.0000 LR: 9.829e-02 Score 78.436 Data time: 0.2603, Forward time: 2.3073, Backward time: 3.1382, DDP time: 0.0036, Total iter time: 5.6081 [2020-11-12 12:33:34,844][root][INFO] - ===> Epoch[15](381/26): Loss 0.2570, Sem 0.6710, dir -0.8473, norm 0.4333, swav 0.0000 LR: 9.828e-02 Score 79.216 Data time: 0.1994, Forward time: 2.3070, Backward time: 3.1412, DDP time: 0.0036, Total iter time: 6.8028 [2020-11-12 12:33:39,916][root][INFO] - ===> Epoch[15](382/26): Loss 0.1683, Sem 0.6268, dir -0.8389, norm 0.3804, swav 0.0000 LR: 9.828e-02 Score 80.900 Data time: 0.1552, Forward time: 2.3052, Backward time: 3.1411, DDP time: 0.0036, Total iter time: 4.9744 [2020-11-12 12:33:46,078][root][INFO] - ===> Epoch[15](383/26): Loss 0.2856, Sem 0.7211, dir -0.8512, norm 0.4156, swav 0.0000 LR: 9.827e-02 Score 78.280 Data time: 0.2627, Forward time: 2.3052, Backward time: 3.1419, DDP time: 0.0036, Total iter time: 6.1085 [2020-11-12 12:33:52,348][root][INFO] - ===> Epoch[15](384/26): Loss 0.2219, Sem 0.6674, dir -0.8479, norm 0.4024, swav 0.0000 LR: 9.827e-02 Score 80.211 Data time: 0.2755, Forward time: 2.3063, Backward time: 3.1418, DDP time: 0.0036, Total iter time: 6.1442 [2020-11-12 12:33:58,109][root][INFO] - ===> Epoch[15](385/26): Loss 0.2967, Sem 0.6584, dir -0.8358, norm 0.4740, swav 0.0000 LR: 9.827e-02 Score 80.197 Data time: 0.2374, Forward time: 2.3070, Backward time: 3.1409, DDP time: 0.0036, Total iter time: 5.6302 [2020-11-12 12:34:03,361][root][INFO] - ===> Epoch[15](386/26): Loss 0.3789, Sem 0.7654, dir -0.8315, norm 0.4450, swav 0.0000 LR: 9.826e-02 Score 77.681 Data time: 0.2508, Forward time: 2.3078, Backward time: 3.1385, DDP time: 0.0036, Total iter time: 5.1140 [2020-11-12 12:34:08,790][root][INFO] - ===> Epoch[15](387/26): Loss 0.1770, Sem 0.6175, dir -0.8579, norm 0.4174, swav 0.0000 LR: 9.826e-02 Score 81.133 Data time: 0.1505, Forward time: 2.3059, Backward time: 3.1391, DDP time: 0.0036, Total iter time: 5.3261 [2020-11-12 12:34:14,169][root][INFO] - ===> Epoch[15](388/26): Loss 0.2733, Sem 0.6914, dir -0.8466, norm 0.4284, swav 0.0000 LR: 9.825e-02 Score 79.605 Data time: 0.2304, Forward time: 2.3066, Backward time: 3.1374, DDP time: 0.0036, Total iter time: 5.2918 [2020-11-12 12:34:20,403][root][INFO] - ===> Epoch[15](389/26): Loss 0.2529, Sem 0.6815, dir -0.8474, norm 0.4187, swav 0.0000 LR: 9.825e-02 Score 79.629 Data time: 0.1947, Forward time: 2.3062, Backward time: 3.1388, DDP time: 0.0036, Total iter time: 6.1209 [2020-11-12 12:34:26,858][root][INFO] - ===> Epoch[15](390/26): Loss 0.3135, Sem 0.6905, dir -0.8291, norm 0.4522, swav 0.0000 LR: 9.824e-02 Score 79.105 Data time: 0.2011, Forward time: 2.3061, Backward time: 3.1403, DDP time: 0.0036, Total iter time: 6.3372 [2020-11-12 12:34:32,828][root][INFO] - ===> Epoch[16](391/26): Loss 0.2458, Sem 0.6267, dir -0.8337, norm 0.4528, swav 0.0000 LR: 9.824e-02 Score 80.415 Data time: 0.2008, Forward time: 2.3057, Backward time: 3.1410, DDP time: 0.0036, Total iter time: 5.8375 [2020-11-12 12:34:38,314][root][INFO] - ===> Epoch[16](392/26): Loss 0.3178, Sem 0.6668, dir -0.8355, norm 0.4866, swav 0.0000 LR: 9.823e-02 Score 80.573 Data time: 0.1890, Forward time: 2.3052, Backward time: 3.1407, DDP time: 0.0036, Total iter time: 5.3605 [2020-11-12 12:34:43,719][root][INFO] - ===> Epoch[16](393/26): Loss 0.3843, Sem 0.7277, dir -0.8246, norm 0.4813, swav 0.0000 LR: 9.823e-02 Score 77.740 Data time: 0.1870, Forward time: 2.3044, Backward time: 3.1404, DDP time: 0.0036, Total iter time: 5.2961 [2020-11-12 12:34:48,867][root][INFO] - ===> Epoch[16](394/26): Loss 0.3116, Sem 0.7547, dir -0.8508, norm 0.4077, swav 0.0000 LR: 9.823e-02 Score 76.906 Data time: 0.1248, Forward time: 2.3022, Backward time: 3.1410, DDP time: 0.0036, Total iter time: 5.0537 [2020-11-12 12:34:55,459][root][INFO] - ===> Epoch[16](395/26): Loss 0.2745, Sem 0.6433, dir -0.8381, norm 0.4694, swav 0.0000 LR: 9.822e-02 Score 80.712 Data time: 0.1319, Forward time: 2.2999, Backward time: 3.1452, DDP time: 0.0036, Total iter time: 6.5215 [2020-11-12 12:35:02,184][root][INFO] - ===> Epoch[16](396/26): Loss 0.3512, Sem 0.7108, dir -0.8354, norm 0.4758, swav 0.0000 LR: 9.822e-02 Score 78.439 Data time: 0.1750, Forward time: 2.2990, Backward time: 3.1484, DDP time: 0.0036, Total iter time: 6.6392 [2020-11-12 12:35:07,566][root][INFO] - ===> Epoch[16](397/26): Loss 0.2367, Sem 0.6519, dir -0.8438, norm 0.4286, swav 0.0000 LR: 9.821e-02 Score 79.592 Data time: 0.1871, Forward time: 2.2978, Backward time: 3.1484, DDP time: 0.0036, Total iter time: 5.2610 [2020-11-12 12:35:12,947][root][INFO] - ===> Epoch[16](398/26): Loss 0.4257, Sem 0.7755, dir -0.8365, norm 0.4866, swav 0.0000 LR: 9.821e-02 Score 76.045 Data time: 0.2662, Forward time: 2.2989, Backward time: 3.1461, DDP time: 0.0036, Total iter time: 5.2815 [2020-11-12 12:35:19,964][root][INFO] - ===> Epoch[16](399/26): Loss 0.2412, Sem 0.6593, dir -0.8383, norm 0.4202, swav 0.0000 LR: 9.820e-02 Score 79.432 Data time: 0.3576, Forward time: 2.3020, Backward time: 3.1458, DDP time: 0.0036, Total iter time: 6.8971 [2020-11-12 12:35:26,358][root][INFO] - ===> Epoch[16](400/26): Loss 0.2451, Sem 0.6771, dir -0.8547, norm 0.4226, swav 0.0000 LR: 9.820e-02 Score 79.133 Data time: 0.1510, Forward time: 2.3008, Backward time: 3.1483, DDP time: 0.0036, Total iter time: 6.2695 [2020-11-12 12:35:32,369][root][INFO] - ===> Epoch[16](401/26): Loss 0.3592, Sem 0.6673, dir -0.8166, norm 0.5085, swav 0.0000 LR: 9.819e-02 Score 79.854 Data time: 0.1758, Forward time: 2.2999, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 5.8885 [2020-11-12 12:35:38,532][root][INFO] - ===> Epoch[16](402/26): Loss 0.1353, Sem 0.5965, dir -0.8595, norm 0.3983, swav 0.0000 LR: 9.819e-02 Score 81.888 Data time: 0.2073, Forward time: 2.2997, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 6.0538 [2020-11-12 12:35:44,015][root][INFO] - ===> Epoch[16](403/26): Loss 0.2850, Sem 0.6895, dir -0.8447, norm 0.4403, swav 0.0000 LR: 9.818e-02 Score 79.930 Data time: 0.1923, Forward time: 2.2992, Backward time: 3.1501, DDP time: 0.0036, Total iter time: 5.3573 [2020-11-12 12:35:49,379][root][INFO] - ===> Epoch[16](404/26): Loss 0.2033, Sem 0.6172, dir -0.8501, norm 0.4362, swav 0.0000 LR: 9.818e-02 Score 81.362 Data time: 0.2240, Forward time: 2.2986, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 5.2669 [2020-11-12 12:35:55,864][root][INFO] - ===> Epoch[16](405/26): Loss 0.2236, Sem 0.6519, dir -0.8367, norm 0.4084, swav 0.0000 LR: 9.818e-02 Score 79.284 Data time: 0.2151, Forward time: 2.2986, Backward time: 3.1511, DDP time: 0.0036, Total iter time: 6.3776 [2020-11-12 12:36:02,413][root][INFO] - ===> Epoch[16](406/26): Loss 0.2362, Sem 0.6459, dir -0.8476, norm 0.4379, swav 0.0000 LR: 9.817e-02 Score 81.218 Data time: 0.2230, Forward time: 2.2990, Backward time: 3.1523, DDP time: 0.0036, Total iter time: 6.4372 [2020-11-12 12:36:07,750][root][INFO] - ===> Epoch[16](407/26): Loss 0.2030, Sem 0.6357, dir -0.8504, norm 0.4177, swav 0.0000 LR: 9.817e-02 Score 80.944 Data time: 0.2015, Forward time: 2.2988, Backward time: 3.1513, DDP time: 0.0036, Total iter time: 5.2108 [2020-11-12 12:36:12,451][root][INFO] - ===> Epoch[16](408/26): Loss 0.3225, Sem 0.6761, dir -0.8328, norm 0.4791, swav 0.0000 LR: 9.816e-02 Score 79.772 Data time: 0.1564, Forward time: 2.2974, Backward time: 3.1500, DDP time: 0.0036, Total iter time: 4.5868 [2020-11-12 12:36:17,630][root][INFO] - ===> Epoch[16](409/26): Loss 0.1959, Sem 0.6247, dir -0.8523, norm 0.4235, swav 0.0000 LR: 9.816e-02 Score 81.836 Data time: 0.1453, Forward time: 2.2954, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 5.0830 [2020-11-12 12:36:23,151][root][INFO] - ===> Epoch[16](410/26): Loss 0.1579, Sem 0.6307, dir -0.8592, norm 0.3864, swav 0.0000 LR: 9.815e-02 Score 80.728 Data time: 0.1428, Forward time: 2.2936, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 5.4698 [2020-11-12 12:36:28,176][root][INFO] - ===> Epoch[16](411/26): Loss 0.2709, Sem 0.6570, dir -0.8451, norm 0.4590, swav 0.0000 LR: 9.815e-02 Score 79.542 Data time: 0.1921, Forward time: 2.2933, Backward time: 3.1502, DDP time: 0.0036, Total iter time: 4.9439 [2020-11-12 12:36:33,214][root][INFO] - ===> Epoch[16](412/26): Loss 0.1963, Sem 0.6523, dir -0.8538, norm 0.3978, swav 0.0000 LR: 9.814e-02 Score 79.948 Data time: 0.1536, Forward time: 2.2922, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 4.9308 [2020-11-12 12:36:39,271][root][INFO] - ===> Epoch[16](413/26): Loss 0.1353, Sem 0.5623, dir -0.8385, norm 0.4116, swav 0.0000 LR: 9.814e-02 Score 83.131 Data time: 0.1320, Forward time: 2.2901, Backward time: 3.1521, DDP time: 0.0036, Total iter time: 5.9504 [2020-11-12 12:36:44,842][root][INFO] - ===> Epoch[16](414/26): Loss 0.2914, Sem 0.7249, dir -0.8472, norm 0.4136, swav 0.0000 LR: 9.814e-02 Score 78.244 Data time: 0.2087, Forward time: 2.2899, Backward time: 3.1518, DDP time: 0.0036, Total iter time: 5.4960 [2020-11-12 12:36:50,707][root][INFO] - ===> Epoch[16](415/26): Loss 0.2438, Sem 0.6712, dir -0.8468, norm 0.4194, swav 0.0000 LR: 9.813e-02 Score 80.172 Data time: 0.2872, Forward time: 2.2911, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 5.7617 [2020-11-12 12:36:56,507][root][INFO] - ===> Epoch[16](416/26): Loss 0.3451, Sem 0.7118, dir -0.8349, norm 0.4682, swav 0.0000 LR: 9.813e-02 Score 78.882 Data time: 0.2065, Forward time: 2.2910, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 5.6652 [2020-11-12 12:37:01,936][root][INFO] - ===> Epoch[17](417/26): Loss 0.2075, Sem 0.6169, dir -0.8435, norm 0.4341, swav 0.0000 LR: 9.812e-02 Score 81.448 Data time: 0.2525, Forward time: 2.2922, Backward time: 3.1482, DDP time: 0.0036, Total iter time: 5.2924 [2020-11-12 12:37:06,900][root][INFO] - ===> Epoch[17](418/26): Loss 0.2731, Sem 0.6598, dir -0.8471, norm 0.4604, swav 0.0000 LR: 9.812e-02 Score 80.199 Data time: 0.1839, Forward time: 2.2919, Backward time: 3.1466, DDP time: 0.0036, Total iter time: 4.8336 [2020-11-12 12:37:12,186][root][INFO] - ===> Epoch[17](419/26): Loss 0.2124, Sem 0.6506, dir -0.8530, norm 0.4148, swav 0.0000 LR: 9.811e-02 Score 79.224 Data time: 0.1284, Forward time: 2.2898, Backward time: 3.1475, DDP time: 0.0036, Total iter time: 5.1909 [2020-11-12 12:37:17,027][root][INFO] - ===> Epoch[17](420/26): Loss 0.2124, Sem 0.6866, dir -0.8647, norm 0.3905, swav 0.0000 LR: 9.811e-02 Score 79.376 Data time: 0.1551, Forward time: 2.2883, Backward time: 3.1469, DDP time: 0.0036, Total iter time: 4.7949 [2020-11-12 12:37:22,173][root][INFO] - ===> Epoch[17](421/26): Loss 0.3137, Sem 0.6500, dir -0.8411, norm 0.5048, swav 0.0000 LR: 9.810e-02 Score 80.662 Data time: 0.2188, Forward time: 2.2878, Backward time: 3.1459, DDP time: 0.0036, Total iter time: 5.0780 [2020-11-12 12:37:27,485][root][INFO] - ===> Epoch[17](422/26): Loss 0.2492, Sem 0.6543, dir -0.8445, norm 0.4394, swav 0.0000 LR: 9.810e-02 Score 80.010 Data time: 0.1740, Forward time: 2.2868, Backward time: 3.1457, DDP time: 0.0036, Total iter time: 5.2013 [2020-11-12 12:37:34,205][root][INFO] - ===> Epoch[17](423/26): Loss 0.2047, Sem 0.6292, dir -0.8448, norm 0.4204, swav 0.0000 LR: 9.809e-02 Score 81.085 Data time: 0.1775, Forward time: 2.2863, Backward time: 3.1482, DDP time: 0.0036, Total iter time: 6.6076 [2020-11-12 12:37:39,796][root][INFO] - ===> Epoch[17](424/26): Loss 0.3487, Sem 0.6951, dir -0.8332, norm 0.4868, swav 0.0000 LR: 9.809e-02 Score 78.184 Data time: 0.1468, Forward time: 2.2845, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 5.4821 [2020-11-12 12:37:44,396][root][INFO] - ===> Epoch[17](425/26): Loss 0.1566, Sem 0.6270, dir -0.8627, norm 0.3922, swav 0.0000 LR: 9.809e-02 Score 81.739 Data time: 0.2114, Forward time: 2.2840, Backward time: 3.1473, DDP time: 0.0036, Total iter time: 4.5012 [2020-11-12 12:37:50,342][root][INFO] - ===> Epoch[17](426/26): Loss 0.1811, Sem 0.6148, dir -0.8507, norm 0.4170, swav 0.0000 LR: 9.808e-02 Score 80.886 Data time: 0.2386, Forward time: 2.2845, Backward time: 3.1471, DDP time: 0.0036, Total iter time: 5.8443 [2020-11-12 12:37:56,347][root][INFO] - ===> Epoch[17](427/26): Loss 0.2901, Sem 0.6851, dir -0.8323, norm 0.4373, swav 0.0000 LR: 9.808e-02 Score 79.688 Data time: 0.1783, Forward time: 2.2837, Backward time: 3.1482, DDP time: 0.0036, Total iter time: 5.8791 [2020-11-12 12:38:02,237][root][INFO] - ===> Epoch[17](428/26): Loss 0.3730, Sem 0.7628, dir -0.8409, norm 0.4511, swav 0.0000 LR: 9.807e-02 Score 77.877 Data time: 0.1994, Forward time: 2.2837, Backward time: 3.1485, DDP time: 0.0036, Total iter time: 5.8047 [2020-11-12 12:38:07,600][root][INFO] - ===> Epoch[17](429/26): Loss 0.2271, Sem 0.6758, dir -0.8545, norm 0.4058, swav 0.0000 LR: 9.807e-02 Score 79.279 Data time: 0.1990, Forward time: 2.2837, Backward time: 3.1473, DDP time: 0.0036, Total iter time: 5.2433 [2020-11-12 12:38:12,523][root][INFO] - ===> Epoch[17](430/26): Loss 0.2302, Sem 0.6171, dir -0.8414, norm 0.4545, swav 0.0000 LR: 9.806e-02 Score 80.943 Data time: 0.1894, Forward time: 2.2832, Backward time: 3.1458, DDP time: 0.0036, Total iter time: 4.8136 [2020-11-12 12:38:19,250][root][INFO] - ===> Epoch[17](431/26): Loss 0.2516, Sem 0.6350, dir -0.8469, norm 0.4634, swav 0.0000 LR: 9.806e-02 Score 81.104 Data time: 0.1883, Forward time: 2.2827, Backward time: 3.1483, DDP time: 0.0036, Total iter time: 6.6231 [2020-11-12 12:38:23,910][root][INFO] - ===> Epoch[17](432/26): Loss 0.0961, Sem 0.5720, dir -0.8644, norm 0.3885, swav 0.0000 LR: 9.805e-02 Score 82.343 Data time: 0.1758, Forward time: 2.2817, Backward time: 3.1467, DDP time: 0.0036, Total iter time: 4.5397 [2020-11-12 12:38:29,991][root][INFO] - ===> Epoch[17](433/26): Loss 0.1728, Sem 0.6117, dir -0.8516, norm 0.4127, swav 0.0000 LR: 9.805e-02 Score 81.130 Data time: 0.2560, Forward time: 2.2828, Backward time: 3.1462, DDP time: 0.0036, Total iter time: 5.9923 [2020-11-12 12:38:35,206][root][INFO] - ===> Epoch[17](434/26): Loss 0.2411, Sem 0.6636, dir -0.8419, norm 0.4194, swav 0.0000 LR: 9.804e-02 Score 79.726 Data time: 0.2191, Forward time: 2.2835, Backward time: 3.1442, DDP time: 0.0036, Total iter time: 5.0875 [2020-11-12 12:38:40,020][root][INFO] - ===> Epoch[17](435/26): Loss 0.2137, Sem 0.6722, dir -0.8495, norm 0.3910, swav 0.0000 LR: 9.804e-02 Score 79.430 Data time: 0.1830, Forward time: 2.2830, Backward time: 3.1424, DDP time: 0.0036, Total iter time: 4.6957 [2020-11-12 12:38:45,147][root][INFO] - ===> Epoch[17](436/26): Loss 0.2649, Sem 0.6453, dir -0.8395, norm 0.4591, swav 0.0000 LR: 9.804e-02 Score 80.670 Data time: 0.2040, Forward time: 2.2823, Backward time: 3.1416, DDP time: 0.0036, Total iter time: 5.0248 [2020-11-12 12:38:51,485][root][INFO] - ===> Epoch[17](437/26): Loss 0.4397, Sem 0.7995, dir -0.8336, norm 0.4737, swav 0.0000 LR: 9.803e-02 Score 77.352 Data time: 0.1908, Forward time: 2.2821, Backward time: 3.1430, DDP time: 0.0036, Total iter time: 6.2443 [2020-11-12 12:38:57,257][root][INFO] - ===> Epoch[17](438/26): Loss 0.1751, Sem 0.6219, dir -0.8525, norm 0.4058, swav 0.0000 LR: 9.803e-02 Score 81.048 Data time: 0.1900, Forward time: 2.2817, Backward time: 3.1431, DDP time: 0.0036, Total iter time: 5.6538 [2020-11-12 12:39:02,444][root][INFO] - ===> Epoch[17](439/26): Loss 0.1384, Sem 0.6215, dir -0.8559, norm 0.3728, swav 0.0000 LR: 9.802e-02 Score 81.323 Data time: 0.1246, Forward time: 2.2795, Backward time: 3.1443, DDP time: 0.0036, Total iter time: 5.0939 [2020-11-12 12:39:08,757][root][INFO] - ===> Epoch[17](440/26): Loss 0.2564, Sem 0.6660, dir -0.8491, norm 0.4395, swav 0.0000 LR: 9.802e-02 Score 79.910 Data time: 0.2216, Forward time: 2.2798, Backward time: 3.1452, DDP time: 0.0036, Total iter time: 6.2386 [2020-11-12 12:39:13,892][root][INFO] - ===> Epoch[17](441/26): Loss 0.2252, Sem 0.6277, dir -0.8408, norm 0.4384, swav 0.0000 LR: 9.801e-02 Score 81.181 Data time: 0.2446, Forward time: 2.2802, Backward time: 3.1432, DDP time: 0.0036, Total iter time: 5.0140 [2020-11-12 12:39:19,507][root][INFO] - ===> Epoch[17](442/26): Loss 0.2674, Sem 0.6748, dir -0.8394, norm 0.4320, swav 0.0000 LR: 9.801e-02 Score 80.430 Data time: 0.2495, Forward time: 2.2816, Backward time: 3.1414, DDP time: 0.0036, Total iter time: 5.5082 [2020-11-12 12:39:25,911][root][INFO] - ===> Epoch[18](443/26): Loss 0.1850, Sem 0.5970, dir -0.8362, norm 0.4241, swav 0.0000 LR: 9.800e-02 Score 82.299 Data time: 0.1981, Forward time: 2.2813, Backward time: 3.1429, DDP time: 0.0036, Total iter time: 6.2831 [2020-11-12 12:39:31,965][root][INFO] - ===> Epoch[18](444/26): Loss 0.2371, Sem 0.6496, dir -0.8635, norm 0.4511, swav 0.0000 LR: 9.800e-02 Score 80.570 Data time: 0.1692, Forward time: 2.2800, Backward time: 3.1447, DDP time: 0.0036, Total iter time: 5.9201 [2020-11-12 12:39:37,953][root][INFO] - ===> Epoch[18](445/26): Loss 0.2107, Sem 0.6094, dir -0.8363, norm 0.4376, swav 0.0000 LR: 9.800e-02 Score 82.014 Data time: 0.1833, Forward time: 2.2797, Backward time: 3.1456, DDP time: 0.0036, Total iter time: 5.9179 [2020-11-12 12:39:45,489][root][INFO] - ===> Epoch[18](446/26): Loss 0.2304, Sem 0.6399, dir -0.8469, norm 0.4375, swav 0.0000 LR: 9.799e-02 Score 80.930 Data time: 0.1876, Forward time: 2.2792, Backward time: 3.1497, DDP time: 0.0036, Total iter time: 7.4179 [2020-11-12 12:39:51,607][root][INFO] - ===> Epoch[18](447/26): Loss 0.2648, Sem 0.5815, dir -0.8337, norm 0.5169, swav 0.0000 LR: 9.799e-02 Score 82.175 Data time: 0.2087, Forward time: 2.2793, Backward time: 3.1503, DDP time: 0.0036, Total iter time: 6.0152 [2020-11-12 12:39:57,646][root][INFO] - ===> Epoch[18](448/26): Loss 0.1584, Sem 0.5867, dir -0.8597, norm 0.4314, swav 0.0000 LR: 9.798e-02 Score 82.019 Data time: 0.1932, Forward time: 2.2793, Backward time: 3.1508, DDP time: 0.0036, Total iter time: 5.9180 [2020-11-12 12:40:03,871][root][INFO] - ===> Epoch[18](449/26): Loss 0.1527, Sem 0.5800, dir -0.8509, norm 0.4236, swav 0.0000 LR: 9.798e-02 Score 82.256 Data time: 0.1406, Forward time: 2.2776, Backward time: 3.1534, DDP time: 0.0036, Total iter time: 6.1125 [2020-11-12 12:40:10,404][root][INFO] - ===> Epoch[18](450/26): Loss 0.1250, Sem 0.5613, dir -0.8520, norm 0.4157, swav 0.0000 LR: 9.797e-02 Score 83.855 Data time: 0.1911, Forward time: 2.2762, Backward time: 3.1563, DDP time: 0.0036, Total iter time: 6.4744 [2020-11-12 12:40:16,108][root][INFO] - ===> Epoch[18](451/26): Loss 0.3146, Sem 0.6981, dir -0.8434, norm 0.4599, swav 0.0000 LR: 9.797e-02 Score 79.247 Data time: 0.2571, Forward time: 2.2767, Backward time: 3.1556, DDP time: 0.0036, Total iter time: 5.6378 [2020-11-12 12:40:22,124][root][INFO] - ===> Epoch[18](452/26): Loss 0.1666, Sem 0.5682, dir -0.8517, norm 0.4501, swav 0.0000 LR: 9.796e-02 Score 82.287 Data time: 0.2630, Forward time: 2.2784, Backward time: 3.1543, DDP time: 0.0036, Total iter time: 5.9060 [2020-11-12 12:40:27,930][root][INFO] - ===> Epoch[18](453/26): Loss 0.1063, Sem 0.5666, dir -0.8582, norm 0.3979, swav 0.0000 LR: 9.796e-02 Score 82.947 Data time: 0.2034, Forward time: 2.2783, Backward time: 3.1541, DDP time: 0.0036, Total iter time: 5.6569 [2020-11-12 12:40:34,734][root][INFO] - ===> Epoch[18](454/26): Loss 0.1428, Sem 0.5971, dir -0.8473, norm 0.3929, swav 0.0000 LR: 9.795e-02 Score 82.097 Data time: 0.2146, Forward time: 2.2779, Backward time: 3.1566, DDP time: 0.0036, Total iter time: 6.6953 [2020-11-12 12:40:40,372][root][INFO] - ===> Epoch[18](455/26): Loss 0.3349, Sem 0.7531, dir -0.8480, norm 0.4297, swav 0.0000 LR: 9.795e-02 Score 77.824 Data time: 0.2529, Forward time: 2.2792, Backward time: 3.1549, DDP time: 0.0036, Total iter time: 5.5292 [2020-11-12 12:40:45,624][root][INFO] - ===> Epoch[18](456/26): Loss 0.1708, Sem 0.5735, dir -0.8608, norm 0.4580, swav 0.0000 LR: 9.795e-02 Score 83.037 Data time: 0.2170, Forward time: 2.2788, Backward time: 3.1540, DDP time: 0.0036, Total iter time: 5.1153 [2020-11-12 12:40:51,031][root][INFO] - ===> Epoch[18](457/26): Loss -0.0138, Sem 0.4956, dir -0.8769, norm 0.3675, swav 0.0000 LR: 9.794e-02 Score 85.457 Data time: 0.1899, Forward time: 2.2784, Backward time: 3.1535, DDP time: 0.0036, Total iter time: 5.3010 [2020-11-12 12:40:55,916][root][INFO] - ===> Epoch[18](458/26): Loss 0.1026, Sem 0.5559, dir -0.8548, norm 0.4015, swav 0.0000 LR: 9.794e-02 Score 83.162 Data time: 0.1470, Forward time: 2.2769, Backward time: 3.1530, DDP time: 0.0036, Total iter time: 4.7711 [2020-11-12 12:41:01,931][root][INFO] - ===> Epoch[18](459/26): Loss 0.1868, Sem 0.6200, dir -0.8451, norm 0.4119, swav 0.0000 LR: 9.793e-02 Score 81.123 Data time: 0.1643, Forward time: 2.2756, Backward time: 3.1548, DDP time: 0.0036, Total iter time: 5.9462 [2020-11-12 12:41:06,653][root][INFO] - ===> Epoch[18](460/26): Loss 0.2343, Sem 0.6504, dir -0.8438, norm 0.4277, swav 0.0000 LR: 9.793e-02 Score 79.678 Data time: 0.2373, Forward time: 2.2759, Backward time: 3.1523, DDP time: 0.0036, Total iter time: 4.6407 [2020-11-12 12:41:11,962][root][INFO] - ===> Epoch[18](461/26): Loss 0.2114, Sem 0.6152, dir -0.8538, norm 0.4501, swav 0.0000 LR: 9.792e-02 Score 80.492 Data time: 0.2384, Forward time: 2.2765, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 5.1923 [2020-11-12 12:41:18,013][root][INFO] - ===> Epoch[18](462/26): Loss 0.1240, Sem 0.5971, dir -0.8613, norm 0.3882, swav 0.0000 LR: 9.792e-02 Score 81.606 Data time: 0.2532, Forward time: 2.2780, Backward time: 3.1496, DDP time: 0.0036, Total iter time: 5.9156 [2020-11-12 12:41:23,351][root][INFO] - ===> Epoch[18](463/26): Loss 0.1416, Sem 0.6109, dir -0.8682, norm 0.3989, swav 0.0000 LR: 9.791e-02 Score 81.519 Data time: 0.1579, Forward time: 2.2773, Backward time: 3.1493, DDP time: 0.0036, Total iter time: 5.2199 [2020-11-12 12:41:29,331][root][INFO] - ===> Epoch[18](464/26): Loss 0.2405, Sem 0.6104, dir -0.8445, norm 0.4746, swav 0.0000 LR: 9.791e-02 Score 81.346 Data time: 0.1748, Forward time: 2.2757, Backward time: 3.1512, DDP time: 0.0036, Total iter time: 5.8755 [2020-11-12 12:41:35,955][root][INFO] - ===> Epoch[18](465/26): Loss 0.1673, Sem 0.6030, dir -0.8444, norm 0.4087, swav 0.0000 LR: 9.791e-02 Score 81.207 Data time: 0.2207, Forward time: 2.2759, Backward time: 3.1527, DDP time: 0.0036, Total iter time: 6.5505 [2020-11-12 12:41:42,162][root][INFO] - ===> Epoch[18](466/26): Loss 0.2864, Sem 0.6345, dir -0.8434, norm 0.4953, swav 0.0000 LR: 9.790e-02 Score 80.994 Data time: 0.2168, Forward time: 2.2752, Backward time: 3.1542, DDP time: 0.0036, Total iter time: 6.1014 [2020-11-12 12:41:48,288][root][INFO] - ===> Epoch[18](467/26): Loss 0.2192, Sem 0.6208, dir -0.8409, norm 0.4392, swav 0.0000 LR: 9.790e-02 Score 81.026 Data time: 0.2411, Forward time: 2.2758, Backward time: 3.1543, DDP time: 0.0036, Total iter time: 6.0288 [2020-11-12 12:41:54,460][root][INFO] - ===> Epoch[18](468/26): Loss 0.3706, Sem 0.6918, dir -0.8279, norm 0.5068, swav 0.0000 LR: 9.789e-02 Score 78.997 Data time: 0.2301, Forward time: 2.2766, Backward time: 3.1541, DDP time: 0.0036, Total iter time: 6.0434 [2020-11-12 12:41:59,613][root][INFO] - ===> Epoch[19](469/26): Loss 0.1873, Sem 0.6461, dir -0.8481, norm 0.3894, swav 0.0000 LR: 9.789e-02 Score 80.385 Data time: 0.2130, Forward time: 2.2765, Backward time: 3.1528, DDP time: 0.0036, Total iter time: 5.0179 [2020-11-12 12:42:06,275][root][INFO] - ===> Epoch[19](470/26): Loss 0.2789, Sem 0.6803, dir -0.8567, norm 0.4553, swav 0.0000 LR: 9.788e-02 Score 79.738 Data time: 0.2640, Forward time: 2.2777, Backward time: 3.1533, DDP time: 0.0036, Total iter time: 6.5584 [2020-11-12 12:42:13,064][root][INFO] - ===> Epoch[19](471/26): Loss 0.1953, Sem 0.6462, dir -0.8604, norm 0.4094, swav 0.0000 LR: 9.788e-02 Score 79.908 Data time: 0.2057, Forward time: 2.2779, Backward time: 3.1550, DDP time: 0.0036, Total iter time: 6.6638 [2020-11-12 12:42:18,367][root][INFO] - ===> Epoch[19](472/26): Loss 0.1062, Sem 0.5586, dir -0.8534, norm 0.4010, swav 0.0000 LR: 9.787e-02 Score 82.873 Data time: 0.2077, Forward time: 2.2778, Backward time: 3.1540, DDP time: 0.0036, Total iter time: 5.1768 [2020-11-12 12:42:24,906][root][INFO] - ===> Epoch[19](473/26): Loss 0.1509, Sem 0.5977, dir -0.8608, norm 0.4140, swav 0.0000 LR: 9.787e-02 Score 81.490 Data time: 0.2560, Forward time: 2.2791, Backward time: 3.1542, DDP time: 0.0036, Total iter time: 6.4337 [2020-11-12 12:42:30,514][root][INFO] - ===> Epoch[19](474/26): Loss 0.2116, Sem 0.6527, dir -0.8470, norm 0.4058, swav 0.0000 LR: 9.786e-02 Score 80.452 Data time: 0.2097, Forward time: 2.2791, Backward time: 3.1536, DDP time: 0.0036, Total iter time: 5.4624 [2020-11-12 12:42:35,957][root][INFO] - ===> Epoch[19](475/26): Loss 0.3010, Sem 0.6530, dir -0.8326, norm 0.4806, swav 0.0000 LR: 9.786e-02 Score 80.213 Data time: 0.2445, Forward time: 2.2794, Backward time: 3.1524, DDP time: 0.0036, Total iter time: 5.3359 [2020-11-12 12:42:42,432][root][INFO] - ===> Epoch[19](476/26): Loss 0.1900, Sem 0.6169, dir -0.8485, norm 0.4216, swav 0.0000 LR: 9.786e-02 Score 81.739 Data time: 0.2879, Forward time: 2.2808, Backward time: 3.1522, DDP time: 0.0036, Total iter time: 6.3478 [2020-11-12 12:42:48,036][root][INFO] - ===> Epoch[19](477/26): Loss 0.3101, Sem 0.6791, dir -0.8376, norm 0.4686, swav 0.0000 LR: 9.785e-02 Score 79.620 Data time: 0.2502, Forward time: 2.2820, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 5.4671 [2020-11-12 12:42:52,969][root][INFO] - ===> Epoch[19](478/26): Loss 0.2018, Sem 0.6501, dir -0.8520, norm 0.4037, swav 0.0000 LR: 9.785e-02 Score 79.730 Data time: 0.2211, Forward time: 2.2822, Backward time: 3.1484, DDP time: 0.0036, Total iter time: 4.8187 [2020-11-12 12:42:59,086][root][INFO] - ===> Epoch[19](479/26): Loss 0.1050, Sem 0.5708, dir -0.8577, norm 0.3920, swav 0.0000 LR: 9.784e-02 Score 82.510 Data time: 0.1858, Forward time: 2.2816, Backward time: 3.1497, DDP time: 0.0036, Total iter time: 6.0169 [2020-11-12 12:43:04,785][root][INFO] - ===> Epoch[19](480/26): Loss 0.2241, Sem 0.6420, dir -0.8493, norm 0.4314, swav 0.0000 LR: 9.784e-02 Score 79.883 Data time: 0.2026, Forward time: 2.2814, Backward time: 3.1496, DDP time: 0.0036, Total iter time: 5.6068 [2020-11-12 12:43:10,181][root][INFO] - ===> Epoch[19](481/26): Loss 0.2942, Sem 0.6009, dir -0.8372, norm 0.5305, swav 0.0000 LR: 9.783e-02 Score 81.653 Data time: 0.1799, Forward time: 2.2807, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 5.2946 [2020-11-12 12:43:16,704][root][INFO] - ===> Epoch[19](482/26): Loss 0.2103, Sem 0.6232, dir -0.8492, norm 0.4364, swav 0.0000 LR: 9.783e-02 Score 81.554 Data time: 0.1832, Forward time: 2.2799, Backward time: 3.1516, DDP time: 0.0036, Total iter time: 6.4185 [2020-11-12 12:43:22,433][root][INFO] - ===> Epoch[19](483/26): Loss 0.2712, Sem 0.7073, dir -0.8490, norm 0.4129, swav 0.0000 LR: 9.782e-02 Score 78.410 Data time: 0.1583, Forward time: 2.2788, Backward time: 3.1526, DDP time: 0.0036, Total iter time: 5.6473 [2020-11-12 12:43:28,172][root][INFO] - ===> Epoch[19](484/26): Loss 0.0992, Sem 0.5765, dir -0.8610, norm 0.3838, swav 0.0000 LR: 9.782e-02 Score 82.398 Data time: 0.1812, Forward time: 2.2780, Backward time: 3.1533, DDP time: 0.0036, Total iter time: 5.6653 [2020-11-12 12:43:33,942][root][INFO] - ===> Epoch[19](485/26): Loss 0.2010, Sem 0.6301, dir -0.8451, norm 0.4160, swav 0.0000 LR: 9.781e-02 Score 80.101 Data time: 0.2029, Forward time: 2.2781, Backward time: 3.1531, DDP time: 0.0036, Total iter time: 5.6839 [2020-11-12 12:43:39,701][root][INFO] - ===> Epoch[19](486/26): Loss 0.1071, Sem 0.5419, dir -0.8487, norm 0.4139, swav 0.0000 LR: 9.781e-02 Score 82.987 Data time: 0.1868, Forward time: 2.2776, Backward time: 3.1534, DDP time: 0.0036, Total iter time: 5.6538 [2020-11-12 12:43:45,457][root][INFO] - ===> Epoch[19](487/26): Loss 0.2716, Sem 0.6402, dir -0.8355, norm 0.4669, swav 0.0000 LR: 9.781e-02 Score 80.712 Data time: 0.2148, Forward time: 2.2777, Backward time: 3.1532, DDP time: 0.0036, Total iter time: 5.6501 [2020-11-12 12:43:50,319][root][INFO] - ===> Epoch[19](488/26): Loss 0.2006, Sem 0.6343, dir -0.8572, norm 0.4235, swav 0.0000 LR: 9.780e-02 Score 81.583 Data time: 0.1864, Forward time: 2.2773, Backward time: 3.1516, DDP time: 0.0036, Total iter time: 4.7502 [2020-11-12 12:43:56,728][root][INFO] - ===> Epoch[19](489/26): Loss 0.1930, Sem 0.6216, dir -0.8524, norm 0.4239, swav 0.0000 LR: 9.780e-02 Score 81.496 Data time: 0.2196, Forward time: 2.2774, Backward time: 3.1528, DDP time: 0.0036, Total iter time: 6.3106 [2020-11-12 12:44:02,599][root][INFO] - ===> Epoch[19](490/26): Loss 0.0846, Sem 0.5481, dir -0.8566, norm 0.3931, swav 0.0000 LR: 9.779e-02 Score 83.611 Data time: 0.2706, Forward time: 2.2789, Backward time: 3.1514, DDP time: 0.0036, Total iter time: 5.7675 [2020-11-12 12:44:07,936][root][INFO] - ===> Epoch[19](491/26): Loss 0.1691, Sem 0.6261, dir -0.8591, norm 0.4021, swav 0.0000 LR: 9.779e-02 Score 81.120 Data time: 0.2093, Forward time: 2.2791, Backward time: 3.1501, DDP time: 0.0036, Total iter time: 5.1972 [2020-11-12 12:44:14,505][root][INFO] - ===> Epoch[19](492/26): Loss 0.1121, Sem 0.5790, dir -0.8575, norm 0.3906, swav 0.0000 LR: 9.778e-02 Score 81.662 Data time: 0.2390, Forward time: 2.2789, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 6.4623 [2020-11-12 12:44:21,122][root][INFO] - ===> Epoch[19](493/26): Loss 0.3260, Sem 0.6438, dir -0.8265, norm 0.5087, swav 0.0000 LR: 9.778e-02 Score 80.583 Data time: 0.1868, Forward time: 2.2788, Backward time: 3.1533, DDP time: 0.0036, Total iter time: 6.5174 [2020-11-12 12:44:27,098][root][INFO] - ===> Epoch[19](494/26): Loss 0.1185, Sem 0.5494, dir -0.8694, norm 0.4384, swav 0.0000 LR: 9.777e-02 Score 82.968 Data time: 0.1860, Forward time: 2.2782, Backward time: 3.1543, DDP time: 0.0036, Total iter time: 5.8799 [2020-11-12 12:44:32,276][root][INFO] - ===> Epoch[20](495/26): Loss 0.1115, Sem 0.5539, dir -0.8521, norm 0.4096, swav 0.0000 LR: 9.777e-02 Score 82.417 Data time: 0.2200, Forward time: 2.2784, Backward time: 3.1528, DDP time: 0.0036, Total iter time: 5.0811 [2020-11-12 12:44:37,899][root][INFO] - ===> Epoch[20](496/26): Loss 0.1549, Sem 0.5846, dir -0.8476, norm 0.4179, swav 0.0000 LR: 9.777e-02 Score 82.119 Data time: 0.2060, Forward time: 2.2783, Backward time: 3.1524, DDP time: 0.0036, Total iter time: 5.4942 [2020-11-12 12:44:43,601][root][INFO] - ===> Epoch[20](497/26): Loss 0.1889, Sem 0.6617, dir -0.8508, norm 0.3780, swav 0.0000 LR: 9.776e-02 Score 79.799 Data time: 0.2521, Forward time: 2.2790, Backward time: 3.1514, DDP time: 0.0036, Total iter time: 5.5925 [2020-11-12 12:44:49,420][root][INFO] - ===> Epoch[20](498/26): Loss 0.1786, Sem 0.5823, dir -0.8579, norm 0.4542, swav 0.0000 LR: 9.776e-02 Score 82.743 Data time: 0.2643, Forward time: 2.2801, Backward time: 3.1503, DDP time: 0.0036, Total iter time: 5.6814 [2020-11-12 12:44:56,020][root][INFO] - ===> Epoch[20](499/26): Loss 0.0712, Sem 0.5710, dir -0.8631, norm 0.3633, swav 0.0000 LR: 9.775e-02 Score 82.309 Data time: 0.2351, Forward time: 2.2804, Backward time: 3.1512, DDP time: 0.0036, Total iter time: 6.4618 [2020-11-12 12:45:02,150][root][INFO] - ===> Epoch[20](500/26): Loss 0.1957, Sem 0.6462, dir -0.8630, norm 0.4125, swav 0.0000 LR: 9.775e-02 Score 80.656 Data time: 0.1616, Forward time: 2.2792, Backward time: 3.1530, DDP time: 0.0036, Total iter time: 6.0145 [2020-11-12 12:45:03,478][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 12:45:03,601][root][INFO] - ===> Start testing [2020-11-12 12:46:27,785][root][INFO] - 101/312: Data time: 0.0047, Iter time: 0.2975 Loss 0.400 (AVG: 0.758) Score 90.758 (AVG: 78.201) mIOU 38.955 mAP 59.908 mAcc 52.729 IOU: 74.107 95.958 34.359 40.066 84.535 72.932 52.825 34.529 33.668 48.138 0.000 30.687 33.579 30.407 1.546 5.041 41.903 19.655 29.376 15.783 mAP: 80.351 95.997 47.889 65.314 87.888 78.888 67.365 60.971 56.159 71.903 19.302 44.832 61.234 57.425 47.480 48.692 80.904 33.451 55.453 36.659 mAcc: 88.328 97.875 51.194 76.768 89.518 86.275 54.999 39.680 76.966 82.960 0.000 50.088 56.154 50.129 1.554 6.219 60.485 27.063 39.804 18.519 [2020-11-12 12:47:54,735][root][INFO] - 201/312: Data time: 0.0059, Iter time: 0.5486 Loss 0.599 (AVG: 0.758) Score 77.356 (AVG: 78.066) mIOU 40.400 mAP 60.694 mAcc 54.050 IOU: 75.367 95.695 37.671 46.680 82.884 67.657 48.138 35.776 34.160 51.466 0.000 40.162 30.641 27.633 0.908 3.301 46.231 27.845 40.489 15.291 mAP: 80.480 96.412 49.221 68.110 87.318 78.047 61.855 57.819 55.513 65.293 21.266 51.184 58.836 58.041 43.401 57.294 82.393 41.701 63.316 36.385 mAcc: 88.660 97.698 54.966 83.223 88.458 80.400 50.890 42.080 78.828 79.101 0.000 58.450 54.203 42.843 0.916 3.722 66.467 40.804 51.301 17.993 [2020-11-12 12:49:18,349][root][INFO] - 301/312: Data time: 0.0099, Iter time: 0.3311 Loss 0.928 (AVG: 0.743) Score 72.725 (AVG: 78.547) mIOU 40.596 mAP 60.508 mAcc 53.953 IOU: 76.323 95.623 35.954 51.619 83.934 67.600 45.304 35.298 33.417 51.091 0.000 38.391 33.115 26.186 0.707 2.759 45.679 32.706 40.075 16.149 mAP: 80.986 96.645 46.913 69.141 87.800 77.247 61.973 57.274 53.685 64.318 24.394 50.363 58.890 53.467 36.195 58.315 81.720 47.575 66.030 37.234 mAcc: 89.471 97.598 53.988 86.057 89.645 79.581 48.249 41.028 76.312 76.974 0.000 56.873 56.614 39.766 0.713 3.252 66.027 46.651 51.123 19.138 [2020-11-12 12:49:27,586][root][INFO] - 312/312: Data time: 0.0025, Iter time: 0.2009 Loss 0.783 (AVG: 0.754) Score 79.492 (AVG: 78.339) mIOU 40.354 mAP 60.534 mAcc 53.832 IOU: 75.907 95.676 36.181 50.023 84.040 67.825 45.254 35.028 33.366 51.096 0.000 37.435 32.453 26.594 0.704 2.703 45.079 32.399 39.969 15.339 mAP: 80.765 96.744 47.617 69.442 87.896 76.703 62.209 56.754 53.060 63.888 24.131 49.341 58.898 54.167 36.657 59.288 81.774 47.317 66.103 37.921 mAcc: 89.300 97.614 54.567 86.324 89.746 79.789 48.133 40.791 76.439 76.788 0.000 54.718 56.532 40.490 0.710 3.188 66.435 45.685 51.439 17.943 [2020-11-12 12:49:27,595][root][INFO] - Finished test. Elapsed time: 263.9841 [2020-11-12 12:49:40,172][root][INFO] - [2020-11-12 12:49:40,181][root][INFO] - ################################################################ [2020-11-12 12:49:40,181][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 12:49:40,181][root][INFO] - ################################################################ [2020-11-12 12:49:40,181][root][INFO] - cabinet : 0.084 0.206 0.429 [2020-11-12 12:49:40,181][root][INFO] - bed : 0.285 0.647 0.794 [2020-11-12 12:49:40,181][root][INFO] - chair : 0.600 0.794 0.879 [2020-11-12 12:49:40,181][root][INFO] - sofa : 0.212 0.429 0.663 [2020-11-12 12:49:40,181][root][INFO] - table : 0.132 0.271 0.390 [2020-11-12 12:49:40,181][root][INFO] - door : 0.071 0.175 0.346 [2020-11-12 12:49:40,181][root][INFO] - window : 0.052 0.154 0.426 [2020-11-12 12:49:40,181][root][INFO] - bookshelf : 0.076 0.248 0.617 [2020-11-12 12:49:40,182][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-12 12:49:40,182][root][INFO] - counter : 0.000 0.001 0.167 [2020-11-12 12:49:40,182][root][INFO] - desk : 0.003 0.017 0.180 [2020-11-12 12:49:40,182][root][INFO] - curtain : 0.046 0.136 0.255 [2020-11-12 12:49:40,182][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-12 12:49:40,182][root][INFO] - shower curtain : 0.000 0.000 0.004 [2020-11-12 12:49:40,182][root][INFO] - toilet : 0.224 0.508 0.649 [2020-11-12 12:49:40,182][root][INFO] - sink : 0.055 0.162 0.445 [2020-11-12 12:49:40,182][root][INFO] - bathtub : 0.057 0.232 0.573 [2020-11-12 12:49:40,182][root][INFO] - otherfurniture : 0.051 0.136 0.301 [2020-11-12 12:49:40,182][root][INFO] - ---------------------------------------------------------------- [2020-11-12 12:49:40,182][root][INFO] - average : 0.108 0.229 0.395 [2020-11-12 12:49:40,182][root][INFO] - [2020-11-12 12:49:40,399][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 12:49:41,357][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 12:49:41,518][root][INFO] - Current best mIoU: 40.354 at iter 500 [2020-11-12 12:49:46,249][root][INFO] - ===> Epoch[20](501/26): Loss 0.0909, Sem 0.5562, dir -0.8631, norm 0.3978, swav 0.0000 LR: 9.774e-02 Score 82.346 Data time: 0.2035, Forward time: 2.2792, Backward time: 3.1511, DDP time: 0.0036, Total iter time: 4.7250 [2020-11-12 12:49:51,489][root][INFO] - ===> Epoch[20](502/26): Loss 0.2694, Sem 0.6405, dir -0.8492, norm 0.4781, swav 0.0000 LR: 9.774e-02 Score 81.043 Data time: 0.2410, Forward time: 2.2800, Backward time: 3.1492, DDP time: 0.0036, Total iter time: 5.1098 [2020-11-12 12:49:56,851][root][INFO] - ===> Epoch[20](503/26): Loss 0.1260, Sem 0.5606, dir -0.8467, norm 0.4121, swav 0.0000 LR: 9.773e-02 Score 83.714 Data time: 0.1112, Forward time: 2.2780, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 5.2522 [2020-11-12 12:50:01,433][root][INFO] - ===> Epoch[20](504/26): Loss 0.1627, Sem 0.6436, dir -0.8686, norm 0.3877, swav 0.0000 LR: 9.773e-02 Score 81.391 Data time: 0.2037, Forward time: 2.2780, Backward time: 3.1483, DDP time: 0.0036, Total iter time: 4.5034 [2020-11-12 12:50:06,671][root][INFO] - ===> Epoch[20](505/26): Loss 0.1250, Sem 0.6030, dir -0.8569, norm 0.3789, swav 0.0000 LR: 9.772e-02 Score 81.755 Data time: 0.1313, Forward time: 2.2765, Backward time: 3.1490, DDP time: 0.0036, Total iter time: 5.1455 [2020-11-12 12:50:12,013][root][INFO] - ===> Epoch[20](506/26): Loss 0.0227, Sem 0.5363, dir -0.8739, norm 0.3603, swav 0.0000 LR: 9.772e-02 Score 83.739 Data time: 0.2055, Forward time: 2.2757, Backward time: 3.1489, DDP time: 0.0036, Total iter time: 5.2557 [2020-11-12 12:50:17,328][root][INFO] - ===> Epoch[20](507/26): Loss 0.2296, Sem 0.6845, dir -0.8590, norm 0.4041, swav 0.0000 LR: 9.772e-02 Score 78.457 Data time: 0.1813, Forward time: 2.2754, Backward time: 3.1484, DDP time: 0.0036, Total iter time: 5.2475 [2020-11-12 12:50:23,072][root][INFO] - ===> Epoch[20](508/26): Loss 0.1095, Sem 0.5891, dir -0.8623, norm 0.3827, swav 0.0000 LR: 9.771e-02 Score 82.221 Data time: 0.1924, Forward time: 2.2754, Backward time: 3.1482, DDP time: 0.0036, Total iter time: 5.6187 [2020-11-12 12:50:28,907][root][INFO] - ===> Epoch[20](509/26): Loss 0.1199, Sem 0.5880, dir -0.8618, norm 0.3937, swav 0.0000 LR: 9.771e-02 Score 81.889 Data time: 0.2021, Forward time: 2.2744, Backward time: 3.1492, DDP time: 0.0036, Total iter time: 5.7175 [2020-11-12 12:50:35,772][root][INFO] - ===> Epoch[20](510/26): Loss 0.0401, Sem 0.5031, dir -0.8696, norm 0.4067, swav 0.0000 LR: 9.770e-02 Score 84.448 Data time: 0.2211, Forward time: 2.2750, Backward time: 3.1507, DDP time: 0.0036, Total iter time: 6.8075 [2020-11-12 12:50:41,772][root][INFO] - ===> Epoch[20](511/26): Loss 0.2826, Sem 0.6791, dir -0.8523, norm 0.4558, swav 0.0000 LR: 9.770e-02 Score 79.501 Data time: 0.1809, Forward time: 2.2744, Backward time: 3.1516, DDP time: 0.0036, Total iter time: 5.8885 [2020-11-12 12:50:47,905][root][INFO] - ===> Epoch[20](512/26): Loss 0.2341, Sem 0.6499, dir -0.8475, norm 0.4317, swav 0.0000 LR: 9.769e-02 Score 79.790 Data time: 0.1661, Forward time: 2.2733, Backward time: 3.1533, DDP time: 0.0036, Total iter time: 6.0489 [2020-11-12 12:50:55,438][root][INFO] - ===> Epoch[20](513/26): Loss 0.2298, Sem 0.6865, dir -0.8622, norm 0.4054, swav 0.0000 LR: 9.769e-02 Score 79.108 Data time: 0.2348, Forward time: 2.2738, Backward time: 3.1561, DDP time: 0.0036, Total iter time: 7.4581 [2020-11-12 12:51:01,079][root][INFO] - ===> Epoch[20](514/26): Loss 0.3146, Sem 0.6837, dir -0.8350, norm 0.4659, swav 0.0000 LR: 9.768e-02 Score 78.328 Data time: 0.2039, Forward time: 2.2737, Backward time: 3.1559, DDP time: 0.0036, Total iter time: 5.5353 [2020-11-12 12:51:07,731][root][INFO] - ===> Epoch[20](515/26): Loss 0.1099, Sem 0.5429, dir -0.8513, norm 0.4184, swav 0.0000 LR: 9.768e-02 Score 82.946 Data time: 0.2652, Forward time: 2.2745, Backward time: 3.1566, DDP time: 0.0036, Total iter time: 6.5349 [2020-11-12 12:51:14,332][root][INFO] - ===> Epoch[20](516/26): Loss 0.1173, Sem 0.5929, dir -0.8554, norm 0.3797, swav 0.0000 LR: 9.768e-02 Score 81.807 Data time: 0.2012, Forward time: 2.2746, Backward time: 3.1578, DDP time: 0.0036, Total iter time: 6.4834 [2020-11-12 12:51:20,287][root][INFO] - ===> Epoch[20](517/26): Loss 0.0767, Sem 0.5633, dir -0.8722, norm 0.3856, swav 0.0000 LR: 9.767e-02 Score 82.345 Data time: 0.1680, Forward time: 2.2736, Backward time: 3.1591, DDP time: 0.0036, Total iter time: 5.8367 [2020-11-12 12:51:25,991][root][INFO] - ===> Epoch[20](518/26): Loss 0.1885, Sem 0.6317, dir -0.8603, norm 0.4171, swav 0.0000 LR: 9.767e-02 Score 79.801 Data time: 0.2532, Forward time: 2.2740, Backward time: 3.1585, DDP time: 0.0036, Total iter time: 5.6194 [2020-11-12 12:51:31,674][root][INFO] - ===> Epoch[20](519/26): Loss 0.1875, Sem 0.6329, dir -0.8567, norm 0.4113, swav 0.0000 LR: 9.766e-02 Score 81.525 Data time: 0.2292, Forward time: 2.2747, Backward time: 3.1575, DDP time: 0.0036, Total iter time: 5.5619 [2020-11-12 12:51:37,259][root][INFO] - ===> Epoch[20](520/26): Loss 0.0771, Sem 0.5789, dir -0.8688, norm 0.3670, swav 0.0000 LR: 9.766e-02 Score 81.449 Data time: 0.1728, Forward time: 2.2741, Backward time: 3.1577, DDP time: 0.0036, Total iter time: 5.4439 [2020-11-12 12:51:43,336][root][INFO] - ===> Epoch[21](521/26): Loss 0.1726, Sem 0.6050, dir -0.8517, norm 0.4194, swav 0.0000 LR: 9.765e-02 Score 81.678 Data time: 0.2179, Forward time: 2.2736, Backward time: 3.1585, DDP time: 0.0036, Total iter time: 6.0137 [2020-11-12 12:51:50,321][root][INFO] - ===> Epoch[21](522/26): Loss 0.1451, Sem 0.5606, dir -0.8572, norm 0.4417, swav 0.0000 LR: 9.765e-02 Score 82.459 Data time: 0.2558, Forward time: 2.2748, Backward time: 3.1594, DDP time: 0.0036, Total iter time: 6.8790 [2020-11-12 12:51:56,564][root][INFO] - ===> Epoch[21](523/26): Loss 0.1766, Sem 0.6236, dir -0.8567, norm 0.4096, swav 0.0000 LR: 9.764e-02 Score 80.811 Data time: 0.1781, Forward time: 2.2743, Backward time: 3.1606, DDP time: 0.0036, Total iter time: 6.1143 [2020-11-12 12:52:03,972][root][INFO] - ===> Epoch[21](524/26): Loss -0.0110, Sem 0.4969, dir -0.8867, norm 0.3789, swav 0.0000 LR: 9.764e-02 Score 84.674 Data time: 0.1702, Forward time: 2.2735, Backward time: 3.1643, DDP time: 0.0036, Total iter time: 7.3248 [2020-11-12 12:52:09,245][root][INFO] - ===> Epoch[21](525/26): Loss 0.0797, Sem 0.5536, dir -0.8656, norm 0.3917, swav 0.0000 LR: 9.763e-02 Score 83.115 Data time: 0.1992, Forward time: 2.2736, Backward time: 3.1635, DDP time: 0.0036, Total iter time: 5.2297 [2020-11-12 12:52:15,498][root][INFO] - ===> Epoch[21](526/26): Loss 0.1591, Sem 0.5896, dir -0.8504, norm 0.4199, swav 0.0000 LR: 9.763e-02 Score 81.402 Data time: 0.1906, Forward time: 2.2732, Backward time: 3.1646, DDP time: 0.0036, Total iter time: 6.1386 [2020-11-12 12:52:21,151][root][INFO] - ===> Epoch[21](527/26): Loss 0.1123, Sem 0.5742, dir -0.8672, norm 0.4053, swav 0.0000 LR: 9.763e-02 Score 83.341 Data time: 0.2076, Forward time: 2.2731, Backward time: 3.1644, DDP time: 0.0036, Total iter time: 5.5569 [2020-11-12 12:52:26,216][root][INFO] - ===> Epoch[21](528/26): Loss 0.0703, Sem 0.5580, dir -0.8740, norm 0.3862, swav 0.0000 LR: 9.762e-02 Score 82.435 Data time: 0.1912, Forward time: 2.2729, Backward time: 3.1630, DDP time: 0.0036, Total iter time: 4.9707 [2020-11-12 12:52:30,663][root][INFO] - ===> Epoch[21](529/26): Loss -0.0404, Sem 0.4814, dir -0.8777, norm 0.3559, swav 0.0000 LR: 9.762e-02 Score 85.749 Data time: 0.1913, Forward time: 2.2724, Backward time: 3.1610, DDP time: 0.0036, Total iter time: 4.3463 [2020-11-12 12:52:36,297][root][INFO] - ===> Epoch[21](530/26): Loss 0.0985, Sem 0.5609, dir -0.8561, norm 0.3936, swav 0.0000 LR: 9.761e-02 Score 82.489 Data time: 0.2063, Forward time: 2.2714, Backward time: 3.1616, DDP time: 0.0036, Total iter time: 5.5525 [2020-11-12 12:52:41,923][root][INFO] - ===> Epoch[21](531/26): Loss 0.1770, Sem 0.6001, dir -0.8583, norm 0.4351, swav 0.0000 LR: 9.761e-02 Score 81.229 Data time: 0.2295, Forward time: 2.2721, Backward time: 3.1607, DDP time: 0.0036, Total iter time: 5.5418 [2020-11-12 12:52:48,878][root][INFO] - ===> Epoch[21](532/26): Loss 0.0048, Sem 0.4826, dir -0.8711, norm 0.3933, swav 0.0000 LR: 9.760e-02 Score 85.488 Data time: 0.2693, Forward time: 2.2729, Backward time: 3.1618, DDP time: 0.0036, Total iter time: 6.8318 [2020-11-12 12:52:55,008][root][INFO] - ===> Epoch[21](533/26): Loss 0.0904, Sem 0.5840, dir -0.8672, norm 0.3737, swav 0.0000 LR: 9.760e-02 Score 81.670 Data time: 0.2525, Forward time: 2.2737, Backward time: 3.1616, DDP time: 0.0036, Total iter time: 6.0019 [2020-11-12 12:52:59,923][root][INFO] - ===> Epoch[21](534/26): Loss 0.0873, Sem 0.5698, dir -0.8663, norm 0.3838, swav 0.0000 LR: 9.759e-02 Score 82.798 Data time: 0.1979, Forward time: 2.2737, Backward time: 3.1600, DDP time: 0.0036, Total iter time: 4.8035 [2020-11-12 12:53:05,646][root][INFO] - ===> Epoch[21](535/26): Loss -0.0115, Sem 0.4888, dir -0.8683, norm 0.3680, swav 0.0000 LR: 9.759e-02 Score 85.272 Data time: 0.1927, Forward time: 2.2731, Backward time: 3.1604, DDP time: 0.0036, Total iter time: 5.6189 [2020-11-12 12:53:11,650][root][INFO] - ===> Epoch[21](536/26): Loss 0.1177, Sem 0.5403, dir -0.8522, norm 0.4296, swav 0.0000 LR: 9.758e-02 Score 83.140 Data time: 0.2497, Forward time: 2.2738, Backward time: 3.1600, DDP time: 0.0036, Total iter time: 5.9050 [2020-11-12 12:53:18,898][root][INFO] - ===> Epoch[21](537/26): Loss 0.1919, Sem 0.5760, dir -0.8430, norm 0.4589, swav 0.0000 LR: 9.758e-02 Score 83.033 Data time: 0.2470, Forward time: 2.2747, Backward time: 3.1615, DDP time: 0.0036, Total iter time: 7.1215 [2020-11-12 12:53:24,562][root][INFO] - ===> Epoch[21](538/26): Loss 0.1165, Sem 0.5478, dir -0.8494, norm 0.4181, swav 0.0000 LR: 9.758e-02 Score 82.059 Data time: 0.2418, Forward time: 2.2756, Backward time: 3.1604, DDP time: 0.0036, Total iter time: 5.5521 [2020-11-12 12:53:31,169][root][INFO] - ===> Epoch[21](539/26): Loss 0.0669, Sem 0.5396, dir -0.8616, norm 0.3889, swav 0.0000 LR: 9.757e-02 Score 83.748 Data time: 0.2103, Forward time: 2.2758, Backward time: 3.1616, DDP time: 0.0036, Total iter time: 6.4822 [2020-11-12 12:53:36,169][root][INFO] - ===> Epoch[21](540/26): Loss 0.1029, Sem 0.5982, dir -0.8677, norm 0.3724, swav 0.0000 LR: 9.757e-02 Score 80.770 Data time: 0.2126, Forward time: 2.2759, Backward time: 3.1598, DDP time: 0.0036, Total iter time: 4.8976 [2020-11-12 12:53:42,186][root][INFO] - ===> Epoch[21](541/26): Loss 0.1131, Sem 0.6053, dir -0.8641, norm 0.3719, swav 0.0000 LR: 9.756e-02 Score 81.063 Data time: 0.1882, Forward time: 2.2755, Backward time: 3.1605, DDP time: 0.0036, Total iter time: 5.9004 [2020-11-12 12:53:47,193][root][INFO] - ===> Epoch[21](542/26): Loss -0.0240, Sem 0.4742, dir -0.8737, norm 0.3754, swav 0.0000 LR: 9.756e-02 Score 85.474 Data time: 0.1684, Forward time: 2.2745, Backward time: 3.1600, DDP time: 0.0036, Total iter time: 4.9140 [2020-11-12 12:53:53,648][root][INFO] - ===> Epoch[21](543/26): Loss 0.1458, Sem 0.5485, dir -0.8497, norm 0.4470, swav 0.0000 LR: 9.755e-02 Score 83.164 Data time: 0.1746, Forward time: 2.2738, Backward time: 3.1620, DDP time: 0.0036, Total iter time: 6.3919 [2020-11-12 12:53:58,564][root][INFO] - ===> Epoch[21](544/26): Loss 0.1230, Sem 0.6026, dir -0.8692, norm 0.3897, swav 0.0000 LR: 9.755e-02 Score 80.868 Data time: 0.1476, Forward time: 2.2723, Backward time: 3.1618, DDP time: 0.0036, Total iter time: 4.8183 [2020-11-12 12:54:03,337][root][INFO] - ===> Epoch[21](545/26): Loss 0.2547, Sem 0.6346, dir -0.8509, norm 0.4710, swav 0.0000 LR: 9.754e-02 Score 81.598 Data time: 0.2338, Forward time: 2.2726, Backward time: 3.1598, DDP time: 0.0036, Total iter time: 4.7127 [2020-11-12 12:54:08,372][root][INFO] - ===> Epoch[21](546/26): Loss 0.1108, Sem 0.5574, dir -0.8580, norm 0.4115, swav 0.0000 LR: 9.754e-02 Score 83.352 Data time: 0.2388, Forward time: 2.2729, Backward time: 3.1580, DDP time: 0.0036, Total iter time: 4.8978 [2020-11-12 12:54:14,234][root][INFO] - ===> Epoch[22](547/26): Loss 0.1231, Sem 0.5820, dir -0.8617, norm 0.4028, swav 0.0000 LR: 9.754e-02 Score 82.668 Data time: 0.2100, Forward time: 2.2728, Backward time: 3.1582, DDP time: 0.0036, Total iter time: 5.7589 [2020-11-12 12:54:19,554][root][INFO] - ===> Epoch[22](548/26): Loss 0.1005, Sem 0.5504, dir -0.8533, norm 0.4035, swav 0.0000 LR: 9.753e-02 Score 83.307 Data time: 0.2446, Forward time: 2.2737, Backward time: 3.1564, DDP time: 0.0036, Total iter time: 5.2071 [2020-11-12 12:54:24,522][root][INFO] - ===> Epoch[22](549/26): Loss 0.0233, Sem 0.5020, dir -0.8725, norm 0.3938, swav 0.0000 LR: 9.753e-02 Score 85.143 Data time: 0.1912, Forward time: 2.2733, Backward time: 3.1552, DDP time: 0.0036, Total iter time: 4.8232 [2020-11-12 12:54:31,224][root][INFO] - ===> Epoch[22](550/26): Loss 0.2387, Sem 0.6015, dir -0.8307, norm 0.4680, swav 0.0000 LR: 9.752e-02 Score 81.834 Data time: 0.2252, Forward time: 2.2737, Backward time: 3.1564, DDP time: 0.0036, Total iter time: 6.5963 [2020-11-12 12:54:37,338][root][INFO] - ===> Epoch[22](551/26): Loss 0.1327, Sem 0.5794, dir -0.8538, norm 0.4071, swav 0.0000 LR: 9.752e-02 Score 82.628 Data time: 0.2316, Forward time: 2.2744, Backward time: 3.1561, DDP time: 0.0036, Total iter time: 5.9823 [2020-11-12 12:54:42,866][root][INFO] - ===> Epoch[22](552/26): Loss 0.1849, Sem 0.6204, dir -0.8553, norm 0.4198, swav 0.0000 LR: 9.751e-02 Score 81.691 Data time: 0.2085, Forward time: 2.2737, Backward time: 3.1562, DDP time: 0.0036, Total iter time: 5.4089 [2020-11-12 12:54:47,830][root][INFO] - ===> Epoch[22](553/26): Loss 0.1281, Sem 0.5814, dir -0.8582, norm 0.4049, swav 0.0000 LR: 9.751e-02 Score 81.676 Data time: 0.1572, Forward time: 2.2727, Backward time: 3.1555, DDP time: 0.0036, Total iter time: 4.8706 [2020-11-12 12:54:53,381][root][INFO] - ===> Epoch[22](554/26): Loss 0.0794, Sem 0.5539, dir -0.8729, norm 0.3983, swav 0.0000 LR: 9.750e-02 Score 83.018 Data time: 0.2041, Forward time: 2.2725, Backward time: 3.1552, DDP time: 0.0036, Total iter time: 5.4586 [2020-11-12 12:54:58,811][root][INFO] - ===> Epoch[22](555/26): Loss 0.1060, Sem 0.6225, dir -0.8708, norm 0.3542, swav 0.0000 LR: 9.750e-02 Score 81.496 Data time: 0.2323, Forward time: 2.2728, Backward time: 3.1542, DDP time: 0.0036, Total iter time: 5.3300 [2020-11-12 12:55:04,241][root][INFO] - ===> Epoch[22](556/26): Loss 0.0497, Sem 0.5260, dir -0.8656, norm 0.3893, swav 0.0000 LR: 9.749e-02 Score 83.668 Data time: 0.2121, Forward time: 2.2731, Backward time: 3.1532, DDP time: 0.0036, Total iter time: 5.3187 [2020-11-12 12:55:10,105][root][INFO] - ===> Epoch[22](557/26): Loss -0.0204, Sem 0.5108, dir -0.8830, norm 0.3518, swav 0.0000 LR: 9.749e-02 Score 84.567 Data time: 0.1477, Forward time: 2.2715, Backward time: 3.1551, DDP time: 0.0036, Total iter time: 5.7501 [2020-11-12 12:55:14,582][root][INFO] - ===> Epoch[22](558/26): Loss 0.1402, Sem 0.5518, dir -0.8540, norm 0.4424, swav 0.0000 LR: 9.749e-02 Score 82.974 Data time: 0.1656, Forward time: 2.2709, Backward time: 3.1535, DDP time: 0.0036, Total iter time: 4.4496 [2020-11-12 12:55:20,300][root][INFO] - ===> Epoch[22](559/26): Loss 0.0915, Sem 0.5707, dir -0.8725, norm 0.3933, swav 0.0000 LR: 9.748e-02 Score 82.267 Data time: 0.1216, Forward time: 2.2695, Backward time: 3.1549, DDP time: 0.0036, Total iter time: 5.6538 [2020-11-12 12:55:27,480][root][INFO] - ===> Epoch[22](560/26): Loss 0.1641, Sem 0.5850, dir -0.8532, norm 0.4323, swav 0.0000 LR: 9.748e-02 Score 82.307 Data time: 0.1503, Forward time: 2.2680, Backward time: 3.1588, DDP time: 0.0036, Total iter time: 7.1222 [2020-11-12 12:55:33,427][root][INFO] - ===> Epoch[22](561/26): Loss 0.0532, Sem 0.5381, dir -0.8664, norm 0.3814, swav 0.0000 LR: 9.747e-02 Score 83.380 Data time: 0.1617, Forward time: 2.2671, Backward time: 3.1601, DDP time: 0.0036, Total iter time: 5.9137 [2020-11-12 12:55:40,418][root][INFO] - ===> Epoch[22](562/26): Loss 0.1032, Sem 0.5500, dir -0.8656, norm 0.4188, swav 0.0000 LR: 9.747e-02 Score 83.598 Data time: 0.2694, Forward time: 2.2684, Backward time: 3.1608, DDP time: 0.0036, Total iter time: 6.9333 [2020-11-12 12:55:45,381][root][INFO] - ===> Epoch[22](563/26): Loss 0.0972, Sem 0.5543, dir -0.8484, norm 0.3913, swav 0.0000 LR: 9.746e-02 Score 83.837 Data time: 0.2015, Forward time: 2.2685, Backward time: 3.1593, DDP time: 0.0036, Total iter time: 4.8327 [2020-11-12 12:55:50,509][root][INFO] - ===> Epoch[22](564/26): Loss 0.1736, Sem 0.6103, dir -0.8599, norm 0.4231, swav 0.0000 LR: 9.746e-02 Score 81.128 Data time: 0.1970, Forward time: 2.2677, Backward time: 3.1589, DDP time: 0.0036, Total iter time: 5.0344 [2020-11-12 12:55:56,364][root][INFO] - ===> Epoch[22](565/26): Loss 0.0279, Sem 0.5064, dir -0.8684, norm 0.3899, swav 0.0000 LR: 9.745e-02 Score 84.031 Data time: 0.2618, Forward time: 2.2689, Backward time: 3.1578, DDP time: 0.0036, Total iter time: 5.7926 [2020-11-12 12:56:01,364][root][INFO] - ===> Epoch[22](566/26): Loss 0.0915, Sem 0.5596, dir -0.8665, norm 0.3984, swav 0.0000 LR: 9.745e-02 Score 83.111 Data time: 0.2032, Forward time: 2.2688, Backward time: 3.1565, DDP time: 0.0036, Total iter time: 4.8702 [2020-11-12 12:56:06,146][root][INFO] - ===> Epoch[22](567/26): Loss 0.1560, Sem 0.6007, dir -0.8586, norm 0.4139, swav 0.0000 LR: 9.744e-02 Score 81.762 Data time: 0.2194, Forward time: 2.2691, Backward time: 3.1544, DDP time: 0.0036, Total iter time: 4.6753 [2020-11-12 12:56:11,960][root][INFO] - ===> Epoch[22](568/26): Loss 0.0825, Sem 0.5141, dir -0.8590, norm 0.4274, swav 0.0000 LR: 9.744e-02 Score 84.637 Data time: 0.1894, Forward time: 2.2689, Backward time: 3.1547, DDP time: 0.0036, Total iter time: 5.7010 [2020-11-12 12:56:16,642][root][INFO] - ===> Epoch[22](569/26): Loss 0.0916, Sem 0.5856, dir -0.8701, norm 0.3762, swav 0.0000 LR: 9.744e-02 Score 82.296 Data time: 0.2179, Forward time: 2.2687, Backward time: 3.1529, DDP time: 0.0036, Total iter time: 4.5792 [2020-11-12 12:56:22,081][root][INFO] - ===> Epoch[22](570/26): Loss 0.0975, Sem 0.5514, dir -0.8692, norm 0.4153, swav 0.0000 LR: 9.743e-02 Score 82.905 Data time: 0.1881, Forward time: 2.2685, Backward time: 3.1525, DDP time: 0.0036, Total iter time: 5.3348 [2020-11-12 12:56:29,252][root][INFO] - ===> Epoch[22](571/26): Loss 0.2622, Sem 0.6403, dir -0.8495, norm 0.4714, swav 0.0000 LR: 9.743e-02 Score 81.165 Data time: 0.1688, Forward time: 2.2671, Backward time: 3.1561, DDP time: 0.0036, Total iter time: 7.0779 [2020-11-12 12:56:35,478][root][INFO] - ===> Epoch[22](572/26): Loss 0.2291, Sem 0.6781, dir -0.8610, norm 0.4120, swav 0.0000 LR: 9.742e-02 Score 79.038 Data time: 0.1871, Forward time: 2.2665, Backward time: 3.1575, DDP time: 0.0036, Total iter time: 6.1772 [2020-11-12 12:56:40,392][root][INFO] - ===> Epoch[23](573/26): Loss 0.1097, Sem 0.5758, dir -0.8658, norm 0.3997, swav 0.0000 LR: 9.742e-02 Score 82.292 Data time: 0.2308, Forward time: 2.2669, Backward time: 3.1556, DDP time: 0.0036, Total iter time: 4.8370 [2020-11-12 12:56:47,226][root][INFO] - ===> Epoch[23](574/26): Loss 0.0030, Sem 0.5041, dir -0.8708, norm 0.3697, swav 0.0000 LR: 9.741e-02 Score 85.184 Data time: 0.2892, Forward time: 2.2686, Backward time: 3.1556, DDP time: 0.0036, Total iter time: 6.7168 [2020-11-12 12:56:52,973][root][INFO] - ===> Epoch[23](575/26): Loss 0.1000, Sem 0.5479, dir -0.8553, norm 0.4074, swav 0.0000 LR: 9.741e-02 Score 82.773 Data time: 0.2526, Forward time: 2.2697, Backward time: 3.1544, DDP time: 0.0036, Total iter time: 5.6178 [2020-11-12 12:56:58,724][root][INFO] - ===> Epoch[23](576/26): Loss 0.1095, Sem 0.5868, dir -0.8563, norm 0.3790, swav 0.0000 LR: 9.740e-02 Score 82.244 Data time: 0.2469, Forward time: 2.2704, Backward time: 3.1536, DDP time: 0.0036, Total iter time: 5.6489 [2020-11-12 12:57:04,070][root][INFO] - ===> Epoch[23](577/26): Loss 0.1487, Sem 0.5699, dir -0.8636, norm 0.4425, swav 0.0000 LR: 9.740e-02 Score 83.293 Data time: 0.2669, Forward time: 2.2713, Backward time: 3.1519, DDP time: 0.0036, Total iter time: 5.2357 [2020-11-12 12:57:10,301][root][INFO] - ===> Epoch[23](578/26): Loss 0.1077, Sem 0.5854, dir -0.8775, norm 0.3998, swav 0.0000 LR: 9.740e-02 Score 82.004 Data time: 0.2808, Forward time: 2.2726, Backward time: 3.1512, DDP time: 0.0036, Total iter time: 6.1114 [2020-11-12 12:57:16,855][root][INFO] - ===> Epoch[23](579/26): Loss 0.0324, Sem 0.5330, dir -0.8787, norm 0.3780, swav 0.0000 LR: 9.739e-02 Score 83.290 Data time: 0.2273, Forward time: 2.2729, Backward time: 3.1521, DDP time: 0.0036, Total iter time: 6.4428 [2020-11-12 12:57:23,840][root][INFO] - ===> Epoch[23](580/26): Loss 0.1325, Sem 0.5830, dir -0.8616, norm 0.4111, swav 0.0000 LR: 9.739e-02 Score 82.533 Data time: 0.1927, Forward time: 2.2727, Backward time: 3.1543, DDP time: 0.0036, Total iter time: 6.8659 [2020-11-12 12:57:31,860][root][INFO] - ===> Epoch[23](581/26): Loss 0.0675, Sem 0.5251, dir -0.8598, norm 0.4022, swav 0.0000 LR: 9.738e-02 Score 84.267 Data time: 0.2168, Forward time: 2.2729, Backward time: 3.1577, DDP time: 0.0036, Total iter time: 7.9206 [2020-11-12 12:57:37,732][root][INFO] - ===> Epoch[23](582/26): Loss 0.1496, Sem 0.5854, dir -0.8572, norm 0.4214, swav 0.0000 LR: 9.738e-02 Score 82.239 Data time: 0.2354, Forward time: 2.2735, Backward time: 3.1571, DDP time: 0.0036, Total iter time: 5.7302 [2020-11-12 12:57:42,514][root][INFO] - ===> Epoch[23](583/26): Loss 0.1040, Sem 0.5533, dir -0.8674, norm 0.4181, swav 0.0000 LR: 9.737e-02 Score 83.072 Data time: 0.1661, Forward time: 2.2725, Backward time: 3.1564, DDP time: 0.0036, Total iter time: 4.6589 [2020-11-12 12:57:47,391][root][INFO] - ===> Epoch[23](584/26): Loss 0.0888, Sem 0.5309, dir -0.8675, norm 0.4253, swav 0.0000 LR: 9.737e-02 Score 83.232 Data time: 0.2028, Forward time: 2.2725, Backward time: 3.1550, DDP time: 0.0036, Total iter time: 4.8176 [2020-11-12 12:57:53,378][root][INFO] - ===> Epoch[23](585/26): Loss 0.0526, Sem 0.5282, dir -0.8722, norm 0.3965, swav 0.0000 LR: 9.736e-02 Score 83.768 Data time: 0.2374, Forward time: 2.2730, Backward time: 3.1547, DDP time: 0.0036, Total iter time: 5.8698 [2020-11-12 12:57:59,954][root][INFO] - ===> Epoch[23](586/26): Loss 0.2677, Sem 0.6876, dir -0.8564, norm 0.4365, swav 0.0000 LR: 9.736e-02 Score 79.218 Data time: 0.2167, Forward time: 2.2732, Backward time: 3.1557, DDP time: 0.0036, Total iter time: 6.4496 [2020-11-12 12:58:05,576][root][INFO] - ===> Epoch[23](587/26): Loss 0.0944, Sem 0.5510, dir -0.8578, norm 0.4013, swav 0.0000 LR: 9.735e-02 Score 83.129 Data time: 0.2640, Forward time: 2.2741, Backward time: 3.1545, DDP time: 0.0036, Total iter time: 5.4947 [2020-11-12 12:58:12,881][root][INFO] - ===> Epoch[23](588/26): Loss 0.0788, Sem 0.5633, dir -0.8738, norm 0.3894, swav 0.0000 LR: 9.735e-02 Score 82.312 Data time: 0.2178, Forward time: 2.2746, Backward time: 3.1564, DDP time: 0.0036, Total iter time: 7.1766 [2020-11-12 12:58:17,672][root][INFO] - ===> Epoch[23](589/26): Loss 0.1801, Sem 0.6077, dir -0.8491, norm 0.4215, swav 0.0000 LR: 9.735e-02 Score 81.288 Data time: 0.1809, Forward time: 2.2739, Backward time: 3.1553, DDP time: 0.0036, Total iter time: 4.6778 [2020-11-12 12:58:22,585][root][INFO] - ===> Epoch[23](590/26): Loss 0.1417, Sem 0.5227, dir -0.8435, norm 0.4625, swav 0.0000 LR: 9.734e-02 Score 84.730 Data time: 0.2194, Forward time: 2.2742, Backward time: 3.1536, DDP time: 0.0036, Total iter time: 4.8226 [2020-11-12 12:58:28,532][root][INFO] - ===> Epoch[23](591/26): Loss 0.0909, Sem 0.5701, dir -0.8654, norm 0.3862, swav 0.0000 LR: 9.734e-02 Score 81.796 Data time: 0.2473, Forward time: 2.2747, Backward time: 3.1533, DDP time: 0.0036, Total iter time: 5.8151 [2020-11-12 12:58:33,481][root][INFO] - ===> Epoch[23](592/26): Loss 0.0885, Sem 0.5296, dir -0.8567, norm 0.4156, swav 0.0000 LR: 9.733e-02 Score 83.965 Data time: 0.2114, Forward time: 2.2751, Backward time: 3.1515, DDP time: 0.0036, Total iter time: 4.8248 [2020-11-12 12:58:39,560][root][INFO] - ===> Epoch[23](593/26): Loss -0.0385, Sem 0.4892, dir -0.8790, norm 0.3513, swav 0.0000 LR: 9.733e-02 Score 84.970 Data time: 0.1166, Forward time: 2.2735, Backward time: 3.1537, DDP time: 0.0036, Total iter time: 5.9616 [2020-11-12 12:58:45,794][root][INFO] - ===> Epoch[23](594/26): Loss 0.0611, Sem 0.5254, dir -0.8629, norm 0.3986, swav 0.0000 LR: 9.732e-02 Score 83.836 Data time: 0.1677, Forward time: 2.2726, Backward time: 3.1554, DDP time: 0.0036, Total iter time: 6.1609 [2020-11-12 12:58:51,144][root][INFO] - ===> Epoch[23](595/26): Loss 0.0162, Sem 0.5044, dir -0.8602, norm 0.3720, swav 0.0000 LR: 9.732e-02 Score 84.311 Data time: 0.1883, Forward time: 2.2722, Backward time: 3.1551, DDP time: 0.0036, Total iter time: 5.2745 [2020-11-12 12:58:56,945][root][INFO] - ===> Epoch[23](596/26): Loss 0.0758, Sem 0.5433, dir -0.8616, norm 0.3941, swav 0.0000 LR: 9.731e-02 Score 83.663 Data time: 0.1808, Forward time: 2.2716, Backward time: 3.1556, DDP time: 0.0036, Total iter time: 5.6900 [2020-11-12 12:59:02,288][root][INFO] - ===> Epoch[23](597/26): Loss 0.2255, Sem 0.6382, dir -0.8540, norm 0.4413, swav 0.0000 LR: 9.731e-02 Score 81.413 Data time: 0.2133, Forward time: 2.2715, Backward time: 3.1549, DDP time: 0.0036, Total iter time: 5.2437 [2020-11-12 12:59:08,510][root][INFO] - ===> Epoch[23](598/26): Loss 0.0437, Sem 0.5086, dir -0.8668, norm 0.4020, swav 0.0000 LR: 9.731e-02 Score 84.523 Data time: 0.2298, Forward time: 2.2718, Backward time: 3.1553, DDP time: 0.0036, Total iter time: 6.1139 [2020-11-12 12:59:14,902][root][INFO] - ===> Epoch[24](599/26): Loss 0.1303, Sem 0.5789, dir -0.8471, norm 0.3985, swav 0.0000 LR: 9.730e-02 Score 82.673 Data time: 0.2877, Forward time: 2.2734, Backward time: 3.1546, DDP time: 0.0036, Total iter time: 6.2580 [2020-11-12 12:59:20,652][root][INFO] - ===> Epoch[24](600/26): Loss 0.1231, Sem 0.5901, dir -0.8640, norm 0.3970, swav 0.0000 LR: 9.730e-02 Score 82.293 Data time: 0.2041, Forward time: 2.2733, Backward time: 3.1545, DDP time: 0.0036, Total iter time: 5.6207 [2020-11-12 12:59:26,269][root][INFO] - ===> Epoch[24](601/26): Loss 0.0507, Sem 0.5321, dir -0.8632, norm 0.3817, swav 0.0000 LR: 9.729e-02 Score 83.752 Data time: 0.2359, Forward time: 2.2740, Backward time: 3.1535, DDP time: 0.0036, Total iter time: 5.5222 [2020-11-12 12:59:30,791][root][INFO] - ===> Epoch[24](602/26): Loss 0.0411, Sem 0.5052, dir -0.8647, norm 0.4006, swav 0.0000 LR: 9.729e-02 Score 84.626 Data time: 0.1493, Forward time: 2.2731, Backward time: 3.1524, DDP time: 0.0036, Total iter time: 4.4057 [2020-11-12 12:59:36,040][root][INFO] - ===> Epoch[24](603/26): Loss 0.0756, Sem 0.5169, dir -0.8762, norm 0.4349, swav 0.0000 LR: 9.728e-02 Score 84.818 Data time: 0.2202, Forward time: 2.2724, Backward time: 3.1522, DDP time: 0.0036, Total iter time: 5.1658 [2020-11-12 12:59:42,680][root][INFO] - ===> Epoch[24](604/26): Loss 0.1126, Sem 0.5657, dir -0.8623, norm 0.4092, swav 0.0000 LR: 9.728e-02 Score 83.210 Data time: 0.2367, Forward time: 2.2725, Backward time: 3.1533, DDP time: 0.0036, Total iter time: 6.5277 [2020-11-12 12:59:48,520][root][INFO] - ===> Epoch[24](605/26): Loss 0.0488, Sem 0.5200, dir -0.8634, norm 0.3921, swav 0.0000 LR: 9.727e-02 Score 83.540 Data time: 0.2419, Forward time: 2.2732, Backward time: 3.1526, DDP time: 0.0036, Total iter time: 5.7336 [2020-11-12 12:59:54,469][root][INFO] - ===> Epoch[24](606/26): Loss 0.0773, Sem 0.5449, dir -0.8662, norm 0.3986, swav 0.0000 LR: 9.727e-02 Score 83.838 Data time: 0.2362, Forward time: 2.2739, Backward time: 3.1521, DDP time: 0.0036, Total iter time: 5.8214 [2020-11-12 12:59:59,716][root][INFO] - ===> Epoch[24](607/26): Loss 0.0853, Sem 0.5631, dir -0.8619, norm 0.3841, swav 0.0000 LR: 9.726e-02 Score 82.887 Data time: 0.1826, Forward time: 2.2735, Backward time: 3.1516, DDP time: 0.0036, Total iter time: 5.1396 [2020-11-12 13:00:05,994][root][INFO] - ===> Epoch[24](608/26): Loss 0.1165, Sem 0.5579, dir -0.8625, norm 0.4210, swav 0.0000 LR: 9.726e-02 Score 83.291 Data time: 0.2131, Forward time: 2.2734, Backward time: 3.1525, DDP time: 0.0036, Total iter time: 6.1897 [2020-11-12 13:00:12,179][root][INFO] - ===> Epoch[24](609/26): Loss 0.1031, Sem 0.5468, dir -0.8646, norm 0.4209, swav 0.0000 LR: 9.726e-02 Score 82.464 Data time: 0.2182, Forward time: 2.2739, Backward time: 3.1526, DDP time: 0.0036, Total iter time: 6.0778 [2020-11-12 13:00:17,422][root][INFO] - ===> Epoch[24](610/26): Loss 0.0761, Sem 0.5244, dir -0.8709, norm 0.4225, swav 0.0000 LR: 9.725e-02 Score 84.122 Data time: 0.1925, Forward time: 2.2734, Backward time: 3.1521, DDP time: 0.0036, Total iter time: 5.1266 [2020-11-12 13:00:22,665][root][INFO] - ===> Epoch[24](611/26): Loss 0.0503, Sem 0.5354, dir -0.8800, norm 0.3949, swav 0.0000 LR: 9.725e-02 Score 83.426 Data time: 0.2225, Forward time: 2.2740, Backward time: 3.1507, DDP time: 0.0036, Total iter time: 5.1487 [2020-11-12 13:00:28,834][root][INFO] - ===> Epoch[24](612/26): Loss 0.0652, Sem 0.5120, dir -0.8696, norm 0.4228, swav 0.0000 LR: 9.724e-02 Score 84.438 Data time: 0.2077, Forward time: 2.2737, Backward time: 3.1515, DDP time: 0.0036, Total iter time: 6.0483 [2020-11-12 13:00:34,842][root][INFO] - ===> Epoch[24](613/26): Loss 0.1167, Sem 0.5688, dir -0.8575, norm 0.4054, swav 0.0000 LR: 9.724e-02 Score 82.890 Data time: 0.2988, Forward time: 2.2750, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 5.9326 [2020-11-12 13:00:40,314][root][INFO] - ===> Epoch[24](614/26): Loss 0.1443, Sem 0.5732, dir -0.8718, norm 0.4429, swav 0.0000 LR: 9.723e-02 Score 82.499 Data time: 0.2263, Forward time: 2.2756, Backward time: 3.1494, DDP time: 0.0036, Total iter time: 5.3626 [2020-11-12 13:00:45,927][root][INFO] - ===> Epoch[24](615/26): Loss -0.0799, Sem 0.4383, dir -0.8757, norm 0.3575, swav 0.0000 LR: 9.723e-02 Score 86.057 Data time: 0.1909, Forward time: 2.2754, Backward time: 3.1493, DDP time: 0.0036, Total iter time: 5.5020 [2020-11-12 13:00:52,533][root][INFO] - ===> Epoch[24](616/26): Loss 0.0632, Sem 0.4995, dir -0.8657, norm 0.4293, swav 0.0000 LR: 9.722e-02 Score 84.828 Data time: 0.1768, Forward time: 2.2748, Backward time: 3.1511, DDP time: 0.0036, Total iter time: 6.5246 [2020-11-12 13:00:57,997][root][INFO] - ===> Epoch[24](617/26): Loss 0.0834, Sem 0.5642, dir -0.8684, norm 0.3877, swav 0.0000 LR: 9.722e-02 Score 83.129 Data time: 0.1447, Forward time: 2.2736, Backward time: 3.1518, DDP time: 0.0036, Total iter time: 5.3842 [2020-11-12 13:01:02,597][root][INFO] - ===> Epoch[24](618/26): Loss 0.0296, Sem 0.5026, dir -0.8730, norm 0.4000, swav 0.0000 LR: 9.721e-02 Score 85.833 Data time: 0.1707, Forward time: 2.2730, Backward time: 3.1507, DDP time: 0.0036, Total iter time: 4.5631 [2020-11-12 13:01:08,375][root][INFO] - ===> Epoch[24](619/26): Loss 0.0783, Sem 0.5681, dir -0.8618, norm 0.3720, swav 0.0000 LR: 9.721e-02 Score 82.861 Data time: 0.2761, Forward time: 2.2740, Backward time: 3.1495, DDP time: 0.0036, Total iter time: 5.6849 [2020-11-12 13:01:14,512][root][INFO] - ===> Epoch[24](620/26): Loss 0.1191, Sem 0.5418, dir -0.8428, norm 0.4201, swav 0.0000 LR: 9.721e-02 Score 83.169 Data time: 0.1951, Forward time: 2.2738, Backward time: 3.1502, DDP time: 0.0036, Total iter time: 6.0192 [2020-11-12 13:01:20,353][root][INFO] - ===> Epoch[24](621/26): Loss 0.1271, Sem 0.6024, dir -0.8709, norm 0.3957, swav 0.0000 LR: 9.720e-02 Score 81.216 Data time: 0.2654, Forward time: 2.2743, Backward time: 3.1497, DDP time: 0.0036, Total iter time: 5.7285 [2020-11-12 13:01:25,494][root][INFO] - ===> Epoch[24](622/26): Loss -0.0608, Sem 0.4585, dir -0.8764, norm 0.3572, swav 0.0000 LR: 9.720e-02 Score 85.609 Data time: 0.2019, Forward time: 2.2742, Backward time: 3.1487, DDP time: 0.0036, Total iter time: 5.0176 [2020-11-12 13:01:32,562][root][INFO] - ===> Epoch[24](623/26): Loss 0.0753, Sem 0.5729, dir -0.8630, norm 0.3653, swav 0.0000 LR: 9.719e-02 Score 82.375 Data time: 0.2095, Forward time: 2.2743, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 6.9508 [2020-11-12 13:01:37,952][root][INFO] - ===> Epoch[24](624/26): Loss -0.0046, Sem 0.4897, dir -0.8770, norm 0.3828, swav 0.0000 LR: 9.719e-02 Score 84.647 Data time: 0.1606, Forward time: 2.2732, Backward time: 3.1509, DDP time: 0.0036, Total iter time: 5.2816 [2020-11-12 13:01:44,267][root][INFO] - ===> Epoch[25](625/26): Loss 0.0737, Sem 0.5221, dir -0.8585, norm 0.4100, swav 0.0000 LR: 9.718e-02 Score 84.072 Data time: 0.3211, Forward time: 2.2743, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 6.2561 [2020-11-12 13:01:49,913][root][INFO] - ===> Epoch[25](626/26): Loss 0.1027, Sem 0.5762, dir -0.8645, norm 0.3911, swav 0.0000 LR: 9.718e-02 Score 82.599 Data time: 0.1996, Forward time: 2.2743, Backward time: 3.1503, DDP time: 0.0036, Total iter time: 5.5423 [2020-11-12 13:01:55,687][root][INFO] - ===> Epoch[25](627/26): Loss 0.0585, Sem 0.5543, dir -0.8756, norm 0.3798, swav 0.0000 LR: 9.717e-02 Score 84.111 Data time: 0.1960, Forward time: 2.2742, Backward time: 3.1504, DDP time: 0.0036, Total iter time: 5.6883 [2020-11-12 13:02:00,673][root][INFO] - ===> Epoch[25](628/26): Loss 0.0299, Sem 0.5255, dir -0.8669, norm 0.3713, swav 0.0000 LR: 9.717e-02 Score 84.363 Data time: 0.2230, Forward time: 2.2743, Backward time: 3.1491, DDP time: 0.0036, Total iter time: 4.8500 [2020-11-12 13:02:05,673][root][INFO] - ===> Epoch[25](629/26): Loss 0.0912, Sem 0.5230, dir -0.8536, norm 0.4218, swav 0.0000 LR: 9.717e-02 Score 83.587 Data time: 0.2080, Forward time: 2.2742, Backward time: 3.1478, DDP time: 0.0036, Total iter time: 4.8990 [2020-11-12 13:02:11,616][root][INFO] - ===> Epoch[25](630/26): Loss 0.1829, Sem 0.5847, dir -0.8523, norm 0.4505, swav 0.0000 LR: 9.716e-02 Score 81.981 Data time: 0.2129, Forward time: 2.2742, Backward time: 3.1481, DDP time: 0.0036, Total iter time: 5.8389 [2020-11-12 13:02:16,810][root][INFO] - ===> Epoch[25](631/26): Loss -0.0655, Sem 0.4201, dir -0.8651, norm 0.3796, swav 0.0000 LR: 9.716e-02 Score 86.814 Data time: 0.1963, Forward time: 2.2741, Backward time: 3.1472, DDP time: 0.0036, Total iter time: 5.0976 [2020-11-12 13:02:22,704][root][INFO] - ===> Epoch[25](632/26): Loss 0.0746, Sem 0.5671, dir -0.8655, norm 0.3730, swav 0.0000 LR: 9.715e-02 Score 83.286 Data time: 0.2445, Forward time: 2.2744, Backward time: 3.1471, DDP time: 0.0036, Total iter time: 5.7924 [2020-11-12 13:02:29,452][root][INFO] - ===> Epoch[25](633/26): Loss 0.0932, Sem 0.5778, dir -0.8715, norm 0.3868, swav 0.0000 LR: 9.715e-02 Score 82.310 Data time: 0.2121, Forward time: 2.2742, Backward time: 3.1486, DDP time: 0.0036, Total iter time: 6.6382 [2020-11-12 13:02:35,551][root][INFO] - ===> Epoch[25](634/26): Loss 0.0954, Sem 0.5314, dir -0.8553, norm 0.4193, swav 0.0000 LR: 9.714e-02 Score 83.149 Data time: 0.1391, Forward time: 2.2731, Backward time: 3.1501, DDP time: 0.0036, Total iter time: 5.9994 [2020-11-12 13:02:41,319][root][INFO] - ===> Epoch[25](635/26): Loss 0.0422, Sem 0.5205, dir -0.8754, norm 0.3971, swav 0.0000 LR: 9.714e-02 Score 84.043 Data time: 0.1800, Forward time: 2.2726, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 5.6901 [2020-11-12 13:02:46,225][root][INFO] - ===> Epoch[25](636/26): Loss -0.0361, Sem 0.4647, dir -0.8652, norm 0.3644, swav 0.0000 LR: 9.713e-02 Score 86.112 Data time: 0.2484, Forward time: 2.2729, Backward time: 3.1489, DDP time: 0.0036, Total iter time: 4.7823 [2020-11-12 13:02:51,530][root][INFO] - ===> Epoch[25](637/26): Loss 0.0035, Sem 0.4817, dir -0.8750, norm 0.3968, swav 0.0000 LR: 9.713e-02 Score 85.418 Data time: 0.2298, Forward time: 2.2736, Backward time: 3.1474, DDP time: 0.0036, Total iter time: 5.1817 [2020-11-12 13:02:57,820][root][INFO] - ===> Epoch[25](638/26): Loss -0.0507, Sem 0.4587, dir -0.8801, norm 0.3707, swav 0.0000 LR: 9.712e-02 Score 86.188 Data time: 0.1357, Forward time: 2.2723, Backward time: 3.1494, DDP time: 0.0036, Total iter time: 6.1502 [2020-11-12 13:03:03,917][root][INFO] - ===> Epoch[25](639/26): Loss 0.1176, Sem 0.5918, dir -0.8781, norm 0.4039, swav 0.0000 LR: 9.712e-02 Score 81.858 Data time: 0.1605, Forward time: 2.2715, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 6.0327 [2020-11-12 13:03:09,959][root][INFO] - ===> Epoch[25](640/26): Loss -0.0377, Sem 0.4780, dir -0.8846, norm 0.3689, swav 0.0000 LR: 9.712e-02 Score 85.265 Data time: 0.1798, Forward time: 2.2710, Backward time: 3.1515, DDP time: 0.0036, Total iter time: 5.9689 [2020-11-12 13:03:15,972][root][INFO] - ===> Epoch[25](641/26): Loss 0.1247, Sem 0.5769, dir -0.8622, norm 0.4100, swav 0.0000 LR: 9.711e-02 Score 82.412 Data time: 0.2151, Forward time: 2.2711, Backward time: 3.1518, DDP time: 0.0036, Total iter time: 5.9058 [2020-11-12 13:03:21,730][root][INFO] - ===> Epoch[25](642/26): Loss 0.0326, Sem 0.5307, dir -0.8758, norm 0.3777, swav 0.0000 LR: 9.711e-02 Score 84.662 Data time: 0.2766, Forward time: 2.2716, Backward time: 3.1512, DDP time: 0.0037, Total iter time: 5.6361 [2020-11-12 13:03:27,592][root][INFO] - ===> Epoch[25](643/26): Loss 0.0373, Sem 0.4903, dir -0.8771, norm 0.4241, swav 0.0000 LR: 9.710e-02 Score 84.781 Data time: 0.1981, Forward time: 2.2715, Backward time: 3.1513, DDP time: 0.0037, Total iter time: 5.7458 [2020-11-12 13:03:32,332][root][INFO] - ===> Epoch[25](644/26): Loss 0.1108, Sem 0.5901, dir -0.8685, norm 0.3893, swav 0.0000 LR: 9.710e-02 Score 83.032 Data time: 0.1832, Forward time: 2.2711, Backward time: 3.1501, DDP time: 0.0037, Total iter time: 4.6310 [2020-11-12 13:03:36,712][root][INFO] - ===> Epoch[25](645/26): Loss 0.0698, Sem 0.5320, dir -0.8678, norm 0.4056, swav 0.0000 LR: 9.709e-02 Score 83.855 Data time: 0.1667, Forward time: 2.2705, Backward time: 3.1486, DDP time: 0.0037, Total iter time: 4.2738 [2020-11-12 13:03:42,294][root][INFO] - ===> Epoch[25](646/26): Loss -0.0172, Sem 0.4563, dir -0.8678, norm 0.3942, swav 0.0000 LR: 9.709e-02 Score 86.543 Data time: 0.1764, Forward time: 2.2698, Backward time: 3.1489, DDP time: 0.0037, Total iter time: 5.4691 [2020-11-12 13:03:47,483][root][INFO] - ===> Epoch[25](647/26): Loss 0.0015, Sem 0.4950, dir -0.8721, norm 0.3786, swav 0.0000 LR: 9.708e-02 Score 84.963 Data time: 0.2356, Forward time: 2.2699, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 5.1074 [2020-11-12 13:03:52,578][root][INFO] - ===> Epoch[25](648/26): Loss 0.0489, Sem 0.5513, dir -0.8687, norm 0.3663, swav 0.0000 LR: 9.708e-02 Score 82.830 Data time: 0.1820, Forward time: 2.2697, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 4.9552 [2020-11-12 13:03:57,742][root][INFO] - ===> Epoch[25](649/26): Loss 0.0028, Sem 0.4947, dir -0.8722, norm 0.3803, swav 0.0000 LR: 9.707e-02 Score 84.538 Data time: 0.1628, Forward time: 2.2691, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.0400 [2020-11-12 13:04:03,301][root][INFO] - ===> Epoch[25](650/26): Loss 0.0693, Sem 0.5281, dir -0.8737, norm 0.4148, swav 0.0000 LR: 9.707e-02 Score 83.981 Data time: 0.1884, Forward time: 2.2687, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 5.4456 [2020-11-12 13:04:09,754][root][INFO] - ===> Epoch[26](651/26): Loss 0.0849, Sem 0.5141, dir -0.8577, norm 0.4285, swav 0.0000 LR: 9.707e-02 Score 84.591 Data time: 0.2024, Forward time: 2.2687, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 6.3298 [2020-11-12 13:04:15,831][root][INFO] - ===> Epoch[26](652/26): Loss 0.1016, Sem 0.5713, dir -0.8722, norm 0.4025, swav 0.0000 LR: 9.706e-02 Score 82.535 Data time: 0.1919, Forward time: 2.2684, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.9448 [2020-11-12 13:04:21,427][root][INFO] - ===> Epoch[26](653/26): Loss 0.0554, Sem 0.5219, dir -0.8629, norm 0.3964, swav 0.0000 LR: 9.706e-02 Score 83.835 Data time: 0.2685, Forward time: 2.2691, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.4628 [2020-11-12 13:04:26,268][root][INFO] - ===> Epoch[26](654/26): Loss 0.0753, Sem 0.5474, dir -0.8679, norm 0.3958, swav 0.0000 LR: 9.705e-02 Score 83.087 Data time: 0.1758, Forward time: 2.2687, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 4.7132 [2020-11-12 13:04:31,362][root][INFO] - ===> Epoch[26](655/26): Loss 0.0459, Sem 0.5035, dir -0.8607, norm 0.4032, swav 0.0000 LR: 9.705e-02 Score 84.995 Data time: 0.2336, Forward time: 2.2691, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 4.9848 [2020-11-12 13:04:36,988][root][INFO] - ===> Epoch[26](656/26): Loss 0.0741, Sem 0.5334, dir -0.8653, norm 0.4060, swav 0.0000 LR: 9.704e-02 Score 83.578 Data time: 0.2526, Forward time: 2.2692, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.4891 [2020-11-12 13:04:42,443][root][INFO] - ===> Epoch[26](657/26): Loss 0.0199, Sem 0.5129, dir -0.8594, norm 0.3664, swav 0.0000 LR: 9.704e-02 Score 84.790 Data time: 0.2279, Forward time: 2.2698, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.3338 [2020-11-12 13:04:47,662][root][INFO] - ===> Epoch[26](658/26): Loss 0.0467, Sem 0.5402, dir -0.8685, norm 0.3749, swav 0.0000 LR: 9.703e-02 Score 83.536 Data time: 0.2032, Forward time: 2.2699, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.0884 [2020-11-12 13:04:53,682][root][INFO] - ===> Epoch[26](659/26): Loss -0.0090, Sem 0.4966, dir -0.8831, norm 0.3775, swav 0.0000 LR: 9.703e-02 Score 84.999 Data time: 0.1791, Forward time: 2.2688, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.8991 [2020-11-12 13:04:58,577][root][INFO] - ===> Epoch[26](660/26): Loss 0.0086, Sem 0.5307, dir -0.8752, norm 0.3532, swav 0.0000 LR: 9.703e-02 Score 83.325 Data time: 0.1757, Forward time: 2.2681, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 4.8115 [2020-11-12 13:05:04,466][root][INFO] - ===> Epoch[26](661/26): Loss 0.0091, Sem 0.5014, dir -0.8717, norm 0.3794, swav 0.0000 LR: 9.702e-02 Score 84.361 Data time: 0.2650, Forward time: 2.2692, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.7953 [2020-11-12 13:05:09,226][root][INFO] - ===> Epoch[26](662/26): Loss 0.0697, Sem 0.5781, dir -0.8753, norm 0.3669, swav 0.0000 LR: 9.702e-02 Score 83.286 Data time: 0.1914, Forward time: 2.2687, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 4.6260 [2020-11-12 13:05:15,681][root][INFO] - ===> Epoch[26](663/26): Loss 0.0939, Sem 0.5509, dir -0.8564, norm 0.3994, swav 0.0000 LR: 9.701e-02 Score 84.020 Data time: 0.3536, Forward time: 2.2702, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 6.3680 [2020-11-12 13:05:21,851][root][INFO] - ===> Epoch[26](664/26): Loss 0.0766, Sem 0.5648, dir -0.8838, norm 0.3956, swav 0.0000 LR: 9.701e-02 Score 82.326 Data time: 0.2576, Forward time: 2.2715, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 6.0544 [2020-11-12 13:05:27,229][root][INFO] - ===> Epoch[26](665/26): Loss 0.0940, Sem 0.5496, dir -0.8655, norm 0.4098, swav 0.0000 LR: 9.700e-02 Score 82.802 Data time: 0.2473, Forward time: 2.2713, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.2609 [2020-11-12 13:05:33,615][root][INFO] - ===> Epoch[26](666/26): Loss -0.0970, Sem 0.4230, dir -0.8700, norm 0.3500, swav 0.0000 LR: 9.700e-02 Score 87.101 Data time: 0.3258, Forward time: 2.2727, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.2701 [2020-11-12 13:05:39,482][root][INFO] - ===> Epoch[26](667/26): Loss 0.0397, Sem 0.5296, dir -0.8715, norm 0.3816, swav 0.0000 LR: 9.699e-02 Score 83.672 Data time: 0.2181, Forward time: 2.2734, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 5.7463 [2020-11-12 13:05:45,889][root][INFO] - ===> Epoch[26](668/26): Loss 0.0095, Sem 0.5211, dir -0.8703, norm 0.3588, swav 0.0000 LR: 9.699e-02 Score 84.465 Data time: 0.1211, Forward time: 2.2720, Backward time: 3.1401, DDP time: 0.0036, Total iter time: 6.2839 [2020-11-12 13:05:51,855][root][INFO] - ===> Epoch[26](669/26): Loss -0.0677, Sem 0.4632, dir -0.8843, norm 0.3533, swav 0.0000 LR: 9.698e-02 Score 85.574 Data time: 0.2017, Forward time: 2.2720, Backward time: 3.1404, DDP time: 0.0036, Total iter time: 5.9007 [2020-11-12 13:05:57,479][root][INFO] - ===> Epoch[26](670/26): Loss 0.0621, Sem 0.5452, dir -0.8715, norm 0.3884, swav 0.0000 LR: 9.698e-02 Score 83.072 Data time: 0.1894, Forward time: 2.2713, Backward time: 3.1409, DDP time: 0.0036, Total iter time: 5.5261 [2020-11-12 13:06:02,669][root][INFO] - ===> Epoch[26](671/26): Loss 0.0634, Sem 0.5027, dir -0.8678, norm 0.4285, swav 0.0000 LR: 9.698e-02 Score 84.648 Data time: 0.1646, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 5.1173 [2020-11-12 13:06:09,119][root][INFO] - ===> Epoch[26](672/26): Loss 0.0934, Sem 0.4907, dir -0.8659, norm 0.4686, swav 0.0000 LR: 9.697e-02 Score 84.767 Data time: 0.1863, Forward time: 2.2702, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.3402 [2020-11-12 13:06:15,081][root][INFO] - ===> Epoch[26](673/26): Loss -0.0296, Sem 0.4802, dir -0.8840, norm 0.3741, swav 0.0000 LR: 9.697e-02 Score 85.824 Data time: 0.2999, Forward time: 2.2714, Backward time: 3.1411, DDP time: 0.0036, Total iter time: 5.8614 [2020-11-12 13:06:21,687][root][INFO] - ===> Epoch[26](674/26): Loss 0.1140, Sem 0.5657, dir -0.8640, norm 0.4123, swav 0.0000 LR: 9.696e-02 Score 84.366 Data time: 0.2435, Forward time: 2.2723, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 6.4609 [2020-11-12 13:06:27,369][root][INFO] - ===> Epoch[26](675/26): Loss 0.1432, Sem 0.5671, dir -0.8584, norm 0.4345, swav 0.0000 LR: 9.696e-02 Score 83.951 Data time: 0.1990, Forward time: 2.2721, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.5690 [2020-11-12 13:06:34,301][root][INFO] - ===> Epoch[26](676/26): Loss 0.1043, Sem 0.5361, dir -0.8502, norm 0.4185, swav 0.0000 LR: 9.695e-02 Score 83.917 Data time: 0.2287, Forward time: 2.2719, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 6.8540 [2020-11-12 13:06:39,564][root][INFO] - ===> Epoch[27](677/26): Loss 0.0364, Sem 0.5029, dir -0.8567, norm 0.3903, swav 0.0000 LR: 9.695e-02 Score 84.044 Data time: 0.2640, Forward time: 2.2723, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.1607 [2020-11-12 13:06:45,626][root][INFO] - ===> Epoch[27](678/26): Loss -0.0321, Sem 0.4391, dir -0.8698, norm 0.3986, swav 0.0000 LR: 9.694e-02 Score 86.186 Data time: 0.2729, Forward time: 2.2732, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.9453 [2020-11-12 13:06:52,420][root][INFO] - ===> Epoch[27](679/26): Loss 0.0327, Sem 0.5011, dir -0.8695, norm 0.4011, swav 0.0000 LR: 9.694e-02 Score 84.460 Data time: 0.1921, Forward time: 2.2730, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 6.6645 [2020-11-12 13:06:57,695][root][INFO] - ===> Epoch[27](680/26): Loss 0.1417, Sem 0.5929, dir -0.8623, norm 0.4110, swav 0.0000 LR: 9.693e-02 Score 81.862 Data time: 0.1499, Forward time: 2.2721, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 5.1741 [2020-11-12 13:07:03,558][root][INFO] - ===> Epoch[27](681/26): Loss -0.0172, Sem 0.4797, dir -0.8662, norm 0.3693, swav 0.0000 LR: 9.693e-02 Score 84.879 Data time: 0.1206, Forward time: 2.2707, Backward time: 3.1448, DDP time: 0.0036, Total iter time: 5.8104 [2020-11-12 13:07:08,942][root][INFO] - ===> Epoch[27](682/26): Loss -0.0227, Sem 0.4841, dir -0.8860, norm 0.3791, swav 0.0000 LR: 9.693e-02 Score 85.053 Data time: 0.1580, Forward time: 2.2701, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.3194 [2020-11-12 13:07:14,670][root][INFO] - ===> Epoch[27](683/26): Loss -0.0309, Sem 0.4792, dir -0.8780, norm 0.3678, swav 0.0000 LR: 9.692e-02 Score 85.006 Data time: 0.1135, Forward time: 2.2687, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 5.6388 [2020-11-12 13:07:20,266][root][INFO] - ===> Epoch[27](684/26): Loss -0.0593, Sem 0.4733, dir -0.8840, norm 0.3514, swav 0.0000 LR: 9.692e-02 Score 85.847 Data time: 0.1632, Forward time: 2.2681, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.5496 [2020-11-12 13:07:25,830][root][INFO] - ===> Epoch[27](685/26): Loss 0.0753, Sem 0.5576, dir -0.8612, norm 0.3789, swav 0.0000 LR: 9.691e-02 Score 82.921 Data time: 0.1870, Forward time: 2.2677, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 5.4569 [2020-11-12 13:07:31,856][root][INFO] - ===> Epoch[27](686/26): Loss 0.1004, Sem 0.5693, dir -0.8642, norm 0.3954, swav 0.0000 LR: 9.691e-02 Score 82.325 Data time: 0.2005, Forward time: 2.2676, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.9420 [2020-11-12 13:07:37,229][root][INFO] - ===> Epoch[27](687/26): Loss -0.0029, Sem 0.4787, dir -0.8670, norm 0.3854, swav 0.0000 LR: 9.690e-02 Score 85.223 Data time: 0.2046, Forward time: 2.2676, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.2580 [2020-11-12 13:07:42,509][root][INFO] - ===> Epoch[27](688/26): Loss 0.0723, Sem 0.5509, dir -0.8779, norm 0.3993, swav 0.0000 LR: 9.690e-02 Score 82.497 Data time: 0.2700, Forward time: 2.2679, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.1726 [2020-11-12 13:07:48,436][root][INFO] - ===> Epoch[27](689/26): Loss 0.0199, Sem 0.4993, dir -0.8720, norm 0.3927, swav 0.0000 LR: 9.689e-02 Score 84.920 Data time: 0.2104, Forward time: 2.2681, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.8047 [2020-11-12 13:07:54,202][root][INFO] - ===> Epoch[27](690/26): Loss 0.0700, Sem 0.5249, dir -0.8677, norm 0.4127, swav 0.0000 LR: 9.689e-02 Score 83.989 Data time: 0.1414, Forward time: 2.2667, Backward time: 3.1470, DDP time: 0.0036, Total iter time: 5.6652 [2020-11-12 13:08:00,045][root][INFO] - ===> Epoch[27](691/26): Loss 0.1068, Sem 0.5597, dir -0.8658, norm 0.4130, swav 0.0000 LR: 9.689e-02 Score 83.069 Data time: 0.2331, Forward time: 2.2672, Backward time: 3.1467, DDP time: 0.0036, Total iter time: 5.7828 [2020-11-12 13:08:05,626][root][INFO] - ===> Epoch[27](692/26): Loss 0.0177, Sem 0.4771, dir -0.8696, norm 0.4102, swav 0.0000 LR: 9.688e-02 Score 84.713 Data time: 0.2380, Forward time: 2.2677, Backward time: 3.1459, DDP time: 0.0036, Total iter time: 5.4700 [2020-11-12 13:08:11,508][root][INFO] - ===> Epoch[27](693/26): Loss -0.0711, Sem 0.4456, dir -0.8718, norm 0.3551, swav 0.0000 LR: 9.688e-02 Score 86.930 Data time: 0.2272, Forward time: 2.2682, Backward time: 3.1455, DDP time: 0.0036, Total iter time: 5.7650 [2020-11-12 13:08:17,625][root][INFO] - ===> Epoch[27](694/26): Loss -0.1071, Sem 0.4382, dir -0.8913, norm 0.3460, swav 0.0000 LR: 9.687e-02 Score 86.987 Data time: 0.2455, Forward time: 2.2682, Backward time: 3.1459, DDP time: 0.0036, Total iter time: 5.9933 [2020-11-12 13:08:23,120][root][INFO] - ===> Epoch[27](695/26): Loss -0.0841, Sem 0.4250, dir -0.8736, norm 0.3645, swav 0.0000 LR: 9.687e-02 Score 86.319 Data time: 0.1942, Forward time: 2.2681, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.3803 [2020-11-12 13:08:29,840][root][INFO] - ===> Epoch[27](696/26): Loss 0.0058, Sem 0.5156, dir -0.8750, norm 0.3651, swav 0.0000 LR: 9.686e-02 Score 83.683 Data time: 0.2383, Forward time: 2.2687, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 6.6016 [2020-11-12 13:08:36,119][root][INFO] - ===> Epoch[27](697/26): Loss -0.1049, Sem 0.4408, dir -0.8865, norm 0.3408, swav 0.0000 LR: 9.686e-02 Score 86.841 Data time: 0.1614, Forward time: 2.2681, Backward time: 3.1475, DDP time: 0.0037, Total iter time: 6.1529 [2020-11-12 13:08:41,483][root][INFO] - ===> Epoch[27](698/26): Loss 0.0900, Sem 0.5284, dir -0.8662, norm 0.4278, swav 0.0000 LR: 9.685e-02 Score 83.387 Data time: 0.2221, Forward time: 2.2679, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.2766 [2020-11-12 13:08:48,131][root][INFO] - ===> Epoch[27](699/26): Loss 0.1214, Sem 0.5500, dir -0.8615, norm 0.4329, swav 0.0000 LR: 9.685e-02 Score 83.568 Data time: 0.2017, Forward time: 2.2673, Backward time: 3.1488, DDP time: 0.0037, Total iter time: 6.5485 [2020-11-12 13:08:53,781][root][INFO] - ===> Epoch[27](700/26): Loss -0.0642, Sem 0.4608, dir -0.8833, norm 0.3582, swav 0.0000 LR: 9.684e-02 Score 85.497 Data time: 0.2316, Forward time: 2.2677, Backward time: 3.1482, DDP time: 0.0037, Total iter time: 5.5770 [2020-11-12 13:09:00,152][root][INFO] - ===> Epoch[27](701/26): Loss -0.0185, Sem 0.4530, dir -0.8784, norm 0.4069, swav 0.0000 LR: 9.684e-02 Score 86.066 Data time: 0.2284, Forward time: 2.2681, Backward time: 3.1486, DDP time: 0.0037, Total iter time: 6.2587 [2020-11-12 13:09:05,704][root][INFO] - ===> Epoch[27](702/26): Loss 0.0012, Sem 0.5092, dir -0.8720, norm 0.3641, swav 0.0000 LR: 9.684e-02 Score 84.580 Data time: 0.2610, Forward time: 2.2689, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 5.4360 [2020-11-12 13:09:10,784][root][INFO] - ===> Epoch[28](703/26): Loss 0.0939, Sem 0.5431, dir -0.8689, norm 0.4198, swav 0.0000 LR: 9.683e-02 Score 84.521 Data time: 0.1763, Forward time: 2.2686, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 4.9674 [2020-11-12 13:09:15,834][root][INFO] - ===> Epoch[28](704/26): Loss 0.0806, Sem 0.5604, dir -0.8691, norm 0.3893, swav 0.0000 LR: 9.683e-02 Score 82.964 Data time: 0.1931, Forward time: 2.2684, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 4.9673 [2020-11-12 13:09:21,873][root][INFO] - ===> Epoch[28](705/26): Loss 0.0113, Sem 0.5309, dir -0.8727, norm 0.3531, swav 0.0000 LR: 9.682e-02 Score 83.425 Data time: 0.1759, Forward time: 2.2681, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.9469 [2020-11-12 13:09:28,575][root][INFO] - ===> Epoch[28](706/26): Loss -0.0508, Sem 0.4735, dir -0.8738, norm 0.3495, swav 0.0000 LR: 9.682e-02 Score 85.504 Data time: 0.1741, Forward time: 2.2676, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 6.6301 [2020-11-12 13:09:34,161][root][INFO] - ===> Epoch[28](707/26): Loss 0.1719, Sem 0.6200, dir -0.8621, norm 0.4140, swav 0.0000 LR: 9.681e-02 Score 81.487 Data time: 0.1466, Forward time: 2.2666, Backward time: 3.1491, DDP time: 0.0037, Total iter time: 5.4868 [2020-11-12 13:09:40,499][root][INFO] - ===> Epoch[28](708/26): Loss -0.0575, Sem 0.4479, dir -0.8831, norm 0.3777, swav 0.0000 LR: 9.681e-02 Score 85.978 Data time: 0.2581, Forward time: 2.2670, Backward time: 3.1494, DDP time: 0.0037, Total iter time: 6.2621 [2020-11-12 13:09:45,625][root][INFO] - ===> Epoch[28](709/26): Loss 0.0449, Sem 0.4970, dir -0.8712, norm 0.4191, swav 0.0000 LR: 9.680e-02 Score 84.251 Data time: 0.2004, Forward time: 2.2667, Backward time: 3.1487, DDP time: 0.0037, Total iter time: 5.0143 [2020-11-12 13:09:51,304][root][INFO] - ===> Epoch[28](710/26): Loss 0.0130, Sem 0.4955, dir -0.8830, norm 0.4005, swav 0.0000 LR: 9.680e-02 Score 84.753 Data time: 0.2713, Forward time: 2.2676, Backward time: 3.1476, DDP time: 0.0036, Total iter time: 5.5632 [2020-11-12 13:09:57,564][root][INFO] - ===> Epoch[28](711/26): Loss -0.0248, Sem 0.5245, dir -0.8884, norm 0.3391, swav 0.0000 LR: 9.679e-02 Score 84.190 Data time: 0.2208, Forward time: 2.2679, Backward time: 3.1479, DDP time: 0.0036, Total iter time: 6.1303 [2020-11-12 13:10:03,240][root][INFO] - ===> Epoch[28](712/26): Loss 0.1784, Sem 0.5633, dir -0.8455, norm 0.4606, swav 0.0000 LR: 9.679e-02 Score 83.420 Data time: 0.1544, Forward time: 2.2672, Backward time: 3.1483, DDP time: 0.0036, Total iter time: 5.5544 [2020-11-12 13:10:10,462][root][INFO] - ===> Epoch[28](713/26): Loss 0.0041, Sem 0.4875, dir -0.8669, norm 0.3835, swav 0.0000 LR: 9.679e-02 Score 84.575 Data time: 0.1856, Forward time: 2.2667, Backward time: 3.1508, DDP time: 0.0036, Total iter time: 7.1547 [2020-11-12 13:10:15,767][root][INFO] - ===> Epoch[28](714/26): Loss 0.1019, Sem 0.5583, dir -0.8669, norm 0.4105, swav 0.0000 LR: 9.678e-02 Score 82.763 Data time: 0.2357, Forward time: 2.2671, Backward time: 3.1496, DDP time: 0.0037, Total iter time: 5.1542 [2020-11-12 13:10:21,260][root][INFO] - ===> Epoch[28](715/26): Loss 0.0273, Sem 0.4913, dir -0.8692, norm 0.4051, swav 0.0000 LR: 9.678e-02 Score 86.031 Data time: 0.2221, Forward time: 2.2674, Backward time: 3.1489, DDP time: 0.0037, Total iter time: 5.3678 [2020-11-12 13:10:25,993][root][INFO] - ===> Epoch[28](716/26): Loss -0.0660, Sem 0.4612, dir -0.8816, norm 0.3544, swav 0.0000 LR: 9.677e-02 Score 86.361 Data time: 0.1882, Forward time: 2.2672, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 4.6083 [2020-11-12 13:10:31,020][root][INFO] - ===> Epoch[28](717/26): Loss -0.1135, Sem 0.4347, dir -0.8807, norm 0.3326, swav 0.0000 LR: 9.677e-02 Score 87.046 Data time: 0.1557, Forward time: 2.2664, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 4.9135 [2020-11-12 13:10:37,896][root][INFO] - ===> Epoch[28](718/26): Loss 0.0075, Sem 0.4693, dir -0.8695, norm 0.4077, swav 0.0000 LR: 9.676e-02 Score 85.516 Data time: 0.1746, Forward time: 2.2656, Backward time: 3.1495, DDP time: 0.0037, Total iter time: 6.8088 [2020-11-12 13:10:43,867][root][INFO] - ===> Epoch[28](719/26): Loss -0.0247, Sem 0.4750, dir -0.8678, norm 0.3681, swav 0.0000 LR: 9.676e-02 Score 85.516 Data time: 0.2227, Forward time: 2.2657, Backward time: 3.1496, DDP time: 0.0037, Total iter time: 5.8645 [2020-11-12 13:10:50,382][root][INFO] - ===> Epoch[28](720/26): Loss 0.0570, Sem 0.5154, dir -0.8652, norm 0.4068, swav 0.0000 LR: 9.675e-02 Score 84.082 Data time: 0.1853, Forward time: 2.2655, Backward time: 3.1507, DDP time: 0.0037, Total iter time: 6.3803 [2020-11-12 13:10:56,213][root][INFO] - ===> Epoch[28](721/26): Loss 0.0578, Sem 0.5227, dir -0.8669, norm 0.4020, swav 0.0000 LR: 9.675e-02 Score 83.882 Data time: 0.1719, Forward time: 2.2647, Backward time: 3.1515, DDP time: 0.0037, Total iter time: 5.7238 [2020-11-12 13:11:03,214][root][INFO] - ===> Epoch[28](722/26): Loss 0.0132, Sem 0.5198, dir -0.8765, norm 0.3700, swav 0.0000 LR: 9.675e-02 Score 84.441 Data time: 0.2601, Forward time: 2.2654, Backward time: 3.1524, DDP time: 0.0037, Total iter time: 6.9029 [2020-11-12 13:11:08,880][root][INFO] - ===> Epoch[28](723/26): Loss -0.0413, Sem 0.4922, dir -0.8835, norm 0.3500, swav 0.0000 LR: 9.674e-02 Score 84.708 Data time: 0.2452, Forward time: 2.2662, Backward time: 3.1514, DDP time: 0.0037, Total iter time: 5.5346 [2020-11-12 13:11:14,362][root][INFO] - ===> Epoch[28](724/26): Loss -0.1005, Sem 0.4460, dir -0.8817, norm 0.3352, swav 0.0000 LR: 9.674e-02 Score 86.279 Data time: 0.1844, Forward time: 2.2661, Backward time: 3.1510, DDP time: 0.0037, Total iter time: 5.3653 [2020-11-12 13:11:19,716][root][INFO] - ===> Epoch[28](725/26): Loss 0.0907, Sem 0.5054, dir -0.8568, norm 0.4421, swav 0.0000 LR: 9.673e-02 Score 84.559 Data time: 0.1285, Forward time: 2.2651, Backward time: 3.1514, DDP time: 0.0037, Total iter time: 5.2525 [2020-11-12 13:11:25,188][root][INFO] - ===> Epoch[28](726/26): Loss 0.0430, Sem 0.5073, dir -0.8643, norm 0.3999, swav 0.0000 LR: 9.673e-02 Score 84.476 Data time: 0.1484, Forward time: 2.2641, Backward time: 3.1519, DDP time: 0.0037, Total iter time: 5.3801 [2020-11-12 13:11:31,466][root][INFO] - ===> Epoch[28](727/26): Loss 0.0128, Sem 0.5124, dir -0.8684, norm 0.3688, swav 0.0000 LR: 9.672e-02 Score 84.216 Data time: 0.2207, Forward time: 2.2641, Backward time: 3.1526, DDP time: 0.0037, Total iter time: 6.1972 [2020-11-12 13:11:37,884][root][INFO] - ===> Epoch[28](728/26): Loss 0.0780, Sem 0.5271, dir -0.8707, norm 0.4217, swav 0.0000 LR: 9.672e-02 Score 83.982 Data time: 0.2400, Forward time: 2.2643, Backward time: 3.1532, DDP time: 0.0037, Total iter time: 6.3153 [2020-11-12 13:11:44,225][root][INFO] - ===> Epoch[29](729/26): Loss -0.0301, Sem 0.4703, dir -0.8675, norm 0.3671, swav 0.0000 LR: 9.671e-02 Score 85.825 Data time: 0.2253, Forward time: 2.2647, Backward time: 3.1534, DDP time: 0.0037, Total iter time: 6.2035 [2020-11-12 13:11:49,862][root][INFO] - ===> Epoch[29](730/26): Loss 0.0358, Sem 0.5044, dir -0.8629, norm 0.3943, swav 0.0000 LR: 9.671e-02 Score 85.333 Data time: 0.1881, Forward time: 2.2639, Backward time: 3.1539, DDP time: 0.0037, Total iter time: 5.5119 [2020-11-12 13:11:56,163][root][INFO] - ===> Epoch[29](731/26): Loss 0.0845, Sem 0.5524, dir -0.8740, norm 0.4061, swav 0.0000 LR: 9.670e-02 Score 83.001 Data time: 0.1792, Forward time: 2.2636, Backward time: 3.1550, DDP time: 0.0037, Total iter time: 6.2202 [2020-11-12 13:12:01,478][root][INFO] - ===> Epoch[29](732/26): Loss 0.0122, Sem 0.5381, dir -0.8790, norm 0.3531, swav 0.0000 LR: 9.670e-02 Score 83.508 Data time: 0.1738, Forward time: 2.2631, Backward time: 3.1548, DDP time: 0.0037, Total iter time: 5.2093 [2020-11-12 13:12:07,723][root][INFO] - ===> Epoch[29](733/26): Loss 0.0061, Sem 0.4975, dir -0.8752, norm 0.3837, swav 0.0000 LR: 9.670e-02 Score 83.942 Data time: 0.1862, Forward time: 2.2627, Backward time: 3.1558, DDP time: 0.0037, Total iter time: 6.1512 [2020-11-12 13:12:14,171][root][INFO] - ===> Epoch[29](734/26): Loss -0.0174, Sem 0.4595, dir -0.8848, norm 0.4080, swav 0.0000 LR: 9.669e-02 Score 86.162 Data time: 0.2642, Forward time: 2.2632, Backward time: 3.1561, DDP time: 0.0037, Total iter time: 6.3369 [2020-11-12 13:12:19,587][root][INFO] - ===> Epoch[29](735/26): Loss 0.0876, Sem 0.5332, dir -0.8566, norm 0.4110, swav 0.0000 LR: 9.669e-02 Score 84.779 Data time: 0.2568, Forward time: 2.2638, Backward time: 3.1549, DDP time: 0.0037, Total iter time: 5.2882 [2020-11-12 13:12:25,379][root][INFO] - ===> Epoch[29](736/26): Loss -0.0201, Sem 0.4854, dir -0.8728, norm 0.3673, swav 0.0000 LR: 9.668e-02 Score 84.933 Data time: 0.2430, Forward time: 2.2644, Backward time: 3.1543, DDP time: 0.0037, Total iter time: 5.6579 [2020-11-12 13:12:31,791][root][INFO] - ===> Epoch[29](737/26): Loss -0.0316, Sem 0.4355, dir -0.8752, norm 0.4082, swav 0.0000 LR: 9.668e-02 Score 86.852 Data time: 0.2397, Forward time: 2.2648, Backward time: 3.1546, DDP time: 0.0037, Total iter time: 6.2924 [2020-11-12 13:12:37,142][root][INFO] - ===> Epoch[29](738/26): Loss -0.0301, Sem 0.5220, dir -0.8816, norm 0.3295, swav 0.0000 LR: 9.667e-02 Score 83.190 Data time: 0.2656, Forward time: 2.2650, Backward time: 3.1538, DDP time: 0.0037, Total iter time: 5.2484 [2020-11-12 13:12:45,389][root][INFO] - ===> Epoch[29](739/26): Loss 0.0091, Sem 0.5166, dir -0.8792, norm 0.3717, swav 0.0000 LR: 9.667e-02 Score 83.940 Data time: 0.1983, Forward time: 2.2649, Backward time: 3.1571, DDP time: 0.0037, Total iter time: 8.1560 [2020-11-12 13:12:50,589][root][INFO] - ===> Epoch[29](740/26): Loss -0.1085, Sem 0.4254, dir -0.8794, norm 0.3455, swav 0.0000 LR: 9.666e-02 Score 86.988 Data time: 0.1643, Forward time: 2.2642, Backward time: 3.1570, DDP time: 0.0037, Total iter time: 5.1142 [2020-11-12 13:12:56,862][root][INFO] - ===> Epoch[29](741/26): Loss 0.0516, Sem 0.5226, dir -0.8683, norm 0.3973, swav 0.0000 LR: 9.666e-02 Score 83.981 Data time: 0.2288, Forward time: 2.2641, Backward time: 3.1577, DDP time: 0.0037, Total iter time: 6.1966 [2020-11-12 13:13:02,349][root][INFO] - ===> Epoch[29](742/26): Loss -0.0469, Sem 0.4825, dir -0.8917, norm 0.3622, swav 0.0000 LR: 9.665e-02 Score 85.290 Data time: 0.1426, Forward time: 2.2633, Backward time: 3.1581, DDP time: 0.0037, Total iter time: 5.4057 [2020-11-12 13:13:08,237][root][INFO] - ===> Epoch[29](743/26): Loss 0.0942, Sem 0.5237, dir -0.8542, norm 0.4247, swav 0.0000 LR: 9.665e-02 Score 84.821 Data time: 0.1366, Forward time: 2.2622, Backward time: 3.1594, DDP time: 0.0037, Total iter time: 5.8007 [2020-11-12 13:13:13,876][root][INFO] - ===> Epoch[29](744/26): Loss 0.0492, Sem 0.5486, dir -0.8880, norm 0.3886, swav 0.0000 LR: 9.665e-02 Score 83.616 Data time: 0.2086, Forward time: 2.2623, Backward time: 3.1591, DDP time: 0.0037, Total iter time: 5.5930 [2020-11-12 13:13:19,320][root][INFO] - ===> Epoch[29](745/26): Loss 0.1653, Sem 0.5671, dir -0.8571, norm 0.4553, swav 0.0000 LR: 9.664e-02 Score 83.218 Data time: 0.1552, Forward time: 2.2614, Backward time: 3.1595, DDP time: 0.0037, Total iter time: 5.3414 [2020-11-12 13:13:26,466][root][INFO] - ===> Epoch[29](746/26): Loss 0.1512, Sem 0.5949, dir -0.8433, norm 0.3996, swav 0.0000 LR: 9.664e-02 Score 82.028 Data time: 0.2948, Forward time: 2.2619, Backward time: 3.1608, DDP time: 0.0037, Total iter time: 7.0790 [2020-11-12 13:13:32,136][root][INFO] - ===> Epoch[29](747/26): Loss -0.0525, Sem 0.4564, dir -0.8700, norm 0.3611, swav 0.0000 LR: 9.663e-02 Score 85.943 Data time: 0.2236, Forward time: 2.2621, Backward time: 3.1604, DDP time: 0.0037, Total iter time: 5.5545 [2020-11-12 13:13:37,918][root][INFO] - ===> Epoch[29](748/26): Loss -0.0021, Sem 0.4841, dir -0.8692, norm 0.3829, swav 0.0000 LR: 9.663e-02 Score 85.520 Data time: 0.1620, Forward time: 2.2615, Backward time: 3.1610, DDP time: 0.0037, Total iter time: 5.6833 [2020-11-12 13:13:44,465][root][INFO] - ===> Epoch[29](749/26): Loss 0.0001, Sem 0.4660, dir -0.8774, norm 0.4115, swav 0.0000 LR: 9.662e-02 Score 85.227 Data time: 0.2554, Forward time: 2.2622, Backward time: 3.1612, DDP time: 0.0037, Total iter time: 6.4866 [2020-11-12 13:13:50,317][root][INFO] - ===> Epoch[29](750/26): Loss -0.0585, Sem 0.4643, dir -0.8815, norm 0.3586, swav 0.0000 LR: 9.662e-02 Score 86.727 Data time: 0.1819, Forward time: 2.2619, Backward time: 3.1615, DDP time: 0.0037, Total iter time: 5.7381 [2020-11-12 13:13:55,775][root][INFO] - ===> Epoch[29](751/26): Loss -0.1075, Sem 0.4044, dir -0.8851, norm 0.3731, swav 0.0000 LR: 9.661e-02 Score 88.081 Data time: 0.1868, Forward time: 2.2615, Backward time: 3.1615, DDP time: 0.0037, Total iter time: 5.3798 [2020-11-12 13:14:01,037][root][INFO] - ===> Epoch[29](752/26): Loss 0.0073, Sem 0.4757, dir -0.8692, norm 0.4008, swav 0.0000 LR: 9.661e-02 Score 84.776 Data time: 0.2072, Forward time: 2.2617, Backward time: 3.1607, DDP time: 0.0037, Total iter time: 5.1581 [2020-11-12 13:14:06,975][root][INFO] - ===> Epoch[29](753/26): Loss 0.0779, Sem 0.5356, dir -0.8532, norm 0.3955, swav 0.0000 LR: 9.661e-02 Score 84.689 Data time: 0.1912, Forward time: 2.2613, Backward time: 3.1612, DDP time: 0.0037, Total iter time: 5.8214 [2020-11-12 13:14:14,682][root][INFO] - ===> Epoch[29](754/26): Loss -0.1610, Sem 0.4019, dir -0.8894, norm 0.3265, swav 0.0000 LR: 9.660e-02 Score 87.630 Data time: 0.2296, Forward time: 2.2617, Backward time: 3.1632, DDP time: 0.0037, Total iter time: 7.6233 [2020-11-12 13:14:19,667][root][INFO] - ===> Epoch[30](755/26): Loss -0.0165, Sem 0.5004, dir -0.8787, norm 0.3618, swav 0.0000 LR: 9.660e-02 Score 84.613 Data time: 0.1880, Forward time: 2.2615, Backward time: 3.1624, DDP time: 0.0037, Total iter time: 4.8581 [2020-11-12 13:14:26,186][root][INFO] - ===> Epoch[30](756/26): Loss -0.0483, Sem 0.4729, dir -0.8847, norm 0.3635, swav 0.0000 LR: 9.659e-02 Score 85.566 Data time: 0.2242, Forward time: 2.2619, Backward time: 3.1629, DDP time: 0.0037, Total iter time: 6.4383 [2020-11-12 13:14:31,749][root][INFO] - ===> Epoch[30](757/26): Loss -0.0711, Sem 0.4528, dir -0.8781, norm 0.3543, swav 0.0000 LR: 9.659e-02 Score 86.210 Data time: 0.1951, Forward time: 2.2618, Backward time: 3.1626, DDP time: 0.0037, Total iter time: 5.4428 [2020-11-12 13:14:38,181][root][INFO] - ===> Epoch[30](758/26): Loss 0.0253, Sem 0.5033, dir -0.8623, norm 0.3842, swav 0.0000 LR: 9.658e-02 Score 84.921 Data time: 0.1774, Forward time: 2.2614, Backward time: 3.1639, DDP time: 0.0037, Total iter time: 6.3230 [2020-11-12 13:14:44,351][root][INFO] - ===> Epoch[30](759/26): Loss -0.0364, Sem 0.4528, dir -0.8762, norm 0.3871, swav 0.0000 LR: 9.658e-02 Score 87.421 Data time: 0.2432, Forward time: 2.2612, Backward time: 3.1645, DDP time: 0.0037, Total iter time: 6.0920 [2020-11-12 13:14:51,420][root][INFO] - ===> Epoch[30](760/26): Loss -0.0094, Sem 0.4977, dir -0.8718, norm 0.3648, swav 0.0000 LR: 9.657e-02 Score 84.926 Data time: 0.3613, Forward time: 2.2629, Backward time: 3.1643, DDP time: 0.0037, Total iter time: 6.9635 [2020-11-12 13:14:57,439][root][INFO] - ===> Epoch[30](761/26): Loss -0.0567, Sem 0.4783, dir -0.8806, norm 0.3456, swav 0.0000 LR: 9.657e-02 Score 85.489 Data time: 0.2285, Forward time: 2.2634, Backward time: 3.1640, DDP time: 0.0037, Total iter time: 5.8835 [2020-11-12 13:15:04,898][root][INFO] - ===> Epoch[30](762/26): Loss 0.0766, Sem 0.5220, dir -0.8628, norm 0.4174, swav 0.0000 LR: 9.656e-02 Score 83.459 Data time: 0.2104, Forward time: 2.2636, Backward time: 3.1660, DDP time: 0.0037, Total iter time: 7.3375 [2020-11-12 13:15:10,958][root][INFO] - ===> Epoch[30](763/26): Loss 0.0534, Sem 0.5083, dir -0.8644, norm 0.4095, swav 0.0000 LR: 9.656e-02 Score 83.822 Data time: 0.3144, Forward time: 2.2646, Backward time: 3.1652, DDP time: 0.0037, Total iter time: 5.9487 [2020-11-12 13:15:16,113][root][INFO] - ===> Epoch[30](764/26): Loss -0.0458, Sem 0.4938, dir -0.8832, norm 0.3436, swav 0.0000 LR: 9.656e-02 Score 84.625 Data time: 0.1829, Forward time: 2.2643, Backward time: 3.1646, DDP time: 0.0037, Total iter time: 5.0222 [2020-11-12 13:15:22,044][root][INFO] - ===> Epoch[30](765/26): Loss -0.0242, Sem 0.4845, dir -0.8760, norm 0.3673, swav 0.0000 LR: 9.655e-02 Score 85.139 Data time: 0.2137, Forward time: 2.2643, Backward time: 3.1647, DDP time: 0.0037, Total iter time: 5.8425 [2020-11-12 13:15:27,105][root][INFO] - ===> Epoch[30](766/26): Loss -0.1072, Sem 0.4510, dir -0.8913, norm 0.3331, swav 0.0000 LR: 9.655e-02 Score 86.080 Data time: 0.2063, Forward time: 2.2644, Backward time: 3.1637, DDP time: 0.0037, Total iter time: 4.9560 [2020-11-12 13:15:32,341][root][INFO] - ===> Epoch[30](767/26): Loss -0.0309, Sem 0.4800, dir -0.8847, norm 0.3738, swav 0.0000 LR: 9.654e-02 Score 85.027 Data time: 0.1911, Forward time: 2.2641, Backward time: 3.1632, DDP time: 0.0037, Total iter time: 5.1107 [2020-11-12 13:15:37,489][root][INFO] - ===> Epoch[30](768/26): Loss -0.0790, Sem 0.4552, dir -0.8938, norm 0.3596, swav 0.0000 LR: 9.654e-02 Score 85.996 Data time: 0.2037, Forward time: 2.2639, Backward time: 3.1626, DDP time: 0.0037, Total iter time: 5.0568 [2020-11-12 13:15:42,121][root][INFO] - ===> Epoch[30](769/26): Loss 0.1051, Sem 0.5558, dir -0.8734, norm 0.4227, swav 0.0000 LR: 9.653e-02 Score 83.194 Data time: 0.2099, Forward time: 2.2640, Backward time: 3.1610, DDP time: 0.0037, Total iter time: 4.5238 [2020-11-12 13:15:48,156][root][INFO] - ===> Epoch[30](770/26): Loss 0.0273, Sem 0.5385, dir -0.8731, norm 0.3620, swav 0.0000 LR: 9.653e-02 Score 82.473 Data time: 0.1346, Forward time: 2.2631, Backward time: 3.1622, DDP time: 0.0037, Total iter time: 5.9210 [2020-11-12 13:15:53,496][root][INFO] - ===> Epoch[30](771/26): Loss 0.0902, Sem 0.5260, dir -0.8623, norm 0.4265, swav 0.0000 LR: 9.652e-02 Score 84.016 Data time: 0.1461, Forward time: 2.2622, Backward time: 3.1626, DDP time: 0.0037, Total iter time: 5.2518 [2020-11-12 13:15:58,951][root][INFO] - ===> Epoch[30](772/26): Loss -0.0047, Sem 0.4622, dir -0.8677, norm 0.4009, swav 0.0000 LR: 9.652e-02 Score 85.162 Data time: 0.2178, Forward time: 2.2624, Backward time: 3.1619, DDP time: 0.0037, Total iter time: 5.4051 [2020-11-12 13:16:04,560][root][INFO] - ===> Epoch[30](773/26): Loss -0.0177, Sem 0.4502, dir -0.8729, norm 0.4050, swav 0.0000 LR: 9.651e-02 Score 86.679 Data time: 0.2390, Forward time: 2.2629, Backward time: 3.1611, DDP time: 0.0037, Total iter time: 5.4973 [2020-11-12 13:16:11,331][root][INFO] - ===> Epoch[30](774/26): Loss -0.0291, Sem 0.4700, dir -0.8772, norm 0.3781, swav 0.0000 LR: 9.651e-02 Score 85.134 Data time: 0.2125, Forward time: 2.2629, Backward time: 3.1623, DDP time: 0.0037, Total iter time: 6.6606 [2020-11-12 13:16:16,470][root][INFO] - ===> Epoch[30](775/26): Loss -0.0498, Sem 0.4625, dir -0.8826, norm 0.3702, swav 0.0000 LR: 9.651e-02 Score 85.885 Data time: 0.1490, Forward time: 2.2620, Backward time: 3.1623, DDP time: 0.0037, Total iter time: 5.0292 [2020-11-12 13:16:22,767][root][INFO] - ===> Epoch[30](776/26): Loss 0.0123, Sem 0.4873, dir -0.8695, norm 0.3945, swav 0.0000 LR: 9.650e-02 Score 85.299 Data time: 0.2237, Forward time: 2.2622, Backward time: 3.1628, DDP time: 0.0037, Total iter time: 6.2262 [2020-11-12 13:16:29,854][root][INFO] - ===> Epoch[30](777/26): Loss 0.0120, Sem 0.4864, dir -0.8791, norm 0.4047, swav 0.0000 LR: 9.650e-02 Score 85.077 Data time: 0.2324, Forward time: 2.2626, Backward time: 3.1639, DDP time: 0.0037, Total iter time: 6.9645 [2020-11-12 13:16:35,806][root][INFO] - ===> Epoch[30](778/26): Loss -0.0358, Sem 0.4702, dir -0.8761, norm 0.3701, swav 0.0000 LR: 9.649e-02 Score 85.074 Data time: 0.2101, Forward time: 2.2627, Backward time: 3.1640, DDP time: 0.0037, Total iter time: 5.8017 [2020-11-12 13:16:41,888][root][INFO] - ===> Epoch[30](779/26): Loss -0.0331, Sem 0.5096, dir -0.8893, norm 0.3466, swav 0.0000 LR: 9.649e-02 Score 83.920 Data time: 0.2209, Forward time: 2.2629, Backward time: 3.1641, DDP time: 0.0037, Total iter time: 5.9573 [2020-11-12 13:16:47,676][root][INFO] - ===> Epoch[30](780/26): Loss 0.0102, Sem 0.5376, dir -0.8793, norm 0.3519, swav 0.0000 LR: 9.648e-02 Score 84.016 Data time: 0.2070, Forward time: 2.2628, Backward time: 3.1640, DDP time: 0.0037, Total iter time: 5.6613 [2020-11-12 13:16:53,152][root][INFO] - ===> Epoch[31](781/26): Loss -0.0311, Sem 0.4658, dir -0.8799, norm 0.3830, swav 0.0000 LR: 9.648e-02 Score 85.811 Data time: 0.2084, Forward time: 2.2627, Backward time: 3.1636, DDP time: 0.0037, Total iter time: 5.3581 [2020-11-12 13:17:00,347][root][INFO] - ===> Epoch[31](782/26): Loss 0.0087, Sem 0.4796, dir -0.8814, norm 0.4104, swav 0.0000 LR: 9.647e-02 Score 84.692 Data time: 0.2097, Forward time: 2.2627, Backward time: 3.1654, DDP time: 0.0037, Total iter time: 7.0771 [2020-11-12 13:17:05,711][root][INFO] - ===> Epoch[31](783/26): Loss -0.0714, Sem 0.4471, dir -0.8703, norm 0.3518, swav 0.0000 LR: 9.647e-02 Score 86.120 Data time: 0.2595, Forward time: 2.2633, Backward time: 3.1641, DDP time: 0.0037, Total iter time: 5.2099 [2020-11-12 13:17:10,507][root][INFO] - ===> Epoch[31](784/26): Loss -0.0235, Sem 0.4563, dir -0.8738, norm 0.3940, swav 0.0000 LR: 9.647e-02 Score 85.915 Data time: 0.1954, Forward time: 2.2628, Backward time: 3.1633, DDP time: 0.0037, Total iter time: 4.6827 [2020-11-12 13:17:17,533][root][INFO] - ===> Epoch[31](785/26): Loss -0.0207, Sem 0.4789, dir -0.8788, norm 0.3792, swav 0.0000 LR: 9.646e-02 Score 85.171 Data time: 0.3449, Forward time: 2.2644, Backward time: 3.1631, DDP time: 0.0037, Total iter time: 6.9154 [2020-11-12 13:17:24,132][root][INFO] - ===> Epoch[31](786/26): Loss 0.0118, Sem 0.5005, dir -0.8723, norm 0.3836, swav 0.0000 LR: 9.646e-02 Score 84.771 Data time: 0.1960, Forward time: 2.2644, Backward time: 3.1641, DDP time: 0.0037, Total iter time: 6.4616 [2020-11-12 13:17:31,167][root][INFO] - ===> Epoch[31](787/26): Loss -0.0777, Sem 0.4628, dir -0.8861, norm 0.3455, swav 0.0000 LR: 9.645e-02 Score 85.588 Data time: 0.1804, Forward time: 2.2641, Backward time: 3.1658, DDP time: 0.0037, Total iter time: 6.9112 [2020-11-12 13:17:36,944][root][INFO] - ===> Epoch[31](788/26): Loss -0.0433, Sem 0.4691, dir -0.8744, norm 0.3620, swav 0.0000 LR: 9.645e-02 Score 86.117 Data time: 0.1705, Forward time: 2.2636, Backward time: 3.1663, DDP time: 0.0037, Total iter time: 5.6842 [2020-11-12 13:17:43,847][root][INFO] - ===> Epoch[31](789/26): Loss -0.0888, Sem 0.4650, dir -0.8914, norm 0.3376, swav 0.0000 LR: 9.644e-02 Score 85.767 Data time: 0.2023, Forward time: 2.2634, Backward time: 3.1678, DDP time: 0.0037, Total iter time: 6.7973 [2020-11-12 13:17:50,558][root][INFO] - ===> Epoch[31](790/26): Loss 0.0415, Sem 0.5118, dir -0.8760, norm 0.4056, swav 0.0000 LR: 9.644e-02 Score 84.427 Data time: 0.1848, Forward time: 2.2632, Backward time: 3.1691, DDP time: 0.0037, Total iter time: 6.5965 [2020-11-12 13:17:55,439][root][INFO] - ===> Epoch[31](791/26): Loss 0.0230, Sem 0.4831, dir -0.8730, norm 0.4130, swav 0.0000 LR: 9.643e-02 Score 86.091 Data time: 0.1904, Forward time: 2.2629, Backward time: 3.1682, DDP time: 0.0037, Total iter time: 4.7611 [2020-11-12 13:18:00,428][root][INFO] - ===> Epoch[31](792/26): Loss -0.0934, Sem 0.4319, dir -0.8825, norm 0.3572, swav 0.0000 LR: 9.643e-02 Score 87.497 Data time: 0.1975, Forward time: 2.2626, Backward time: 3.1675, DDP time: 0.0037, Total iter time: 4.8834 [2020-11-12 13:18:06,174][root][INFO] - ===> Epoch[31](793/26): Loss -0.0930, Sem 0.4430, dir -0.8837, norm 0.3478, swav 0.0000 LR: 9.642e-02 Score 86.789 Data time: 0.2824, Forward time: 2.2635, Backward time: 3.1666, DDP time: 0.0037, Total iter time: 5.6302 [2020-11-12 13:18:13,473][root][INFO] - ===> Epoch[31](794/26): Loss -0.0529, Sem 0.4534, dir -0.8763, norm 0.3699, swav 0.0000 LR: 9.642e-02 Score 85.908 Data time: 0.2206, Forward time: 2.2637, Backward time: 3.1681, DDP time: 0.0037, Total iter time: 7.1619 [2020-11-12 13:18:19,362][root][INFO] - ===> Epoch[31](795/26): Loss -0.0222, Sem 0.4716, dir -0.8711, norm 0.3773, swav 0.0000 LR: 9.642e-02 Score 85.322 Data time: 0.1872, Forward time: 2.2636, Backward time: 3.1682, DDP time: 0.0037, Total iter time: 5.7763 [2020-11-12 13:18:25,601][root][INFO] - ===> Epoch[31](796/26): Loss 0.0219, Sem 0.5121, dir -0.8668, norm 0.3766, swav 0.0000 LR: 9.641e-02 Score 85.016 Data time: 0.2043, Forward time: 2.2632, Backward time: 3.1690, DDP time: 0.0037, Total iter time: 6.1396 [2020-11-12 13:18:31,847][root][INFO] - ===> Epoch[31](797/26): Loss 0.0095, Sem 0.5199, dir -0.8840, norm 0.3737, swav 0.0000 LR: 9.641e-02 Score 84.703 Data time: 0.2052, Forward time: 2.2629, Backward time: 3.1698, DDP time: 0.0037, Total iter time: 6.1490 [2020-11-12 13:18:37,071][root][INFO] - ===> Epoch[31](798/26): Loss 0.0306, Sem 0.5150, dir -0.8676, norm 0.3833, swav 0.0000 LR: 9.640e-02 Score 83.850 Data time: 0.1992, Forward time: 2.2627, Backward time: 3.1693, DDP time: 0.0037, Total iter time: 5.1214 [2020-11-12 13:18:42,296][root][INFO] - ===> Epoch[31](799/26): Loss -0.1148, Sem 0.3948, dir -0.8840, norm 0.3744, swav 0.0000 LR: 9.640e-02 Score 87.895 Data time: 0.2225, Forward time: 2.2631, Backward time: 3.1682, DDP time: 0.0037, Total iter time: 5.1190 [2020-11-12 13:18:47,576][root][INFO] - ===> Epoch[31](800/26): Loss -0.0933, Sem 0.4310, dir -0.8870, norm 0.3627, swav 0.0000 LR: 9.639e-02 Score 86.484 Data time: 0.2020, Forward time: 2.2629, Backward time: 3.1677, DDP time: 0.0037, Total iter time: 5.1790 [2020-11-12 13:18:53,157][root][INFO] - ===> Epoch[31](801/26): Loss -0.0247, Sem 0.4531, dir -0.8619, norm 0.3841, swav 0.0000 LR: 9.639e-02 Score 85.604 Data time: 0.2699, Forward time: 2.2636, Backward time: 3.1668, DDP time: 0.0037, Total iter time: 5.4745 [2020-11-12 13:18:58,265][root][INFO] - ===> Epoch[31](802/26): Loss -0.0767, Sem 0.4570, dir -0.8843, norm 0.3507, swav 0.0000 LR: 9.638e-02 Score 85.859 Data time: 0.1978, Forward time: 2.2637, Backward time: 3.1658, DDP time: 0.0037, Total iter time: 4.9889 [2020-11-12 13:19:03,631][root][INFO] - ===> Epoch[31](803/26): Loss -0.0578, Sem 0.4668, dir -0.8718, norm 0.3472, swav 0.0000 LR: 9.638e-02 Score 85.761 Data time: 0.1806, Forward time: 2.2632, Backward time: 3.1657, DDP time: 0.0037, Total iter time: 5.2270 [2020-11-12 13:19:08,934][root][INFO] - ===> Epoch[31](804/26): Loss -0.0110, Sem 0.4713, dir -0.8664, norm 0.3840, swav 0.0000 LR: 9.637e-02 Score 85.135 Data time: 0.2201, Forward time: 2.2633, Backward time: 3.1649, DDP time: 0.0037, Total iter time: 5.2071 [2020-11-12 13:19:14,796][root][INFO] - ===> Epoch[31](805/26): Loss -0.1550, Sem 0.4128, dir -0.9036, norm 0.3358, swav 0.0000 LR: 9.637e-02 Score 86.243 Data time: 0.2603, Forward time: 2.2640, Backward time: 3.1643, DDP time: 0.0037, Total iter time: 5.7458 [2020-11-12 13:19:20,484][root][INFO] - ===> Epoch[31](806/26): Loss -0.0638, Sem 0.4491, dir -0.8882, norm 0.3753, swav 0.0000 LR: 9.637e-02 Score 86.331 Data time: 0.1919, Forward time: 2.2639, Backward time: 3.1641, DDP time: 0.0037, Total iter time: 5.5585 [2020-11-12 13:19:26,614][root][INFO] - ===> Epoch[32](807/26): Loss -0.1368, Sem 0.3741, dir -0.8904, norm 0.3795, swav 0.0000 LR: 9.636e-02 Score 88.313 Data time: 0.1756, Forward time: 2.2635, Backward time: 3.1650, DDP time: 0.0037, Total iter time: 6.0309 [2020-11-12 13:19:31,952][root][INFO] - ===> Epoch[32](808/26): Loss -0.0231, Sem 0.4820, dir -0.8837, norm 0.3786, swav 0.0000 LR: 9.636e-02 Score 85.329 Data time: 0.1565, Forward time: 2.2628, Backward time: 3.1651, DDP time: 0.0037, Total iter time: 5.2729 [2020-11-12 13:19:36,043][root][INFO] - ===> Epoch[32](809/26): Loss -0.1323, Sem 0.4129, dir -0.8855, norm 0.3403, swav 0.0000 LR: 9.635e-02 Score 86.670 Data time: 0.1653, Forward time: 2.2623, Backward time: 3.1636, DDP time: 0.0037, Total iter time: 3.9829 [2020-11-12 13:19:42,690][root][INFO] - ===> Epoch[32](810/26): Loss -0.1520, Sem 0.3981, dir -0.8957, norm 0.3456, swav 0.0000 LR: 9.635e-02 Score 87.414 Data time: 0.1675, Forward time: 2.2618, Backward time: 3.1651, DDP time: 0.0037, Total iter time: 6.5886 [2020-11-12 13:19:47,980][root][INFO] - ===> Epoch[32](811/26): Loss -0.1136, Sem 0.4434, dir -0.8998, norm 0.3429, swav 0.0000 LR: 9.634e-02 Score 86.331 Data time: 0.2136, Forward time: 2.2616, Backward time: 3.1647, DDP time: 0.0037, Total iter time: 5.2157 [2020-11-12 13:19:54,297][root][INFO] - ===> Epoch[32](812/26): Loss -0.0144, Sem 0.4933, dir -0.8749, norm 0.3672, swav 0.0000 LR: 9.634e-02 Score 84.456 Data time: 0.2390, Forward time: 2.2622, Backward time: 3.1647, DDP time: 0.0037, Total iter time: 6.2289 [2020-11-12 13:19:59,652][root][INFO] - ===> Epoch[32](813/26): Loss -0.0902, Sem 0.4424, dir -0.8884, norm 0.3557, swav 0.0000 LR: 9.633e-02 Score 85.760 Data time: 0.2343, Forward time: 2.2628, Backward time: 3.1636, DDP time: 0.0037, Total iter time: 5.2269 [2020-11-12 13:20:05,546][root][INFO] - ===> Epoch[32](814/26): Loss -0.1150, Sem 0.4334, dir -0.8885, norm 0.3400, swav 0.0000 LR: 9.633e-02 Score 86.569 Data time: 0.1532, Forward time: 2.2621, Backward time: 3.1644, DDP time: 0.0037, Total iter time: 5.7961 [2020-11-12 13:20:11,230][root][INFO] - ===> Epoch[32](815/26): Loss -0.0571, Sem 0.4880, dir -0.8812, norm 0.3361, swav 0.0000 LR: 9.633e-02 Score 84.776 Data time: 0.2230, Forward time: 2.2622, Backward time: 3.1642, DDP time: 0.0037, Total iter time: 5.6376 [2020-11-12 13:20:16,555][root][INFO] - ===> Epoch[32](816/26): Loss -0.0540, Sem 0.4585, dir -0.8747, norm 0.3622, swav 0.0000 LR: 9.632e-02 Score 85.906 Data time: 0.2411, Forward time: 2.2628, Backward time: 3.1630, DDP time: 0.0037, Total iter time: 5.2176 [2020-11-12 13:20:22,459][root][INFO] - ===> Epoch[32](817/26): Loss 0.0691, Sem 0.5347, dir -0.8770, norm 0.4114, swav 0.0000 LR: 9.632e-02 Score 84.553 Data time: 0.2147, Forward time: 2.2630, Backward time: 3.1629, DDP time: 0.0037, Total iter time: 5.7671 [2020-11-12 13:20:27,500][root][INFO] - ===> Epoch[32](818/26): Loss 0.0457, Sem 0.5286, dir -0.8643, norm 0.3813, swav 0.0000 LR: 9.631e-02 Score 84.702 Data time: 0.1727, Forward time: 2.2624, Backward time: 3.1626, DDP time: 0.0037, Total iter time: 4.9477 [2020-11-12 13:20:33,349][root][INFO] - ===> Epoch[32](819/26): Loss -0.0810, Sem 0.4064, dir -0.8753, norm 0.3879, swav 0.0000 LR: 9.631e-02 Score 87.096 Data time: 0.2213, Forward time: 2.2626, Backward time: 3.1624, DDP time: 0.0037, Total iter time: 5.7812 [2020-11-12 13:20:38,728][root][INFO] - ===> Epoch[32](820/26): Loss -0.0256, Sem 0.4999, dir -0.8851, norm 0.3596, swav 0.0000 LR: 9.630e-02 Score 84.695 Data time: 0.2512, Forward time: 2.2631, Backward time: 3.1614, DDP time: 0.0037, Total iter time: 5.2618 [2020-11-12 13:20:44,579][root][INFO] - ===> Epoch[32](821/26): Loss -0.0087, Sem 0.4979, dir -0.8811, norm 0.3745, swav 0.0000 LR: 9.630e-02 Score 84.346 Data time: 0.2547, Forward time: 2.2639, Backward time: 3.1605, DDP time: 0.0037, Total iter time: 5.7216 [2020-11-12 13:20:50,258][root][INFO] - ===> Epoch[32](822/26): Loss -0.0135, Sem 0.4510, dir -0.8764, norm 0.4120, swav 0.0000 LR: 9.629e-02 Score 86.321 Data time: 0.2134, Forward time: 2.2639, Backward time: 3.1603, DDP time: 0.0037, Total iter time: 5.5518 [2020-11-12 13:20:56,312][root][INFO] - ===> Epoch[32](823/26): Loss -0.0374, Sem 0.4667, dir -0.8691, norm 0.3650, swav 0.0000 LR: 9.629e-02 Score 85.775 Data time: 0.1336, Forward time: 2.2631, Backward time: 3.1614, DDP time: 0.0037, Total iter time: 5.9449 [2020-11-12 13:21:03,088][root][INFO] - ===> Epoch[32](824/26): Loss -0.0853, Sem 0.4453, dir -0.8995, norm 0.3690, swav 0.0000 LR: 9.628e-02 Score 86.450 Data time: 0.2268, Forward time: 2.2631, Backward time: 3.1626, DDP time: 0.0037, Total iter time: 6.6935 [2020-11-12 13:21:10,063][root][INFO] - ===> Epoch[32](825/26): Loss -0.0409, Sem 0.4777, dir -0.8870, norm 0.3685, swav 0.0000 LR: 9.628e-02 Score 85.185 Data time: 0.2233, Forward time: 2.2633, Backward time: 3.1637, DDP time: 0.0037, Total iter time: 6.8676 [2020-11-12 13:21:15,868][root][INFO] - ===> Epoch[32](826/26): Loss 0.0495, Sem 0.4970, dir -0.8742, norm 0.4268, swav 0.0000 LR: 9.628e-02 Score 85.222 Data time: 0.1926, Forward time: 2.2632, Backward time: 3.1637, DDP time: 0.0037, Total iter time: 5.6961 [2020-11-12 13:21:20,812][root][INFO] - ===> Epoch[32](827/26): Loss -0.1181, Sem 0.4451, dir -0.8899, norm 0.3267, swav 0.0000 LR: 9.627e-02 Score 86.330 Data time: 0.1742, Forward time: 2.2628, Backward time: 3.1631, DDP time: 0.0037, Total iter time: 4.8447 [2020-11-12 13:21:25,717][root][INFO] - ===> Epoch[32](828/26): Loss -0.0906, Sem 0.4573, dir -0.8806, norm 0.3327, swav 0.0000 LR: 9.627e-02 Score 85.977 Data time: 0.2371, Forward time: 2.2628, Backward time: 3.1620, DDP time: 0.0037, Total iter time: 4.8159 [2020-11-12 13:21:30,338][root][INFO] - ===> Epoch[32](829/26): Loss -0.0882, Sem 0.4527, dir -0.8983, norm 0.3574, swav 0.0000 LR: 9.626e-02 Score 85.653 Data time: 0.1700, Forward time: 2.2623, Backward time: 3.1612, DDP time: 0.0037, Total iter time: 4.5147 [2020-11-12 13:21:36,156][root][INFO] - ===> Epoch[32](830/26): Loss -0.0885, Sem 0.4376, dir -0.8870, norm 0.3609, swav 0.0000 LR: 9.626e-02 Score 86.169 Data time: 0.1900, Forward time: 2.2620, Backward time: 3.1615, DDP time: 0.0037, Total iter time: 5.7430 [2020-11-12 13:21:41,960][root][INFO] - ===> Epoch[32](831/26): Loss -0.0559, Sem 0.4581, dir -0.8833, norm 0.3693, swav 0.0000 LR: 9.625e-02 Score 86.665 Data time: 0.2514, Forward time: 2.2625, Backward time: 3.1610, DDP time: 0.0037, Total iter time: 5.7042 [2020-11-12 13:21:48,454][root][INFO] - ===> Epoch[32](832/26): Loss -0.1115, Sem 0.4219, dir -0.8864, norm 0.3529, swav 0.0000 LR: 9.625e-02 Score 86.676 Data time: 0.2302, Forward time: 2.2628, Backward time: 3.1615, DDP time: 0.0037, Total iter time: 6.3758 [2020-11-12 13:21:54,144][root][INFO] - ===> Epoch[33](833/26): Loss -0.1198, Sem 0.4166, dir -0.8917, norm 0.3553, swav 0.0000 LR: 9.624e-02 Score 86.757 Data time: 0.3053, Forward time: 2.2635, Backward time: 3.1606, DDP time: 0.0037, Total iter time: 5.5706 [2020-11-12 13:21:59,971][root][INFO] - ===> Epoch[33](834/26): Loss -0.0197, Sem 0.4676, dir -0.8724, norm 0.3851, swav 0.0000 LR: 9.624e-02 Score 85.188 Data time: 0.2354, Forward time: 2.2633, Backward time: 3.1607, DDP time: 0.0037, Total iter time: 5.7175 [2020-11-12 13:22:05,505][root][INFO] - ===> Epoch[33](835/26): Loss -0.0308, Sem 0.4709, dir -0.8721, norm 0.3705, swav 0.0000 LR: 9.623e-02 Score 85.231 Data time: 0.2692, Forward time: 2.2640, Backward time: 3.1596, DDP time: 0.0037, Total iter time: 5.4136 [2020-11-12 13:22:11,484][root][INFO] - ===> Epoch[33](836/26): Loss -0.0324, Sem 0.4574, dir -0.8820, norm 0.3922, swav 0.0000 LR: 9.623e-02 Score 86.165 Data time: 0.1994, Forward time: 2.2639, Backward time: 3.1599, DDP time: 0.0037, Total iter time: 5.8641 [2020-11-12 13:22:17,619][root][INFO] - ===> Epoch[33](837/26): Loss -0.1121, Sem 0.4314, dir -0.8845, norm 0.3410, swav 0.0000 LR: 9.623e-02 Score 86.588 Data time: 0.2175, Forward time: 2.2642, Backward time: 3.1601, DDP time: 0.0037, Total iter time: 6.0518 [2020-11-12 13:22:22,919][root][INFO] - ===> Epoch[33](838/26): Loss -0.1519, Sem 0.3946, dir -0.8863, norm 0.3398, swav 0.0000 LR: 9.622e-02 Score 87.798 Data time: 0.1815, Forward time: 2.2637, Backward time: 3.1599, DDP time: 0.0037, Total iter time: 5.1948 [2020-11-12 13:22:28,479][root][INFO] - ===> Epoch[33](839/26): Loss -0.1707, Sem 0.3981, dir -0.8956, norm 0.3268, swav 0.0000 LR: 9.622e-02 Score 87.048 Data time: 0.2909, Forward time: 2.2641, Backward time: 3.1592, DDP time: 0.0037, Total iter time: 5.4610 [2020-11-12 13:22:33,211][root][INFO] - ===> Epoch[33](840/26): Loss -0.0397, Sem 0.5002, dir -0.8844, norm 0.3445, swav 0.0000 LR: 9.621e-02 Score 85.309 Data time: 0.1715, Forward time: 2.2637, Backward time: 3.1584, DDP time: 0.0037, Total iter time: 4.6205 [2020-11-12 13:22:38,500][root][INFO] - ===> Epoch[33](841/26): Loss -0.1352, Sem 0.4172, dir -0.8891, norm 0.3367, swav 0.0000 LR: 9.621e-02 Score 86.712 Data time: 0.1986, Forward time: 2.2636, Backward time: 3.1579, DDP time: 0.0037, Total iter time: 5.2102 [2020-11-12 13:22:44,382][root][INFO] - ===> Epoch[33](842/26): Loss 0.0457, Sem 0.5296, dir -0.8751, norm 0.3911, swav 0.0000 LR: 9.620e-02 Score 84.410 Data time: 0.1280, Forward time: 2.2626, Backward time: 3.1591, DDP time: 0.0037, Total iter time: 5.7802 [2020-11-12 13:22:50,064][root][INFO] - ===> Epoch[33](843/26): Loss 0.0097, Sem 0.5024, dir -0.8676, norm 0.3748, swav 0.0000 LR: 9.620e-02 Score 84.096 Data time: 0.1964, Forward time: 2.2624, Backward time: 3.1592, DDP time: 0.0037, Total iter time: 5.6302 [2020-11-12 13:22:56,044][root][INFO] - ===> Epoch[33](844/26): Loss 0.0096, Sem 0.4435, dir -0.8680, norm 0.4341, swav 0.0000 LR: 9.619e-02 Score 86.234 Data time: 0.2022, Forward time: 2.2625, Backward time: 3.1594, DDP time: 0.0037, Total iter time: 5.8835 [2020-11-12 13:23:01,847][root][INFO] - ===> Epoch[33](845/26): Loss -0.0160, Sem 0.4954, dir -0.8732, norm 0.3618, swav 0.0000 LR: 9.619e-02 Score 84.991 Data time: 0.1395, Forward time: 2.2616, Backward time: 3.1603, DDP time: 0.0037, Total iter time: 5.6880 [2020-11-12 13:23:07,460][root][INFO] - ===> Epoch[33](846/26): Loss -0.1355, Sem 0.4084, dir -0.8919, norm 0.3480, swav 0.0000 LR: 9.619e-02 Score 87.593 Data time: 0.2065, Forward time: 2.2618, Backward time: 3.1599, DDP time: 0.0037, Total iter time: 5.5620 [2020-11-12 13:23:13,277][root][INFO] - ===> Epoch[33](847/26): Loss -0.0718, Sem 0.4570, dir -0.8809, norm 0.3521, swav 0.0000 LR: 9.618e-02 Score 85.754 Data time: 0.1741, Forward time: 2.2614, Backward time: 3.1603, DDP time: 0.0037, Total iter time: 5.7040 [2020-11-12 13:23:17,996][root][INFO] - ===> Epoch[33](848/26): Loss 0.0295, Sem 0.5346, dir -0.8723, norm 0.3671, swav 0.0000 LR: 9.618e-02 Score 84.207 Data time: 0.2118, Forward time: 2.2614, Backward time: 3.1591, DDP time: 0.0037, Total iter time: 4.6355 [2020-11-12 13:23:23,894][root][INFO] - ===> Epoch[33](849/26): Loss -0.0696, Sem 0.4658, dir -0.8889, norm 0.3535, swav 0.0000 LR: 9.617e-02 Score 85.916 Data time: 0.2440, Forward time: 2.2619, Backward time: 3.1587, DDP time: 0.0037, Total iter time: 5.7910 [2020-11-12 13:23:29,149][root][INFO] - ===> Epoch[33](850/26): Loss -0.0474, Sem 0.4630, dir -0.8847, norm 0.3743, swav 0.0000 LR: 9.617e-02 Score 85.971 Data time: 0.1903, Forward time: 2.2618, Backward time: 3.1581, DDP time: 0.0037, Total iter time: 5.1343 [2020-11-12 13:23:34,161][root][INFO] - ===> Epoch[33](851/26): Loss -0.0573, Sem 0.4533, dir -0.8854, norm 0.3748, swav 0.0000 LR: 9.616e-02 Score 86.195 Data time: 0.1673, Forward time: 2.2610, Backward time: 3.1579, DDP time: 0.0037, Total iter time: 4.8946 [2020-11-12 13:23:40,490][root][INFO] - ===> Epoch[33](852/26): Loss -0.0595, Sem 0.4431, dir -0.8858, norm 0.3832, swav 0.0000 LR: 9.616e-02 Score 86.274 Data time: 0.3200, Forward time: 2.2621, Backward time: 3.1574, DDP time: 0.0037, Total iter time: 6.2616 [2020-11-12 13:23:46,206][root][INFO] - ===> Epoch[33](853/26): Loss -0.0468, Sem 0.4850, dir -0.8870, norm 0.3552, swav 0.0000 LR: 9.615e-02 Score 85.926 Data time: 0.1932, Forward time: 2.2620, Backward time: 3.1573, DDP time: 0.0037, Total iter time: 5.5638 [2020-11-12 13:23:52,111][root][INFO] - ===> Epoch[33](854/26): Loss -0.1050, Sem 0.4317, dir -0.8860, norm 0.3492, swav 0.0000 LR: 9.615e-02 Score 87.376 Data time: 0.2458, Forward time: 2.2624, Backward time: 3.1570, DDP time: 0.0037, Total iter time: 5.7981 [2020-11-12 13:23:57,102][root][INFO] - ===> Epoch[33](855/26): Loss 0.0052, Sem 0.5013, dir -0.8894, norm 0.3933, swav 0.0000 LR: 9.614e-02 Score 85.503 Data time: 0.2010, Forward time: 2.2623, Backward time: 3.1561, DDP time: 0.0037, Total iter time: 4.8562 [2020-11-12 13:24:03,332][root][INFO] - ===> Epoch[33](856/26): Loss -0.0508, Sem 0.4875, dir -0.8876, norm 0.3494, swav 0.0000 LR: 9.614e-02 Score 85.468 Data time: 0.3030, Forward time: 2.2634, Backward time: 3.1556, DDP time: 0.0037, Total iter time: 6.1315 [2020-11-12 13:24:09,530][root][INFO] - ===> Epoch[33](857/26): Loss -0.1038, Sem 0.4221, dir -0.8835, norm 0.3576, swav 0.0000 LR: 9.614e-02 Score 86.764 Data time: 0.2497, Forward time: 2.2641, Backward time: 3.1552, DDP time: 0.0037, Total iter time: 6.0554 [2020-11-12 13:24:15,360][root][INFO] - ===> Epoch[33](858/26): Loss -0.0809, Sem 0.4531, dir -0.8846, norm 0.3506, swav 0.0000 LR: 9.613e-02 Score 85.642 Data time: 0.1582, Forward time: 2.2636, Backward time: 3.1558, DDP time: 0.0037, Total iter time: 5.7102 [2020-11-12 13:24:20,665][root][INFO] - ===> Epoch[34](859/26): Loss -0.0983, Sem 0.4311, dir -0.8802, norm 0.3508, swav 0.0000 LR: 9.613e-02 Score 87.539 Data time: 0.1674, Forward time: 2.2631, Backward time: 3.1557, DDP time: 0.0037, Total iter time: 5.2463 [2020-11-12 13:24:25,775][root][INFO] - ===> Epoch[34](860/26): Loss 0.1416, Sem 0.5369, dir -0.8732, norm 0.4779, swav 0.0000 LR: 9.612e-02 Score 84.446 Data time: 0.1955, Forward time: 2.2630, Backward time: 3.1551, DDP time: 0.0037, Total iter time: 5.0244 [2020-11-12 13:24:31,131][root][INFO] - ===> Epoch[34](861/26): Loss -0.1540, Sem 0.4114, dir -0.8949, norm 0.3296, swav 0.0000 LR: 9.612e-02 Score 87.429 Data time: 0.2320, Forward time: 2.2633, Backward time: 3.1542, DDP time: 0.0037, Total iter time: 5.2429 [2020-11-12 13:24:37,447][root][INFO] - ===> Epoch[34](862/26): Loss -0.0945, Sem 0.4547, dir -0.8895, norm 0.3403, swav 0.0000 LR: 9.611e-02 Score 85.513 Data time: 0.2388, Forward time: 2.2635, Backward time: 3.1546, DDP time: 0.0037, Total iter time: 6.2012 [2020-11-12 13:24:44,751][root][INFO] - ===> Epoch[34](863/26): Loss -0.1485, Sem 0.3866, dir -0.8842, norm 0.3492, swav 0.0000 LR: 9.611e-02 Score 88.897 Data time: 0.3495, Forward time: 2.2651, Backward time: 3.1546, DDP time: 0.0037, Total iter time: 7.1795 [2020-11-12 13:24:49,799][root][INFO] - ===> Epoch[34](864/26): Loss -0.1170, Sem 0.4011, dir -0.8784, norm 0.3604, swav 0.0000 LR: 9.610e-02 Score 87.630 Data time: 0.1748, Forward time: 2.2648, Backward time: 3.1540, DDP time: 0.0037, Total iter time: 4.9156 [2020-11-12 13:24:55,010][root][INFO] - ===> Epoch[34](865/26): Loss -0.0706, Sem 0.4608, dir -0.8804, norm 0.3490, swav 0.0000 LR: 9.610e-02 Score 85.783 Data time: 0.2410, Forward time: 2.2653, Backward time: 3.1529, DDP time: 0.0037, Total iter time: 5.1248 [2020-11-12 13:25:01,278][root][INFO] - ===> Epoch[34](866/26): Loss -0.0414, Sem 0.4477, dir -0.8683, norm 0.3792, swav 0.0000 LR: 9.609e-02 Score 87.105 Data time: 0.2009, Forward time: 2.2653, Backward time: 3.1534, DDP time: 0.0037, Total iter time: 6.1409 [2020-11-12 13:25:06,867][root][INFO] - ===> Epoch[34](867/26): Loss 0.0144, Sem 0.5006, dir -0.8841, norm 0.3979, swav 0.0000 LR: 9.609e-02 Score 85.034 Data time: 0.2426, Forward time: 2.2653, Backward time: 3.1531, DDP time: 0.0037, Total iter time: 5.4839 [2020-11-12 13:25:12,306][root][INFO] - ===> Epoch[34](868/26): Loss -0.0147, Sem 0.4822, dir -0.8604, norm 0.3634, swav 0.0000 LR: 9.609e-02 Score 84.973 Data time: 0.2773, Forward time: 2.2659, Backward time: 3.1521, DDP time: 0.0037, Total iter time: 5.3313 [2020-11-12 13:25:16,941][root][INFO] - ===> Epoch[34](869/26): Loss -0.1161, Sem 0.4402, dir -0.8865, norm 0.3302, swav 0.0000 LR: 9.608e-02 Score 86.295 Data time: 0.1781, Forward time: 2.2656, Backward time: 3.1511, DDP time: 0.0037, Total iter time: 4.5104 [2020-11-12 13:25:22,955][root][INFO] - ===> Epoch[34](870/26): Loss -0.0472, Sem 0.4831, dir -0.8943, norm 0.3640, swav 0.0000 LR: 9.608e-02 Score 84.942 Data time: 0.2531, Forward time: 2.2658, Backward time: 3.1511, DDP time: 0.0037, Total iter time: 5.9293 [2020-11-12 13:25:28,160][root][INFO] - ===> Epoch[34](871/26): Loss -0.0604, Sem 0.4496, dir -0.8834, norm 0.3734, swav 0.0000 LR: 9.607e-02 Score 85.954 Data time: 0.2000, Forward time: 2.2657, Backward time: 3.1503, DDP time: 0.0037, Total iter time: 5.0847 [2020-11-12 13:25:35,042][root][INFO] - ===> Epoch[34](872/26): Loss -0.0874, Sem 0.4540, dir -0.8934, norm 0.3521, swav 0.0000 LR: 9.607e-02 Score 85.918 Data time: 0.2457, Forward time: 2.2661, Backward time: 3.1512, DDP time: 0.0037, Total iter time: 6.7942 [2020-11-12 13:25:40,926][root][INFO] - ===> Epoch[34](873/26): Loss -0.0833, Sem 0.4204, dir -0.8683, norm 0.3646, swav 0.0000 LR: 9.606e-02 Score 87.144 Data time: 0.1823, Forward time: 2.2657, Backward time: 3.1516, DDP time: 0.0037, Total iter time: 5.7575 [2020-11-12 13:25:46,544][root][INFO] - ===> Epoch[34](874/26): Loss -0.0830, Sem 0.4474, dir -0.8830, norm 0.3526, swav 0.0000 LR: 9.606e-02 Score 85.945 Data time: 0.2319, Forward time: 2.2657, Backward time: 3.1514, DDP time: 0.0037, Total iter time: 5.5339 [2020-11-12 13:25:52,526][root][INFO] - ===> Epoch[34](875/26): Loss -0.0084, Sem 0.4632, dir -0.8769, norm 0.4052, swav 0.0000 LR: 9.605e-02 Score 85.475 Data time: 0.2732, Forward time: 2.2666, Backward time: 3.1507, DDP time: 0.0037, Total iter time: 5.8638 [2020-11-12 13:25:58,495][root][INFO] - ===> Epoch[34](876/26): Loss -0.0896, Sem 0.4260, dir -0.8829, norm 0.3673, swav 0.0000 LR: 9.605e-02 Score 86.603 Data time: 0.1751, Forward time: 2.2661, Backward time: 3.1513, DDP time: 0.0037, Total iter time: 5.8189 [2020-11-12 13:26:04,527][root][INFO] - ===> Epoch[34](877/26): Loss -0.0680, Sem 0.4423, dir -0.8910, norm 0.3807, swav 0.0000 LR: 9.604e-02 Score 86.165 Data time: 0.2170, Forward time: 2.2663, Backward time: 3.1514, DDP time: 0.0037, Total iter time: 5.9611 [2020-11-12 13:26:09,394][root][INFO] - ===> Epoch[34](878/26): Loss -0.0699, Sem 0.4433, dir -0.8875, norm 0.3743, swav 0.0000 LR: 9.604e-02 Score 86.121 Data time: 0.2168, Forward time: 2.2665, Backward time: 3.1501, DDP time: 0.0037, Total iter time: 4.7294 [2020-11-12 13:26:15,137][root][INFO] - ===> Epoch[34](879/26): Loss -0.0120, Sem 0.4923, dir -0.8819, norm 0.3775, swav 0.0000 LR: 9.604e-02 Score 84.910 Data time: 0.1620, Forward time: 2.2660, Backward time: 3.1506, DDP time: 0.0037, Total iter time: 5.6488 [2020-11-12 13:26:21,063][root][INFO] - ===> Epoch[34](880/26): Loss -0.0672, Sem 0.4764, dir -0.8835, norm 0.3398, swav 0.0000 LR: 9.603e-02 Score 84.429 Data time: 0.1774, Forward time: 2.2656, Backward time: 3.1512, DDP time: 0.0037, Total iter time: 5.8552 [2020-11-12 13:26:26,330][root][INFO] - ===> Epoch[34](881/26): Loss -0.1167, Sem 0.4133, dir -0.8825, norm 0.3525, swav 0.0000 LR: 9.603e-02 Score 87.425 Data time: 0.2465, Forward time: 2.2661, Backward time: 3.1501, DDP time: 0.0037, Total iter time: 5.1651 [2020-11-12 13:26:32,279][root][INFO] - ===> Epoch[34](882/26): Loss -0.0454, Sem 0.4475, dir -0.8819, norm 0.3890, swav 0.0000 LR: 9.602e-02 Score 86.496 Data time: 0.1697, Forward time: 2.2657, Backward time: 3.1507, DDP time: 0.0037, Total iter time: 5.8308 [2020-11-12 13:26:37,990][root][INFO] - ===> Epoch[34](883/26): Loss -0.0807, Sem 0.4418, dir -0.8852, norm 0.3627, swav 0.0000 LR: 9.602e-02 Score 86.201 Data time: 0.1701, Forward time: 2.2650, Backward time: 3.1512, DDP time: 0.0037, Total iter time: 5.6311 [2020-11-12 13:26:43,069][root][INFO] - ===> Epoch[34](884/26): Loss -0.1752, Sem 0.3817, dir -0.8982, norm 0.3414, swav 0.0000 LR: 9.601e-02 Score 88.167 Data time: 0.2332, Forward time: 2.2655, Backward time: 3.1500, DDP time: 0.0037, Total iter time: 5.0244 [2020-11-12 13:26:50,537][root][INFO] - ===> Epoch[35](885/26): Loss -0.0053, Sem 0.5079, dir -0.8810, norm 0.3678, swav 0.0000 LR: 9.601e-02 Score 84.317 Data time: 0.1972, Forward time: 2.2654, Backward time: 3.1519, DDP time: 0.0037, Total iter time: 7.3442 [2020-11-12 13:26:56,471][root][INFO] - ===> Epoch[35](886/26): Loss -0.0447, Sem 0.4382, dir -0.8764, norm 0.3935, swav 0.0000 LR: 9.600e-02 Score 86.951 Data time: 0.2413, Forward time: 2.2657, Backward time: 3.1518, DDP time: 0.0037, Total iter time: 5.8328 [2020-11-12 13:27:01,517][root][INFO] - ===> Epoch[35](887/26): Loss -0.1223, Sem 0.4164, dir -0.8727, norm 0.3340, swav 0.0000 LR: 9.600e-02 Score 87.260 Data time: 0.2378, Forward time: 2.2659, Backward time: 3.1506, DDP time: 0.0037, Total iter time: 4.9396 [2020-11-12 13:27:07,266][root][INFO] - ===> Epoch[35](888/26): Loss -0.1053, Sem 0.4323, dir -0.8903, norm 0.3526, swav 0.0000 LR: 9.600e-02 Score 86.520 Data time: 0.2706, Forward time: 2.2667, Backward time: 3.1498, DDP time: 0.0037, Total iter time: 5.6495 [2020-11-12 13:27:14,624][root][INFO] - ===> Epoch[35](889/26): Loss -0.1202, Sem 0.4060, dir -0.8801, norm 0.3539, swav 0.0000 LR: 9.599e-02 Score 88.009 Data time: 0.1979, Forward time: 2.2666, Backward time: 3.1515, DDP time: 0.0037, Total iter time: 7.2305 [2020-11-12 13:27:20,592][root][INFO] - ===> Epoch[35](890/26): Loss -0.0550, Sem 0.4850, dir -0.8886, norm 0.3486, swav 0.0000 LR: 9.599e-02 Score 84.775 Data time: 0.2250, Forward time: 2.2667, Backward time: 3.1514, DDP time: 0.0037, Total iter time: 5.8624 [2020-11-12 13:27:26,108][root][INFO] - ===> Epoch[35](891/26): Loss -0.0438, Sem 0.4778, dir -0.8827, norm 0.3612, swav 0.0000 LR: 9.598e-02 Score 85.209 Data time: 0.1854, Forward time: 2.2665, Backward time: 3.1513, DDP time: 0.0037, Total iter time: 5.4162 [2020-11-12 13:27:31,513][root][INFO] - ===> Epoch[35](892/26): Loss -0.0725, Sem 0.4469, dir -0.8875, norm 0.3681, swav 0.0000 LR: 9.598e-02 Score 86.137 Data time: 0.2286, Forward time: 2.2663, Backward time: 3.1511, DDP time: 0.0037, Total iter time: 5.3020 [2020-11-12 13:27:37,568][root][INFO] - ===> Epoch[35](893/26): Loss -0.0993, Sem 0.4474, dir -0.8911, norm 0.3445, swav 0.0000 LR: 9.597e-02 Score 85.690 Data time: 0.2232, Forward time: 2.2666, Backward time: 3.1511, DDP time: 0.0037, Total iter time: 5.9484 [2020-11-12 13:27:42,638][root][INFO] - ===> Epoch[35](894/26): Loss -0.0146, Sem 0.4769, dir -0.8778, norm 0.3863, swav 0.0000 LR: 9.597e-02 Score 85.591 Data time: 0.2071, Forward time: 2.2665, Backward time: 3.1503, DDP time: 0.0037, Total iter time: 4.9358 [2020-11-12 13:27:47,875][root][INFO] - ===> Epoch[35](895/26): Loss -0.0682, Sem 0.4459, dir -0.8798, norm 0.3658, swav 0.0000 LR: 9.596e-02 Score 86.427 Data time: 0.2190, Forward time: 2.2667, Backward time: 3.1496, DDP time: 0.0037, Total iter time: 5.1278 [2020-11-12 13:27:54,424][root][INFO] - ===> Epoch[35](896/26): Loss -0.1356, Sem 0.4017, dir -0.8868, norm 0.3495, swav 0.0000 LR: 9.596e-02 Score 87.114 Data time: 0.1974, Forward time: 2.2666, Backward time: 3.1505, DDP time: 0.0037, Total iter time: 6.4274 [2020-11-12 13:27:59,705][root][INFO] - ===> Epoch[35](897/26): Loss -0.0792, Sem 0.4265, dir -0.8759, norm 0.3703, swav 0.0000 LR: 9.595e-02 Score 86.765 Data time: 0.1764, Forward time: 2.2662, Backward time: 3.1502, DDP time: 0.0037, Total iter time: 5.1761 [2020-11-12 13:28:04,498][root][INFO] - ===> Epoch[35](898/26): Loss -0.0692, Sem 0.4529, dir -0.8874, norm 0.3653, swav 0.0000 LR: 9.595e-02 Score 86.457 Data time: 0.2130, Forward time: 2.2662, Backward time: 3.1492, DDP time: 0.0037, Total iter time: 4.7094 [2020-11-12 13:28:10,278][root][INFO] - ===> Epoch[35](899/26): Loss -0.0261, Sem 0.4721, dir -0.8730, norm 0.3749, swav 0.0000 LR: 9.595e-02 Score 86.080 Data time: 0.1938, Forward time: 2.2660, Backward time: 3.1493, DDP time: 0.0037, Total iter time: 5.6605 [2020-11-12 13:28:16,594][root][INFO] - ===> Epoch[35](900/26): Loss -0.0338, Sem 0.4657, dir -0.8791, norm 0.3797, swav 0.0000 LR: 9.594e-02 Score 85.545 Data time: 0.1703, Forward time: 2.2655, Backward time: 3.1503, DDP time: 0.0037, Total iter time: 6.2115 [2020-11-12 13:28:23,467][root][INFO] - ===> Epoch[35](901/26): Loss -0.0677, Sem 0.4300, dir -0.8798, norm 0.3821, swav 0.0000 LR: 9.594e-02 Score 87.016 Data time: 0.2259, Forward time: 2.2658, Backward time: 3.1512, DDP time: 0.0037, Total iter time: 6.7761 [2020-11-12 13:28:29,447][root][INFO] - ===> Epoch[35](902/26): Loss -0.2575, Sem 0.3439, dir -0.9069, norm 0.3055, swav 0.0000 LR: 9.593e-02 Score 89.001 Data time: 0.2044, Forward time: 2.2658, Backward time: 3.1514, DDP time: 0.0037, Total iter time: 5.8453 [2020-11-12 13:28:34,900][root][INFO] - ===> Epoch[35](903/26): Loss -0.0407, Sem 0.4746, dir -0.8729, norm 0.3576, swav 0.0000 LR: 9.593e-02 Score 86.022 Data time: 0.2360, Forward time: 2.2657, Backward time: 3.1511, DDP time: 0.0037, Total iter time: 5.3531 [2020-11-12 13:28:40,440][root][INFO] - ===> Epoch[35](904/26): Loss -0.0455, Sem 0.4624, dir -0.8841, norm 0.3763, swav 0.0000 LR: 9.592e-02 Score 85.681 Data time: 0.2419, Forward time: 2.2656, Backward time: 3.1509, DDP time: 0.0037, Total iter time: 5.4396 [2020-11-12 13:28:45,735][root][INFO] - ===> Epoch[35](905/26): Loss 0.0725, Sem 0.5674, dir -0.8778, norm 0.3829, swav 0.0000 LR: 9.592e-02 Score 83.379 Data time: 0.2468, Forward time: 2.2660, Backward time: 3.1500, DDP time: 0.0037, Total iter time: 5.1972 [2020-11-12 13:28:51,935][root][INFO] - ===> Epoch[35](906/26): Loss -0.0728, Sem 0.4260, dir -0.8862, norm 0.3874, swav 0.0000 LR: 9.591e-02 Score 86.874 Data time: 0.3253, Forward time: 2.2670, Backward time: 3.1493, DDP time: 0.0037, Total iter time: 6.0948 [2020-11-12 13:28:58,029][root][INFO] - ===> Epoch[35](907/26): Loss -0.0652, Sem 0.4338, dir -0.8729, norm 0.3739, swav 0.0000 LR: 9.591e-02 Score 86.036 Data time: 0.2725, Forward time: 2.2676, Backward time: 3.1489, DDP time: 0.0037, Total iter time: 5.9276 [2020-11-12 13:29:03,241][root][INFO] - ===> Epoch[35](908/26): Loss -0.0798, Sem 0.4221, dir -0.8784, norm 0.3766, swav 0.0000 LR: 9.590e-02 Score 86.652 Data time: 0.1721, Forward time: 2.2674, Backward time: 3.1485, DDP time: 0.0037, Total iter time: 5.1035 [2020-11-12 13:29:08,013][root][INFO] - ===> Epoch[35](909/26): Loss -0.0611, Sem 0.4673, dir -0.8811, norm 0.3527, swav 0.0000 LR: 9.590e-02 Score 86.341 Data time: 0.1531, Forward time: 2.2667, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 4.6805 [2020-11-12 13:29:13,650][root][INFO] - ===> Epoch[35](910/26): Loss -0.0732, Sem 0.4701, dir -0.8757, norm 0.3324, swav 0.0000 LR: 9.590e-02 Score 85.457 Data time: 0.1528, Forward time: 2.2659, Backward time: 3.1487, DDP time: 0.0037, Total iter time: 5.5652 [2020-11-12 13:29:19,464][root][INFO] - ===> Epoch[36](911/26): Loss -0.0638, Sem 0.4285, dir -0.8886, norm 0.3962, swav 0.0000 LR: 9.589e-02 Score 86.810 Data time: 0.2928, Forward time: 2.2666, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 5.7286 [2020-11-12 13:29:24,297][root][INFO] - ===> Epoch[36](912/26): Loss 0.0275, Sem 0.5319, dir -0.8726, norm 0.3682, swav 0.0000 LR: 9.589e-02 Score 84.362 Data time: 0.2111, Forward time: 2.2667, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 4.7166 [2020-11-12 13:29:30,403][root][INFO] - ===> Epoch[36](913/26): Loss -0.0789, Sem 0.4597, dir -0.8931, norm 0.3546, swav 0.0000 LR: 9.588e-02 Score 85.324 Data time: 0.1948, Forward time: 2.2666, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 6.0022 [2020-11-12 13:29:36,387][root][INFO] - ===> Epoch[36](914/26): Loss -0.0911, Sem 0.4483, dir -0.8789, norm 0.3396, swav 0.0000 LR: 9.588e-02 Score 85.754 Data time: 0.1822, Forward time: 2.2660, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 5.8758 [2020-11-12 13:29:42,943][root][INFO] - ===> Epoch[36](915/26): Loss -0.0146, Sem 0.5084, dir -0.8791, norm 0.3561, swav 0.0000 LR: 9.587e-02 Score 84.329 Data time: 0.3376, Forward time: 2.2671, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 6.4724 [2020-11-12 13:29:50,326][root][INFO] - ===> Epoch[36](916/26): Loss -0.1601, Sem 0.4068, dir -0.8922, norm 0.3252, swav 0.0000 LR: 9.587e-02 Score 87.125 Data time: 0.2925, Forward time: 2.2678, Backward time: 3.1485, DDP time: 0.0037, Total iter time: 7.2675 [2020-11-12 13:29:55,995][root][INFO] - ===> Epoch[36](917/26): Loss -0.1259, Sem 0.4406, dir -0.8936, norm 0.3270, swav 0.0000 LR: 9.586e-02 Score 86.928 Data time: 0.1629, Forward time: 2.2673, Backward time: 3.1488, DDP time: 0.0037, Total iter time: 5.5308 [2020-11-12 13:30:01,368][root][INFO] - ===> Epoch[36](918/26): Loss 0.0107, Sem 0.5033, dir -0.8768, norm 0.3841, swav 0.0000 LR: 9.586e-02 Score 84.187 Data time: 0.2423, Forward time: 2.2675, Backward time: 3.1481, DDP time: 0.0037, Total iter time: 5.2698 [2020-11-12 13:30:07,391][root][INFO] - ===> Epoch[36](919/26): Loss -0.0510, Sem 0.4463, dir -0.8793, norm 0.3819, swav 0.0000 LR: 9.586e-02 Score 86.714 Data time: 0.2712, Forward time: 2.2684, Backward time: 3.1475, DDP time: 0.0037, Total iter time: 5.9046 [2020-11-12 13:30:13,051][root][INFO] - ===> Epoch[36](920/26): Loss -0.0972, Sem 0.4121, dir -0.8729, norm 0.3636, swav 0.0000 LR: 9.585e-02 Score 86.722 Data time: 0.1634, Forward time: 2.2678, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 5.5333 [2020-11-12 13:30:18,692][root][INFO] - ===> Epoch[36](921/26): Loss -0.0670, Sem 0.4277, dir -0.8798, norm 0.3851, swav 0.0000 LR: 9.585e-02 Score 86.488 Data time: 0.1935, Forward time: 2.2677, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 5.5424 [2020-11-12 13:30:24,147][root][INFO] - ===> Epoch[36](922/26): Loss -0.0668, Sem 0.4572, dir -0.8876, norm 0.3636, swav 0.0000 LR: 9.584e-02 Score 86.141 Data time: 0.2227, Forward time: 2.2677, Backward time: 3.1474, DDP time: 0.0037, Total iter time: 5.3291 [2020-11-12 13:30:29,512][root][INFO] - ===> Epoch[36](923/26): Loss -0.0470, Sem 0.4514, dir -0.8915, norm 0.3931, swav 0.0000 LR: 9.584e-02 Score 85.812 Data time: 0.2490, Forward time: 2.2682, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.2537 [2020-11-12 13:30:34,489][root][INFO] - ===> Epoch[36](924/26): Loss -0.1192, Sem 0.4211, dir -0.8975, norm 0.3572, swav 0.0000 LR: 9.583e-02 Score 86.913 Data time: 0.1922, Forward time: 2.2682, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 4.8538 [2020-11-12 13:30:39,163][root][INFO] - ===> Epoch[36](925/26): Loss -0.1250, Sem 0.4474, dir -0.8978, norm 0.3254, swav 0.0000 LR: 9.583e-02 Score 86.095 Data time: 0.2011, Forward time: 2.2681, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 4.5863 [2020-11-12 13:30:45,041][root][INFO] - ===> Epoch[36](926/26): Loss -0.0473, Sem 0.4747, dir -0.8771, norm 0.3551, swav 0.0000 LR: 9.582e-02 Score 85.374 Data time: 0.1974, Forward time: 2.2679, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 5.7705 [2020-11-12 13:30:50,928][root][INFO] - ===> Epoch[36](927/26): Loss -0.0512, Sem 0.4459, dir -0.8780, norm 0.3808, swav 0.0000 LR: 9.582e-02 Score 86.329 Data time: 0.2405, Forward time: 2.2680, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 5.7926 [2020-11-12 13:30:59,226][root][INFO] - ===> Epoch[36](928/26): Loss -0.0563, Sem 0.4527, dir -0.8714, norm 0.3624, swav 0.0000 LR: 9.581e-02 Score 86.381 Data time: 0.3142, Forward time: 2.2691, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 8.1882 [2020-11-12 13:31:05,210][root][INFO] - ===> Epoch[36](929/26): Loss -0.0781, Sem 0.4542, dir -0.9004, norm 0.3680, swav 0.0000 LR: 9.581e-02 Score 85.398 Data time: 0.2498, Forward time: 2.2694, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 5.8325 [2020-11-12 13:31:10,855][root][INFO] - ===> Epoch[36](930/26): Loss -0.2050, Sem 0.3893, dir -0.9089, norm 0.3146, swav 0.0000 LR: 9.581e-02 Score 88.274 Data time: 0.2373, Forward time: 2.2699, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.5303 [2020-11-12 13:31:15,442][root][INFO] - ===> Epoch[36](931/26): Loss -0.0869, Sem 0.4355, dir -0.8864, norm 0.3641, swav 0.0000 LR: 9.580e-02 Score 85.900 Data time: 0.1671, Forward time: 2.2696, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 4.4410 [2020-11-12 13:31:22,039][root][INFO] - ===> Epoch[36](932/26): Loss -0.0493, Sem 0.4694, dir -0.8793, norm 0.3606, swav 0.0000 LR: 9.580e-02 Score 85.215 Data time: 0.1924, Forward time: 2.2693, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.4795 [2020-11-12 13:31:27,609][root][INFO] - ===> Epoch[36](933/26): Loss -0.0520, Sem 0.4449, dir -0.8852, norm 0.3883, swav 0.0000 LR: 9.579e-02 Score 86.516 Data time: 0.2491, Forward time: 2.2699, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.4560 [2020-11-12 13:31:33,850][root][INFO] - ===> Epoch[36](934/26): Loss -0.1284, Sem 0.4211, dir -0.8979, norm 0.3483, swav 0.0000 LR: 9.579e-02 Score 86.752 Data time: 0.1897, Forward time: 2.2697, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 6.1065 [2020-11-12 13:31:39,190][root][INFO] - ===> Epoch[36](935/26): Loss -0.0996, Sem 0.4266, dir -0.8888, norm 0.3626, swav 0.0000 LR: 9.578e-02 Score 86.109 Data time: 0.2547, Forward time: 2.2701, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.2427 [2020-11-12 13:31:47,128][root][INFO] - ===> Epoch[36](936/26): Loss -0.0303, Sem 0.4687, dir -0.8877, norm 0.3887, swav 0.0000 LR: 9.578e-02 Score 86.141 Data time: 0.2091, Forward time: 2.2704, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 7.8210 [2020-11-12 13:31:52,650][root][INFO] - ===> Epoch[37](937/26): Loss -0.0900, Sem 0.4284, dir -0.8795, norm 0.3612, swav 0.0000 LR: 9.577e-02 Score 85.491 Data time: 0.1501, Forward time: 2.2697, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.4171 [2020-11-12 13:31:59,668][root][INFO] - ===> Epoch[37](938/26): Loss 0.0048, Sem 0.4736, dir -0.8848, norm 0.4160, swav 0.0000 LR: 9.577e-02 Score 86.443 Data time: 0.2149, Forward time: 2.2696, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 6.9302 [2020-11-12 13:32:06,827][root][INFO] - ===> Epoch[37](939/26): Loss -0.1500, Sem 0.4039, dir -0.8887, norm 0.3348, swav 0.0000 LR: 9.576e-02 Score 87.053 Data time: 0.2692, Forward time: 2.2702, Backward time: 3.1488, DDP time: 0.0037, Total iter time: 7.0500 [2020-11-12 13:32:13,519][root][INFO] - ===> Epoch[37](940/26): Loss -0.1298, Sem 0.4179, dir -0.8930, norm 0.3453, swav 0.0000 LR: 9.576e-02 Score 87.481 Data time: 0.1884, Forward time: 2.2699, Backward time: 3.1500, DDP time: 0.0037, Total iter time: 6.5546 [2020-11-12 13:32:19,843][root][INFO] - ===> Epoch[37](941/26): Loss -0.0363, Sem 0.4342, dir -0.8733, norm 0.4028, swav 0.0000 LR: 9.576e-02 Score 87.609 Data time: 0.2798, Forward time: 2.2708, Backward time: 3.1496, DDP time: 0.0037, Total iter time: 6.2463 [2020-11-12 13:32:25,704][root][INFO] - ===> Epoch[37](942/26): Loss -0.1351, Sem 0.4052, dir -0.8788, norm 0.3385, swav 0.0000 LR: 9.575e-02 Score 87.779 Data time: 0.2345, Forward time: 2.2713, Backward time: 3.1492, DDP time: 0.0037, Total iter time: 5.7483 [2020-11-12 13:32:31,078][root][INFO] - ===> Epoch[37](943/26): Loss -0.1213, Sem 0.4224, dir -0.8927, norm 0.3490, swav 0.0000 LR: 9.575e-02 Score 87.243 Data time: 0.1763, Forward time: 2.2709, Backward time: 3.1490, DDP time: 0.0037, Total iter time: 5.2345 [2020-11-12 13:32:36,075][root][INFO] - ===> Epoch[37](944/26): Loss -0.1676, Sem 0.3807, dir -0.8787, norm 0.3304, swav 0.0000 LR: 9.574e-02 Score 87.824 Data time: 0.2393, Forward time: 2.2709, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 4.9139 [2020-11-12 13:32:41,759][root][INFO] - ===> Epoch[37](945/26): Loss -0.1310, Sem 0.4077, dir -0.8786, norm 0.3399, swav 0.0000 LR: 9.574e-02 Score 86.568 Data time: 0.2096, Forward time: 2.2708, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.5786 [2020-11-12 13:32:46,444][root][INFO] - ===> Epoch[37](946/26): Loss -0.0802, Sem 0.4266, dir -0.8918, norm 0.3850, swav 0.0000 LR: 9.573e-02 Score 86.899 Data time: 0.1821, Forward time: 2.2705, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 4.5846 [2020-11-12 13:32:52,532][root][INFO] - ===> Epoch[37](947/26): Loss -0.1158, Sem 0.4094, dir -0.8802, norm 0.3550, swav 0.0000 LR: 9.573e-02 Score 87.520 Data time: 0.2039, Forward time: 2.2705, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 6.0051 [2020-11-12 13:32:57,048][root][INFO] - ===> Epoch[37](948/26): Loss -0.1335, Sem 0.4142, dir -0.8854, norm 0.3377, swav 0.0000 LR: 9.572e-02 Score 87.982 Data time: 0.1975, Forward time: 2.2704, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 4.4016 [2020-11-12 13:33:02,757][root][INFO] - ===> Epoch[37](949/26): Loss 0.0370, Sem 0.5485, dir -0.8788, norm 0.3673, swav 0.0000 LR: 9.572e-02 Score 82.754 Data time: 0.2041, Forward time: 2.2702, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.6252 [2020-11-12 13:33:08,077][root][INFO] - ===> Epoch[37](950/26): Loss -0.1727, Sem 0.3791, dir -0.8861, norm 0.3343, swav 0.0000 LR: 9.571e-02 Score 88.014 Data time: 0.2813, Forward time: 2.2705, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 5.2201 [2020-11-12 13:33:13,917][root][INFO] - ===> Epoch[37](951/26): Loss -0.2265, Sem 0.3654, dir -0.9007, norm 0.3088, swav 0.0000 LR: 9.571e-02 Score 88.535 Data time: 0.2389, Forward time: 2.2708, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.7273 [2020-11-12 13:33:19,866][root][INFO] - ===> Epoch[37](952/26): Loss -0.0452, Sem 0.4657, dir -0.8826, norm 0.3717, swav 0.0000 LR: 9.571e-02 Score 85.280 Data time: 0.2017, Forward time: 2.2708, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.8364 [2020-11-12 13:33:25,620][root][INFO] - ===> Epoch[37](953/26): Loss -0.0067, Sem 0.4634, dir -0.8666, norm 0.3965, swav 0.0000 LR: 9.570e-02 Score 85.340 Data time: 0.1708, Forward time: 2.2704, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.6639 [2020-11-12 13:33:31,986][root][INFO] - ===> Epoch[37](954/26): Loss -0.1125, Sem 0.4175, dir -0.8832, norm 0.3532, swav 0.0000 LR: 9.570e-02 Score 87.754 Data time: 0.1773, Forward time: 2.2701, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 6.2905 [2020-11-12 13:33:37,459][root][INFO] - ===> Epoch[37](955/26): Loss -0.0395, Sem 0.4528, dir -0.8706, norm 0.3784, swav 0.0000 LR: 9.569e-02 Score 85.941 Data time: 0.1782, Forward time: 2.2699, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.3604 [2020-11-12 13:33:42,261][root][INFO] - ===> Epoch[37](956/26): Loss -0.1261, Sem 0.4480, dir -0.8843, norm 0.3102, swav 0.0000 LR: 9.569e-02 Score 85.901 Data time: 0.1893, Forward time: 2.2696, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 4.7069 [2020-11-12 13:33:47,233][root][INFO] - ===> Epoch[37](957/26): Loss -0.1294, Sem 0.3989, dir -0.8902, norm 0.3619, swav 0.0000 LR: 9.568e-02 Score 87.707 Data time: 0.2268, Forward time: 2.2697, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 4.8579 [2020-11-12 13:33:53,717][root][INFO] - ===> Epoch[37](958/26): Loss -0.1067, Sem 0.3961, dir -0.8809, norm 0.3781, swav 0.0000 LR: 9.568e-02 Score 88.249 Data time: 0.2519, Forward time: 2.2703, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 6.3673 [2020-11-12 13:34:00,002][root][INFO] - ===> Epoch[37](959/26): Loss -0.1260, Sem 0.4245, dir -0.8987, norm 0.3482, swav 0.0000 LR: 9.567e-02 Score 87.000 Data time: 0.2242, Forward time: 2.2705, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 6.1473 [2020-11-12 13:34:05,456][root][INFO] - ===> Epoch[37](960/26): Loss -0.0891, Sem 0.4443, dir -0.8825, norm 0.3491, swav 0.0000 LR: 9.567e-02 Score 86.454 Data time: 0.1335, Forward time: 2.2696, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 5.3388 [2020-11-12 13:34:10,157][root][INFO] - ===> Epoch[37](961/26): Loss -0.0897, Sem 0.4578, dir -0.8878, norm 0.3403, swav 0.0000 LR: 9.567e-02 Score 86.079 Data time: 0.2140, Forward time: 2.2696, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 4.6267 [2020-11-12 13:34:16,698][root][INFO] - ===> Epoch[37](962/26): Loss -0.0893, Sem 0.4372, dir -0.8911, norm 0.3646, swav 0.0000 LR: 9.566e-02 Score 86.071 Data time: 0.2605, Forward time: 2.2695, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.4401 [2020-11-12 13:34:23,373][root][INFO] - ===> Epoch[38](963/26): Loss -0.1134, Sem 0.4392, dir -0.8899, norm 0.3374, swav 0.0000 LR: 9.566e-02 Score 86.479 Data time: 0.2446, Forward time: 2.2697, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 6.5767 [2020-11-12 13:34:29,491][root][INFO] - ===> Epoch[38](964/26): Loss -0.0964, Sem 0.4540, dir -0.8876, norm 0.3373, swav 0.0000 LR: 9.565e-02 Score 85.866 Data time: 0.2807, Forward time: 2.2707, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.0090 [2020-11-12 13:34:36,359][root][INFO] - ===> Epoch[38](965/26): Loss -0.1585, Sem 0.3974, dir -0.8935, norm 0.3376, swav 0.0000 LR: 9.565e-02 Score 87.704 Data time: 0.1845, Forward time: 2.2704, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 6.7279 [2020-11-12 13:34:41,641][root][INFO] - ===> Epoch[38](966/26): Loss -0.1559, Sem 0.3948, dir -0.8837, norm 0.3330, swav 0.0000 LR: 9.564e-02 Score 87.812 Data time: 0.2301, Forward time: 2.2708, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 5.1749 [2020-11-12 13:34:47,302][root][INFO] - ===> Epoch[38](967/26): Loss -0.0308, Sem 0.4519, dir -0.8860, norm 0.4033, swav 0.0000 LR: 9.564e-02 Score 86.529 Data time: 0.1947, Forward time: 2.2708, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 5.5355 [2020-11-12 13:34:53,039][root][INFO] - ===> Epoch[38](968/26): Loss -0.1785, Sem 0.3915, dir -0.8959, norm 0.3259, swav 0.0000 LR: 9.563e-02 Score 87.695 Data time: 0.1783, Forward time: 2.2705, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.6133 [2020-11-12 13:34:58,291][root][INFO] - ===> Epoch[38](969/26): Loss -0.1664, Sem 0.3979, dir -0.8924, norm 0.3281, swav 0.0000 LR: 9.563e-02 Score 87.577 Data time: 0.1797, Forward time: 2.2702, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 5.1680 [2020-11-12 13:35:04,575][root][INFO] - ===> Epoch[38](970/26): Loss -0.2160, Sem 0.3721, dir -0.9079, norm 0.3198, swav 0.0000 LR: 9.562e-02 Score 87.962 Data time: 0.1895, Forward time: 2.2700, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 6.1953 [2020-11-12 13:35:11,368][root][INFO] - ===> Epoch[38](971/26): Loss -0.1027, Sem 0.4441, dir -0.8941, norm 0.3472, swav 0.0000 LR: 9.562e-02 Score 86.159 Data time: 0.2086, Forward time: 2.2700, Backward time: 3.1474, DDP time: 0.0037, Total iter time: 6.6716 [2020-11-12 13:35:16,344][root][INFO] - ===> Epoch[38](972/26): Loss -0.2067, Sem 0.3705, dir -0.8979, norm 0.3207, swav 0.0000 LR: 9.562e-02 Score 88.443 Data time: 0.2082, Forward time: 2.2699, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 4.8580 [2020-11-12 13:35:23,427][root][INFO] - ===> Epoch[38](973/26): Loss -0.1574, Sem 0.3925, dir -0.8945, norm 0.3446, swav 0.0000 LR: 9.561e-02 Score 88.549 Data time: 0.1957, Forward time: 2.2698, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 6.9927 [2020-11-12 13:35:28,545][root][INFO] - ===> Epoch[38](974/26): Loss -0.1627, Sem 0.4193, dir -0.9002, norm 0.3183, swav 0.0000 LR: 9.561e-02 Score 86.741 Data time: 0.1434, Forward time: 2.2692, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 5.0027 [2020-11-12 13:35:34,227][root][INFO] - ===> Epoch[38](975/26): Loss -0.1044, Sem 0.4237, dir -0.8877, norm 0.3597, swav 0.0000 LR: 9.560e-02 Score 87.004 Data time: 0.1825, Forward time: 2.2689, Backward time: 3.1482, DDP time: 0.0037, Total iter time: 5.6110 [2020-11-12 13:35:39,551][root][INFO] - ===> Epoch[38](976/26): Loss -0.1442, Sem 0.4192, dir -0.8967, norm 0.3332, swav 0.0000 LR: 9.560e-02 Score 86.883 Data time: 0.2130, Forward time: 2.2688, Backward time: 3.1478, DDP time: 0.0037, Total iter time: 5.2380 [2020-11-12 13:35:44,915][root][INFO] - ===> Epoch[38](977/26): Loss -0.1312, Sem 0.4022, dir -0.8842, norm 0.3509, swav 0.0000 LR: 9.559e-02 Score 87.195 Data time: 0.2612, Forward time: 2.2693, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.2660 [2020-11-12 13:35:51,177][root][INFO] - ===> Epoch[38](978/26): Loss -0.1487, Sem 0.4231, dir -0.8981, norm 0.3264, swav 0.0000 LR: 9.559e-02 Score 87.049 Data time: 0.2527, Forward time: 2.2697, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 6.1418 [2020-11-12 13:35:57,403][root][INFO] - ===> Epoch[38](979/26): Loss -0.0157, Sem 0.4960, dir -0.8825, norm 0.3709, swav 0.0000 LR: 9.558e-02 Score 84.853 Data time: 0.2815, Forward time: 2.2706, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 6.1046 [2020-11-12 13:36:03,440][root][INFO] - ===> Epoch[38](980/26): Loss -0.1277, Sem 0.4296, dir -0.8935, norm 0.3362, swav 0.0000 LR: 9.558e-02 Score 86.484 Data time: 0.1654, Forward time: 2.2701, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.9184 [2020-11-12 13:36:10,020][root][INFO] - ===> Epoch[38](981/26): Loss -0.1497, Sem 0.4138, dir -0.8908, norm 0.3273, swav 0.0000 LR: 9.557e-02 Score 87.173 Data time: 0.2695, Forward time: 2.2708, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 6.4691 [2020-11-12 13:36:15,934][root][INFO] - ===> Epoch[38](982/26): Loss -0.1149, Sem 0.3834, dir -0.8871, norm 0.3888, swav 0.0000 LR: 9.557e-02 Score 88.134 Data time: 0.2330, Forward time: 2.2711, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.7804 [2020-11-12 13:36:20,817][root][INFO] - ===> Epoch[38](983/26): Loss -0.1530, Sem 0.3727, dir -0.8804, norm 0.3547, swav 0.0000 LR: 9.557e-02 Score 88.380 Data time: 0.2029, Forward time: 2.2707, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 4.7547 [2020-11-12 13:36:26,349][root][INFO] - ===> Epoch[38](984/26): Loss 0.0140, Sem 0.5415, dir -0.8868, norm 0.3593, swav 0.0000 LR: 9.556e-02 Score 83.268 Data time: 0.1661, Forward time: 2.2703, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.4432 [2020-11-12 13:36:32,110][root][INFO] - ===> Epoch[38](985/26): Loss -0.2298, Sem 0.3428, dir -0.8987, norm 0.3260, swav 0.0000 LR: 9.556e-02 Score 89.766 Data time: 0.2073, Forward time: 2.2705, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.6603 [2020-11-12 13:36:37,437][root][INFO] - ===> Epoch[38](986/26): Loss -0.0449, Sem 0.4699, dir -0.8774, norm 0.3625, swav 0.0000 LR: 9.555e-02 Score 86.153 Data time: 0.1723, Forward time: 2.2700, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 5.1901 [2020-11-12 13:36:43,859][root][INFO] - ===> Epoch[38](987/26): Loss -0.0074, Sem 0.4612, dir -0.8799, norm 0.4113, swav 0.0000 LR: 9.555e-02 Score 85.952 Data time: 0.2955, Forward time: 2.2708, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 6.3055 [2020-11-12 13:36:48,348][root][INFO] - ===> Epoch[38](988/26): Loss -0.1933, Sem 0.3825, dir -0.8922, norm 0.3164, swav 0.0000 LR: 9.554e-02 Score 87.867 Data time: 0.1494, Forward time: 2.2702, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 4.3410 [2020-11-12 13:36:53,266][root][INFO] - ===> Epoch[39](989/26): Loss -0.1736, Sem 0.4011, dir -0.8923, norm 0.3176, swav 0.0000 LR: 9.554e-02 Score 87.514 Data time: 0.1846, Forward time: 2.2700, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 4.8200 [2020-11-12 13:36:57,998][root][INFO] - ===> Epoch[39](990/26): Loss -0.1315, Sem 0.3992, dir -0.8846, norm 0.3538, swav 0.0000 LR: 9.553e-02 Score 88.132 Data time: 0.1795, Forward time: 2.2695, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 4.6172 [2020-11-12 13:37:03,600][root][INFO] - ===> Epoch[39](991/26): Loss -0.1452, Sem 0.4211, dir -0.8935, norm 0.3273, swav 0.0000 LR: 9.553e-02 Score 86.330 Data time: 0.2135, Forward time: 2.2696, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.5060 [2020-11-12 13:37:09,645][root][INFO] - ===> Epoch[39](992/26): Loss -0.0799, Sem 0.4501, dir -0.8907, norm 0.3607, swav 0.0000 LR: 9.552e-02 Score 85.492 Data time: 0.2277, Forward time: 2.2699, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.9074 [2020-11-12 13:37:15,375][root][INFO] - ===> Epoch[39](993/26): Loss -0.0609, Sem 0.4745, dir -0.8823, norm 0.3469, swav 0.0000 LR: 9.552e-02 Score 85.103 Data time: 0.2628, Forward time: 2.2706, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 5.6047 [2020-11-12 13:37:23,633][root][INFO] - ===> Epoch[39](994/26): Loss -0.0370, Sem 0.4584, dir -0.8786, norm 0.3832, swav 0.0000 LR: 9.552e-02 Score 85.555 Data time: 0.2112, Forward time: 2.2706, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 8.1100 [2020-11-12 13:37:28,774][root][INFO] - ===> Epoch[39](995/26): Loss -0.1389, Sem 0.4078, dir -0.8947, norm 0.3480, swav 0.0000 LR: 9.551e-02 Score 87.278 Data time: 0.1941, Forward time: 2.2703, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.0196 [2020-11-12 13:37:34,430][root][INFO] - ===> Epoch[39](996/26): Loss -0.1204, Sem 0.4143, dir -0.8867, norm 0.3520, swav 0.0000 LR: 9.551e-02 Score 87.499 Data time: 0.2704, Forward time: 2.2708, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 5.5389 [2020-11-12 13:37:39,722][root][INFO] - ===> Epoch[39](997/26): Loss -0.1885, Sem 0.3796, dir -0.8921, norm 0.3240, swav 0.0000 LR: 9.550e-02 Score 88.623 Data time: 0.1810, Forward time: 2.2706, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.1691 [2020-11-12 13:37:46,000][root][INFO] - ===> Epoch[39](998/26): Loss -0.1364, Sem 0.4306, dir -0.8930, norm 0.3260, swav 0.0000 LR: 9.550e-02 Score 86.303 Data time: 0.1658, Forward time: 2.2700, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 6.1706 [2020-11-12 13:37:51,223][root][INFO] - ===> Epoch[39](999/26): Loss 0.0060, Sem 0.4477, dir -0.8625, norm 0.4208, swav 0.0000 LR: 9.549e-02 Score 86.409 Data time: 0.1911, Forward time: 2.2700, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.1384 [2020-11-12 13:37:56,539][root][INFO] - ===> Epoch[39](1000/26): Loss -0.1149, Sem 0.4609, dir -0.8995, norm 0.3238, swav 0.0000 LR: 9.549e-02 Score 85.185 Data time: 0.1753, Forward time: 2.2697, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.1761 [2020-11-12 13:37:57,457][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 13:37:57,618][root][INFO] - ===> Start testing [2020-11-12 13:39:20,589][root][INFO] - 101/312: Data time: 0.0066, Iter time: 0.2832 Loss 0.804 (AVG: 0.543) Score 78.974 (AVG: 84.330) mIOU 58.607 mAP 72.335 mAcc 68.902 IOU: 78.416 96.244 55.281 80.101 83.845 68.566 65.855 48.501 37.607 60.145 6.404 52.980 55.092 60.762 42.734 44.256 83.184 44.996 73.336 33.840 mAP: 80.642 96.393 56.436 76.333 84.562 82.834 73.303 65.712 57.423 72.444 48.394 54.397 75.320 75.040 57.912 91.382 95.463 73.084 83.504 46.131 mAcc: 94.401 98.801 71.399 83.458 87.025 91.218 83.258 62.076 39.258 66.670 6.541 56.645 75.800 77.635 44.607 71.260 91.941 50.956 77.672 47.428 [2020-11-12 13:40:44,496][root][INFO] - 201/312: Data time: 0.0077, Iter time: 0.5538 Loss 0.359 (AVG: 0.524) Score 87.927 (AVG: 84.640) mIOU 59.347 mAP 72.099 mAcc 69.801 IOU: 79.368 96.060 50.063 80.230 84.656 71.118 64.456 50.481 40.972 63.634 7.863 48.004 53.762 60.358 36.637 51.080 86.384 53.151 76.909 31.758 mAP: 81.131 96.394 57.210 79.810 86.485 82.689 70.799 63.898 59.006 71.672 47.104 51.095 71.239 77.404 52.619 91.652 95.563 74.785 81.208 50.224 mAcc: 93.738 98.726 67.319 83.962 87.783 93.772 79.007 66.202 43.702 73.909 8.102 51.453 78.150 78.097 38.240 75.983 91.553 60.975 82.571 42.775 [2020-11-12 13:42:13,002][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.3674 Loss 1.060 (AVG: 0.522) Score 70.221 (AVG: 84.757) mIOU 58.902 mAP 71.450 mAcc 68.992 IOU: 79.945 96.105 49.594 77.604 84.638 70.422 63.772 50.739 40.227 66.456 7.490 46.294 52.542 58.564 32.221 53.550 84.348 54.343 77.829 31.357 mAP: 81.506 96.281 56.995 75.219 87.027 79.395 68.745 65.986 58.519 70.837 46.628 56.782 68.507 78.079 45.856 89.411 94.744 76.418 82.659 49.398 mAcc: 94.054 98.736 67.424 81.788 87.907 92.445 80.817 65.358 43.722 76.824 7.740 49.709 72.252 74.015 33.615 74.570 89.834 62.996 83.248 42.792 [2020-11-12 13:42:22,679][root][INFO] - 312/312: Data time: 0.0033, Iter time: 0.3745 Loss 0.441 (AVG: 0.522) Score 91.338 (AVG: 84.698) mIOU 58.733 mAP 71.272 mAcc 68.914 IOU: 79.811 96.092 49.335 77.380 84.733 69.261 64.151 50.248 39.988 66.122 7.424 45.308 51.866 59.617 31.723 53.604 84.542 54.062 77.758 31.641 mAP: 81.496 96.326 56.355 75.205 87.394 78.738 68.611 65.298 58.194 71.260 47.002 55.671 68.205 77.376 44.964 89.518 94.823 76.299 83.093 49.612 mAcc: 94.019 98.745 67.181 81.961 87.930 92.331 80.644 64.914 43.370 76.557 7.664 48.543 72.342 74.483 33.282 74.853 90.002 63.030 83.598 42.841 [2020-11-12 13:42:22,691][root][INFO] - Finished test. Elapsed time: 265.0611 [2020-11-12 13:42:34,836][root][INFO] - [2020-11-12 13:42:34,837][root][INFO] - ################################################################ [2020-11-12 13:42:34,837][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 13:42:34,837][root][INFO] - ################################################################ [2020-11-12 13:42:34,837][root][INFO] - cabinet : 0.136 0.290 0.554 [2020-11-12 13:42:34,837][root][INFO] - bed : 0.345 0.707 0.825 [2020-11-12 13:42:34,837][root][INFO] - chair : 0.637 0.821 0.881 [2020-11-12 13:42:34,837][root][INFO] - sofa : 0.394 0.649 0.789 [2020-11-12 13:42:34,837][root][INFO] - table : 0.372 0.593 0.711 [2020-11-12 13:42:34,837][root][INFO] - door : 0.172 0.361 0.511 [2020-11-12 13:42:34,837][root][INFO] - window : 0.059 0.141 0.314 [2020-11-12 13:42:34,837][root][INFO] - bookshelf : 0.112 0.310 0.674 [2020-11-12 13:42:34,837][root][INFO] - picture : 0.002 0.013 0.105 [2020-11-12 13:42:34,837][root][INFO] - counter : 0.003 0.008 0.174 [2020-11-12 13:42:34,838][root][INFO] - desk : 0.019 0.088 0.368 [2020-11-12 13:42:34,838][root][INFO] - curtain : 0.148 0.300 0.617 [2020-11-12 13:42:34,838][root][INFO] - refrigerator : 0.158 0.284 0.307 [2020-11-12 13:42:34,838][root][INFO] - shower curtain : 0.304 0.503 0.722 [2020-11-12 13:42:34,838][root][INFO] - toilet : 0.775 0.980 0.995 [2020-11-12 13:42:34,838][root][INFO] - sink : 0.136 0.459 0.787 [2020-11-12 13:42:34,838][root][INFO] - bathtub : 0.345 0.498 0.778 [2020-11-12 13:42:34,838][root][INFO] - otherfurniture : 0.181 0.335 0.501 [2020-11-12 13:42:34,838][root][INFO] - ---------------------------------------------------------------- [2020-11-12 13:42:34,838][root][INFO] - average : 0.239 0.408 0.589 [2020-11-12 13:42:34,838][root][INFO] - [2020-11-12 13:42:35,039][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 13:42:36,239][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 13:42:36,404][root][INFO] - Current best mIoU: 58.733 at iter 1000 [2020-11-12 13:42:39,581][root][INFO] - ===> Epoch[39](1001/26): Loss -0.1646, Sem 0.3689, dir -0.8798, norm 0.3463, swav 0.0000 LR: 9.548e-02 Score 88.138 Data time: 0.1340, Forward time: 2.2688, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 3.1703 [2020-11-12 13:42:45,104][root][INFO] - ===> Epoch[39](1002/26): Loss 0.0014, Sem 0.5098, dir -0.8813, norm 0.3730, swav 0.0000 LR: 9.548e-02 Score 84.961 Data time: 0.2258, Forward time: 2.2688, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.4280 [2020-11-12 13:42:51,527][root][INFO] - ===> Epoch[39](1003/26): Loss -0.0140, Sem 0.4491, dir -0.8878, norm 0.4247, swav 0.0000 LR: 9.548e-02 Score 86.762 Data time: 0.2284, Forward time: 2.2691, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.3109 [2020-11-12 13:42:57,401][root][INFO] - ===> Epoch[39](1004/26): Loss -0.0414, Sem 0.4378, dir -0.8661, norm 0.3869, swav 0.0000 LR: 9.547e-02 Score 85.839 Data time: 0.2857, Forward time: 2.2698, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.7456 [2020-11-12 13:43:03,220][root][INFO] - ===> Epoch[39](1005/26): Loss -0.1207, Sem 0.3929, dir -0.8855, norm 0.3719, swav 0.0000 LR: 9.547e-02 Score 87.442 Data time: 0.2334, Forward time: 2.2702, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.6914 [2020-11-12 13:43:09,308][root][INFO] - ===> Epoch[39](1006/26): Loss -0.1498, Sem 0.3826, dir -0.8844, norm 0.3520, swav 0.0000 LR: 9.546e-02 Score 87.916 Data time: 0.2230, Forward time: 2.2702, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.9686 [2020-11-12 13:43:15,635][root][INFO] - ===> Epoch[39](1007/26): Loss -0.1608, Sem 0.3795, dir -0.8886, norm 0.3484, swav 0.0000 LR: 9.546e-02 Score 87.930 Data time: 0.2528, Forward time: 2.2708, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.2164 [2020-11-12 13:43:22,525][root][INFO] - ===> Epoch[39](1008/26): Loss -0.1727, Sem 0.4004, dir -0.8956, norm 0.3225, swav 0.0000 LR: 9.545e-02 Score 87.149 Data time: 0.1523, Forward time: 2.2703, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.7636 [2020-11-12 13:43:28,283][root][INFO] - ===> Epoch[39](1009/26): Loss -0.0668, Sem 0.4562, dir -0.8813, norm 0.3583, swav 0.0000 LR: 9.545e-02 Score 86.676 Data time: 0.1358, Forward time: 2.2694, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.6806 [2020-11-12 13:43:34,084][root][INFO] - ===> Epoch[39](1010/26): Loss -0.0667, Sem 0.4518, dir -0.8794, norm 0.3609, swav 0.0000 LR: 9.544e-02 Score 86.137 Data time: 0.2404, Forward time: 2.2698, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.7409 [2020-11-12 13:43:39,156][root][INFO] - ===> Epoch[39](1011/26): Loss -0.1043, Sem 0.4207, dir -0.8879, norm 0.3628, swav 0.0000 LR: 9.544e-02 Score 87.825 Data time: 0.2167, Forward time: 2.2700, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 4.9484 [2020-11-12 13:43:45,569][root][INFO] - ===> Epoch[39](1012/26): Loss -0.1028, Sem 0.4200, dir -0.8862, norm 0.3634, swav 0.0000 LR: 9.543e-02 Score 87.196 Data time: 0.2101, Forward time: 2.2701, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 6.2932 [2020-11-12 13:43:50,466][root][INFO] - ===> Epoch[39](1013/26): Loss -0.1051, Sem 0.4030, dir -0.8914, norm 0.3834, swav 0.0000 LR: 9.543e-02 Score 87.795 Data time: 0.1995, Forward time: 2.2699, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 4.7694 [2020-11-12 13:43:55,469][root][INFO] - ===> Epoch[39](1014/26): Loss -0.1347, Sem 0.4311, dir -0.8962, norm 0.3305, swav 0.0000 LR: 9.543e-02 Score 86.861 Data time: 0.2432, Forward time: 2.2702, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.8949 [2020-11-12 13:44:01,955][root][INFO] - ===> Epoch[40](1015/26): Loss -0.1642, Sem 0.3604, dir -0.8787, norm 0.3541, swav 0.0000 LR: 9.542e-02 Score 89.573 Data time: 0.3039, Forward time: 2.2712, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.3680 [2020-11-12 13:44:08,550][root][INFO] - ===> Epoch[40](1016/26): Loss -0.1566, Sem 0.4074, dir -0.8958, norm 0.3318, swav 0.0000 LR: 9.542e-02 Score 86.875 Data time: 0.2087, Forward time: 2.2712, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.4740 [2020-11-12 13:44:14,185][root][INFO] - ===> Epoch[40](1017/26): Loss -0.1045, Sem 0.4240, dir -0.8815, norm 0.3530, swav 0.0000 LR: 9.541e-02 Score 87.341 Data time: 0.2172, Forward time: 2.2711, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.5251 [2020-11-12 13:44:20,170][root][INFO] - ===> Epoch[40](1018/26): Loss -0.2011, Sem 0.3606, dir -0.8891, norm 0.3274, swav 0.0000 LR: 9.541e-02 Score 89.195 Data time: 0.2333, Forward time: 2.2714, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.8782 [2020-11-12 13:44:26,243][root][INFO] - ===> Epoch[40](1019/26): Loss -0.0374, Sem 0.4547, dir -0.8811, norm 0.3891, swav 0.0000 LR: 9.540e-02 Score 85.641 Data time: 0.1745, Forward time: 2.2712, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.9505 [2020-11-12 13:44:32,526][root][INFO] - ===> Epoch[40](1020/26): Loss -0.0111, Sem 0.4674, dir -0.8721, norm 0.3936, swav 0.0000 LR: 9.540e-02 Score 85.502 Data time: 0.2483, Forward time: 2.2715, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 6.1837 [2020-11-12 13:44:37,971][root][INFO] - ===> Epoch[40](1021/26): Loss -0.1278, Sem 0.4286, dir -0.8947, norm 0.3383, swav 0.0000 LR: 9.539e-02 Score 86.361 Data time: 0.2524, Forward time: 2.2719, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.3208 [2020-11-12 13:44:45,376][root][INFO] - ===> Epoch[40](1022/26): Loss -0.0757, Sem 0.4323, dir -0.8752, norm 0.3672, swav 0.0000 LR: 9.539e-02 Score 86.074 Data time: 0.1857, Forward time: 2.2719, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 7.2886 [2020-11-12 13:44:50,435][root][INFO] - ===> Epoch[40](1023/26): Loss -0.2079, Sem 0.3635, dir -0.8953, norm 0.3239, swav 0.0000 LR: 9.538e-02 Score 88.719 Data time: 0.1286, Forward time: 2.2711, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 4.9560 [2020-11-12 13:44:55,887][root][INFO] - ===> Epoch[40](1024/26): Loss -0.0438, Sem 0.4415, dir -0.8820, norm 0.3967, swav 0.0000 LR: 9.538e-02 Score 85.579 Data time: 0.2237, Forward time: 2.2713, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.3831 [2020-11-12 13:45:01,831][root][INFO] - ===> Epoch[40](1025/26): Loss -0.0861, Sem 0.3950, dir -0.8773, norm 0.3962, swav 0.0000 LR: 9.538e-02 Score 88.039 Data time: 0.2085, Forward time: 2.2713, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.8273 [2020-11-12 13:45:06,813][root][INFO] - ===> Epoch[40](1026/26): Loss 0.0249, Sem 0.5123, dir -0.8856, norm 0.3983, swav 0.0000 LR: 9.537e-02 Score 84.900 Data time: 0.2603, Forward time: 2.2715, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.8802 [2020-11-12 13:45:13,932][root][INFO] - ===> Epoch[40](1027/26): Loss -0.1272, Sem 0.4349, dir -0.8892, norm 0.3271, swav 0.0000 LR: 9.537e-02 Score 86.406 Data time: 0.1860, Forward time: 2.2714, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 7.0053 [2020-11-12 13:45:20,666][root][INFO] - ===> Epoch[40](1028/26): Loss -0.1330, Sem 0.3774, dir -0.8650, norm 0.3546, swav 0.0000 LR: 9.536e-02 Score 88.455 Data time: 0.1797, Forward time: 2.2710, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 6.6253 [2020-11-12 13:45:27,071][root][INFO] - ===> Epoch[40](1029/26): Loss -0.1160, Sem 0.4216, dir -0.8955, norm 0.3579, swav 0.0000 LR: 9.536e-02 Score 86.708 Data time: 0.3458, Forward time: 2.2720, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 6.3410 [2020-11-12 13:45:32,581][root][INFO] - ===> Epoch[40](1030/26): Loss -0.1394, Sem 0.3949, dir -0.8829, norm 0.3486, swav 0.0000 LR: 9.535e-02 Score 87.868 Data time: 0.1930, Forward time: 2.2717, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.3699 [2020-11-12 13:45:39,945][root][INFO] - ===> Epoch[40](1031/26): Loss -0.0594, Sem 0.4205, dir -0.8875, norm 0.4076, swav 0.0000 LR: 9.535e-02 Score 87.213 Data time: 0.2031, Forward time: 2.2717, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 7.2486 [2020-11-12 13:45:46,650][root][INFO] - ===> Epoch[40](1032/26): Loss -0.1381, Sem 0.4262, dir -0.9051, norm 0.3407, swav 0.0000 LR: 9.534e-02 Score 86.666 Data time: 0.1342, Forward time: 2.2709, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 6.5944 [2020-11-12 13:45:53,443][root][INFO] - ===> Epoch[40](1033/26): Loss -0.1245, Sem 0.4023, dir -0.8835, norm 0.3567, swav 0.0000 LR: 9.534e-02 Score 87.236 Data time: 0.2154, Forward time: 2.2712, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 6.7379 [2020-11-12 13:45:58,814][root][INFO] - ===> Epoch[40](1034/26): Loss -0.1620, Sem 0.4019, dir -0.8947, norm 0.3308, swav 0.0000 LR: 9.533e-02 Score 87.165 Data time: 0.1580, Forward time: 2.2707, Backward time: 3.1481, DDP time: 0.0037, Total iter time: 5.2551 [2020-11-12 13:46:06,412][root][INFO] - ===> Epoch[40](1035/26): Loss -0.0775, Sem 0.4639, dir -0.8831, norm 0.3418, swav 0.0000 LR: 9.533e-02 Score 86.042 Data time: 0.2086, Forward time: 2.2704, Backward time: 3.1500, DDP time: 0.0037, Total iter time: 7.5038 [2020-11-12 13:46:12,236][root][INFO] - ===> Epoch[40](1036/26): Loss -0.1675, Sem 0.3622, dir -0.8748, norm 0.3451, swav 0.0000 LR: 9.533e-02 Score 88.452 Data time: 0.1887, Forward time: 2.2702, Backward time: 3.1502, DDP time: 0.0037, Total iter time: 5.7261 [2020-11-12 13:46:17,780][root][INFO] - ===> Epoch[40](1037/26): Loss -0.1263, Sem 0.4465, dir -0.9014, norm 0.3286, swav 0.0000 LR: 9.532e-02 Score 86.474 Data time: 0.1517, Forward time: 2.2697, Backward time: 3.1505, DDP time: 0.0037, Total iter time: 5.4232 [2020-11-12 13:46:23,276][root][INFO] - ===> Epoch[40](1038/26): Loss -0.0805, Sem 0.4624, dir -0.8842, norm 0.3413, swav 0.0000 LR: 9.532e-02 Score 86.060 Data time: 0.1707, Forward time: 2.2692, Backward time: 3.1507, DDP time: 0.0037, Total iter time: 5.4094 [2020-11-12 13:46:28,721][root][INFO] - ===> Epoch[40](1039/26): Loss -0.0995, Sem 0.3926, dir -0.8845, norm 0.3925, swav 0.0000 LR: 9.531e-02 Score 88.036 Data time: 0.2305, Forward time: 2.2694, Backward time: 3.1502, DDP time: 0.0037, Total iter time: 5.3398 [2020-11-12 13:46:34,414][root][INFO] - ===> Epoch[40](1040/26): Loss -0.1704, Sem 0.3882, dir -0.8991, norm 0.3405, swav 0.0000 LR: 9.531e-02 Score 88.214 Data time: 0.2537, Forward time: 2.2698, Backward time: 3.1497, DDP time: 0.0037, Total iter time: 5.5815 [2020-11-12 13:46:39,836][root][INFO] - ===> Epoch[41](1041/26): Loss -0.1113, Sem 0.4294, dir -0.8809, norm 0.3403, swav 0.0000 LR: 9.530e-02 Score 87.022 Data time: 0.2045, Forward time: 2.2699, Backward time: 3.1491, DDP time: 0.0037, Total iter time: 5.2736 [2020-11-12 13:46:46,958][root][INFO] - ===> Epoch[41](1042/26): Loss -0.0501, Sem 0.4717, dir -0.8853, norm 0.3635, swav 0.0000 LR: 9.530e-02 Score 86.127 Data time: 0.1839, Forward time: 2.2696, Backward time: 3.1507, DDP time: 0.0037, Total iter time: 7.0026 [2020-11-12 13:46:52,497][root][INFO] - ===> Epoch[41](1043/26): Loss -0.0670, Sem 0.4707, dir -0.8890, norm 0.3514, swav 0.0000 LR: 9.529e-02 Score 85.493 Data time: 0.2393, Forward time: 2.2702, Backward time: 3.1499, DDP time: 0.0037, Total iter time: 5.4456 [2020-11-12 13:46:58,470][root][INFO] - ===> Epoch[41](1044/26): Loss -0.1061, Sem 0.4393, dir -0.8856, norm 0.3402, swav 0.0000 LR: 9.529e-02 Score 85.791 Data time: 0.1381, Forward time: 2.2694, Backward time: 3.1508, DDP time: 0.0037, Total iter time: 5.8466 [2020-11-12 13:47:05,067][root][INFO] - ===> Epoch[41](1045/26): Loss -0.1249, Sem 0.4240, dir -0.8829, norm 0.3341, swav 0.0000 LR: 9.529e-02 Score 86.109 Data time: 0.2337, Forward time: 2.2696, Backward time: 3.1513, DDP time: 0.0037, Total iter time: 6.4975 [2020-11-12 13:47:11,909][root][INFO] - ===> Epoch[41](1046/26): Loss -0.1189, Sem 0.4224, dir -0.8874, norm 0.3460, swav 0.0000 LR: 9.528e-02 Score 86.146 Data time: 0.2414, Forward time: 2.2700, Backward time: 3.1519, DDP time: 0.0037, Total iter time: 6.7061 [2020-11-12 13:47:17,767][root][INFO] - ===> Epoch[41](1047/26): Loss -0.0628, Sem 0.4465, dir -0.8775, norm 0.3682, swav 0.0000 LR: 9.528e-02 Score 86.471 Data time: 0.2407, Forward time: 2.2703, Backward time: 3.1515, DDP time: 0.0037, Total iter time: 5.7143 [2020-11-12 13:47:23,197][root][INFO] - ===> Epoch[41](1048/26): Loss -0.1263, Sem 0.3734, dir -0.8887, norm 0.3890, swav 0.0000 LR: 9.527e-02 Score 88.155 Data time: 0.2290, Forward time: 2.2706, Backward time: 3.1509, DDP time: 0.0037, Total iter time: 5.2911 [2020-11-12 13:47:28,469][root][INFO] - ===> Epoch[41](1049/26): Loss -0.1481, Sem 0.4207, dir -0.8997, norm 0.3309, swav 0.0000 LR: 9.527e-02 Score 86.594 Data time: 0.2024, Forward time: 2.2705, Backward time: 3.1504, DDP time: 0.0037, Total iter time: 5.1631 [2020-11-12 13:47:33,492][root][INFO] - ===> Epoch[41](1050/26): Loss -0.1495, Sem 0.4030, dir -0.8971, norm 0.3446, swav 0.0000 LR: 9.526e-02 Score 87.990 Data time: 0.2475, Forward time: 2.2705, Backward time: 3.1497, DDP time: 0.0037, Total iter time: 4.9336 [2020-11-12 13:47:37,838][root][INFO] - ===> Epoch[41](1051/26): Loss -0.0124, Sem 0.4584, dir -0.8723, norm 0.4015, swav 0.0000 LR: 9.526e-02 Score 85.400 Data time: 0.2095, Forward time: 2.2705, Backward time: 3.1484, DDP time: 0.0037, Total iter time: 4.2426 [2020-11-12 13:47:43,046][root][INFO] - ===> Epoch[41](1052/26): Loss -0.1997, Sem 0.4014, dir -0.8981, norm 0.2970, swav 0.0000 LR: 9.525e-02 Score 87.325 Data time: 0.1778, Forward time: 2.2701, Backward time: 3.1482, DDP time: 0.0037, Total iter time: 5.1070 [2020-11-12 13:47:48,108][root][INFO] - ===> Epoch[41](1053/26): Loss -0.0745, Sem 0.4820, dir -0.8925, norm 0.3359, swav 0.0000 LR: 9.525e-02 Score 86.318 Data time: 0.2222, Forward time: 2.2701, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 4.9656 [2020-11-12 13:47:54,178][root][INFO] - ===> Epoch[41](1054/26): Loss -0.1275, Sem 0.3834, dir -0.8937, norm 0.3829, swav 0.0000 LR: 9.524e-02 Score 88.225 Data time: 0.2683, Forward time: 2.2706, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.9461 [2020-11-12 13:48:00,191][root][INFO] - ===> Epoch[41](1055/26): Loss -0.0819, Sem 0.4126, dir -0.8904, norm 0.3959, swav 0.0000 LR: 9.524e-02 Score 87.046 Data time: 0.2999, Forward time: 2.2714, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.8695 [2020-11-12 13:48:06,809][root][INFO] - ===> Epoch[41](1056/26): Loss -0.1047, Sem 0.4400, dir -0.8965, norm 0.3517, swav 0.0000 LR: 9.524e-02 Score 86.611 Data time: 0.2481, Forward time: 2.2720, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 6.4866 [2020-11-12 13:48:12,211][root][INFO] - ===> Epoch[41](1057/26): Loss -0.0488, Sem 0.4627, dir -0.8809, norm 0.3694, swav 0.0000 LR: 9.523e-02 Score 85.634 Data time: 0.1668, Forward time: 2.2717, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.2629 [2020-11-12 13:48:16,887][root][INFO] - ===> Epoch[41](1058/26): Loss -0.1586, Sem 0.3981, dir -0.8947, norm 0.3381, swav 0.0000 LR: 9.523e-02 Score 87.654 Data time: 0.2077, Forward time: 2.2715, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 4.5824 [2020-11-12 13:48:23,650][root][INFO] - ===> Epoch[41](1059/26): Loss -0.0455, Sem 0.4930, dir -0.8909, norm 0.3525, swav 0.0000 LR: 9.522e-02 Score 84.828 Data time: 0.2585, Forward time: 2.2720, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 6.6542 [2020-11-12 13:48:29,897][root][INFO] - ===> Epoch[41](1060/26): Loss -0.2021, Sem 0.3747, dir -0.8989, norm 0.3221, swav 0.0000 LR: 9.522e-02 Score 88.258 Data time: 0.1969, Forward time: 2.2719, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 6.1103 [2020-11-12 13:48:35,093][root][INFO] - ===> Epoch[41](1061/26): Loss -0.1329, Sem 0.4242, dir -0.8903, norm 0.3333, swav 0.0000 LR: 9.521e-02 Score 87.030 Data time: 0.1905, Forward time: 2.2718, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 5.0727 [2020-11-12 13:48:41,143][root][INFO] - ===> Epoch[41](1062/26): Loss -0.1682, Sem 0.4008, dir -0.8939, norm 0.3248, swav 0.0000 LR: 9.521e-02 Score 87.841 Data time: 0.1667, Forward time: 2.2713, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.9684 [2020-11-12 13:48:47,550][root][INFO] - ===> Epoch[41](1063/26): Loss -0.1993, Sem 0.3736, dir -0.8962, norm 0.3233, swav 0.0000 LR: 9.520e-02 Score 88.306 Data time: 0.2021, Forward time: 2.2711, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 6.3301 [2020-11-12 13:48:52,865][root][INFO] - ===> Epoch[41](1064/26): Loss -0.1135, Sem 0.4119, dir -0.9036, norm 0.3782, swav 0.0000 LR: 9.520e-02 Score 87.198 Data time: 0.2197, Forward time: 2.2712, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.2115 [2020-11-12 13:48:58,633][root][INFO] - ===> Epoch[41](1065/26): Loss -0.1974, Sem 0.3953, dir -0.9054, norm 0.3127, swav 0.0000 LR: 9.519e-02 Score 87.959 Data time: 0.1983, Forward time: 2.2710, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.6616 [2020-11-12 13:49:04,982][root][INFO] - ===> Epoch[41](1066/26): Loss -0.1298, Sem 0.4181, dir -0.8870, norm 0.3391, swav 0.0000 LR: 9.519e-02 Score 87.005 Data time: 0.2466, Forward time: 2.2713, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 6.2613 [2020-11-12 13:49:09,778][root][INFO] - ===> Epoch[42](1067/26): Loss -0.1096, Sem 0.4206, dir -0.8830, norm 0.3527, swav 0.0000 LR: 9.519e-02 Score 87.591 Data time: 0.2099, Forward time: 2.2715, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 4.6847 [2020-11-12 13:49:15,200][root][INFO] - ===> Epoch[42](1068/26): Loss -0.1964, Sem 0.3862, dir -0.9028, norm 0.3203, swav 0.0000 LR: 9.518e-02 Score 88.244 Data time: 0.1698, Forward time: 2.2712, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 5.3062 [2020-11-12 13:49:19,467][root][INFO] - ===> Epoch[42](1069/26): Loss -0.1121, Sem 0.4230, dir -0.8869, norm 0.3517, swav 0.0000 LR: 9.518e-02 Score 87.177 Data time: 0.1807, Forward time: 2.2709, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 4.1923 [2020-11-12 13:49:24,113][root][INFO] - ===> Epoch[42](1070/26): Loss -0.1558, Sem 0.3872, dir -0.8968, norm 0.3537, swav 0.0000 LR: 9.517e-02 Score 87.923 Data time: 0.2199, Forward time: 2.2709, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 4.5374 [2020-11-12 13:49:29,729][root][INFO] - ===> Epoch[42](1071/26): Loss -0.0977, Sem 0.4297, dir -0.8914, norm 0.3640, swav 0.0000 LR: 9.517e-02 Score 86.814 Data time: 0.2615, Forward time: 2.2714, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.5064 [2020-11-12 13:49:34,487][root][INFO] - ===> Epoch[42](1072/26): Loss -0.1518, Sem 0.4334, dir -0.9026, norm 0.3174, swav 0.0000 LR: 9.516e-02 Score 86.382 Data time: 0.2188, Forward time: 2.2713, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 4.6197 [2020-11-12 13:49:41,359][root][INFO] - ===> Epoch[42](1073/26): Loss -0.1562, Sem 0.3857, dir -0.8941, norm 0.3522, swav 0.0000 LR: 9.516e-02 Score 87.705 Data time: 0.2413, Forward time: 2.2717, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 6.7714 [2020-11-12 13:49:47,331][root][INFO] - ===> Epoch[42](1074/26): Loss -0.1976, Sem 0.3754, dir -0.9044, norm 0.3314, swav 0.0000 LR: 9.515e-02 Score 88.369 Data time: 0.2272, Forward time: 2.2719, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 5.8394 [2020-11-12 13:49:52,728][root][INFO] - ===> Epoch[42](1075/26): Loss -0.1503, Sem 0.4116, dir -0.8972, norm 0.3353, swav 0.0000 LR: 9.515e-02 Score 87.474 Data time: 0.1700, Forward time: 2.2716, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.2936 [2020-11-12 13:49:58,593][root][INFO] - ===> Epoch[42](1076/26): Loss -0.0948, Sem 0.4234, dir -0.8743, norm 0.3562, swav 0.0000 LR: 9.514e-02 Score 87.218 Data time: 0.1447, Forward time: 2.2710, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.7854 [2020-11-12 13:50:04,549][root][INFO] - ===> Epoch[42](1077/26): Loss -0.0951, Sem 0.4491, dir -0.8869, norm 0.3427, swav 0.0000 LR: 9.514e-02 Score 85.497 Data time: 0.1887, Forward time: 2.2708, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.8930 [2020-11-12 13:50:09,686][root][INFO] - ===> Epoch[42](1078/26): Loss -0.1100, Sem 0.4188, dir -0.8881, norm 0.3593, swav 0.0000 LR: 9.514e-02 Score 86.898 Data time: 0.2307, Forward time: 2.2706, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.0187 [2020-11-12 13:50:15,636][root][INFO] - ===> Epoch[42](1079/26): Loss -0.1462, Sem 0.4056, dir -0.8913, norm 0.3396, swav 0.0000 LR: 9.513e-02 Score 87.509 Data time: 0.2650, Forward time: 2.2713, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.8571 [2020-11-12 13:50:21,495][root][INFO] - ===> Epoch[42](1080/26): Loss -0.1217, Sem 0.3878, dir -0.8863, norm 0.3768, swav 0.0000 LR: 9.513e-02 Score 88.070 Data time: 0.1803, Forward time: 2.2711, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.7359 [2020-11-12 13:50:27,450][root][INFO] - ===> Epoch[42](1081/26): Loss -0.0911, Sem 0.4256, dir -0.8829, norm 0.3662, swav 0.0000 LR: 9.512e-02 Score 87.190 Data time: 0.2851, Forward time: 2.2718, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.8647 [2020-11-12 13:50:33,730][root][INFO] - ===> Epoch[42](1082/26): Loss -0.0812, Sem 0.4239, dir -0.8789, norm 0.3738, swav 0.0000 LR: 9.512e-02 Score 86.957 Data time: 0.2089, Forward time: 2.2713, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.1708 [2020-11-12 13:50:39,130][root][INFO] - ===> Epoch[42](1083/26): Loss -0.2087, Sem 0.3730, dir -0.9020, norm 0.3202, swav 0.0000 LR: 9.511e-02 Score 88.336 Data time: 0.2082, Forward time: 2.2714, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.3211 [2020-11-12 13:50:45,679][root][INFO] - ===> Epoch[42](1084/26): Loss -0.0515, Sem 0.4763, dir -0.8899, norm 0.3620, swav 0.0000 LR: 9.511e-02 Score 85.494 Data time: 0.2018, Forward time: 2.2711, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.4383 [2020-11-12 13:50:53,203][root][INFO] - ===> Epoch[42](1085/26): Loss -0.2561, Sem 0.3293, dir -0.9069, norm 0.3215, swav 0.0000 LR: 9.510e-02 Score 90.154 Data time: 0.2348, Forward time: 2.2714, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 7.4449 [2020-11-12 13:50:59,268][root][INFO] - ===> Epoch[42](1086/26): Loss -0.1922, Sem 0.3712, dir -0.8844, norm 0.3210, swav 0.0000 LR: 9.510e-02 Score 88.494 Data time: 0.2356, Forward time: 2.2716, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.9573 [2020-11-12 13:51:06,067][root][INFO] - ===> Epoch[42](1087/26): Loss -0.0414, Sem 0.4648, dir -0.8797, norm 0.3735, swav 0.0000 LR: 9.510e-02 Score 85.747 Data time: 0.2278, Forward time: 2.2719, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 6.6946 [2020-11-12 13:51:11,959][root][INFO] - ===> Epoch[42](1088/26): Loss -0.1926, Sem 0.3673, dir -0.8956, norm 0.3356, swav 0.0000 LR: 9.509e-02 Score 88.255 Data time: 0.2709, Forward time: 2.2725, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.8056 [2020-11-12 13:51:17,664][root][INFO] - ===> Epoch[42](1089/26): Loss -0.1339, Sem 0.4270, dir -0.8908, norm 0.3298, swav 0.0000 LR: 9.509e-02 Score 87.465 Data time: 0.1589, Forward time: 2.2721, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.5782 [2020-11-12 13:51:23,222][root][INFO] - ===> Epoch[42](1090/26): Loss -0.1124, Sem 0.3787, dir -0.8893, norm 0.3981, swav 0.0000 LR: 9.508e-02 Score 88.133 Data time: 0.1776, Forward time: 2.2716, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.4823 [2020-11-12 13:51:28,751][root][INFO] - ===> Epoch[42](1091/26): Loss -0.1055, Sem 0.4379, dir -0.8876, norm 0.3442, swav 0.0000 LR: 9.508e-02 Score 85.904 Data time: 0.2327, Forward time: 2.2716, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.4669 [2020-11-12 13:51:34,820][root][INFO] - ===> Epoch[42](1092/26): Loss -0.1820, Sem 0.3679, dir -0.8909, norm 0.3410, swav 0.0000 LR: 9.507e-02 Score 88.212 Data time: 0.2015, Forward time: 2.2716, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.9716 [2020-11-12 13:51:39,671][root][INFO] - ===> Epoch[43](1093/26): Loss -0.0737, Sem 0.4221, dir -0.8754, norm 0.3795, swav 0.0000 LR: 9.507e-02 Score 87.204 Data time: 0.2061, Forward time: 2.2717, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 4.7490 [2020-11-12 13:51:45,023][root][INFO] - ===> Epoch[43](1094/26): Loss -0.1859, Sem 0.3939, dir -0.8965, norm 0.3167, swav 0.0000 LR: 9.506e-02 Score 88.315 Data time: 0.1519, Forward time: 2.2711, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.2437 [2020-11-12 13:51:50,782][root][INFO] - ===> Epoch[43](1095/26): Loss -0.1270, Sem 0.4282, dir -0.8873, norm 0.3320, swav 0.0000 LR: 9.506e-02 Score 86.493 Data time: 0.2576, Forward time: 2.2711, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.6820 [2020-11-12 13:51:56,776][root][INFO] - ===> Epoch[43](1096/26): Loss -0.1272, Sem 0.3945, dir -0.8818, norm 0.3601, swav 0.0000 LR: 9.505e-02 Score 87.951 Data time: 0.1968, Forward time: 2.2711, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.8883 [2020-11-12 13:52:01,086][root][INFO] - ===> Epoch[43](1097/26): Loss -0.1277, Sem 0.4078, dir -0.8753, norm 0.3398, swav 0.0000 LR: 9.505e-02 Score 87.528 Data time: 0.1648, Forward time: 2.2707, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 4.2252 [2020-11-12 13:52:06,935][root][INFO] - ===> Epoch[43](1098/26): Loss -0.1225, Sem 0.4380, dir -0.8955, norm 0.3349, swav 0.0000 LR: 9.505e-02 Score 86.310 Data time: 0.1534, Forward time: 2.2701, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.7458 [2020-11-12 13:52:11,824][root][INFO] - ===> Epoch[43](1099/26): Loss -0.1456, Sem 0.3900, dir -0.8865, norm 0.3508, swav 0.0000 LR: 9.504e-02 Score 88.100 Data time: 0.1749, Forward time: 2.2697, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 4.7891 [2020-11-12 13:52:16,380][root][INFO] - ===> Epoch[43](1100/26): Loss -0.1613, Sem 0.3819, dir -0.8951, norm 0.3518, swav 0.0000 LR: 9.504e-02 Score 88.507 Data time: 0.1732, Forward time: 2.2693, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 4.4671 [2020-11-12 13:52:21,154][root][INFO] - ===> Epoch[43](1101/26): Loss -0.1530, Sem 0.4037, dir -0.8889, norm 0.3321, swav 0.0000 LR: 9.503e-02 Score 87.166 Data time: 0.2082, Forward time: 2.2692, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 4.6762 [2020-11-12 13:52:27,895][root][INFO] - ===> Epoch[43](1102/26): Loss -0.1774, Sem 0.3838, dir -0.8978, norm 0.3366, swav 0.0000 LR: 9.503e-02 Score 88.095 Data time: 0.1956, Forward time: 2.2690, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.6425 [2020-11-12 13:52:34,408][root][INFO] - ===> Epoch[43](1103/26): Loss -0.1801, Sem 0.3787, dir -0.8883, norm 0.3295, swav 0.0000 LR: 9.502e-02 Score 88.385 Data time: 0.1596, Forward time: 2.2686, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 6.3995 [2020-11-12 13:52:40,367][root][INFO] - ===> Epoch[43](1104/26): Loss -0.1508, Sem 0.4146, dir -0.8933, norm 0.3279, swav 0.0000 LR: 9.502e-02 Score 87.711 Data time: 0.1933, Forward time: 2.2684, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.8481 [2020-11-12 13:52:45,245][root][INFO] - ===> Epoch[43](1105/26): Loss -0.1487, Sem 0.3802, dir -0.8907, norm 0.3618, swav 0.0000 LR: 9.501e-02 Score 87.658 Data time: 0.1806, Forward time: 2.2681, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 4.7745 [2020-11-12 13:52:50,626][root][INFO] - ===> Epoch[43](1106/26): Loss -0.0770, Sem 0.4471, dir -0.8844, norm 0.3603, swav 0.0000 LR: 9.501e-02 Score 85.715 Data time: 0.2321, Forward time: 2.2679, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.2806 [2020-11-12 13:52:56,076][root][INFO] - ===> Epoch[43](1107/26): Loss -0.1427, Sem 0.3817, dir -0.8852, norm 0.3607, swav 0.0000 LR: 9.500e-02 Score 87.700 Data time: 0.1981, Forward time: 2.2679, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.3085 [2020-11-12 13:53:01,388][root][INFO] - ===> Epoch[43](1108/26): Loss -0.1916, Sem 0.3731, dir -0.8978, norm 0.3331, swav 0.0000 LR: 9.500e-02 Score 88.050 Data time: 0.2060, Forward time: 2.2678, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 5.2122 [2020-11-12 13:53:05,887][root][INFO] - ===> Epoch[43](1109/26): Loss -0.2250, Sem 0.3588, dir -0.8979, norm 0.3141, swav 0.0000 LR: 9.500e-02 Score 89.064 Data time: 0.2220, Forward time: 2.2678, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 4.3650 [2020-11-12 13:53:11,664][root][INFO] - ===> Epoch[43](1110/26): Loss -0.1684, Sem 0.3961, dir -0.8880, norm 0.3235, swav 0.0000 LR: 9.499e-02 Score 87.644 Data time: 0.2683, Forward time: 2.2683, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.6665 [2020-11-12 13:53:17,539][root][INFO] - ===> Epoch[43](1111/26): Loss -0.1654, Sem 0.3850, dir -0.8924, norm 0.3420, swav 0.0000 LR: 9.499e-02 Score 88.103 Data time: 0.2261, Forward time: 2.2685, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.7165 [2020-11-12 13:53:22,712][root][INFO] - ===> Epoch[43](1112/26): Loss -0.1168, Sem 0.4120, dir -0.8863, norm 0.3575, swav 0.0000 LR: 9.498e-02 Score 87.031 Data time: 0.1653, Forward time: 2.2683, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.0532 [2020-11-12 13:53:27,640][root][INFO] - ===> Epoch[43](1113/26): Loss -0.1103, Sem 0.3732, dir -0.8920, norm 0.4086, swav 0.0000 LR: 9.498e-02 Score 88.113 Data time: 0.1719, Forward time: 2.2679, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 4.8338 [2020-11-12 13:53:33,493][root][INFO] - ===> Epoch[43](1114/26): Loss -0.2466, Sem 0.3426, dir -0.9076, norm 0.3184, swav 0.0000 LR: 9.497e-02 Score 88.942 Data time: 0.2870, Forward time: 2.2685, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 5.7341 [2020-11-12 13:53:39,250][root][INFO] - ===> Epoch[43](1115/26): Loss -0.1483, Sem 0.3945, dir -0.8849, norm 0.3420, swav 0.0000 LR: 9.497e-02 Score 87.315 Data time: 0.2385, Forward time: 2.2688, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.6031 [2020-11-12 13:53:44,558][root][INFO] - ===> Epoch[43](1116/26): Loss -0.2837, Sem 0.3122, dir -0.8967, norm 0.3009, swav 0.0000 LR: 9.496e-02 Score 90.491 Data time: 0.2637, Forward time: 2.2692, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.2001 [2020-11-12 13:53:49,939][root][INFO] - ===> Epoch[43](1117/26): Loss -0.0892, Sem 0.4186, dir -0.8793, norm 0.3715, swav 0.0000 LR: 9.496e-02 Score 87.153 Data time: 0.2227, Forward time: 2.2696, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.2576 [2020-11-12 13:53:55,690][root][INFO] - ===> Epoch[43](1118/26): Loss -0.1610, Sem 0.4005, dir -0.9018, norm 0.3404, swav 0.0000 LR: 9.495e-02 Score 87.354 Data time: 0.1708, Forward time: 2.2692, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.6493 [2020-11-12 13:54:00,939][root][INFO] - ===> Epoch[44](1119/26): Loss -0.1961, Sem 0.3936, dir -0.8997, norm 0.3100, swav 0.0000 LR: 9.495e-02 Score 88.418 Data time: 0.2365, Forward time: 2.2695, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 5.1504 [2020-11-12 13:54:08,100][root][INFO] - ===> Epoch[44](1120/26): Loss -0.1198, Sem 0.3934, dir -0.8799, norm 0.3667, swav 0.0000 LR: 9.495e-02 Score 87.644 Data time: 0.2270, Forward time: 2.2697, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 7.0389 [2020-11-12 13:54:14,342][root][INFO] - ===> Epoch[44](1121/26): Loss -0.1414, Sem 0.4053, dir -0.8829, norm 0.3363, swav 0.0000 LR: 9.494e-02 Score 88.043 Data time: 0.2001, Forward time: 2.2696, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.1182 [2020-11-12 13:54:18,926][root][INFO] - ===> Epoch[44](1122/26): Loss -0.2083, Sem 0.3470, dir -0.8927, norm 0.3374, swav 0.0000 LR: 9.494e-02 Score 89.258 Data time: 0.1600, Forward time: 2.2692, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 4.4843 [2020-11-12 13:54:24,686][root][INFO] - ===> Epoch[44](1123/26): Loss -0.1704, Sem 0.4000, dir -0.8902, norm 0.3199, swav 0.0000 LR: 9.493e-02 Score 87.520 Data time: 0.1885, Forward time: 2.2691, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.6825 [2020-11-12 13:54:30,784][root][INFO] - ===> Epoch[44](1124/26): Loss -0.0414, Sem 0.4516, dir -0.8870, norm 0.3940, swav 0.0000 LR: 9.493e-02 Score 86.687 Data time: 0.2225, Forward time: 2.2693, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.9886 [2020-11-12 13:54:36,033][root][INFO] - ===> Epoch[44](1125/26): Loss -0.1062, Sem 0.4058, dir -0.8837, norm 0.3717, swav 0.0000 LR: 9.492e-02 Score 87.270 Data time: 0.2009, Forward time: 2.2689, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.1213 [2020-11-12 13:54:41,939][root][INFO] - ===> Epoch[44](1126/26): Loss -0.1625, Sem 0.3823, dir -0.8931, norm 0.3484, swav 0.0000 LR: 9.492e-02 Score 88.177 Data time: 0.2011, Forward time: 2.2688, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.8076 [2020-11-12 13:54:47,758][root][INFO] - ===> Epoch[44](1127/26): Loss -0.2776, Sem 0.3381, dir -0.9087, norm 0.2930, swav 0.0000 LR: 9.491e-02 Score 88.967 Data time: 0.1874, Forward time: 2.2685, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.6894 [2020-11-12 13:54:52,957][root][INFO] - ===> Epoch[44](1128/26): Loss -0.1820, Sem 0.4060, dir -0.9063, norm 0.3183, swav 0.0000 LR: 9.491e-02 Score 87.099 Data time: 0.2557, Forward time: 2.2686, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.1405 [2020-11-12 13:54:59,661][root][INFO] - ===> Epoch[44](1129/26): Loss -0.2160, Sem 0.3960, dir -0.9077, norm 0.2957, swav 0.0000 LR: 9.491e-02 Score 88.051 Data time: 0.2537, Forward time: 2.2687, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.5785 [2020-11-12 13:55:05,550][root][INFO] - ===> Epoch[44](1130/26): Loss -0.0863, Sem 0.4173, dir -0.8865, norm 0.3829, swav 0.0000 LR: 9.490e-02 Score 86.982 Data time: 0.2283, Forward time: 2.2689, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.7743 [2020-11-12 13:55:12,587][root][INFO] - ===> Epoch[44](1131/26): Loss -0.0914, Sem 0.4139, dir -0.8900, norm 0.3848, swav 0.0000 LR: 9.490e-02 Score 87.606 Data time: 0.2337, Forward time: 2.2690, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 6.9144 [2020-11-12 13:55:17,733][root][INFO] - ===> Epoch[44](1132/26): Loss -0.2424, Sem 0.3381, dir -0.8994, norm 0.3189, swav 0.0000 LR: 9.489e-02 Score 89.462 Data time: 0.2265, Forward time: 2.2690, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.0302 [2020-11-12 13:55:24,477][root][INFO] - ===> Epoch[44](1133/26): Loss -0.2463, Sem 0.3457, dir -0.9054, norm 0.3134, swav 0.0000 LR: 9.489e-02 Score 88.635 Data time: 0.3759, Forward time: 2.2700, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 6.6247 [2020-11-12 13:55:29,898][root][INFO] - ===> Epoch[44](1134/26): Loss -0.1598, Sem 0.3793, dir -0.8883, norm 0.3492, swav 0.0000 LR: 9.488e-02 Score 88.212 Data time: 0.2739, Forward time: 2.2702, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.3121 [2020-11-12 13:55:37,885][root][INFO] - ===> Epoch[44](1135/26): Loss -0.0563, Sem 0.4894, dir -0.8912, norm 0.3455, swav 0.0000 LR: 9.488e-02 Score 84.463 Data time: 0.1848, Forward time: 2.2700, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 7.8707 [2020-11-12 13:55:43,643][root][INFO] - ===> Epoch[44](1136/26): Loss -0.1488, Sem 0.4092, dir -0.8983, norm 0.3404, swav 0.0000 LR: 9.487e-02 Score 87.130 Data time: 0.1716, Forward time: 2.2697, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.6556 [2020-11-12 13:55:49,926][root][INFO] - ===> Epoch[44](1137/26): Loss -0.1653, Sem 0.3734, dir -0.8849, norm 0.3462, swav 0.0000 LR: 9.487e-02 Score 88.456 Data time: 0.1775, Forward time: 2.2694, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 6.2031 [2020-11-12 13:55:55,400][root][INFO] - ===> Epoch[44](1138/26): Loss -0.1669, Sem 0.4075, dir -0.9033, norm 0.3289, swav 0.0000 LR: 9.486e-02 Score 87.093 Data time: 0.1887, Forward time: 2.2691, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.3627 [2020-11-12 13:56:01,496][root][INFO] - ===> Epoch[44](1139/26): Loss -0.1640, Sem 0.3801, dir -0.8926, norm 0.3485, swav 0.0000 LR: 9.486e-02 Score 88.351 Data time: 0.2998, Forward time: 2.2698, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 6.0083 [2020-11-12 13:56:07,887][root][INFO] - ===> Epoch[44](1140/26): Loss -0.1334, Sem 0.3786, dir -0.8851, norm 0.3731, swav 0.0000 LR: 9.486e-02 Score 88.030 Data time: 0.2608, Forward time: 2.2703, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 6.2537 [2020-11-12 13:56:13,747][root][INFO] - ===> Epoch[44](1141/26): Loss -0.1516, Sem 0.4141, dir -0.8918, norm 0.3261, swav 0.0000 LR: 9.485e-02 Score 86.603 Data time: 0.1815, Forward time: 2.2702, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.7384 [2020-11-12 13:56:19,243][root][INFO] - ===> Epoch[44](1142/26): Loss -0.0965, Sem 0.4183, dir -0.8969, norm 0.3821, swav 0.0000 LR: 9.485e-02 Score 87.914 Data time: 0.1877, Forward time: 2.2700, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.3998 [2020-11-12 13:56:23,918][root][INFO] - ===> Epoch[44](1143/26): Loss -0.1831, Sem 0.3892, dir -0.9023, norm 0.3300, swav 0.0000 LR: 9.484e-02 Score 88.114 Data time: 0.2035, Forward time: 2.2699, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 4.5776 [2020-11-12 13:56:29,383][root][INFO] - ===> Epoch[44](1144/26): Loss -0.2176, Sem 0.3471, dir -0.8986, norm 0.3339, swav 0.0000 LR: 9.484e-02 Score 89.358 Data time: 0.2047, Forward time: 2.2698, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.3544 [2020-11-12 13:56:34,195][root][INFO] - ===> Epoch[45](1145/26): Loss -0.1814, Sem 0.3800, dir -0.8899, norm 0.3286, swav 0.0000 LR: 9.483e-02 Score 88.179 Data time: 0.1659, Forward time: 2.2694, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 4.7197 [2020-11-12 13:56:42,049][root][INFO] - ===> Epoch[45](1146/26): Loss -0.1173, Sem 0.4104, dir -0.8864, norm 0.3587, swav 0.0000 LR: 9.483e-02 Score 87.344 Data time: 0.1558, Forward time: 2.2690, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 7.7592 [2020-11-12 13:56:48,029][root][INFO] - ===> Epoch[45](1147/26): Loss -0.1174, Sem 0.4308, dir -0.8854, norm 0.3371, swav 0.0000 LR: 9.482e-02 Score 88.080 Data time: 0.2022, Forward time: 2.2690, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.9155 [2020-11-12 13:56:53,898][root][INFO] - ===> Epoch[45](1148/26): Loss -0.2234, Sem 0.3509, dir -0.8964, norm 0.3221, swav 0.0000 LR: 9.482e-02 Score 89.194 Data time: 0.2289, Forward time: 2.2691, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.7531 [2020-11-12 13:56:59,406][root][INFO] - ===> Epoch[45](1149/26): Loss -0.0881, Sem 0.4561, dir -0.8966, norm 0.3524, swav 0.0000 LR: 9.481e-02 Score 85.895 Data time: 0.2425, Forward time: 2.2695, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.4107 [2020-11-12 13:57:06,096][root][INFO] - ===> Epoch[45](1150/26): Loss -0.1533, Sem 0.4184, dir -0.8964, norm 0.3247, swav 0.0000 LR: 9.481e-02 Score 86.819 Data time: 0.1535, Forward time: 2.2690, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 6.5573 [2020-11-12 13:57:12,236][root][INFO] - ===> Epoch[45](1151/26): Loss -0.1787, Sem 0.4058, dir -0.8976, norm 0.3132, swav 0.0000 LR: 9.481e-02 Score 87.234 Data time: 0.1485, Forward time: 2.2685, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.0717 [2020-11-12 13:57:17,835][root][INFO] - ===> Epoch[45](1152/26): Loss -0.2053, Sem 0.3686, dir -0.8922, norm 0.3182, swav 0.0000 LR: 9.480e-02 Score 88.314 Data time: 0.1780, Forward time: 2.2683, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.5076 [2020-11-12 13:57:23,244][root][INFO] - ===> Epoch[45](1153/26): Loss -0.2457, Sem 0.3746, dir -0.9070, norm 0.2866, swav 0.0000 LR: 9.480e-02 Score 87.804 Data time: 0.1662, Forward time: 2.2679, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 5.2949 [2020-11-12 13:57:29,151][root][INFO] - ===> Epoch[45](1154/26): Loss -0.1207, Sem 0.4580, dir -0.8984, norm 0.3197, swav 0.0000 LR: 9.479e-02 Score 85.859 Data time: 0.2376, Forward time: 2.2680, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.8274 [2020-11-12 13:57:34,783][root][INFO] - ===> Epoch[45](1155/26): Loss -0.1969, Sem 0.3495, dir -0.8927, norm 0.3464, swav 0.0000 LR: 9.479e-02 Score 88.987 Data time: 0.2443, Forward time: 2.2684, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.4914 [2020-11-12 13:57:39,195][root][INFO] - ===> Epoch[45](1156/26): Loss -0.1775, Sem 0.3647, dir -0.8868, norm 0.3446, swav 0.0000 LR: 9.478e-02 Score 89.222 Data time: 0.2144, Forward time: 2.2683, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 4.2836 [2020-11-12 13:57:43,309][root][INFO] - ===> Epoch[45](1157/26): Loss -0.1902, Sem 0.3676, dir -0.8962, norm 0.3384, swav 0.0000 LR: 9.478e-02 Score 88.569 Data time: 0.1949, Forward time: 2.2681, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 4.0156 [2020-11-12 13:57:48,285][root][INFO] - ===> Epoch[45](1158/26): Loss -0.2503, Sem 0.3376, dir -0.9069, norm 0.3190, swav 0.0000 LR: 9.477e-02 Score 89.905 Data time: 0.2128, Forward time: 2.2681, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 4.8938 [2020-11-12 13:57:53,620][root][INFO] - ===> Epoch[45](1159/26): Loss -0.2034, Sem 0.3772, dir -0.9065, norm 0.3258, swav 0.0000 LR: 9.477e-02 Score 87.856 Data time: 0.1635, Forward time: 2.2677, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.2143 [2020-11-12 13:57:58,627][root][INFO] - ===> Epoch[45](1160/26): Loss -0.1975, Sem 0.3557, dir -0.9060, norm 0.3529, swav 0.0000 LR: 9.476e-02 Score 89.079 Data time: 0.1751, Forward time: 2.2672, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 4.9129 [2020-11-12 13:58:04,314][root][INFO] - ===> Epoch[45](1161/26): Loss -0.1810, Sem 0.3679, dir -0.8871, norm 0.3381, swav 0.0000 LR: 9.476e-02 Score 89.255 Data time: 0.2455, Forward time: 2.2676, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.6044 [2020-11-12 13:58:10,053][root][INFO] - ===> Epoch[45](1162/26): Loss -0.1745, Sem 0.3829, dir -0.8887, norm 0.3314, swav 0.0000 LR: 9.476e-02 Score 87.842 Data time: 0.1878, Forward time: 2.2673, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.6129 [2020-11-12 13:58:16,124][root][INFO] - ===> Epoch[45](1163/26): Loss -0.1112, Sem 0.4323, dir -0.8930, norm 0.3495, swav 0.0000 LR: 9.475e-02 Score 86.900 Data time: 0.2817, Forward time: 2.2680, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.9740 [2020-11-12 13:58:22,638][root][INFO] - ===> Epoch[45](1164/26): Loss -0.1704, Sem 0.3957, dir -0.8941, norm 0.3280, swav 0.0000 LR: 9.475e-02 Score 88.514 Data time: 0.2199, Forward time: 2.2681, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 6.3773 [2020-11-12 13:58:28,609][root][INFO] - ===> Epoch[45](1165/26): Loss -0.2543, Sem 0.3311, dir -0.9069, norm 0.3214, swav 0.0000 LR: 9.474e-02 Score 89.926 Data time: 0.1919, Forward time: 2.2680, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.8606 [2020-11-12 13:58:34,609][root][INFO] - ===> Epoch[45](1166/26): Loss -0.2089, Sem 0.3581, dir -0.8974, norm 0.3304, swav 0.0000 LR: 9.474e-02 Score 88.190 Data time: 0.2291, Forward time: 2.2682, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 5.8851 [2020-11-12 13:58:40,832][root][INFO] - ===> Epoch[45](1167/26): Loss -0.2101, Sem 0.3722, dir -0.8919, norm 0.3096, swav 0.0000 LR: 9.473e-02 Score 88.156 Data time: 0.2724, Forward time: 2.2688, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 6.0923 [2020-11-12 13:58:48,184][root][INFO] - ===> Epoch[45](1168/26): Loss -0.2050, Sem 0.3715, dir -0.8957, norm 0.3192, swav 0.0000 LR: 9.473e-02 Score 87.980 Data time: 0.2875, Forward time: 2.2695, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 7.2405 [2020-11-12 13:58:53,958][root][INFO] - ===> Epoch[45](1169/26): Loss -0.2689, Sem 0.3176, dir -0.9030, norm 0.3165, swav 0.0000 LR: 9.472e-02 Score 90.532 Data time: 0.1600, Forward time: 2.2692, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.6245 [2020-11-12 13:58:59,782][root][INFO] - ===> Epoch[45](1170/26): Loss -0.2009, Sem 0.3763, dir -0.9018, norm 0.3246, swav 0.0000 LR: 9.472e-02 Score 88.247 Data time: 0.2022, Forward time: 2.2691, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.7140 [2020-11-12 13:59:06,716][root][INFO] - ===> Epoch[46](1171/26): Loss -0.1472, Sem 0.3794, dir -0.8775, norm 0.3510, swav 0.0000 LR: 9.471e-02 Score 87.972 Data time: 0.1650, Forward time: 2.2687, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 6.8262 [2020-11-12 13:59:12,226][root][INFO] - ===> Epoch[46](1172/26): Loss -0.1874, Sem 0.3542, dir -0.8953, norm 0.3538, swav 0.0000 LR: 9.471e-02 Score 89.022 Data time: 0.1737, Forward time: 2.2684, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.3919 [2020-11-12 13:59:18,166][root][INFO] - ===> Epoch[46](1173/26): Loss -0.1730, Sem 0.3674, dir -0.8856, norm 0.3451, swav 0.0000 LR: 9.471e-02 Score 88.326 Data time: 0.2423, Forward time: 2.2685, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.8186 [2020-11-12 13:59:23,927][root][INFO] - ===> Epoch[46](1174/26): Loss -0.1758, Sem 0.3714, dir -0.8958, norm 0.3485, swav 0.0000 LR: 9.470e-02 Score 88.818 Data time: 0.2882, Forward time: 2.2689, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.6329 [2020-11-12 13:59:29,538][root][INFO] - ===> Epoch[46](1175/26): Loss -0.1801, Sem 0.3814, dir -0.8884, norm 0.3270, swav 0.0000 LR: 9.470e-02 Score 87.926 Data time: 0.2120, Forward time: 2.2690, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.4869 [2020-11-12 13:59:34,815][root][INFO] - ===> Epoch[46](1176/26): Loss -0.1301, Sem 0.3973, dir -0.8884, norm 0.3610, swav 0.0000 LR: 9.469e-02 Score 87.965 Data time: 0.2573, Forward time: 2.2693, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.1695 [2020-11-12 13:59:40,525][root][INFO] - ===> Epoch[46](1177/26): Loss -0.2325, Sem 0.3664, dir -0.8978, norm 0.2990, swav 0.0000 LR: 9.469e-02 Score 88.635 Data time: 0.1519, Forward time: 2.2687, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 5.5831 [2020-11-12 13:59:46,587][root][INFO] - ===> Epoch[46](1178/26): Loss -0.0978, Sem 0.4249, dir -0.8843, norm 0.3615, swav 0.0000 LR: 9.468e-02 Score 86.977 Data time: 0.2854, Forward time: 2.2694, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.9740 [2020-11-12 13:59:52,619][root][INFO] - ===> Epoch[46](1179/26): Loss -0.2076, Sem 0.3418, dir -0.9012, norm 0.3518, swav 0.0000 LR: 9.468e-02 Score 89.361 Data time: 0.1841, Forward time: 2.2689, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.9124 [2020-11-12 13:59:57,895][root][INFO] - ===> Epoch[46](1180/26): Loss -0.0845, Sem 0.4238, dir -0.8830, norm 0.3747, swav 0.0000 LR: 9.467e-02 Score 87.165 Data time: 0.1758, Forward time: 2.2685, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.1891 [2020-11-12 14:00:02,895][root][INFO] - ===> Epoch[46](1181/26): Loss -0.1885, Sem 0.3519, dir -0.9034, norm 0.3631, swav 0.0000 LR: 9.467e-02 Score 88.863 Data time: 0.2221, Forward time: 2.2687, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 4.9290 [2020-11-12 14:00:08,675][root][INFO] - ===> Epoch[46](1182/26): Loss -0.1892, Sem 0.3797, dir -0.8967, norm 0.3278, swav 0.0000 LR: 9.467e-02 Score 88.149 Data time: 0.1843, Forward time: 2.2686, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.6532 [2020-11-12 14:00:13,994][root][INFO] - ===> Epoch[46](1183/26): Loss -0.2841, Sem 0.3142, dir -0.9050, norm 0.3067, swav 0.0000 LR: 9.466e-02 Score 90.549 Data time: 0.1845, Forward time: 2.2683, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.2069 [2020-11-12 14:00:20,955][root][INFO] - ===> Epoch[46](1184/26): Loss -0.1833, Sem 0.3536, dir -0.8820, norm 0.3450, swav 0.0000 LR: 9.466e-02 Score 89.082 Data time: 0.1613, Forward time: 2.2679, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.8724 [2020-11-12 14:00:28,125][root][INFO] - ===> Epoch[46](1185/26): Loss -0.0816, Sem 0.4457, dir -0.8851, norm 0.3578, swav 0.0000 LR: 9.465e-02 Score 85.927 Data time: 0.1557, Forward time: 2.2674, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 7.1025 [2020-11-12 14:00:32,783][root][INFO] - ===> Epoch[46](1186/26): Loss -0.1720, Sem 0.3922, dir -0.8985, norm 0.3344, swav 0.0000 LR: 9.465e-02 Score 88.067 Data time: 0.1907, Forward time: 2.2673, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 4.6178 [2020-11-12 14:00:38,382][root][INFO] - ===> Epoch[46](1187/26): Loss -0.1559, Sem 0.3950, dir -0.8919, norm 0.3409, swav 0.0000 LR: 9.464e-02 Score 88.148 Data time: 0.1855, Forward time: 2.2670, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.4805 [2020-11-12 14:00:45,271][root][INFO] - ===> Epoch[46](1188/26): Loss -0.2121, Sem 0.3559, dir -0.8922, norm 0.3242, swav 0.0000 LR: 9.464e-02 Score 89.665 Data time: 0.2058, Forward time: 2.2670, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.7870 [2020-11-12 14:00:51,921][root][INFO] - ===> Epoch[46](1189/26): Loss -0.2432, Sem 0.3449, dir -0.9044, norm 0.3163, swav 0.0000 LR: 9.463e-02 Score 88.888 Data time: 0.2867, Forward time: 2.2672, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.5451 [2020-11-12 14:00:57,107][root][INFO] - ===> Epoch[46](1190/26): Loss -0.1469, Sem 0.3829, dir -0.8992, norm 0.3694, swav 0.0000 LR: 9.463e-02 Score 88.570 Data time: 0.1731, Forward time: 2.2669, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.0460 [2020-11-12 14:01:03,403][root][INFO] - ===> Epoch[46](1191/26): Loss -0.2108, Sem 0.3652, dir -0.9072, norm 0.3312, swav 0.0000 LR: 9.462e-02 Score 88.670 Data time: 0.3078, Forward time: 2.2675, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.2099 [2020-11-12 14:01:08,870][root][INFO] - ===> Epoch[46](1192/26): Loss -0.2798, Sem 0.3175, dir -0.9069, norm 0.3096, swav 0.0000 LR: 9.462e-02 Score 90.146 Data time: 0.2462, Forward time: 2.2679, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.3291 [2020-11-12 14:01:15,452][root][INFO] - ===> Epoch[46](1193/26): Loss -0.1853, Sem 0.3785, dir -0.9006, norm 0.3368, swav 0.0000 LR: 9.462e-02 Score 88.140 Data time: 0.1755, Forward time: 2.2677, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 6.4660 [2020-11-12 14:01:20,828][root][INFO] - ===> Epoch[46](1194/26): Loss -0.2086, Sem 0.3693, dir -0.8955, norm 0.3176, swav 0.0000 LR: 9.461e-02 Score 88.666 Data time: 0.1562, Forward time: 2.2672, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.2895 [2020-11-12 14:01:26,154][root][INFO] - ===> Epoch[46](1195/26): Loss -0.0990, Sem 0.4569, dir -0.8905, norm 0.3346, swav 0.0000 LR: 9.461e-02 Score 86.532 Data time: 0.1922, Forward time: 2.2671, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.2671 [2020-11-12 14:01:30,732][root][INFO] - ===> Epoch[46](1196/26): Loss -0.2423, Sem 0.3531, dir -0.8981, norm 0.3027, swav 0.0000 LR: 9.460e-02 Score 89.110 Data time: 0.2125, Forward time: 2.2670, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 4.4852 [2020-11-12 14:01:36,541][root][INFO] - ===> Epoch[47](1197/26): Loss -0.2515, Sem 0.3057, dir -0.8986, norm 0.3413, swav 0.0000 LR: 9.460e-02 Score 89.918 Data time: 0.2079, Forward time: 2.2670, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.6938 [2020-11-12 14:01:42,349][root][INFO] - ===> Epoch[47](1198/26): Loss -0.1992, Sem 0.3548, dir -0.8970, norm 0.3430, swav 0.0000 LR: 9.459e-02 Score 88.944 Data time: 0.1973, Forward time: 2.2666, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 5.6968 [2020-11-12 14:01:48,141][root][INFO] - ===> Epoch[47](1199/26): Loss -0.1506, Sem 0.4102, dir -0.8999, norm 0.3391, swav 0.0000 LR: 9.459e-02 Score 87.236 Data time: 0.2168, Forward time: 2.2668, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.7133 [2020-11-12 14:01:53,844][root][INFO] - ===> Epoch[47](1200/26): Loss -0.2729, Sem 0.3218, dir -0.9008, norm 0.3060, swav 0.0000 LR: 9.458e-02 Score 90.339 Data time: 0.1648, Forward time: 2.2664, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.5846 [2020-11-12 14:01:58,961][root][INFO] - ===> Epoch[47](1201/26): Loss -0.2386, Sem 0.3593, dir -0.9081, norm 0.3103, swav 0.0000 LR: 9.458e-02 Score 89.222 Data time: 0.2016, Forward time: 2.2663, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.0362 [2020-11-12 14:02:05,743][root][INFO] - ===> Epoch[47](1202/26): Loss -0.1480, Sem 0.3920, dir -0.8867, norm 0.3467, swav 0.0000 LR: 9.457e-02 Score 87.479 Data time: 0.1630, Forward time: 2.2657, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.6666 [2020-11-12 14:02:13,652][root][INFO] - ===> Epoch[47](1203/26): Loss -0.2316, Sem 0.3717, dir -0.9083, norm 0.3051, swav 0.0000 LR: 9.457e-02 Score 88.475 Data time: 0.3051, Forward time: 2.2663, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 7.8371 [2020-11-12 14:02:19,791][root][INFO] - ===> Epoch[47](1204/26): Loss -0.1937, Sem 0.3816, dir -0.8961, norm 0.3208, swav 0.0000 LR: 9.457e-02 Score 87.553 Data time: 0.2104, Forward time: 2.2663, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 6.0226 [2020-11-12 14:02:25,107][root][INFO] - ===> Epoch[47](1205/26): Loss -0.2145, Sem 0.3446, dir -0.8960, norm 0.3369, swav 0.0000 LR: 9.456e-02 Score 89.062 Data time: 0.2097, Forward time: 2.2663, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.2133 [2020-11-12 14:02:31,720][root][INFO] - ===> Epoch[47](1206/26): Loss -0.2152, Sem 0.3645, dir -0.8970, norm 0.3174, swav 0.0000 LR: 9.456e-02 Score 88.133 Data time: 0.3118, Forward time: 2.2671, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 6.5031 [2020-11-12 14:02:36,853][root][INFO] - ===> Epoch[47](1207/26): Loss -0.2621, Sem 0.3310, dir -0.8987, norm 0.3056, swav 0.0000 LR: 9.455e-02 Score 89.886 Data time: 0.1949, Forward time: 2.2672, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 4.9916 [2020-11-12 14:02:42,536][root][INFO] - ===> Epoch[47](1208/26): Loss -0.1491, Sem 0.4076, dir -0.8996, norm 0.3430, swav 0.0000 LR: 9.455e-02 Score 87.530 Data time: 0.1535, Forward time: 2.2666, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.5846 [2020-11-12 14:02:48,537][root][INFO] - ===> Epoch[47](1209/26): Loss -0.1930, Sem 0.3738, dir -0.9051, norm 0.3382, swav 0.0000 LR: 9.454e-02 Score 87.776 Data time: 0.2358, Forward time: 2.2668, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.9303 [2020-11-12 14:02:53,678][root][INFO] - ===> Epoch[47](1210/26): Loss -0.2161, Sem 0.3878, dir -0.9088, norm 0.3049, swav 0.0000 LR: 9.454e-02 Score 88.202 Data time: 0.2741, Forward time: 2.2671, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.0087 [2020-11-12 14:03:00,950][root][INFO] - ===> Epoch[47](1211/26): Loss -0.1452, Sem 0.3742, dir -0.8890, norm 0.3697, swav 0.0000 LR: 9.453e-02 Score 89.089 Data time: 0.1963, Forward time: 2.2671, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 7.1662 [2020-11-12 14:03:06,347][root][INFO] - ===> Epoch[47](1212/26): Loss -0.1900, Sem 0.3794, dir -0.8995, norm 0.3300, swav 0.0000 LR: 9.453e-02 Score 88.432 Data time: 0.2081, Forward time: 2.2671, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.2935 [2020-11-12 14:03:13,152][root][INFO] - ===> Epoch[47](1213/26): Loss -0.2422, Sem 0.3385, dir -0.9020, norm 0.3214, swav 0.0000 LR: 9.452e-02 Score 89.368 Data time: 0.2201, Forward time: 2.2672, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 6.6787 [2020-11-12 14:03:20,609][root][INFO] - ===> Epoch[47](1214/26): Loss -0.2217, Sem 0.3456, dir -0.9015, norm 0.3342, swav 0.0000 LR: 9.452e-02 Score 88.929 Data time: 0.2143, Forward time: 2.2672, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 7.3411 [2020-11-12 14:03:27,421][root][INFO] - ===> Epoch[47](1215/26): Loss -0.1413, Sem 0.4074, dir -0.8969, norm 0.3482, swav 0.0000 LR: 9.452e-02 Score 87.755 Data time: 0.2395, Forward time: 2.2676, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 6.6887 [2020-11-12 14:03:32,642][root][INFO] - ===> Epoch[47](1216/26): Loss -0.2565, Sem 0.3209, dir -0.9016, norm 0.3242, swav 0.0000 LR: 9.451e-02 Score 89.856 Data time: 0.1635, Forward time: 2.2672, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.0825 [2020-11-12 14:03:37,135][root][INFO] - ===> Epoch[47](1217/26): Loss -0.1000, Sem 0.4516, dir -0.8893, norm 0.3377, swav 0.0000 LR: 9.451e-02 Score 86.429 Data time: 0.1739, Forward time: 2.2667, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 4.4075 [2020-11-12 14:03:42,480][root][INFO] - ===> Epoch[47](1218/26): Loss -0.2731, Sem 0.3214, dir -0.9059, norm 0.3114, swav 0.0000 LR: 9.450e-02 Score 89.845 Data time: 0.2437, Forward time: 2.2670, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 5.2817 [2020-11-12 14:03:48,493][root][INFO] - ===> Epoch[47](1219/26): Loss -0.2315, Sem 0.3416, dir -0.8981, norm 0.3250, swav 0.0000 LR: 9.450e-02 Score 88.684 Data time: 0.2111, Forward time: 2.2671, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.8960 [2020-11-12 14:03:54,037][root][INFO] - ===> Epoch[47](1220/26): Loss -0.1800, Sem 0.4044, dir -0.9012, norm 0.3168, swav 0.0000 LR: 9.449e-02 Score 87.843 Data time: 0.1822, Forward time: 2.2668, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.4398 [2020-11-12 14:03:59,672][root][INFO] - ===> Epoch[47](1221/26): Loss -0.1774, Sem 0.3824, dir -0.8933, norm 0.3335, swav 0.0000 LR: 9.449e-02 Score 88.502 Data time: 0.1847, Forward time: 2.2662, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.5483 [2020-11-12 14:04:05,484][root][INFO] - ===> Epoch[47](1222/26): Loss -0.2162, Sem 0.3534, dir -0.9022, norm 0.3327, swav 0.0000 LR: 9.448e-02 Score 89.682 Data time: 0.2594, Forward time: 2.2667, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.7612 [2020-11-12 14:04:11,332][root][INFO] - ===> Epoch[48](1223/26): Loss -0.2718, Sem 0.3438, dir -0.9113, norm 0.2957, swav 0.0000 LR: 9.448e-02 Score 89.085 Data time: 0.1943, Forward time: 2.2666, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 5.7378 [2020-11-12 14:04:16,184][root][INFO] - ===> Epoch[48](1224/26): Loss -0.1650, Sem 0.4191, dir -0.8980, norm 0.3139, swav 0.0000 LR: 9.448e-02 Score 86.555 Data time: 0.1298, Forward time: 2.2660, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 4.7629 [2020-11-12 14:04:21,031][root][INFO] - ===> Epoch[48](1225/26): Loss -0.2931, Sem 0.3296, dir -0.9039, norm 0.2811, swav 0.0000 LR: 9.447e-02 Score 89.859 Data time: 0.1546, Forward time: 2.2655, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 4.7983 [2020-11-12 14:04:27,261][root][INFO] - ===> Epoch[48](1226/26): Loss -0.0719, Sem 0.4410, dir -0.8903, norm 0.3773, swav 0.0000 LR: 9.447e-02 Score 86.362 Data time: 0.1468, Forward time: 2.2649, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 6.1218 [2020-11-12 14:04:32,674][root][INFO] - ===> Epoch[48](1227/26): Loss -0.2796, Sem 0.3334, dir -0.9062, norm 0.2932, swav 0.0000 LR: 9.446e-02 Score 89.693 Data time: 0.2493, Forward time: 2.2653, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 5.3637 [2020-11-12 14:04:40,015][root][INFO] - ===> Epoch[48](1228/26): Loss -0.1986, Sem 0.3930, dir -0.9032, norm 0.3116, swav 0.0000 LR: 9.446e-02 Score 87.503 Data time: 0.2007, Forward time: 2.2652, Backward time: 3.1474, DDP time: 0.0037, Total iter time: 7.2095 [2020-11-12 14:04:45,831][root][INFO] - ===> Epoch[48](1229/26): Loss -0.1917, Sem 0.4004, dir -0.9014, norm 0.3092, swav 0.0000 LR: 9.445e-02 Score 87.382 Data time: 0.2394, Forward time: 2.2656, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.7223 [2020-11-12 14:04:51,614][root][INFO] - ===> Epoch[48](1230/26): Loss -0.2431, Sem 0.3322, dir -0.8894, norm 0.3141, swav 0.0000 LR: 9.445e-02 Score 90.004 Data time: 0.1824, Forward time: 2.2653, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.6596 [2020-11-12 14:04:57,157][root][INFO] - ===> Epoch[48](1231/26): Loss -0.1911, Sem 0.3831, dir -0.8997, norm 0.3256, swav 0.0000 LR: 9.444e-02 Score 87.514 Data time: 0.2003, Forward time: 2.2652, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.4746 [2020-11-12 14:05:02,436][root][INFO] - ===> Epoch[48](1232/26): Loss -0.2406, Sem 0.3632, dir -0.9028, norm 0.2990, swav 0.0000 LR: 9.444e-02 Score 89.115 Data time: 0.2323, Forward time: 2.2655, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.1762 [2020-11-12 14:05:08,270][root][INFO] - ===> Epoch[48](1233/26): Loss -0.1777, Sem 0.3814, dir -0.8954, norm 0.3363, swav 0.0000 LR: 9.443e-02 Score 88.228 Data time: 0.1735, Forward time: 2.2650, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.7221 [2020-11-12 14:05:15,196][root][INFO] - ===> Epoch[48](1234/26): Loss -0.2709, Sem 0.3359, dir -0.9066, norm 0.2999, swav 0.0000 LR: 9.443e-02 Score 88.912 Data time: 0.2218, Forward time: 2.2651, Backward time: 3.1478, DDP time: 0.0037, Total iter time: 6.8459 [2020-11-12 14:05:21,303][root][INFO] - ===> Epoch[48](1235/26): Loss -0.2194, Sem 0.3488, dir -0.8941, norm 0.3258, swav 0.0000 LR: 9.443e-02 Score 89.769 Data time: 0.2445, Forward time: 2.2654, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 5.9717 [2020-11-12 14:05:28,150][root][INFO] - ===> Epoch[48](1236/26): Loss -0.2310, Sem 0.3683, dir -0.9048, norm 0.3056, swav 0.0000 LR: 9.442e-02 Score 88.682 Data time: 0.1971, Forward time: 2.2652, Backward time: 3.1487, DDP time: 0.0037, Total iter time: 6.7071 [2020-11-12 14:05:33,556][root][INFO] - ===> Epoch[48](1237/26): Loss -0.2287, Sem 0.3630, dir -0.9038, norm 0.3121, swav 0.0000 LR: 9.442e-02 Score 88.987 Data time: 0.2457, Forward time: 2.2656, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 5.2909 [2020-11-12 14:05:39,905][root][INFO] - ===> Epoch[48](1238/26): Loss -0.1173, Sem 0.4230, dir -0.8949, norm 0.3546, swav 0.0000 LR: 9.441e-02 Score 87.073 Data time: 0.1851, Forward time: 2.2653, Backward time: 3.1485, DDP time: 0.0037, Total iter time: 6.2407 [2020-11-12 14:05:46,692][root][INFO] - ===> Epoch[48](1239/26): Loss -0.2070, Sem 0.3616, dir -0.8984, norm 0.3298, swav 0.0000 LR: 9.441e-02 Score 88.279 Data time: 0.2317, Forward time: 2.2652, Backward time: 3.1494, DDP time: 0.0037, Total iter time: 6.7126 [2020-11-12 14:05:51,896][root][INFO] - ===> Epoch[48](1240/26): Loss -0.2387, Sem 0.3442, dir -0.9031, norm 0.3202, swav 0.0000 LR: 9.440e-02 Score 89.768 Data time: 0.2401, Forward time: 2.2651, Backward time: 3.1490, DDP time: 0.0037, Total iter time: 5.0871 [2020-11-12 14:05:57,577][root][INFO] - ===> Epoch[48](1241/26): Loss -0.1489, Sem 0.4032, dir -0.8921, norm 0.3400, swav 0.0000 LR: 9.440e-02 Score 88.120 Data time: 0.2637, Forward time: 2.2656, Backward time: 3.1484, DDP time: 0.0037, Total iter time: 5.5878 [2020-11-12 14:06:03,090][root][INFO] - ===> Epoch[48](1242/26): Loss -0.1559, Sem 0.3936, dir -0.9006, norm 0.3511, swav 0.0000 LR: 9.439e-02 Score 87.925 Data time: 0.2052, Forward time: 2.2656, Backward time: 3.1482, DDP time: 0.0037, Total iter time: 5.4000 [2020-11-12 14:06:09,057][root][INFO] - ===> Epoch[48](1243/26): Loss -0.0691, Sem 0.4563, dir -0.8940, norm 0.3686, swav 0.0000 LR: 9.439e-02 Score 85.911 Data time: 0.2706, Forward time: 2.2662, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 5.8603 [2020-11-12 14:06:13,779][root][INFO] - ===> Epoch[48](1244/26): Loss -0.2028, Sem 0.4059, dir -0.9091, norm 0.3004, swav 0.0000 LR: 9.438e-02 Score 87.404 Data time: 0.2141, Forward time: 2.2664, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 4.5928 [2020-11-12 14:06:19,018][root][INFO] - ===> Epoch[48](1245/26): Loss -0.2470, Sem 0.3609, dir -0.9079, norm 0.3001, swav 0.0000 LR: 9.438e-02 Score 88.698 Data time: 0.1882, Forward time: 2.2662, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.1360 [2020-11-12 14:06:24,000][root][INFO] - ===> Epoch[48](1246/26): Loss -0.2265, Sem 0.3682, dir -0.8988, norm 0.3042, swav 0.0000 LR: 9.438e-02 Score 88.135 Data time: 0.2328, Forward time: 2.2662, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 4.8921 [2020-11-12 14:06:30,614][root][INFO] - ===> Epoch[48](1247/26): Loss -0.1352, Sem 0.4106, dir -0.8910, norm 0.3452, swav 0.0000 LR: 9.437e-02 Score 87.558 Data time: 0.1797, Forward time: 2.2659, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 6.5060 [2020-11-12 14:06:36,614][root][INFO] - ===> Epoch[48](1248/26): Loss -0.2584, Sem 0.3386, dir -0.9071, norm 0.3101, swav 0.0000 LR: 9.437e-02 Score 89.493 Data time: 0.2066, Forward time: 2.2659, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.9209 [2020-11-12 14:06:41,802][root][INFO] - ===> Epoch[49](1249/26): Loss -0.3097, Sem 0.3051, dir -0.9123, norm 0.2975, swav 0.0000 LR: 9.436e-02 Score 90.147 Data time: 0.1587, Forward time: 2.2655, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.0740 [2020-11-12 14:06:49,250][root][INFO] - ===> Epoch[49](1250/26): Loss -0.2405, Sem 0.3482, dir -0.9004, norm 0.3116, swav 0.0000 LR: 9.436e-02 Score 88.669 Data time: 0.1907, Forward time: 2.2654, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 7.3690 [2020-11-12 14:06:54,615][root][INFO] - ===> Epoch[49](1251/26): Loss -0.1405, Sem 0.4268, dir -0.8955, norm 0.3282, swav 0.0000 LR: 9.435e-02 Score 86.154 Data time: 0.1419, Forward time: 2.2648, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.2546 [2020-11-12 14:06:59,979][root][INFO] - ===> Epoch[49](1252/26): Loss -0.1567, Sem 0.4373, dir -0.8972, norm 0.3032, swav 0.0000 LR: 9.435e-02 Score 86.551 Data time: 0.2418, Forward time: 2.2652, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 5.3116 [2020-11-12 14:07:05,107][root][INFO] - ===> Epoch[49](1253/26): Loss -0.1482, Sem 0.4153, dir -0.9015, norm 0.3380, swav 0.0000 LR: 9.434e-02 Score 87.262 Data time: 0.1762, Forward time: 2.2650, Backward time: 3.1474, DDP time: 0.0037, Total iter time: 5.0209 [2020-11-12 14:07:10,199][root][INFO] - ===> Epoch[49](1254/26): Loss -0.1666, Sem 0.3840, dir -0.8939, norm 0.3432, swav 0.0000 LR: 9.434e-02 Score 87.794 Data time: 0.1639, Forward time: 2.2646, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 4.9670 [2020-11-12 14:07:17,037][root][INFO] - ===> Epoch[49](1255/26): Loss -0.1916, Sem 0.3979, dir -0.8982, norm 0.3087, swav 0.0000 LR: 9.433e-02 Score 87.338 Data time: 0.2366, Forward time: 2.2648, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 6.7488 [2020-11-12 14:07:23,369][root][INFO] - ===> Epoch[49](1256/26): Loss -0.1070, Sem 0.4073, dir -0.8922, norm 0.3779, swav 0.0000 LR: 9.433e-02 Score 87.515 Data time: 0.2429, Forward time: 2.2653, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 6.2136 [2020-11-12 14:07:29,727][root][INFO] - ===> Epoch[49](1257/26): Loss -0.2226, Sem 0.3694, dir -0.9106, norm 0.3186, swav 0.0000 LR: 9.433e-02 Score 89.021 Data time: 0.2066, Forward time: 2.2652, Backward time: 3.1481, DDP time: 0.0037, Total iter time: 6.2035 [2020-11-12 14:07:36,396][root][INFO] - ===> Epoch[49](1258/26): Loss -0.1640, Sem 0.3760, dir -0.8813, norm 0.3413, swav 0.0000 LR: 9.432e-02 Score 88.156 Data time: 0.2094, Forward time: 2.2651, Backward time: 3.1489, DDP time: 0.0037, Total iter time: 6.5523 [2020-11-12 14:07:42,095][root][INFO] - ===> Epoch[49](1259/26): Loss -0.2475, Sem 0.3683, dir -0.9076, norm 0.2918, swav 0.0000 LR: 9.432e-02 Score 89.288 Data time: 0.2387, Forward time: 2.2653, Backward time: 3.1486, DDP time: 0.0037, Total iter time: 5.6048 [2020-11-12 14:07:48,753][root][INFO] - ===> Epoch[49](1260/26): Loss -0.2299, Sem 0.3377, dir -0.8876, norm 0.3199, swav 0.0000 LR: 9.431e-02 Score 88.874 Data time: 0.1428, Forward time: 2.2648, Backward time: 3.1497, DDP time: 0.0037, Total iter time: 6.5368 [2020-11-12 14:07:53,592][root][INFO] - ===> Epoch[49](1261/26): Loss -0.1874, Sem 0.3945, dir -0.9036, norm 0.3217, swav 0.0000 LR: 9.431e-02 Score 87.911 Data time: 0.1248, Forward time: 2.2642, Backward time: 3.1497, DDP time: 0.0037, Total iter time: 4.7676 [2020-11-12 14:08:00,068][root][INFO] - ===> Epoch[49](1262/26): Loss -0.1489, Sem 0.4087, dir -0.8870, norm 0.3293, swav 0.0000 LR: 9.430e-02 Score 87.666 Data time: 0.2104, Forward time: 2.2639, Backward time: 3.1505, DDP time: 0.0037, Total iter time: 6.4175 [2020-11-12 14:08:04,846][root][INFO] - ===> Epoch[49](1263/26): Loss -0.2265, Sem 0.3660, dir -0.9022, norm 0.3097, swav 0.0000 LR: 9.430e-02 Score 88.216 Data time: 0.1977, Forward time: 2.2637, Backward time: 3.1499, DDP time: 0.0037, Total iter time: 4.6769 [2020-11-12 14:08:09,345][root][INFO] - ===> Epoch[49](1264/26): Loss -0.1490, Sem 0.3974, dir -0.8984, norm 0.3520, swav 0.0000 LR: 9.429e-02 Score 88.200 Data time: 0.1655, Forward time: 2.2632, Backward time: 3.1494, DDP time: 0.0037, Total iter time: 4.3885 [2020-11-12 14:08:15,297][root][INFO] - ===> Epoch[49](1265/26): Loss -0.1029, Sem 0.4163, dir -0.8890, norm 0.3698, swav 0.0000 LR: 9.429e-02 Score 87.180 Data time: 0.2776, Forward time: 2.2638, Backward time: 3.1489, DDP time: 0.0037, Total iter time: 5.8812 [2020-11-12 14:08:22,361][root][INFO] - ===> Epoch[49](1266/26): Loss -0.1341, Sem 0.4298, dir -0.8941, norm 0.3302, swav 0.0000 LR: 9.428e-02 Score 86.728 Data time: 0.3812, Forward time: 2.2648, Backward time: 3.1488, DDP time: 0.0037, Total iter time: 6.9256 [2020-11-12 14:08:27,497][root][INFO] - ===> Epoch[49](1267/26): Loss -0.1898, Sem 0.3600, dir -0.8786, norm 0.3288, swav 0.0000 LR: 9.428e-02 Score 88.721 Data time: 0.1736, Forward time: 2.2647, Backward time: 3.1484, DDP time: 0.0037, Total iter time: 4.9960 [2020-11-12 14:08:32,806][root][INFO] - ===> Epoch[49](1268/26): Loss -0.2378, Sem 0.3633, dir -0.9103, norm 0.3093, swav 0.0000 LR: 9.428e-02 Score 88.279 Data time: 0.1874, Forward time: 2.2644, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.2076 [2020-11-12 14:08:38,805][root][INFO] - ===> Epoch[49](1269/26): Loss -0.1449, Sem 0.3917, dir -0.8895, norm 0.3529, swav 0.0000 LR: 9.427e-02 Score 88.134 Data time: 0.2208, Forward time: 2.2645, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.8876 [2020-11-12 14:08:44,007][root][INFO] - ===> Epoch[49](1270/26): Loss -0.2799, Sem 0.3321, dir -0.9088, norm 0.2968, swav 0.0000 LR: 9.427e-02 Score 89.483 Data time: 0.2324, Forward time: 2.2647, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 5.0836 [2020-11-12 14:08:49,808][root][INFO] - ===> Epoch[49](1271/26): Loss -0.2374, Sem 0.3668, dir -0.9099, norm 0.3058, swav 0.0000 LR: 9.426e-02 Score 88.967 Data time: 0.2084, Forward time: 2.2647, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 5.6506 [2020-11-12 14:08:56,521][root][INFO] - ===> Epoch[49](1272/26): Loss -0.1204, Sem 0.4108, dir -0.8917, norm 0.3605, swav 0.0000 LR: 9.426e-02 Score 87.189 Data time: 0.1698, Forward time: 2.2642, Backward time: 3.1487, DDP time: 0.0037, Total iter time: 6.5948 [2020-11-12 14:09:02,152][root][INFO] - ===> Epoch[49](1273/26): Loss -0.1892, Sem 0.3602, dir -0.9047, norm 0.3553, swav 0.0000 LR: 9.425e-02 Score 87.965 Data time: 0.2309, Forward time: 2.2646, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.5715 [2020-11-12 14:09:08,060][root][INFO] - ===> Epoch[49](1274/26): Loss -0.2537, Sem 0.3466, dir -0.9013, norm 0.3010, swav 0.0000 LR: 9.425e-02 Score 89.288 Data time: 0.2106, Forward time: 2.2647, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 5.7829 [2020-11-12 14:09:13,277][root][INFO] - ===> Epoch[50](1275/26): Loss -0.2390, Sem 0.3673, dir -0.9070, norm 0.3008, swav 0.0000 LR: 9.424e-02 Score 87.932 Data time: 0.1633, Forward time: 2.2644, Backward time: 3.1482, DDP time: 0.0037, Total iter time: 5.1165 [2020-11-12 14:09:18,988][root][INFO] - ===> Epoch[50](1276/26): Loss -0.2061, Sem 0.3649, dir -0.8939, norm 0.3229, swav 0.0000 LR: 9.424e-02 Score 88.591 Data time: 0.1490, Forward time: 2.2639, Backward time: 3.1486, DDP time: 0.0037, Total iter time: 5.6463 [2020-11-12 14:09:24,119][root][INFO] - ===> Epoch[50](1277/26): Loss -0.2119, Sem 0.3873, dir -0.9038, norm 0.3046, swav 0.0000 LR: 9.423e-02 Score 87.995 Data time: 0.1717, Forward time: 2.2636, Backward time: 3.1485, DDP time: 0.0037, Total iter time: 5.0781 [2020-11-12 14:09:29,272][root][INFO] - ===> Epoch[50](1278/26): Loss -0.1758, Sem 0.3732, dir -0.9043, norm 0.3553, swav 0.0000 LR: 9.423e-02 Score 88.685 Data time: 0.2417, Forward time: 2.2638, Backward time: 3.1478, DDP time: 0.0037, Total iter time: 5.0524 [2020-11-12 14:09:35,515][root][INFO] - ===> Epoch[50](1279/26): Loss -0.1618, Sem 0.3769, dir -0.8968, norm 0.3581, swav 0.0000 LR: 9.423e-02 Score 88.500 Data time: 0.2381, Forward time: 2.2641, Backward time: 3.1478, DDP time: 0.0037, Total iter time: 6.1209 [2020-11-12 14:09:40,582][root][INFO] - ===> Epoch[50](1280/26): Loss -0.1684, Sem 0.3974, dir -0.8983, norm 0.3325, swav 0.0000 LR: 9.422e-02 Score 88.483 Data time: 0.2208, Forward time: 2.2641, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 4.9240 [2020-11-12 14:09:45,014][root][INFO] - ===> Epoch[50](1281/26): Loss -0.2638, Sem 0.3385, dir -0.9095, norm 0.3071, swav 0.0000 LR: 9.422e-02 Score 89.252 Data time: 0.2086, Forward time: 2.2641, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 4.3153 [2020-11-12 14:09:52,020][root][INFO] - ===> Epoch[50](1282/26): Loss -0.1988, Sem 0.3862, dir -0.8972, norm 0.3122, swav 0.0000 LR: 9.421e-02 Score 87.926 Data time: 0.3256, Forward time: 2.2648, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 6.9050 [2020-11-12 14:09:58,110][root][INFO] - ===> Epoch[50](1283/26): Loss -0.2588, Sem 0.3367, dir -0.9036, norm 0.3082, swav 0.0000 LR: 9.421e-02 Score 90.125 Data time: 0.2017, Forward time: 2.2648, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.9572 [2020-11-12 14:10:03,742][root][INFO] - ===> Epoch[50](1284/26): Loss -0.2115, Sem 0.3647, dir -0.9025, norm 0.3263, swav 0.0000 LR: 9.420e-02 Score 88.712 Data time: 0.1740, Forward time: 2.2644, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.5291 [2020-11-12 14:10:08,950][root][INFO] - ===> Epoch[50](1285/26): Loss -0.2884, Sem 0.3419, dir -0.9164, norm 0.2861, swav 0.0000 LR: 9.420e-02 Score 89.086 Data time: 0.1672, Forward time: 2.2640, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 5.1236 [2020-11-12 14:10:15,374][root][INFO] - ===> Epoch[50](1286/26): Loss -0.2656, Sem 0.3311, dir -0.9135, norm 0.3169, swav 0.0000 LR: 9.419e-02 Score 89.873 Data time: 0.2504, Forward time: 2.2644, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 6.3526 [2020-11-12 14:10:21,485][root][INFO] - ===> Epoch[50](1287/26): Loss -0.1444, Sem 0.3947, dir -0.8945, norm 0.3554, swav 0.0000 LR: 9.419e-02 Score 87.297 Data time: 0.2048, Forward time: 2.2645, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.9925 [2020-11-12 14:10:28,353][root][INFO] - ===> Epoch[50](1288/26): Loss -0.1545, Sem 0.3699, dir -0.8859, norm 0.3615, swav 0.0000 LR: 9.419e-02 Score 88.967 Data time: 0.2096, Forward time: 2.2642, Backward time: 3.1481, DDP time: 0.0037, Total iter time: 6.7457 [2020-11-12 14:10:34,302][root][INFO] - ===> Epoch[50](1289/26): Loss -0.2024, Sem 0.3607, dir -0.8885, norm 0.3254, swav 0.0000 LR: 9.418e-02 Score 89.174 Data time: 0.2500, Forward time: 2.2646, Backward time: 3.1478, DDP time: 0.0037, Total iter time: 5.8436 [2020-11-12 14:10:39,604][root][INFO] - ===> Epoch[50](1290/26): Loss -0.2502, Sem 0.3316, dir -0.9074, norm 0.3256, swav 0.0000 LR: 9.418e-02 Score 89.700 Data time: 0.2455, Forward time: 2.2649, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.1869 [2020-11-12 14:10:44,944][root][INFO] - ===> Epoch[50](1291/26): Loss -0.2302, Sem 0.3642, dir -0.8976, norm 0.3032, swav 0.0000 LR: 9.417e-02 Score 88.865 Data time: 0.2135, Forward time: 2.2649, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.2110 [2020-11-12 14:10:50,851][root][INFO] - ===> Epoch[50](1292/26): Loss -0.1760, Sem 0.3621, dir -0.8902, norm 0.3522, swav 0.0000 LR: 9.417e-02 Score 88.846 Data time: 0.2209, Forward time: 2.2651, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.7932 [2020-11-12 14:10:57,322][root][INFO] - ===> Epoch[50](1293/26): Loss -0.1171, Sem 0.4369, dir -0.8957, norm 0.3417, swav 0.0000 LR: 9.416e-02 Score 86.721 Data time: 0.2281, Forward time: 2.2651, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 6.3302 [2020-11-12 14:11:03,323][root][INFO] - ===> Epoch[50](1294/26): Loss -0.1776, Sem 0.3887, dir -0.8938, norm 0.3275, swav 0.0000 LR: 9.416e-02 Score 87.766 Data time: 0.2734, Forward time: 2.2656, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.8852 [2020-11-12 14:11:08,837][root][INFO] - ===> Epoch[50](1295/26): Loss -0.2428, Sem 0.3590, dir -0.9071, norm 0.3053, swav 0.0000 LR: 9.415e-02 Score 88.669 Data time: 0.2630, Forward time: 2.2658, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 5.3853 [2020-11-12 14:11:15,343][root][INFO] - ===> Epoch[50](1296/26): Loss -0.2230, Sem 0.3647, dir -0.9001, norm 0.3124, swav 0.0000 LR: 9.415e-02 Score 88.606 Data time: 0.2611, Forward time: 2.2662, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 6.3881 [2020-11-12 14:11:21,077][root][INFO] - ===> Epoch[50](1297/26): Loss -0.1730, Sem 0.3954, dir -0.8930, norm 0.3246, swav 0.0000 LR: 9.414e-02 Score 87.722 Data time: 0.1691, Forward time: 2.2658, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.6282 [2020-11-12 14:11:26,954][root][INFO] - ===> Epoch[50](1298/26): Loss -0.1665, Sem 0.3933, dir -0.8881, norm 0.3283, swav 0.0000 LR: 9.414e-02 Score 87.437 Data time: 0.2120, Forward time: 2.2658, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 5.7906 [2020-11-12 14:11:32,657][root][INFO] - ===> Epoch[50](1299/26): Loss -0.1731, Sem 0.3976, dir -0.9008, norm 0.3301, swav 0.0000 LR: 9.414e-02 Score 87.356 Data time: 0.2611, Forward time: 2.2659, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.5875 [2020-11-12 14:11:38,379][root][INFO] - ===> Epoch[50](1300/26): Loss -0.1906, Sem 0.3683, dir -0.8998, norm 0.3410, swav 0.0000 LR: 9.413e-02 Score 88.472 Data time: 0.2301, Forward time: 2.2660, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.6077 [2020-11-12 14:11:43,746][root][INFO] - ===> Epoch[51](1301/26): Loss -0.2422, Sem 0.3477, dir -0.9046, norm 0.3147, swav 0.0000 LR: 9.413e-02 Score 88.848 Data time: 0.2542, Forward time: 2.2664, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 5.2280 [2020-11-12 14:11:49,978][root][INFO] - ===> Epoch[51](1302/26): Loss -0.2452, Sem 0.3681, dir -0.9042, norm 0.2909, swav 0.0000 LR: 9.412e-02 Score 88.485 Data time: 0.1940, Forward time: 2.2663, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 6.1226 [2020-11-12 14:11:56,017][root][INFO] - ===> Epoch[51](1303/26): Loss -0.1957, Sem 0.3918, dir -0.9086, norm 0.3211, swav 0.0000 LR: 9.412e-02 Score 88.418 Data time: 0.3142, Forward time: 2.2669, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.9343 [2020-11-12 14:12:02,887][root][INFO] - ===> Epoch[51](1304/26): Loss -0.1078, Sem 0.4944, dir -0.9047, norm 0.3025, swav 0.0000 LR: 9.411e-02 Score 85.954 Data time: 0.2339, Forward time: 2.2672, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 6.7431 [2020-11-12 14:12:08,451][root][INFO] - ===> Epoch[51](1305/26): Loss -0.2100, Sem 0.3680, dir -0.8970, norm 0.3190, swav 0.0000 LR: 9.411e-02 Score 88.993 Data time: 0.2176, Forward time: 2.2672, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 5.4641 [2020-11-12 14:12:14,862][root][INFO] - ===> Epoch[51](1306/26): Loss -0.2631, Sem 0.3287, dir -0.9120, norm 0.3201, swav 0.0000 LR: 9.410e-02 Score 89.699 Data time: 0.2899, Forward time: 2.2679, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.2917 [2020-11-12 14:12:20,718][root][INFO] - ===> Epoch[51](1307/26): Loss -0.2001, Sem 0.3707, dir -0.8965, norm 0.3257, swav 0.0000 LR: 9.410e-02 Score 88.724 Data time: 0.2102, Forward time: 2.2680, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.7346 [2020-11-12 14:12:25,852][root][INFO] - ===> Epoch[51](1308/26): Loss -0.2265, Sem 0.3491, dir -0.9006, norm 0.3249, swav 0.0000 LR: 9.409e-02 Score 88.923 Data time: 0.2095, Forward time: 2.2679, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 5.0267 [2020-11-12 14:12:31,482][root][INFO] - ===> Epoch[51](1309/26): Loss -0.1249, Sem 0.4175, dir -0.8994, norm 0.3570, swav 0.0000 LR: 9.409e-02 Score 87.130 Data time: 0.2677, Forward time: 2.2680, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.5472 [2020-11-12 14:12:36,597][root][INFO] - ===> Epoch[51](1310/26): Loss -0.2414, Sem 0.3665, dir -0.9051, norm 0.2972, swav 0.0000 LR: 9.409e-02 Score 88.798 Data time: 0.2460, Forward time: 2.2682, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.0162 [2020-11-12 14:12:43,547][root][INFO] - ===> Epoch[51](1311/26): Loss -0.2760, Sem 0.3178, dir -0.9023, norm 0.3086, swav 0.0000 LR: 9.408e-02 Score 90.259 Data time: 0.2511, Forward time: 2.2684, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 6.8432 [2020-11-12 14:12:49,263][root][INFO] - ===> Epoch[51](1312/26): Loss -0.1654, Sem 0.4142, dir -0.9056, norm 0.3260, swav 0.0000 LR: 9.408e-02 Score 87.368 Data time: 0.2049, Forward time: 2.2685, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.5988 [2020-11-12 14:12:54,908][root][INFO] - ===> Epoch[51](1313/26): Loss -0.1778, Sem 0.3765, dir -0.8920, norm 0.3377, swav 0.0000 LR: 9.407e-02 Score 87.841 Data time: 0.1967, Forward time: 2.2684, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.5277 [2020-11-12 14:13:00,362][root][INFO] - ===> Epoch[51](1314/26): Loss -0.2711, Sem 0.3384, dir -0.9137, norm 0.3042, swav 0.0000 LR: 9.407e-02 Score 89.286 Data time: 0.2168, Forward time: 2.2684, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.3408 [2020-11-12 14:13:06,318][root][INFO] - ===> Epoch[51](1315/26): Loss -0.1633, Sem 0.3850, dir -0.9002, norm 0.3520, swav 0.0000 LR: 9.406e-02 Score 87.876 Data time: 0.2800, Forward time: 2.2689, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.8481 [2020-11-12 14:13:10,974][root][INFO] - ===> Epoch[51](1316/26): Loss -0.2452, Sem 0.3389, dir -0.9067, norm 0.3226, swav 0.0000 LR: 9.406e-02 Score 89.604 Data time: 0.1834, Forward time: 2.2689, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 4.5153 [2020-11-12 14:13:17,661][root][INFO] - ===> Epoch[51](1317/26): Loss -0.1567, Sem 0.4007, dir -0.8911, norm 0.3336, swav 0.0000 LR: 9.405e-02 Score 87.432 Data time: 0.1823, Forward time: 2.2687, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 6.5854 [2020-11-12 14:13:23,182][root][INFO] - ===> Epoch[51](1318/26): Loss -0.2860, Sem 0.3224, dir -0.9105, norm 0.3021, swav 0.0000 LR: 9.405e-02 Score 89.432 Data time: 0.1750, Forward time: 2.2683, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.4285 [2020-11-12 14:13:30,587][root][INFO] - ===> Epoch[51](1319/26): Loss -0.1367, Sem 0.4264, dir -0.8905, norm 0.3274, swav 0.0000 LR: 9.404e-02 Score 86.281 Data time: 0.2644, Forward time: 2.2687, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 7.3162 [2020-11-12 14:13:36,423][root][INFO] - ===> Epoch[51](1320/26): Loss -0.1305, Sem 0.3905, dir -0.8850, norm 0.3639, swav 0.0000 LR: 9.404e-02 Score 87.918 Data time: 0.2003, Forward time: 2.2688, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.7073 [2020-11-12 14:13:42,120][root][INFO] - ===> Epoch[51](1321/26): Loss -0.2221, Sem 0.3764, dir -0.9034, norm 0.3048, swav 0.0000 LR: 9.404e-02 Score 88.043 Data time: 0.2190, Forward time: 2.2688, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.5718 [2020-11-12 14:13:47,992][root][INFO] - ===> Epoch[51](1322/26): Loss -0.1202, Sem 0.4286, dir -0.8951, norm 0.3463, swav 0.0000 LR: 9.403e-02 Score 86.145 Data time: 0.2335, Forward time: 2.2690, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.7565 [2020-11-12 14:13:53,377][root][INFO] - ===> Epoch[51](1323/26): Loss -0.2948, Sem 0.3243, dir -0.9103, norm 0.2912, swav 0.0000 LR: 9.403e-02 Score 89.420 Data time: 0.2101, Forward time: 2.2690, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 5.2588 [2020-11-12 14:13:58,663][root][INFO] - ===> Epoch[51](1324/26): Loss -0.1519, Sem 0.4071, dir -0.9025, norm 0.3435, swav 0.0000 LR: 9.402e-02 Score 87.797 Data time: 0.2444, Forward time: 2.2693, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.1779 [2020-11-12 14:14:04,346][root][INFO] - ===> Epoch[51](1325/26): Loss -0.1952, Sem 0.4057, dir -0.9041, norm 0.3031, swav 0.0000 LR: 9.402e-02 Score 87.198 Data time: 0.1984, Forward time: 2.2690, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.5516 [2020-11-12 14:14:10,807][root][INFO] - ===> Epoch[51](1326/26): Loss -0.2092, Sem 0.3539, dir -0.8926, norm 0.3294, swav 0.0000 LR: 9.401e-02 Score 89.069 Data time: 0.2723, Forward time: 2.2697, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.3767 [2020-11-12 14:14:15,691][root][INFO] - ===> Epoch[52](1327/26): Loss -0.1755, Sem 0.3726, dir -0.8836, norm 0.3355, swav 0.0000 LR: 9.401e-02 Score 88.700 Data time: 0.1824, Forward time: 2.2696, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 4.7523 [2020-11-12 14:14:20,831][root][INFO] - ===> Epoch[52](1328/26): Loss -0.1540, Sem 0.3838, dir -0.8957, norm 0.3580, swav 0.0000 LR: 9.400e-02 Score 87.460 Data time: 0.1604, Forward time: 2.2692, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.0422 [2020-11-12 14:14:25,968][root][INFO] - ===> Epoch[52](1329/26): Loss -0.1301, Sem 0.4146, dir -0.8952, norm 0.3504, swav 0.0000 LR: 9.400e-02 Score 87.601 Data time: 0.1427, Forward time: 2.2686, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.0503 [2020-11-12 14:14:33,198][root][INFO] - ===> Epoch[52](1330/26): Loss -0.2068, Sem 0.3730, dir -0.9002, norm 0.3204, swav 0.0000 LR: 9.399e-02 Score 88.573 Data time: 0.3504, Forward time: 2.2694, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 7.1785 [2020-11-12 14:14:38,204][root][INFO] - ===> Epoch[52](1331/26): Loss -0.2210, Sem 0.3711, dir -0.9042, norm 0.3121, swav 0.0000 LR: 9.399e-02 Score 88.851 Data time: 0.1583, Forward time: 2.2692, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 4.8784 [2020-11-12 14:14:43,898][root][INFO] - ===> Epoch[52](1332/26): Loss -0.2691, Sem 0.3768, dir -0.9192, norm 0.2733, swav 0.0000 LR: 9.399e-02 Score 88.066 Data time: 0.2090, Forward time: 2.2688, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.5804 [2020-11-12 14:14:49,383][root][INFO] - ===> Epoch[52](1333/26): Loss -0.2561, Sem 0.3488, dir -0.9132, norm 0.3084, swav 0.0000 LR: 9.398e-02 Score 88.989 Data time: 0.2122, Forward time: 2.2688, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.3717 [2020-11-12 14:14:54,942][root][INFO] - ===> Epoch[52](1334/26): Loss -0.2550, Sem 0.3326, dir -0.9088, norm 0.3212, swav 0.0000 LR: 9.398e-02 Score 89.227 Data time: 0.2460, Forward time: 2.2690, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.4546 [2020-11-12 14:15:00,933][root][INFO] - ===> Epoch[52](1335/26): Loss -0.2220, Sem 0.3598, dir -0.8984, norm 0.3166, swav 0.0000 LR: 9.397e-02 Score 88.873 Data time: 0.2422, Forward time: 2.2694, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.8712 [2020-11-12 14:15:07,041][root][INFO] - ===> Epoch[52](1336/26): Loss -0.1907, Sem 0.3861, dir -0.8954, norm 0.3186, swav 0.0000 LR: 9.397e-02 Score 88.131 Data time: 0.1390, Forward time: 2.2688, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.9922 [2020-11-12 14:15:12,686][root][INFO] - ===> Epoch[52](1337/26): Loss -0.2166, Sem 0.3342, dir -0.8890, norm 0.3382, swav 0.0000 LR: 9.396e-02 Score 89.487 Data time: 0.2068, Forward time: 2.2688, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.5781 [2020-11-12 14:15:19,115][root][INFO] - ===> Epoch[52](1338/26): Loss -0.3030, Sem 0.3141, dir -0.9132, norm 0.2961, swav 0.0000 LR: 9.396e-02 Score 90.677 Data time: 0.1799, Forward time: 2.2687, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.3474 [2020-11-12 14:15:24,718][root][INFO] - ===> Epoch[52](1339/26): Loss -0.1642, Sem 0.4013, dir -0.9007, norm 0.3351, swav 0.0000 LR: 9.395e-02 Score 87.332 Data time: 0.1830, Forward time: 2.2684, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.5023 [2020-11-12 14:15:31,038][root][INFO] - ===> Epoch[52](1340/26): Loss -0.1488, Sem 0.3951, dir -0.8929, norm 0.3490, swav 0.0000 LR: 9.395e-02 Score 87.717 Data time: 0.1937, Forward time: 2.2683, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.2211 [2020-11-12 14:15:36,073][root][INFO] - ===> Epoch[52](1341/26): Loss -0.2530, Sem 0.3574, dir -0.9152, norm 0.3047, swav 0.0000 LR: 9.395e-02 Score 88.394 Data time: 0.2385, Forward time: 2.2682, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 4.9268 [2020-11-12 14:15:41,401][root][INFO] - ===> Epoch[52](1342/26): Loss -0.2241, Sem 0.3575, dir -0.9011, norm 0.3195, swav 0.0000 LR: 9.394e-02 Score 89.127 Data time: 0.2526, Forward time: 2.2685, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.2270 [2020-11-12 14:15:47,294][root][INFO] - ===> Epoch[52](1343/26): Loss -0.1810, Sem 0.4025, dir -0.8970, norm 0.3135, swav 0.0000 LR: 9.394e-02 Score 87.077 Data time: 0.2604, Forward time: 2.2688, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.7617 [2020-11-12 14:15:53,362][root][INFO] - ===> Epoch[52](1344/26): Loss -0.2672, Sem 0.3249, dir -0.9001, norm 0.3081, swav 0.0000 LR: 9.393e-02 Score 89.781 Data time: 0.2767, Forward time: 2.2694, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.9446 [2020-11-12 14:15:59,791][root][INFO] - ===> Epoch[52](1345/26): Loss -0.1978, Sem 0.3895, dir -0.9010, norm 0.3137, swav 0.0000 LR: 9.393e-02 Score 87.864 Data time: 0.1977, Forward time: 2.2692, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 6.3259 [2020-11-12 14:16:05,974][root][INFO] - ===> Epoch[52](1346/26): Loss -0.2610, Sem 0.3295, dir -0.8982, norm 0.3077, swav 0.0000 LR: 9.392e-02 Score 89.430 Data time: 0.2310, Forward time: 2.2695, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.1047 [2020-11-12 14:16:12,478][root][INFO] - ===> Epoch[52](1347/26): Loss -0.2508, Sem 0.3517, dir -0.9025, norm 0.2999, swav 0.0000 LR: 9.392e-02 Score 88.991 Data time: 0.2504, Forward time: 2.2695, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.3847 [2020-11-12 14:16:17,502][root][INFO] - ===> Epoch[52](1348/26): Loss -0.2438, Sem 0.3481, dir -0.9071, norm 0.3152, swav 0.0000 LR: 9.391e-02 Score 89.061 Data time: 0.1836, Forward time: 2.2693, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 4.9351 [2020-11-12 14:16:22,532][root][INFO] - ===> Epoch[52](1349/26): Loss -0.2152, Sem 0.3433, dir -0.9010, norm 0.3425, swav 0.0000 LR: 9.391e-02 Score 89.533 Data time: 0.2450, Forward time: 2.2692, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 4.9312 [2020-11-12 14:16:27,316][root][INFO] - ===> Epoch[52](1350/26): Loss -0.1706, Sem 0.4009, dir -0.9015, norm 0.3300, swav 0.0000 LR: 9.390e-02 Score 87.436 Data time: 0.2043, Forward time: 2.2691, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.6584 [2020-11-12 14:16:33,421][root][INFO] - ===> Epoch[52](1351/26): Loss -0.2202, Sem 0.3413, dir -0.8940, norm 0.3324, swav 0.0000 LR: 9.390e-02 Score 89.237 Data time: 0.2056, Forward time: 2.2690, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.0076 [2020-11-12 14:16:40,767][root][INFO] - ===> Epoch[52](1352/26): Loss -0.1586, Sem 0.3872, dir -0.8910, norm 0.3452, swav 0.0000 LR: 9.390e-02 Score 88.015 Data time: 0.2446, Forward time: 2.2693, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 7.2358 [2020-11-12 14:16:46,232][root][INFO] - ===> Epoch[53](1353/26): Loss -0.1435, Sem 0.3904, dir -0.9045, norm 0.3706, swav 0.0000 LR: 9.389e-02 Score 88.479 Data time: 0.2330, Forward time: 2.2695, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.3462 [2020-11-12 14:16:51,349][root][INFO] - ===> Epoch[53](1354/26): Loss -0.2523, Sem 0.3293, dir -0.9030, norm 0.3213, swav 0.0000 LR: 9.389e-02 Score 89.719 Data time: 0.2148, Forward time: 2.2696, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.9937 [2020-11-12 14:16:56,780][root][INFO] - ===> Epoch[53](1355/26): Loss -0.1795, Sem 0.3754, dir -0.8923, norm 0.3374, swav 0.0000 LR: 9.388e-02 Score 88.571 Data time: 0.1494, Forward time: 2.2690, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.3273 [2020-11-12 14:17:01,974][root][INFO] - ===> Epoch[53](1356/26): Loss -0.1937, Sem 0.3835, dir -0.8988, norm 0.3216, swav 0.0000 LR: 9.388e-02 Score 87.589 Data time: 0.1930, Forward time: 2.2689, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.1262 [2020-11-12 14:17:10,306][root][INFO] - ===> Epoch[53](1357/26): Loss -0.1388, Sem 0.3994, dir -0.8913, norm 0.3530, swav 0.0000 LR: 9.387e-02 Score 87.617 Data time: 0.2455, Forward time: 2.2693, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 8.2180 [2020-11-12 14:17:16,311][root][INFO] - ===> Epoch[53](1358/26): Loss -0.1718, Sem 0.3827, dir -0.8972, norm 0.3427, swav 0.0000 LR: 9.387e-02 Score 88.458 Data time: 0.2173, Forward time: 2.2693, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.8504 [2020-11-12 14:17:22,428][root][INFO] - ===> Epoch[53](1359/26): Loss -0.2576, Sem 0.3579, dir -0.9127, norm 0.2972, swav 0.0000 LR: 9.386e-02 Score 88.448 Data time: 0.1900, Forward time: 2.2692, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 6.0051 [2020-11-12 14:17:27,302][root][INFO] - ===> Epoch[53](1360/26): Loss -0.1907, Sem 0.3845, dir -0.9032, norm 0.3280, swav 0.0000 LR: 9.386e-02 Score 87.715 Data time: 0.2230, Forward time: 2.2694, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 4.7763 [2020-11-12 14:17:33,413][root][INFO] - ===> Epoch[53](1361/26): Loss -0.2434, Sem 0.3453, dir -0.9073, norm 0.3187, swav 0.0000 LR: 9.385e-02 Score 89.241 Data time: 0.1641, Forward time: 2.2690, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.9952 [2020-11-12 14:17:38,598][root][INFO] - ===> Epoch[53](1362/26): Loss -0.3021, Sem 0.3275, dir -0.9132, norm 0.2836, swav 0.0000 LR: 9.385e-02 Score 90.082 Data time: 0.2291, Forward time: 2.2692, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.1061 [2020-11-12 14:17:44,488][root][INFO] - ===> Epoch[53](1363/26): Loss -0.1992, Sem 0.3736, dir -0.9017, norm 0.3290, swav 0.0000 LR: 9.385e-02 Score 88.416 Data time: 0.2159, Forward time: 2.2692, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.7896 [2020-11-12 14:17:49,726][root][INFO] - ===> Epoch[53](1364/26): Loss -0.2135, Sem 0.3664, dir -0.8956, norm 0.3157, swav 0.0000 LR: 9.384e-02 Score 88.393 Data time: 0.2089, Forward time: 2.2689, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.1332 [2020-11-12 14:17:56,331][root][INFO] - ===> Epoch[53](1365/26): Loss -0.2803, Sem 0.3188, dir -0.9004, norm 0.3012, swav 0.0000 LR: 9.384e-02 Score 89.840 Data time: 0.1335, Forward time: 2.2683, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.5269 [2020-11-12 14:18:02,202][root][INFO] - ===> Epoch[53](1366/26): Loss -0.1883, Sem 0.3608, dir -0.8938, norm 0.3447, swav 0.0000 LR: 9.383e-02 Score 88.702 Data time: 0.1867, Forward time: 2.2682, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.8067 [2020-11-12 14:18:07,792][root][INFO] - ===> Epoch[53](1367/26): Loss -0.2391, Sem 0.3628, dir -0.9107, norm 0.3088, swav 0.0000 LR: 9.383e-02 Score 88.422 Data time: 0.1576, Forward time: 2.2678, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.4818 [2020-11-12 14:18:13,147][root][INFO] - ===> Epoch[53](1368/26): Loss -0.1702, Sem 0.3776, dir -0.8933, norm 0.3455, swav 0.0000 LR: 9.382e-02 Score 88.190 Data time: 0.2138, Forward time: 2.2678, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.2836 [2020-11-12 14:18:18,284][root][INFO] - ===> Epoch[53](1369/26): Loss -0.2800, Sem 0.3212, dir -0.9010, norm 0.2998, swav 0.0000 LR: 9.382e-02 Score 89.592 Data time: 0.2411, Forward time: 2.2680, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.0015 [2020-11-12 14:18:22,896][root][INFO] - ===> Epoch[53](1370/26): Loss -0.2323, Sem 0.3632, dir -0.9039, norm 0.3083, swav 0.0000 LR: 9.381e-02 Score 88.495 Data time: 0.2060, Forward time: 2.2680, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 4.4734 [2020-11-12 14:18:28,222][root][INFO] - ===> Epoch[53](1371/26): Loss -0.2543, Sem 0.3378, dir -0.9110, norm 0.3189, swav 0.0000 LR: 9.381e-02 Score 89.380 Data time: 0.2534, Forward time: 2.2684, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.2222 [2020-11-12 14:18:34,600][root][INFO] - ===> Epoch[53](1372/26): Loss -0.2186, Sem 0.3672, dir -0.8993, norm 0.3134, swav 0.0000 LR: 9.380e-02 Score 87.934 Data time: 0.2168, Forward time: 2.2686, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 6.2362 [2020-11-12 14:18:40,707][root][INFO] - ===> Epoch[53](1373/26): Loss -0.1744, Sem 0.3792, dir -0.8972, norm 0.3436, swav 0.0000 LR: 9.380e-02 Score 88.778 Data time: 0.1380, Forward time: 2.2680, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 5.9940 [2020-11-12 14:18:49,137][root][INFO] - ===> Epoch[53](1374/26): Loss -0.1966, Sem 0.3642, dir -0.9028, norm 0.3421, swav 0.0000 LR: 9.380e-02 Score 88.156 Data time: 0.2722, Forward time: 2.2682, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 8.3738 [2020-11-12 14:18:54,900][root][INFO] - ===> Epoch[53](1375/26): Loss -0.1911, Sem 0.3341, dir -0.8881, norm 0.3629, swav 0.0000 LR: 9.379e-02 Score 90.718 Data time: 0.2126, Forward time: 2.2683, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.6395 [2020-11-12 14:19:00,220][root][INFO] - ===> Epoch[53](1376/26): Loss -0.2207, Sem 0.3600, dir -0.8989, norm 0.3183, swav 0.0000 LR: 9.379e-02 Score 90.082 Data time: 0.1980, Forward time: 2.2681, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.2254 [2020-11-12 14:19:05,531][root][INFO] - ===> Epoch[53](1377/26): Loss -0.1780, Sem 0.4021, dir -0.9107, norm 0.3306, swav 0.0000 LR: 9.378e-02 Score 87.761 Data time: 0.1833, Forward time: 2.2679, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.2102 [2020-11-12 14:19:11,678][root][INFO] - ===> Epoch[53](1378/26): Loss -0.1778, Sem 0.3798, dir -0.8921, norm 0.3345, swav 0.0000 LR: 9.378e-02 Score 88.103 Data time: 0.2488, Forward time: 2.2681, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 6.0596 [2020-11-12 14:19:18,771][root][INFO] - ===> Epoch[54](1379/26): Loss -0.1952, Sem 0.3719, dir -0.8972, norm 0.3301, swav 0.0000 LR: 9.377e-02 Score 88.277 Data time: 0.3702, Forward time: 2.2690, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 6.9756 [2020-11-12 14:19:24,423][root][INFO] - ===> Epoch[54](1380/26): Loss -0.3496, Sem 0.2969, dir -0.9125, norm 0.2660, swav 0.0000 LR: 9.377e-02 Score 90.739 Data time: 0.1466, Forward time: 2.2686, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.5331 [2020-11-12 14:19:30,306][root][INFO] - ===> Epoch[54](1381/26): Loss -0.2029, Sem 0.3919, dir -0.9055, norm 0.3107, swav 0.0000 LR: 9.376e-02 Score 87.936 Data time: 0.2554, Forward time: 2.2690, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.8167 [2020-11-12 14:19:35,601][root][INFO] - ===> Epoch[54](1382/26): Loss -0.2182, Sem 0.3878, dir -0.9042, norm 0.2982, swav 0.0000 LR: 9.376e-02 Score 88.067 Data time: 0.2303, Forward time: 2.2691, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.1784 [2020-11-12 14:19:41,223][root][INFO] - ===> Epoch[54](1383/26): Loss -0.1755, Sem 0.3908, dir -0.9024, norm 0.3361, swav 0.0000 LR: 9.375e-02 Score 88.544 Data time: 0.2509, Forward time: 2.2694, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.5254 [2020-11-12 14:19:48,991][root][INFO] - ===> Epoch[54](1384/26): Loss -0.2022, Sem 0.3762, dir -0.9022, norm 0.3238, swav 0.0000 LR: 9.375e-02 Score 88.092 Data time: 0.1560, Forward time: 2.2690, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 7.6557 [2020-11-12 14:19:55,481][root][INFO] - ===> Epoch[54](1385/26): Loss -0.2332, Sem 0.3500, dir -0.9065, norm 0.3233, swav 0.0000 LR: 9.375e-02 Score 89.128 Data time: 0.1698, Forward time: 2.2687, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 6.4266 [2020-11-12 14:20:02,040][root][INFO] - ===> Epoch[54](1386/26): Loss -0.1507, Sem 0.4017, dir -0.8947, norm 0.3423, swav 0.0000 LR: 9.374e-02 Score 87.191 Data time: 0.1954, Forward time: 2.2685, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 6.4499 [2020-11-12 14:20:07,520][root][INFO] - ===> Epoch[54](1387/26): Loss -0.2464, Sem 0.3610, dir -0.9121, norm 0.3047, swav 0.0000 LR: 9.374e-02 Score 88.646 Data time: 0.2603, Forward time: 2.2689, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.3696 [2020-11-12 14:20:13,734][root][INFO] - ===> Epoch[54](1388/26): Loss -0.2593, Sem 0.3278, dir -0.9093, norm 0.3222, swav 0.0000 LR: 9.373e-02 Score 89.435 Data time: 0.2329, Forward time: 2.2690, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 6.0858 [2020-11-12 14:20:19,440][root][INFO] - ===> Epoch[54](1389/26): Loss -0.2496, Sem 0.3425, dir -0.8983, norm 0.3062, swav 0.0000 LR: 9.373e-02 Score 89.341 Data time: 0.2439, Forward time: 2.2693, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 5.5791 [2020-11-12 14:20:24,773][root][INFO] - ===> Epoch[54](1390/26): Loss -0.2401, Sem 0.3453, dir -0.9040, norm 0.3186, swav 0.0000 LR: 9.372e-02 Score 88.942 Data time: 0.1810, Forward time: 2.2691, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.2125 [2020-11-12 14:20:29,557][root][INFO] - ===> Epoch[54](1391/26): Loss -0.1865, Sem 0.3772, dir -0.8984, norm 0.3347, swav 0.0000 LR: 9.372e-02 Score 88.408 Data time: 0.1916, Forward time: 2.2689, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 4.6942 [2020-11-12 14:20:36,324][root][INFO] - ===> Epoch[54](1392/26): Loss -0.2044, Sem 0.3785, dir -0.9006, norm 0.3176, swav 0.0000 LR: 9.371e-02 Score 88.055 Data time: 0.2732, Forward time: 2.2693, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 6.6548 [2020-11-12 14:20:42,349][root][INFO] - ===> Epoch[54](1393/26): Loss -0.1689, Sem 0.3737, dir -0.8873, norm 0.3448, swav 0.0000 LR: 9.371e-02 Score 88.654 Data time: 0.3217, Forward time: 2.2699, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 5.8998 [2020-11-12 14:20:47,342][root][INFO] - ===> Epoch[54](1394/26): Loss -0.2034, Sem 0.4062, dir -0.9120, norm 0.3024, swav 0.0000 LR: 9.370e-02 Score 87.378 Data time: 0.2300, Forward time: 2.2701, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 4.8819 [2020-11-12 14:20:52,126][root][INFO] - ===> Epoch[54](1395/26): Loss -0.2447, Sem 0.3584, dir -0.9010, norm 0.2979, swav 0.0000 LR: 9.370e-02 Score 88.645 Data time: 0.1814, Forward time: 2.2698, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 4.6824 [2020-11-12 14:20:58,052][root][INFO] - ===> Epoch[54](1396/26): Loss -0.2965, Sem 0.3317, dir -0.9171, norm 0.2889, swav 0.0000 LR: 9.370e-02 Score 89.582 Data time: 0.1211, Forward time: 2.2691, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.8313 [2020-11-12 14:21:04,439][root][INFO] - ===> Epoch[54](1397/26): Loss -0.2296, Sem 0.3443, dir -0.9044, norm 0.3305, swav 0.0000 LR: 9.369e-02 Score 89.069 Data time: 0.2163, Forward time: 2.2689, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 6.3435 [2020-11-12 14:21:09,394][root][INFO] - ===> Epoch[54](1398/26): Loss -0.1794, Sem 0.4041, dir -0.9144, norm 0.3310, swav 0.0000 LR: 9.369e-02 Score 87.488 Data time: 0.2322, Forward time: 2.2691, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 4.8578 [2020-11-12 14:21:15,414][root][INFO] - ===> Epoch[54](1399/26): Loss -0.2904, Sem 0.3284, dir -0.9127, norm 0.2939, swav 0.0000 LR: 9.368e-02 Score 90.062 Data time: 0.1660, Forward time: 2.2688, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 5.9113 [2020-11-12 14:21:20,062][root][INFO] - ===> Epoch[54](1400/26): Loss -0.2058, Sem 0.3448, dir -0.8868, norm 0.3363, swav 0.0000 LR: 9.368e-02 Score 88.877 Data time: 0.1859, Forward time: 2.2686, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 4.5554 [2020-11-12 14:21:25,364][root][INFO] - ===> Epoch[54](1401/26): Loss -0.2103, Sem 0.3787, dir -0.9005, norm 0.3115, swav 0.0000 LR: 9.367e-02 Score 88.194 Data time: 0.1672, Forward time: 2.2681, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 5.1907 [2020-11-12 14:21:30,862][root][INFO] - ===> Epoch[54](1402/26): Loss -0.2106, Sem 0.3636, dir -0.9004, norm 0.3262, swav 0.0000 LR: 9.367e-02 Score 88.543 Data time: 0.2326, Forward time: 2.2684, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.4043 [2020-11-12 14:21:37,724][root][INFO] - ===> Epoch[54](1403/26): Loss -0.1912, Sem 0.3624, dir -0.8872, norm 0.3337, swav 0.0000 LR: 9.366e-02 Score 88.723 Data time: 0.1476, Forward time: 2.2680, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 6.7218 [2020-11-12 14:21:42,689][root][INFO] - ===> Epoch[54](1404/26): Loss -0.2598, Sem 0.3702, dir -0.9163, norm 0.2863, swav 0.0000 LR: 9.366e-02 Score 88.597 Data time: 0.1879, Forward time: 2.2678, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 4.8739 [2020-11-12 14:21:48,719][root][INFO] - ===> Epoch[55](1405/26): Loss -0.3101, Sem 0.3098, dir -0.9197, norm 0.2998, swav 0.0000 LR: 9.366e-02 Score 90.663 Data time: 0.1755, Forward time: 2.2675, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.9206 [2020-11-12 14:21:54,256][root][INFO] - ===> Epoch[55](1406/26): Loss -0.2422, Sem 0.3303, dir -0.9023, norm 0.3298, swav 0.0000 LR: 9.365e-02 Score 89.095 Data time: 0.1904, Forward time: 2.2671, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.4315 [2020-11-12 14:22:00,766][root][INFO] - ===> Epoch[55](1407/26): Loss -0.1539, Sem 0.3673, dir -0.8945, norm 0.3733, swav 0.0000 LR: 9.365e-02 Score 88.258 Data time: 0.2970, Forward time: 2.2676, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 6.4405 [2020-11-12 14:22:06,467][root][INFO] - ===> Epoch[55](1408/26): Loss -0.2365, Sem 0.3645, dir -0.9068, norm 0.3058, swav 0.0000 LR: 9.364e-02 Score 88.562 Data time: 0.2123, Forward time: 2.2676, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.5428 [2020-11-12 14:22:11,746][root][INFO] - ===> Epoch[55](1409/26): Loss -0.2934, Sem 0.2975, dir -0.8982, norm 0.3073, swav 0.0000 LR: 9.364e-02 Score 90.669 Data time: 0.2455, Forward time: 2.2678, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.1707 [2020-11-12 14:22:17,218][root][INFO] - ===> Epoch[55](1410/26): Loss -0.2060, Sem 0.3631, dir -0.9026, norm 0.3335, swav 0.0000 LR: 9.363e-02 Score 88.842 Data time: 0.2569, Forward time: 2.2681, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.3559 [2020-11-12 14:22:23,144][root][INFO] - ===> Epoch[55](1411/26): Loss -0.2188, Sem 0.3407, dir -0.8861, norm 0.3266, swav 0.0000 LR: 9.363e-02 Score 89.270 Data time: 0.2645, Forward time: 2.2686, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.8184 [2020-11-12 14:22:28,555][root][INFO] - ===> Epoch[55](1412/26): Loss -0.2758, Sem 0.3304, dir -0.9105, norm 0.3043, swav 0.0000 LR: 9.362e-02 Score 89.792 Data time: 0.1311, Forward time: 2.2681, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.2953 [2020-11-12 14:22:36,145][root][INFO] - ===> Epoch[55](1413/26): Loss -0.2111, Sem 0.3841, dir -0.9040, norm 0.3088, swav 0.0000 LR: 9.362e-02 Score 87.752 Data time: 0.1943, Forward time: 2.2680, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 7.5239 [2020-11-12 14:22:41,742][root][INFO] - ===> Epoch[55](1414/26): Loss -0.2495, Sem 0.3716, dir -0.9157, norm 0.2946, swav 0.0000 LR: 9.361e-02 Score 87.996 Data time: 0.1872, Forward time: 2.2678, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.5074 [2020-11-12 14:22:47,421][root][INFO] - ===> Epoch[55](1415/26): Loss -0.2339, Sem 0.3695, dir -0.9146, norm 0.3113, swav 0.0000 LR: 9.361e-02 Score 88.792 Data time: 0.2486, Forward time: 2.2682, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.5664 [2020-11-12 14:22:53,558][root][INFO] - ===> Epoch[55](1416/26): Loss -0.2778, Sem 0.3155, dir -0.9127, norm 0.3194, swav 0.0000 LR: 9.361e-02 Score 89.710 Data time: 0.1833, Forward time: 2.2679, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 6.0186 [2020-11-12 14:23:00,107][root][INFO] - ===> Epoch[55](1417/26): Loss -0.2381, Sem 0.3599, dir -0.9042, norm 0.3061, swav 0.0000 LR: 9.360e-02 Score 88.432 Data time: 0.2360, Forward time: 2.2681, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.4627 [2020-11-12 14:23:06,694][root][INFO] - ===> Epoch[55](1418/26): Loss -0.2384, Sem 0.3514, dir -0.9092, norm 0.3194, swav 0.0000 LR: 9.360e-02 Score 89.482 Data time: 0.3536, Forward time: 2.2688, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 6.4679 [2020-11-12 14:23:12,827][root][INFO] - ===> Epoch[55](1419/26): Loss -0.1456, Sem 0.3958, dir -0.8890, norm 0.3477, swav 0.0000 LR: 9.359e-02 Score 88.539 Data time: 0.1751, Forward time: 2.2688, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.9935 [2020-11-12 14:23:18,068][root][INFO] - ===> Epoch[55](1420/26): Loss -0.2846, Sem 0.3138, dir -0.9078, norm 0.3094, swav 0.0000 LR: 9.359e-02 Score 90.197 Data time: 0.1404, Forward time: 2.2683, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.1287 [2020-11-12 14:23:25,199][root][INFO] - ===> Epoch[55](1421/26): Loss -0.1713, Sem 0.3484, dir -0.8885, norm 0.3687, swav 0.0000 LR: 9.358e-02 Score 88.866 Data time: 0.2453, Forward time: 2.2684, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 7.0562 [2020-11-12 14:23:31,552][root][INFO] - ===> Epoch[55](1422/26): Loss -0.2703, Sem 0.3328, dir -0.8957, norm 0.2926, swav 0.0000 LR: 9.358e-02 Score 89.325 Data time: 0.3345, Forward time: 2.2691, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 6.2442 [2020-11-12 14:23:38,694][root][INFO] - ===> Epoch[55](1423/26): Loss -0.3113, Sem 0.3120, dir -0.9191, norm 0.2958, swav 0.0000 LR: 9.357e-02 Score 90.068 Data time: 0.1606, Forward time: 2.2688, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 7.0103 [2020-11-12 14:23:43,950][root][INFO] - ===> Epoch[55](1424/26): Loss -0.2449, Sem 0.3402, dir -0.8993, norm 0.3142, swav 0.0000 LR: 9.357e-02 Score 89.975 Data time: 0.2451, Forward time: 2.2691, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.1625 [2020-11-12 14:23:49,166][root][INFO] - ===> Epoch[55](1425/26): Loss -0.1801, Sem 0.4035, dir -0.9052, norm 0.3216, swav 0.0000 LR: 9.356e-02 Score 88.227 Data time: 0.2537, Forward time: 2.2692, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.0953 [2020-11-12 14:23:55,391][root][INFO] - ===> Epoch[55](1426/26): Loss -0.2711, Sem 0.3110, dir -0.9028, norm 0.3207, swav 0.0000 LR: 9.356e-02 Score 90.194 Data time: 0.2066, Forward time: 2.2693, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 6.1294 [2020-11-12 14:24:00,430][root][INFO] - ===> Epoch[55](1427/26): Loss -0.2938, Sem 0.3172, dir -0.9080, norm 0.2970, swav 0.0000 LR: 9.356e-02 Score 89.689 Data time: 0.1753, Forward time: 2.2690, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 4.9363 [2020-11-12 14:24:06,352][root][INFO] - ===> Epoch[55](1428/26): Loss -0.2919, Sem 0.3306, dir -0.9132, norm 0.2907, swav 0.0000 LR: 9.355e-02 Score 89.142 Data time: 0.1930, Forward time: 2.2689, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 5.8156 [2020-11-12 14:24:13,557][root][INFO] - ===> Epoch[55](1429/26): Loss -0.2450, Sem 0.3571, dir -0.9095, norm 0.3074, swav 0.0000 LR: 9.355e-02 Score 88.960 Data time: 0.1873, Forward time: 2.2686, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 7.1040 [2020-11-12 14:24:18,981][root][INFO] - ===> Epoch[55](1430/26): Loss -0.3512, Sem 0.2820, dir -0.9098, norm 0.2765, swav 0.0000 LR: 9.354e-02 Score 91.053 Data time: 0.2098, Forward time: 2.2687, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.3446 [2020-11-12 14:24:23,882][root][INFO] - ===> Epoch[56](1431/26): Loss -0.2927, Sem 0.3216, dir -0.9045, norm 0.2902, swav 0.0000 LR: 9.354e-02 Score 90.080 Data time: 0.1600, Forward time: 2.2683, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 4.7865 [2020-11-12 14:24:29,369][root][INFO] - ===> Epoch[56](1432/26): Loss -0.2969, Sem 0.3137, dir -0.9073, norm 0.2967, swav 0.0000 LR: 9.353e-02 Score 90.184 Data time: 0.2268, Forward time: 2.2683, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 5.3964 [2020-11-12 14:24:35,565][root][INFO] - ===> Epoch[56](1433/26): Loss -0.2647, Sem 0.3448, dir -0.9142, norm 0.3047, swav 0.0000 LR: 9.353e-02 Score 89.694 Data time: 0.2191, Forward time: 2.2683, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 6.0822 [2020-11-12 14:24:41,452][root][INFO] - ===> Epoch[56](1434/26): Loss -0.1627, Sem 0.3844, dir -0.8914, norm 0.3444, swav 0.0000 LR: 9.352e-02 Score 89.000 Data time: 0.2829, Forward time: 2.2688, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 5.7596 [2020-11-12 14:24:46,703][root][INFO] - ===> Epoch[56](1435/26): Loss -0.3429, Sem 0.2780, dir -0.9096, norm 0.2887, swav 0.0000 LR: 9.352e-02 Score 91.042 Data time: 0.2419, Forward time: 2.2691, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.1163 [2020-11-12 14:24:52,401][root][INFO] - ===> Epoch[56](1436/26): Loss -0.1551, Sem 0.3789, dir -0.8971, norm 0.3630, swav 0.0000 LR: 9.351e-02 Score 89.007 Data time: 0.2095, Forward time: 2.2693, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.5864 [2020-11-12 14:24:58,693][root][INFO] - ===> Epoch[56](1437/26): Loss -0.1674, Sem 0.3824, dir -0.8957, norm 0.3459, swav 0.0000 LR: 9.351e-02 Score 88.513 Data time: 0.1621, Forward time: 2.2686, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 6.1627 [2020-11-12 14:25:04,144][root][INFO] - ===> Epoch[56](1438/26): Loss -0.2025, Sem 0.3681, dir -0.9057, norm 0.3351, swav 0.0000 LR: 9.351e-02 Score 89.006 Data time: 0.2228, Forward time: 2.2687, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 5.4025 [2020-11-12 14:25:09,460][root][INFO] - ===> Epoch[56](1439/26): Loss -0.2206, Sem 0.3679, dir -0.9020, norm 0.3135, swav 0.0000 LR: 9.350e-02 Score 88.633 Data time: 0.2126, Forward time: 2.2689, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.2219 [2020-11-12 14:25:16,569][root][INFO] - ===> Epoch[56](1440/26): Loss -0.2676, Sem 0.3204, dir -0.9052, norm 0.3172, swav 0.0000 LR: 9.350e-02 Score 90.247 Data time: 0.1699, Forward time: 2.2687, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 7.0037 [2020-11-12 14:25:22,638][root][INFO] - ===> Epoch[56](1441/26): Loss -0.2418, Sem 0.3315, dir -0.8935, norm 0.3202, swav 0.0000 LR: 9.349e-02 Score 90.288 Data time: 0.1447, Forward time: 2.2682, Backward time: 3.1473, DDP time: 0.0037, Total iter time: 5.9724 [2020-11-12 14:25:28,264][root][INFO] - ===> Epoch[56](1442/26): Loss -0.1967, Sem 0.3588, dir -0.9052, norm 0.3496, swav 0.0000 LR: 9.349e-02 Score 88.446 Data time: 0.1736, Forward time: 2.2677, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 5.5716 [2020-11-12 14:25:33,366][root][INFO] - ===> Epoch[56](1443/26): Loss -0.3334, Sem 0.2870, dir -0.9076, norm 0.2872, swav 0.0000 LR: 9.348e-02 Score 90.986 Data time: 0.1942, Forward time: 2.2676, Backward time: 3.1474, DDP time: 0.0037, Total iter time: 5.0280 [2020-11-12 14:25:38,686][root][INFO] - ===> Epoch[56](1444/26): Loss -0.2579, Sem 0.3538, dir -0.9136, norm 0.3019, swav 0.0000 LR: 9.348e-02 Score 89.426 Data time: 0.1998, Forward time: 2.2675, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.2107 [2020-11-12 14:25:44,568][root][INFO] - ===> Epoch[56](1445/26): Loss -0.2911, Sem 0.3196, dir -0.9116, norm 0.3009, swav 0.0000 LR: 9.347e-02 Score 89.988 Data time: 0.1996, Forward time: 2.2675, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.7829 [2020-11-12 14:25:50,097][root][INFO] - ===> Epoch[56](1446/26): Loss -0.2718, Sem 0.3364, dir -0.9054, norm 0.2972, swav 0.0000 LR: 9.347e-02 Score 89.317 Data time: 0.2155, Forward time: 2.2675, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.4230 [2020-11-12 14:25:56,017][root][INFO] - ===> Epoch[56](1447/26): Loss -0.2589, Sem 0.3606, dir -0.9170, norm 0.2976, swav 0.0000 LR: 9.346e-02 Score 88.509 Data time: 0.1864, Forward time: 2.2674, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.8122 [2020-11-12 14:26:02,444][root][INFO] - ===> Epoch[56](1448/26): Loss -0.2505, Sem 0.3245, dir -0.9004, norm 0.3254, swav 0.0000 LR: 9.346e-02 Score 89.606 Data time: 0.1760, Forward time: 2.2672, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 6.3253 [2020-11-12 14:26:08,278][root][INFO] - ===> Epoch[56](1449/26): Loss -0.3426, Sem 0.2796, dir -0.9098, norm 0.2877, swav 0.0000 LR: 9.346e-02 Score 90.843 Data time: 0.2139, Forward time: 2.2670, Backward time: 3.1481, DDP time: 0.0037, Total iter time: 5.7498 [2020-11-12 14:26:13,334][root][INFO] - ===> Epoch[56](1450/26): Loss -0.2816, Sem 0.3473, dir -0.9124, norm 0.2835, swav 0.0000 LR: 9.345e-02 Score 89.747 Data time: 0.1800, Forward time: 2.2667, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 4.9489 [2020-11-12 14:26:18,950][root][INFO] - ===> Epoch[56](1451/26): Loss -0.2760, Sem 0.3017, dir -0.9043, norm 0.3267, swav 0.0000 LR: 9.345e-02 Score 90.130 Data time: 0.2133, Forward time: 2.2667, Backward time: 3.1478, DDP time: 0.0037, Total iter time: 5.5212 [2020-11-12 14:26:25,984][root][INFO] - ===> Epoch[56](1452/26): Loss -0.1856, Sem 0.3666, dir -0.8997, norm 0.3475, swav 0.0000 LR: 9.344e-02 Score 88.915 Data time: 0.2467, Forward time: 2.2669, Backward time: 3.1484, DDP time: 0.0037, Total iter time: 6.9312 [2020-11-12 14:26:31,650][root][INFO] - ===> Epoch[56](1453/26): Loss -0.2079, Sem 0.3794, dir -0.9032, norm 0.3159, swav 0.0000 LR: 9.344e-02 Score 87.930 Data time: 0.2313, Forward time: 2.2671, Backward time: 3.1481, DDP time: 0.0037, Total iter time: 5.5355 [2020-11-12 14:26:36,928][root][INFO] - ===> Epoch[56](1454/26): Loss -0.2284, Sem 0.3583, dir -0.8994, norm 0.3127, swav 0.0000 LR: 9.343e-02 Score 88.632 Data time: 0.1875, Forward time: 2.2669, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 5.1709 [2020-11-12 14:26:42,469][root][INFO] - ===> Epoch[56](1455/26): Loss -0.2563, Sem 0.3329, dir -0.9011, norm 0.3119, swav 0.0000 LR: 9.343e-02 Score 89.398 Data time: 0.1915, Forward time: 2.2667, Backward time: 3.1480, DDP time: 0.0037, Total iter time: 5.4347 [2020-11-12 14:26:47,981][root][INFO] - ===> Epoch[56](1456/26): Loss -0.2622, Sem 0.3390, dir -0.9006, norm 0.2994, swav 0.0000 LR: 9.342e-02 Score 88.913 Data time: 0.2652, Forward time: 2.2671, Backward time: 3.1474, DDP time: 0.0037, Total iter time: 5.4001 [2020-11-12 14:26:53,055][root][INFO] - ===> Epoch[57](1457/26): Loss -0.2072, Sem 0.3820, dir -0.8993, norm 0.3101, swav 0.0000 LR: 9.342e-02 Score 88.241 Data time: 0.1944, Forward time: 2.2667, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 4.9350 [2020-11-12 14:26:58,686][root][INFO] - ===> Epoch[57](1458/26): Loss -0.2117, Sem 0.3376, dir -0.8976, norm 0.3483, swav 0.0000 LR: 9.341e-02 Score 89.643 Data time: 0.2093, Forward time: 2.2667, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.5527 [2020-11-12 14:27:03,474][root][INFO] - ===> Epoch[57](1459/26): Loss -0.2797, Sem 0.3129, dir -0.9011, norm 0.3084, swav 0.0000 LR: 9.341e-02 Score 89.971 Data time: 0.2017, Forward time: 2.2666, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 4.6590 [2020-11-12 14:27:08,292][root][INFO] - ===> Epoch[57](1460/26): Loss -0.2215, Sem 0.3701, dir -0.9052, norm 0.3136, swav 0.0000 LR: 9.341e-02 Score 88.369 Data time: 0.2042, Forward time: 2.2667, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 4.7159 [2020-11-12 14:27:12,916][root][INFO] - ===> Epoch[57](1461/26): Loss -0.2235, Sem 0.3467, dir -0.9034, norm 0.3332, swav 0.0000 LR: 9.340e-02 Score 89.067 Data time: 0.2133, Forward time: 2.2667, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 4.4913 [2020-11-12 14:27:17,682][root][INFO] - ===> Epoch[57](1462/26): Loss -0.2681, Sem 0.3615, dir -0.9089, norm 0.2793, swav 0.0000 LR: 9.340e-02 Score 88.566 Data time: 0.1988, Forward time: 2.2666, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 4.6426 [2020-11-12 14:27:23,345][root][INFO] - ===> Epoch[57](1463/26): Loss -0.1762, Sem 0.3557, dir -0.8946, norm 0.3626, swav 0.0000 LR: 9.339e-02 Score 88.769 Data time: 0.1806, Forward time: 2.2663, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.5533 [2020-11-12 14:27:30,138][root][INFO] - ===> Epoch[57](1464/26): Loss -0.2546, Sem 0.3179, dir -0.9033, norm 0.3308, swav 0.0000 LR: 9.339e-02 Score 90.345 Data time: 0.1894, Forward time: 2.2661, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.7136 [2020-11-12 14:27:35,925][root][INFO] - ===> Epoch[57](1465/26): Loss -0.1684, Sem 0.3947, dir -0.9008, norm 0.3376, swav 0.0000 LR: 9.338e-02 Score 88.042 Data time: 0.2551, Forward time: 2.2663, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.6776 [2020-11-12 14:27:42,199][root][INFO] - ===> Epoch[57](1466/26): Loss -0.2894, Sem 0.3391, dir -0.9075, norm 0.2790, swav 0.0000 LR: 9.338e-02 Score 89.513 Data time: 0.2068, Forward time: 2.2663, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 6.1439 [2020-11-12 14:27:48,784][root][INFO] - ===> Epoch[57](1467/26): Loss -0.2855, Sem 0.3299, dir -0.9086, norm 0.2932, swav 0.0000 LR: 9.337e-02 Score 89.383 Data time: 0.1982, Forward time: 2.2662, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 6.4786 [2020-11-12 14:27:54,393][root][INFO] - ===> Epoch[57](1468/26): Loss -0.2858, Sem 0.3466, dir -0.9087, norm 0.2763, swav 0.0000 LR: 9.337e-02 Score 88.989 Data time: 0.1724, Forward time: 2.2660, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 5.5046 [2020-11-12 14:28:00,397][root][INFO] - ===> Epoch[57](1469/26): Loss -0.2090, Sem 0.3796, dir -0.9022, norm 0.3136, swav 0.0000 LR: 9.336e-02 Score 88.042 Data time: 0.1886, Forward time: 2.2659, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.9332 [2020-11-12 14:28:05,815][root][INFO] - ===> Epoch[57](1470/26): Loss -0.2036, Sem 0.3857, dir -0.8995, norm 0.3101, swav 0.0000 LR: 9.336e-02 Score 87.953 Data time: 0.2545, Forward time: 2.2663, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.3152 [2020-11-12 14:28:11,349][root][INFO] - ===> Epoch[57](1471/26): Loss -0.2820, Sem 0.3321, dir -0.9025, norm 0.2884, swav 0.0000 LR: 9.336e-02 Score 89.080 Data time: 0.1912, Forward time: 2.2661, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 5.3885 [2020-11-12 14:28:16,716][root][INFO] - ===> Epoch[57](1472/26): Loss -0.2947, Sem 0.3162, dir -0.9138, norm 0.3028, swav 0.0000 LR: 9.335e-02 Score 90.540 Data time: 0.2167, Forward time: 2.2661, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.2802 [2020-11-12 14:28:22,159][root][INFO] - ===> Epoch[57](1473/26): Loss -0.2703, Sem 0.3242, dir -0.9143, norm 0.3198, swav 0.0000 LR: 9.335e-02 Score 90.288 Data time: 0.2342, Forward time: 2.2663, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.3509 [2020-11-12 14:28:28,031][root][INFO] - ===> Epoch[57](1474/26): Loss -0.2309, Sem 0.3218, dir -0.8979, norm 0.3452, swav 0.0000 LR: 9.334e-02 Score 89.774 Data time: 0.2057, Forward time: 2.2663, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.7608 [2020-11-12 14:28:33,427][root][INFO] - ===> Epoch[57](1475/26): Loss -0.2113, Sem 0.3419, dir -0.9004, norm 0.3471, swav 0.0000 LR: 9.334e-02 Score 89.349 Data time: 0.1922, Forward time: 2.2661, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.2994 [2020-11-12 14:28:39,393][root][INFO] - ===> Epoch[57](1476/26): Loss -0.1768, Sem 0.3390, dir -0.8922, norm 0.3764, swav 0.0000 LR: 9.333e-02 Score 88.863 Data time: 0.1708, Forward time: 2.2658, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.8685 [2020-11-12 14:28:45,184][root][INFO] - ===> Epoch[57](1477/26): Loss -0.1683, Sem 0.3856, dir -0.9018, norm 0.3479, swav 0.0000 LR: 9.333e-02 Score 88.683 Data time: 0.2207, Forward time: 2.2660, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.7158 [2020-11-12 14:28:50,625][root][INFO] - ===> Epoch[57](1478/26): Loss -0.3089, Sem 0.2967, dir -0.9090, norm 0.3035, swav 0.0000 LR: 9.332e-02 Score 90.134 Data time: 0.2163, Forward time: 2.2659, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.3239 [2020-11-12 14:28:56,692][root][INFO] - ===> Epoch[57](1479/26): Loss -0.2090, Sem 0.3274, dir -0.9010, norm 0.3645, swav 0.0000 LR: 9.332e-02 Score 90.534 Data time: 0.1848, Forward time: 2.2657, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.9465 [2020-11-12 14:29:02,252][root][INFO] - ===> Epoch[57](1480/26): Loss -0.2833, Sem 0.3372, dir -0.9118, norm 0.2913, swav 0.0000 LR: 9.331e-02 Score 88.785 Data time: 0.2455, Forward time: 2.2660, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.4890 [2020-11-12 14:29:08,792][root][INFO] - ===> Epoch[57](1481/26): Loss -0.1941, Sem 0.3807, dir -0.8989, norm 0.3242, swav 0.0000 LR: 9.331e-02 Score 88.188 Data time: 0.3946, Forward time: 2.2666, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 6.4062 [2020-11-12 14:29:14,903][root][INFO] - ===> Epoch[57](1482/26): Loss -0.1865, Sem 0.3967, dir -0.8993, norm 0.3161, swav 0.0000 LR: 9.331e-02 Score 87.795 Data time: 0.2665, Forward time: 2.2671, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.9850 [2020-11-12 14:29:20,612][root][INFO] - ===> Epoch[58](1483/26): Loss -0.1923, Sem 0.3758, dir -0.9037, norm 0.3356, swav 0.0000 LR: 9.330e-02 Score 88.618 Data time: 0.1769, Forward time: 2.2669, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.5697 [2020-11-12 14:29:25,632][root][INFO] - ===> Epoch[58](1484/26): Loss -0.1022, Sem 0.4308, dir -0.8827, norm 0.3497, swav 0.0000 LR: 9.330e-02 Score 86.682 Data time: 0.1858, Forward time: 2.2668, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 4.9501 [2020-11-12 14:29:32,344][root][INFO] - ===> Epoch[58](1485/26): Loss -0.2284, Sem 0.3506, dir -0.9085, norm 0.3295, swav 0.0000 LR: 9.329e-02 Score 88.902 Data time: 0.2264, Forward time: 2.2668, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 6.6179 [2020-11-12 14:29:38,897][root][INFO] - ===> Epoch[58](1486/26): Loss -0.2855, Sem 0.3094, dir -0.9038, norm 0.3089, swav 0.0000 LR: 9.329e-02 Score 90.434 Data time: 0.2055, Forward time: 2.2669, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 6.4171 [2020-11-12 14:29:44,252][root][INFO] - ===> Epoch[58](1487/26): Loss -0.2350, Sem 0.3656, dir -0.9033, norm 0.3027, swav 0.0000 LR: 9.328e-02 Score 88.244 Data time: 0.2084, Forward time: 2.2668, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.2399 [2020-11-12 14:29:50,035][root][INFO] - ===> Epoch[58](1488/26): Loss -0.2445, Sem 0.3642, dir -0.9096, norm 0.3009, swav 0.0000 LR: 9.328e-02 Score 88.652 Data time: 0.1721, Forward time: 2.2666, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.6600 [2020-11-12 14:29:56,941][root][INFO] - ===> Epoch[58](1489/26): Loss -0.1547, Sem 0.3763, dir -0.8934, norm 0.3624, swav 0.0000 LR: 9.327e-02 Score 89.413 Data time: 0.2478, Forward time: 2.2667, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 6.8029 [2020-11-12 14:30:04,394][root][INFO] - ===> Epoch[58](1490/26): Loss -0.2168, Sem 0.3489, dir -0.8934, norm 0.3278, swav 0.0000 LR: 9.327e-02 Score 89.234 Data time: 0.4210, Forward time: 2.2676, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 7.3254 [2020-11-12 14:30:09,642][root][INFO] - ===> Epoch[58](1491/26): Loss -0.2148, Sem 0.3433, dir -0.9015, norm 0.3434, swav 0.0000 LR: 9.327e-02 Score 88.985 Data time: 0.2462, Forward time: 2.2679, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.1031 [2020-11-12 14:30:15,369][root][INFO] - ===> Epoch[58](1492/26): Loss -0.2918, Sem 0.3254, dir -0.9081, norm 0.2909, swav 0.0000 LR: 9.326e-02 Score 89.847 Data time: 0.2492, Forward time: 2.2683, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 5.5930 [2020-11-12 14:30:20,717][root][INFO] - ===> Epoch[58](1493/26): Loss -0.2138, Sem 0.3684, dir -0.9044, norm 0.3222, swav 0.0000 LR: 9.326e-02 Score 88.406 Data time: 0.2008, Forward time: 2.2682, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.2128 [2020-11-12 14:30:26,315][root][INFO] - ===> Epoch[58](1494/26): Loss -0.2318, Sem 0.3297, dir -0.9051, norm 0.3436, swav 0.0000 LR: 9.325e-02 Score 89.691 Data time: 0.2258, Forward time: 2.2683, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 5.4859 [2020-11-12 14:30:33,571][root][INFO] - ===> Epoch[58](1495/26): Loss -0.2304, Sem 0.3558, dir -0.9031, norm 0.3169, swav 0.0000 LR: 9.325e-02 Score 89.097 Data time: 0.3441, Forward time: 2.2692, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 7.1388 [2020-11-12 14:30:38,607][root][INFO] - ===> Epoch[58](1496/26): Loss -0.2783, Sem 0.3357, dir -0.9129, norm 0.2988, swav 0.0000 LR: 9.324e-02 Score 89.315 Data time: 0.1878, Forward time: 2.2691, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 4.9070 [2020-11-12 14:30:44,662][root][INFO] - ===> Epoch[58](1497/26): Loss -0.2109, Sem 0.3596, dir -0.8939, norm 0.3234, swav 0.0000 LR: 9.324e-02 Score 88.796 Data time: 0.2362, Forward time: 2.2693, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.9396 [2020-11-12 14:30:50,423][root][INFO] - ===> Epoch[58](1498/26): Loss -0.2285, Sem 0.3715, dir -0.9042, norm 0.3043, swav 0.0000 LR: 9.323e-02 Score 88.720 Data time: 0.2104, Forward time: 2.2694, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.6405 [2020-11-12 14:30:55,956][root][INFO] - ===> Epoch[58](1499/26): Loss -0.1802, Sem 0.3590, dir -0.8946, norm 0.3554, swav 0.0000 LR: 9.323e-02 Score 89.588 Data time: 0.2910, Forward time: 2.2697, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 5.4236 [2020-11-12 14:31:01,752][root][INFO] - ===> Epoch[58](1500/26): Loss -0.2591, Sem 0.3132, dir -0.9057, norm 0.3334, swav 0.0000 LR: 9.322e-02 Score 90.578 Data time: 0.2150, Forward time: 2.2696, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.6789 [2020-11-12 14:31:02,932][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 14:31:03,100][root][INFO] - ===> Start testing [2020-11-12 14:32:25,138][root][INFO] - 101/312: Data time: 0.0102, Iter time: 0.3185 Loss 0.046 (AVG: 0.477) Score 98.980 (AVG: 86.281) mIOU 66.995 mAP 74.288 mAcc 77.922 IOU: 81.428 95.875 51.629 68.678 89.924 79.814 60.360 50.891 60.425 73.450 29.119 64.289 61.972 64.537 60.883 69.945 86.346 64.116 89.251 36.976 mAP: 81.574 96.936 63.283 60.844 89.054 83.070 70.013 65.619 63.360 74.860 51.786 60.897 65.935 76.137 66.377 87.002 94.261 85.573 83.424 65.753 mAcc: 91.265 98.265 63.329 71.347 92.904 92.533 73.003 68.848 79.116 90.748 38.531 83.686 82.778 72.207 66.120 90.219 90.269 70.869 92.764 49.648 [2020-11-12 14:33:54,843][root][INFO] - 201/312: Data time: 0.0075, Iter time: 0.4316 Loss 0.547 (AVG: 0.489) Score 88.855 (AVG: 85.934) mIOU 64.821 mAP 73.427 mAcc 75.542 IOU: 81.329 96.091 54.516 72.922 87.456 77.575 63.230 51.886 58.591 71.262 26.126 57.679 58.731 59.522 46.900 59.564 84.925 64.565 84.821 38.732 mAP: 82.171 95.637 62.442 64.183 89.292 83.175 69.125 65.183 64.497 73.787 53.509 57.376 67.833 72.362 60.666 87.176 95.557 82.868 83.885 57.816 mAcc: 91.948 98.499 66.344 75.513 90.680 90.536 74.636 69.376 76.314 90.912 31.821 78.841 81.752 65.177 52.976 73.503 87.880 71.832 90.057 52.232 [2020-11-12 14:35:20,426][root][INFO] - 301/312: Data time: 0.0099, Iter time: 0.1825 Loss 0.181 (AVG: 0.462) Score 97.576 (AVG: 86.663) mIOU 65.246 mAP 73.988 mAcc 75.604 IOU: 81.925 96.313 54.461 78.806 87.578 79.517 64.432 55.535 54.115 72.816 28.291 59.500 56.767 62.350 37.794 63.623 84.424 63.291 83.586 39.801 mAP: 82.511 96.026 63.085 72.446 89.797 82.786 71.171 67.292 63.428 73.218 54.934 59.099 68.870 73.627 53.910 88.256 95.235 83.783 82.681 57.611 mAcc: 92.180 98.589 67.033 81.328 90.667 90.834 76.881 72.301 70.754 91.907 35.274 77.918 81.549 70.379 42.965 73.369 87.218 70.833 87.506 52.595 [2020-11-12 14:35:29,290][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.3014 Loss 0.342 (AVG: 0.461) Score 89.562 (AVG: 86.692) mIOU 65.214 mAP 73.827 mAcc 75.576 IOU: 81.942 96.286 54.219 79.315 87.846 79.517 64.759 55.153 55.085 72.445 27.853 59.698 57.092 63.062 38.687 62.823 82.575 62.949 83.579 39.399 mAP: 82.662 96.095 62.523 71.984 89.970 82.786 71.414 67.028 63.676 73.218 54.605 58.566 68.428 74.100 54.808 87.155 94.464 83.428 82.681 56.951 mAcc: 92.247 98.561 66.238 81.800 90.906 90.834 77.001 72.098 71.367 91.907 34.920 77.972 81.921 71.210 43.960 72.883 85.164 70.838 87.506 52.195 [2020-11-12 14:35:29,292][root][INFO] - Finished test. Elapsed time: 266.1894 [2020-11-12 14:35:41,269][root][INFO] - [2020-11-12 14:35:41,273][root][INFO] - ################################################################ [2020-11-12 14:35:41,273][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 14:35:41,273][root][INFO] - ################################################################ [2020-11-12 14:35:41,273][root][INFO] - cabinet : 0.163 0.334 0.568 [2020-11-12 14:35:41,273][root][INFO] - bed : 0.372 0.719 0.826 [2020-11-12 14:35:41,273][root][INFO] - chair : 0.676 0.856 0.915 [2020-11-12 14:35:41,273][root][INFO] - sofa : 0.425 0.678 0.847 [2020-11-12 14:35:41,273][root][INFO] - table : 0.343 0.578 0.709 [2020-11-12 14:35:41,273][root][INFO] - door : 0.196 0.421 0.557 [2020-11-12 14:35:41,273][root][INFO] - window : 0.139 0.300 0.496 [2020-11-12 14:35:41,273][root][INFO] - bookshelf : 0.210 0.614 0.772 [2020-11-12 14:35:41,273][root][INFO] - picture : 0.102 0.199 0.374 [2020-11-12 14:35:41,273][root][INFO] - counter : 0.038 0.176 0.491 [2020-11-12 14:35:41,273][root][INFO] - desk : 0.057 0.215 0.569 [2020-11-12 14:35:41,273][root][INFO] - curtain : 0.219 0.395 0.534 [2020-11-12 14:35:41,273][root][INFO] - refrigerator : 0.240 0.328 0.363 [2020-11-12 14:35:41,273][root][INFO] - shower curtain : 0.349 0.606 0.766 [2020-11-12 14:35:41,273][root][INFO] - toilet : 0.736 0.928 0.947 [2020-11-12 14:35:41,274][root][INFO] - sink : 0.147 0.456 0.831 [2020-11-12 14:35:41,274][root][INFO] - bathtub : 0.413 0.604 0.836 [2020-11-12 14:35:41,274][root][INFO] - otherfurniture : 0.239 0.407 0.589 [2020-11-12 14:35:41,274][root][INFO] - ---------------------------------------------------------------- [2020-11-12 14:35:41,274][root][INFO] - average : 0.281 0.490 0.666 [2020-11-12 14:35:41,274][root][INFO] - [2020-11-12 14:35:41,478][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 14:35:42,418][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 14:35:42,577][root][INFO] - Current best mIoU: 65.214 at iter 1500 [2020-11-12 14:35:46,328][root][INFO] - ===> Epoch[58](1501/26): Loss -0.2432, Sem 0.3614, dir -0.9049, norm 0.3004, swav 0.0000 LR: 9.322e-02 Score 88.865 Data time: 0.1513, Forward time: 2.2691, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 3.7452 [2020-11-12 14:35:51,649][root][INFO] - ===> Epoch[58](1502/26): Loss -0.2935, Sem 0.3129, dir -0.9052, norm 0.2989, swav 0.0000 LR: 9.322e-02 Score 90.123 Data time: 0.1721, Forward time: 2.2689, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.2495 [2020-11-12 14:35:57,767][root][INFO] - ===> Epoch[58](1503/26): Loss -0.2309, Sem 0.3750, dir -0.9077, norm 0.3018, swav 0.0000 LR: 9.321e-02 Score 87.909 Data time: 0.1748, Forward time: 2.2687, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.0021 [2020-11-12 14:36:02,143][root][INFO] - ===> Epoch[58](1504/26): Loss -0.3401, Sem 0.2884, dir -0.9053, norm 0.2768, swav 0.0000 LR: 9.321e-02 Score 90.624 Data time: 0.1560, Forward time: 2.2683, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 4.2800 [2020-11-12 14:36:08,478][root][INFO] - ===> Epoch[58](1505/26): Loss -0.3155, Sem 0.3126, dir -0.9209, norm 0.2928, swav 0.0000 LR: 9.320e-02 Score 89.714 Data time: 0.2263, Forward time: 2.2684, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 6.2702 [2020-11-12 14:36:13,835][root][INFO] - ===> Epoch[58](1506/26): Loss -0.2516, Sem 0.3467, dir -0.9032, norm 0.3049, swav 0.0000 LR: 9.320e-02 Score 88.748 Data time: 0.1913, Forward time: 2.2682, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.2292 [2020-11-12 14:36:19,281][root][INFO] - ===> Epoch[58](1507/26): Loss -0.2175, Sem 0.3606, dir -0.9078, norm 0.3298, swav 0.0000 LR: 9.319e-02 Score 89.748 Data time: 0.2536, Forward time: 2.2686, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.3922 [2020-11-12 14:36:25,684][root][INFO] - ===> Epoch[58](1508/26): Loss -0.2911, Sem 0.3107, dir -0.9052, norm 0.3034, swav 0.0000 LR: 9.319e-02 Score 90.416 Data time: 0.3615, Forward time: 2.2692, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 6.2616 [2020-11-12 14:36:32,126][root][INFO] - ===> Epoch[59](1509/26): Loss -0.2125, Sem 0.3812, dir -0.9034, norm 0.3097, swav 0.0000 LR: 9.318e-02 Score 88.587 Data time: 0.1783, Forward time: 2.2692, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 6.3291 [2020-11-12 14:36:37,037][root][INFO] - ===> Epoch[59](1510/26): Loss -0.2432, Sem 0.3707, dir -0.9096, norm 0.2956, swav 0.0000 LR: 9.318e-02 Score 88.256 Data time: 0.2289, Forward time: 2.2692, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 4.8066 [2020-11-12 14:36:42,282][root][INFO] - ===> Epoch[59](1511/26): Loss -0.2642, Sem 0.3226, dir -0.9073, norm 0.3206, swav 0.0000 LR: 9.317e-02 Score 89.786 Data time: 0.2388, Forward time: 2.2695, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.1417 [2020-11-12 14:36:47,508][root][INFO] - ===> Epoch[59](1512/26): Loss -0.3010, Sem 0.3268, dir -0.9101, norm 0.2823, swav 0.0000 LR: 9.317e-02 Score 89.163 Data time: 0.1983, Forward time: 2.2694, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.1066 [2020-11-12 14:36:53,350][root][INFO] - ===> Epoch[59](1513/26): Loss -0.2599, Sem 0.3149, dir -0.9115, norm 0.3366, swav 0.0000 LR: 9.317e-02 Score 90.812 Data time: 0.2078, Forward time: 2.2695, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.7482 [2020-11-12 14:36:59,579][root][INFO] - ===> Epoch[59](1514/26): Loss -0.3267, Sem 0.2862, dir -0.9095, norm 0.2966, swav 0.0000 LR: 9.316e-02 Score 91.090 Data time: 0.1604, Forward time: 2.2691, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 6.1129 [2020-11-12 14:37:06,846][root][INFO] - ===> Epoch[59](1515/26): Loss -0.1720, Sem 0.3989, dir -0.9031, norm 0.3322, swav 0.0000 LR: 9.316e-02 Score 88.051 Data time: 0.1596, Forward time: 2.2688, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 7.2142 [2020-11-12 14:37:12,114][root][INFO] - ===> Epoch[59](1516/26): Loss -0.3377, Sem 0.3025, dir -0.9144, norm 0.2742, swav 0.0000 LR: 9.315e-02 Score 90.480 Data time: 0.2255, Forward time: 2.2688, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.1881 [2020-11-12 14:37:17,591][root][INFO] - ===> Epoch[59](1517/26): Loss -0.1753, Sem 0.4273, dir -0.9104, norm 0.3078, swav 0.0000 LR: 9.315e-02 Score 87.485 Data time: 0.2012, Forward time: 2.2688, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.3864 [2020-11-12 14:37:24,710][root][INFO] - ===> Epoch[59](1518/26): Loss -0.2716, Sem 0.3216, dir -0.9007, norm 0.3075, swav 0.0000 LR: 9.314e-02 Score 89.561 Data time: 0.1903, Forward time: 2.2686, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 7.0205 [2020-11-12 14:37:30,387][root][INFO] - ===> Epoch[59](1519/26): Loss -0.1099, Sem 0.4639, dir -0.8991, norm 0.3253, swav 0.0000 LR: 9.314e-02 Score 86.129 Data time: 0.1799, Forward time: 2.2684, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.6152 [2020-11-12 14:37:36,929][root][INFO] - ===> Epoch[59](1520/26): Loss -0.2080, Sem 0.3838, dir -0.9050, norm 0.3132, swav 0.0000 LR: 9.313e-02 Score 87.904 Data time: 0.2316, Forward time: 2.2684, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 6.5129 [2020-11-12 14:37:42,208][root][INFO] - ===> Epoch[59](1521/26): Loss -0.2614, Sem 0.3605, dir -0.9060, norm 0.2841, swav 0.0000 LR: 9.313e-02 Score 88.705 Data time: 0.2353, Forward time: 2.2686, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.1794 [2020-11-12 14:37:47,866][root][INFO] - ===> Epoch[59](1522/26): Loss -0.2304, Sem 0.3438, dir -0.8978, norm 0.3236, swav 0.0000 LR: 9.312e-02 Score 88.968 Data time: 0.1867, Forward time: 2.2685, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.5429 [2020-11-12 14:37:54,376][root][INFO] - ===> Epoch[59](1523/26): Loss -0.2143, Sem 0.4026, dir -0.9073, norm 0.2904, swav 0.0000 LR: 9.312e-02 Score 87.328 Data time: 0.1928, Forward time: 2.2684, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 6.4495 [2020-11-12 14:38:01,023][root][INFO] - ===> Epoch[59](1524/26): Loss -0.1709, Sem 0.4129, dir -0.9067, norm 0.3229, swav 0.0000 LR: 9.312e-02 Score 87.419 Data time: 0.2364, Forward time: 2.2684, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.5616 [2020-11-12 14:38:07,525][root][INFO] - ===> Epoch[59](1525/26): Loss -0.2815, Sem 0.3296, dir -0.9083, norm 0.2972, swav 0.0000 LR: 9.311e-02 Score 89.697 Data time: 0.2202, Forward time: 2.2684, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 6.4043 [2020-11-12 14:38:12,965][root][INFO] - ===> Epoch[59](1526/26): Loss -0.3004, Sem 0.3082, dir -0.9069, norm 0.2984, swav 0.0000 LR: 9.311e-02 Score 90.171 Data time: 0.2637, Forward time: 2.2688, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.3194 [2020-11-12 14:38:19,372][root][INFO] - ===> Epoch[59](1527/26): Loss -0.2696, Sem 0.3449, dir -0.9052, norm 0.2908, swav 0.0000 LR: 9.310e-02 Score 89.077 Data time: 0.3307, Forward time: 2.2694, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 6.2841 [2020-11-12 14:38:25,206][root][INFO] - ===> Epoch[59](1528/26): Loss -0.2281, Sem 0.3566, dir -0.8997, norm 0.3150, swav 0.0000 LR: 9.310e-02 Score 88.770 Data time: 0.2602, Forward time: 2.2699, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.7123 [2020-11-12 14:38:30,637][root][INFO] - ===> Epoch[59](1529/26): Loss -0.2493, Sem 0.3541, dir -0.9029, norm 0.2996, swav 0.0000 LR: 9.309e-02 Score 89.458 Data time: 0.2797, Forward time: 2.2702, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.3341 [2020-11-12 14:38:37,238][root][INFO] - ===> Epoch[59](1530/26): Loss -0.3466, Sem 0.3017, dir -0.9221, norm 0.2738, swav 0.0000 LR: 9.309e-02 Score 90.490 Data time: 0.1779, Forward time: 2.2700, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 6.5113 [2020-11-12 14:38:43,054][root][INFO] - ===> Epoch[59](1531/26): Loss -0.3275, Sem 0.2850, dir -0.9131, norm 0.3006, swav 0.0000 LR: 9.308e-02 Score 91.080 Data time: 0.1751, Forward time: 2.2699, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.7421 [2020-11-12 14:38:48,806][root][INFO] - ===> Epoch[59](1532/26): Loss -0.2699, Sem 0.3145, dir -0.9083, norm 0.3239, swav 0.0000 LR: 9.308e-02 Score 90.286 Data time: 0.1639, Forward time: 2.2695, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.6447 [2020-11-12 14:38:54,102][root][INFO] - ===> Epoch[59](1533/26): Loss -0.2527, Sem 0.3184, dir -0.9056, norm 0.3344, swav 0.0000 LR: 9.307e-02 Score 89.765 Data time: 0.2082, Forward time: 2.2696, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.2171 [2020-11-12 14:39:00,172][root][INFO] - ===> Epoch[59](1534/26): Loss -0.3438, Sem 0.2933, dir -0.9155, norm 0.2784, swav 0.0000 LR: 9.307e-02 Score 91.123 Data time: 0.1467, Forward time: 2.2692, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.9338 [2020-11-12 14:39:06,219][root][INFO] - ===> Epoch[60](1535/26): Loss -0.1642, Sem 0.3943, dir -0.8904, norm 0.3319, swav 0.0000 LR: 9.307e-02 Score 88.373 Data time: 0.1852, Forward time: 2.2691, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 5.9759 [2020-11-12 14:39:11,740][root][INFO] - ===> Epoch[60](1536/26): Loss -0.3296, Sem 0.2985, dir -0.9141, norm 0.2860, swav 0.0000 LR: 9.306e-02 Score 90.450 Data time: 0.1748, Forward time: 2.2688, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.4307 [2020-11-12 14:39:17,342][root][INFO] - ===> Epoch[60](1537/26): Loss -0.3336, Sem 0.2995, dir -0.9190, norm 0.2860, swav 0.0000 LR: 9.306e-02 Score 90.380 Data time: 0.1796, Forward time: 2.2686, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.5165 [2020-11-12 14:39:22,592][root][INFO] - ===> Epoch[60](1538/26): Loss -0.2967, Sem 0.3040, dir -0.9104, norm 0.3097, swav 0.0000 LR: 9.305e-02 Score 90.155 Data time: 0.2498, Forward time: 2.2689, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.1297 [2020-11-12 14:39:27,331][root][INFO] - ===> Epoch[60](1539/26): Loss -0.2645, Sem 0.3260, dir -0.9110, norm 0.3205, swav 0.0000 LR: 9.305e-02 Score 89.428 Data time: 0.1953, Forward time: 2.2688, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 4.6251 [2020-11-12 14:39:34,043][root][INFO] - ===> Epoch[60](1540/26): Loss -0.2238, Sem 0.3559, dir -0.9077, norm 0.3280, swav 0.0000 LR: 9.304e-02 Score 89.058 Data time: 0.2311, Forward time: 2.2689, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.6040 [2020-11-12 14:39:40,148][root][INFO] - ===> Epoch[60](1541/26): Loss -0.2942, Sem 0.3223, dir -0.9169, norm 0.3005, swav 0.0000 LR: 9.304e-02 Score 90.020 Data time: 0.2136, Forward time: 2.2689, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.9768 [2020-11-12 14:39:45,951][root][INFO] - ===> Epoch[60](1542/26): Loss -0.2529, Sem 0.3549, dir -0.9081, norm 0.3003, swav 0.0000 LR: 9.303e-02 Score 88.761 Data time: 0.2415, Forward time: 2.2692, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.6930 [2020-11-12 14:39:51,760][root][INFO] - ===> Epoch[60](1543/26): Loss -0.2946, Sem 0.3251, dir -0.9106, norm 0.2909, swav 0.0000 LR: 9.303e-02 Score 89.740 Data time: 0.2854, Forward time: 2.2696, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.6855 [2020-11-12 14:39:57,691][root][INFO] - ===> Epoch[60](1544/26): Loss -0.2761, Sem 0.3370, dir -0.9050, norm 0.2919, swav 0.0000 LR: 9.302e-02 Score 89.562 Data time: 0.2858, Forward time: 2.2701, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.8169 [2020-11-12 14:40:03,870][root][INFO] - ===> Epoch[60](1545/26): Loss -0.3152, Sem 0.2868, dir -0.9081, norm 0.3060, swav 0.0000 LR: 9.302e-02 Score 91.113 Data time: 0.1802, Forward time: 2.2700, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 6.0545 [2020-11-12 14:40:10,996][root][INFO] - ===> Epoch[60](1546/26): Loss -0.2754, Sem 0.3197, dir -0.9007, norm 0.3057, swav 0.0000 LR: 9.302e-02 Score 89.974 Data time: 0.1920, Forward time: 2.2698, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 7.0176 [2020-11-12 14:40:17,074][root][INFO] - ===> Epoch[60](1547/26): Loss -0.2677, Sem 0.3418, dir -0.9103, norm 0.3008, swav 0.0000 LR: 9.301e-02 Score 89.059 Data time: 0.1853, Forward time: 2.2696, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.9826 [2020-11-12 14:40:23,373][root][INFO] - ===> Epoch[60](1548/26): Loss -0.2887, Sem 0.3448, dir -0.9183, norm 0.2847, swav 0.0000 LR: 9.301e-02 Score 88.607 Data time: 0.2093, Forward time: 2.2696, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 6.1853 [2020-11-12 14:40:29,278][root][INFO] - ===> Epoch[60](1549/26): Loss -0.2009, Sem 0.3762, dir -0.9029, norm 0.3258, swav 0.0000 LR: 9.300e-02 Score 89.118 Data time: 0.2559, Forward time: 2.2698, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.7737 [2020-11-12 14:40:36,705][root][INFO] - ===> Epoch[60](1550/26): Loss -0.1994, Sem 0.3166, dir -0.8907, norm 0.3747, swav 0.0000 LR: 9.300e-02 Score 90.336 Data time: 0.3865, Forward time: 2.2707, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 7.2887 [2020-11-12 14:40:41,937][root][INFO] - ===> Epoch[60](1551/26): Loss -0.2120, Sem 0.3517, dir -0.9010, norm 0.3374, swav 0.0000 LR: 9.299e-02 Score 89.228 Data time: 0.2226, Forward time: 2.2710, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.1081 [2020-11-12 14:40:46,968][root][INFO] - ===> Epoch[60](1552/26): Loss -0.2029, Sem 0.3500, dir -0.8936, norm 0.3406, swav 0.0000 LR: 9.299e-02 Score 89.156 Data time: 0.2187, Forward time: 2.2711, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 4.8957 [2020-11-12 14:40:51,702][root][INFO] - ===> Epoch[60](1553/26): Loss -0.3199, Sem 0.3145, dir -0.9154, norm 0.2809, swav 0.0000 LR: 9.298e-02 Score 89.847 Data time: 0.1374, Forward time: 2.2706, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 4.6208 [2020-11-12 14:40:57,568][root][INFO] - ===> Epoch[60](1554/26): Loss -0.2093, Sem 0.3656, dir -0.9014, norm 0.3265, swav 0.0000 LR: 9.298e-02 Score 88.538 Data time: 0.1941, Forward time: 2.2707, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.8051 [2020-11-12 14:41:03,004][root][INFO] - ===> Epoch[60](1555/26): Loss -0.3108, Sem 0.2861, dir -0.9051, norm 0.3082, swav 0.0000 LR: 9.297e-02 Score 90.999 Data time: 0.1070, Forward time: 2.2700, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.3482 [2020-11-12 14:41:08,032][root][INFO] - ===> Epoch[60](1556/26): Loss -0.2666, Sem 0.3450, dir -0.9116, norm 0.2999, swav 0.0000 LR: 9.297e-02 Score 89.552 Data time: 0.1717, Forward time: 2.2698, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 4.9906 [2020-11-12 14:41:13,442][root][INFO] - ===> Epoch[60](1557/26): Loss -0.3372, Sem 0.2836, dir -0.9062, norm 0.2854, swav 0.0000 LR: 9.297e-02 Score 91.001 Data time: 0.1818, Forward time: 2.2695, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.3157 [2020-11-12 14:41:19,233][root][INFO] - ===> Epoch[60](1558/26): Loss -0.2850, Sem 0.3286, dir -0.9144, norm 0.3007, swav 0.0000 LR: 9.296e-02 Score 90.130 Data time: 0.2109, Forward time: 2.2695, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.7282 [2020-11-12 14:41:24,498][root][INFO] - ===> Epoch[60](1559/26): Loss -0.2943, Sem 0.3196, dir -0.9137, norm 0.2997, swav 0.0000 LR: 9.296e-02 Score 89.772 Data time: 0.1589, Forward time: 2.2692, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.1397 [2020-11-12 14:41:29,434][root][INFO] - ===> Epoch[60](1560/26): Loss -0.1783, Sem 0.3692, dir -0.8956, norm 0.3481, swav 0.0000 LR: 9.295e-02 Score 88.352 Data time: 0.1916, Forward time: 2.2691, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 4.8545 [2020-11-12 14:41:35,921][root][INFO] - ===> Epoch[61](1561/26): Loss -0.2886, Sem 0.3472, dir -0.9185, norm 0.2827, swav 0.0000 LR: 9.295e-02 Score 89.286 Data time: 0.2190, Forward time: 2.2692, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 6.3914 [2020-11-12 14:41:41,606][root][INFO] - ===> Epoch[61](1562/26): Loss -0.3278, Sem 0.3060, dir -0.9118, norm 0.2779, swav 0.0000 LR: 9.294e-02 Score 90.262 Data time: 0.1962, Forward time: 2.2692, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.5776 [2020-11-12 14:41:47,436][root][INFO] - ===> Epoch[61](1563/26): Loss -0.2658, Sem 0.3220, dir -0.9062, norm 0.3184, swav 0.0000 LR: 9.294e-02 Score 89.503 Data time: 0.1718, Forward time: 2.2691, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.7197 [2020-11-12 14:41:54,119][root][INFO] - ===> Epoch[61](1564/26): Loss -0.3182, Sem 0.3248, dir -0.9228, norm 0.2798, swav 0.0000 LR: 9.293e-02 Score 89.664 Data time: 0.2208, Forward time: 2.2691, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.5922 [2020-11-12 14:41:59,727][root][INFO] - ===> Epoch[61](1565/26): Loss -0.2783, Sem 0.3293, dir -0.9113, norm 0.3038, swav 0.0000 LR: 9.293e-02 Score 89.565 Data time: 0.1961, Forward time: 2.2690, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 5.4633 [2020-11-12 14:42:05,789][root][INFO] - ===> Epoch[61](1566/26): Loss -0.2388, Sem 0.3349, dir -0.8993, norm 0.3256, swav 0.0000 LR: 9.292e-02 Score 89.283 Data time: 0.1789, Forward time: 2.2688, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.9481 [2020-11-12 14:42:11,573][root][INFO] - ===> Epoch[61](1567/26): Loss -0.3033, Sem 0.3262, dir -0.9138, norm 0.2842, swav 0.0000 LR: 9.292e-02 Score 90.060 Data time: 0.2786, Forward time: 2.2692, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 5.7051 [2020-11-12 14:42:18,443][root][INFO] - ===> Epoch[61](1568/26): Loss -0.3064, Sem 0.3056, dir -0.9135, norm 0.3015, swav 0.0000 LR: 9.292e-02 Score 90.322 Data time: 0.3634, Forward time: 2.2700, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.7227 [2020-11-12 14:42:24,405][root][INFO] - ===> Epoch[61](1569/26): Loss -0.2648, Sem 0.3126, dir -0.9067, norm 0.3293, swav 0.0000 LR: 9.291e-02 Score 89.748 Data time: 0.1426, Forward time: 2.2696, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 5.8175 [2020-11-12 14:42:29,630][root][INFO] - ===> Epoch[61](1570/26): Loss -0.3647, Sem 0.2826, dir -0.9212, norm 0.2739, swav 0.0000 LR: 9.291e-02 Score 91.199 Data time: 0.2440, Forward time: 2.2698, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.1352 [2020-11-12 14:42:36,186][root][INFO] - ===> Epoch[61](1571/26): Loss -0.2511, Sem 0.3368, dir -0.8987, norm 0.3108, swav 0.0000 LR: 9.290e-02 Score 89.652 Data time: 0.2692, Forward time: 2.2703, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 6.4389 [2020-11-12 14:42:42,425][root][INFO] - ===> Epoch[61](1572/26): Loss -0.3753, Sem 0.2793, dir -0.9246, norm 0.2700, swav 0.0000 LR: 9.290e-02 Score 91.109 Data time: 0.2254, Forward time: 2.2704, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.1144 [2020-11-12 14:42:48,061][root][INFO] - ===> Epoch[61](1573/26): Loss -0.2332, Sem 0.3534, dir -0.9086, norm 0.3219, swav 0.0000 LR: 9.289e-02 Score 88.784 Data time: 0.2298, Forward time: 2.2706, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.5388 [2020-11-12 14:42:53,209][root][INFO] - ===> Epoch[61](1574/26): Loss -0.3044, Sem 0.3111, dir -0.9079, norm 0.2923, swav 0.0000 LR: 9.289e-02 Score 90.438 Data time: 0.2515, Forward time: 2.2708, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.0462 [2020-11-12 14:42:59,960][root][INFO] - ===> Epoch[61](1575/26): Loss -0.2723, Sem 0.3407, dir -0.9142, norm 0.3012, swav 0.0000 LR: 9.288e-02 Score 90.130 Data time: 0.2547, Forward time: 2.2711, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 6.6356 [2020-11-12 14:43:06,102][root][INFO] - ===> Epoch[61](1576/26): Loss -0.2910, Sem 0.3116, dir -0.9097, norm 0.3071, swav 0.0000 LR: 9.288e-02 Score 90.567 Data time: 0.2342, Forward time: 2.2713, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 6.0189 [2020-11-12 14:43:11,468][root][INFO] - ===> Epoch[61](1577/26): Loss -0.2923, Sem 0.2812, dir -0.9084, norm 0.3349, swav 0.0000 LR: 9.288e-02 Score 91.141 Data time: 0.2457, Forward time: 2.2716, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.2532 [2020-11-12 14:43:15,848][root][INFO] - ===> Epoch[61](1578/26): Loss -0.2799, Sem 0.3145, dir -0.9038, norm 0.3095, swav 0.0000 LR: 9.287e-02 Score 90.072 Data time: 0.1966, Forward time: 2.2715, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 4.2678 [2020-11-12 14:43:22,111][root][INFO] - ===> Epoch[61](1579/26): Loss -0.2144, Sem 0.3815, dir -0.9119, norm 0.3160, swav 0.0000 LR: 9.287e-02 Score 88.370 Data time: 0.3039, Forward time: 2.2720, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 6.1711 [2020-11-12 14:43:29,467][root][INFO] - ===> Epoch[61](1580/26): Loss -0.1961, Sem 0.3803, dir -0.9051, norm 0.3286, swav 0.0000 LR: 9.286e-02 Score 88.362 Data time: 0.1947, Forward time: 2.2720, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 7.2458 [2020-11-12 14:43:35,200][root][INFO] - ===> Epoch[61](1581/26): Loss -0.1667, Sem 0.3422, dir -0.8769, norm 0.3680, swav 0.0000 LR: 9.286e-02 Score 89.194 Data time: 0.2237, Forward time: 2.2720, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.6303 [2020-11-12 14:43:40,359][root][INFO] - ===> Epoch[61](1582/26): Loss -0.3010, Sem 0.3151, dir -0.9055, norm 0.2895, swav 0.0000 LR: 9.285e-02 Score 90.327 Data time: 0.2312, Forward time: 2.2722, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.0488 [2020-11-12 14:43:45,927][root][INFO] - ===> Epoch[61](1583/26): Loss -0.2610, Sem 0.3430, dir -0.9050, norm 0.3010, swav 0.0000 LR: 9.285e-02 Score 89.275 Data time: 0.2655, Forward time: 2.2726, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.4277 [2020-11-12 14:43:52,072][root][INFO] - ===> Epoch[61](1584/26): Loss -0.3011, Sem 0.3332, dir -0.9123, norm 0.2779, swav 0.0000 LR: 9.284e-02 Score 89.438 Data time: 0.1930, Forward time: 2.2725, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 6.0034 [2020-11-12 14:43:58,205][root][INFO] - ===> Epoch[61](1585/26): Loss -0.3129, Sem 0.3197, dir -0.9205, norm 0.2879, swav 0.0000 LR: 9.284e-02 Score 90.440 Data time: 0.2304, Forward time: 2.2726, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.0417 [2020-11-12 14:44:04,323][root][INFO] - ===> Epoch[61](1586/26): Loss -0.2055, Sem 0.3799, dir -0.9058, norm 0.3203, swav 0.0000 LR: 9.283e-02 Score 88.097 Data time: 0.2941, Forward time: 2.2731, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 6.0092 [2020-11-12 14:44:11,042][root][INFO] - ===> Epoch[62](1587/26): Loss -0.2671, Sem 0.3406, dir -0.9092, norm 0.3015, swav 0.0000 LR: 9.283e-02 Score 89.376 Data time: 0.2881, Forward time: 2.2734, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 6.5880 [2020-11-12 14:44:17,098][root][INFO] - ===> Epoch[62](1588/26): Loss -0.2702, Sem 0.3419, dir -0.9081, norm 0.2960, swav 0.0000 LR: 9.283e-02 Score 89.117 Data time: 0.2882, Forward time: 2.2739, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.9423 [2020-11-12 14:44:22,831][root][INFO] - ===> Epoch[62](1589/26): Loss -0.2640, Sem 0.3234, dir -0.8994, norm 0.3120, swav 0.0000 LR: 9.282e-02 Score 89.488 Data time: 0.1621, Forward time: 2.2735, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.5702 [2020-11-12 14:44:28,708][root][INFO] - ===> Epoch[62](1590/26): Loss -0.2388, Sem 0.3435, dir -0.9097, norm 0.3274, swav 0.0000 LR: 9.282e-02 Score 89.627 Data time: 0.2134, Forward time: 2.2736, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.8192 [2020-11-12 14:44:35,098][root][INFO] - ===> Epoch[62](1591/26): Loss -0.2719, Sem 0.3381, dir -0.9070, norm 0.2971, swav 0.0000 LR: 9.281e-02 Score 88.966 Data time: 0.2216, Forward time: 2.2737, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.2815 [2020-11-12 14:44:39,541][root][INFO] - ===> Epoch[62](1592/26): Loss -0.2555, Sem 0.3540, dir -0.9084, norm 0.2988, swav 0.0000 LR: 9.281e-02 Score 89.561 Data time: 0.2214, Forward time: 2.2737, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 4.3473 [2020-11-12 14:44:44,483][root][INFO] - ===> Epoch[62](1593/26): Loss -0.3229, Sem 0.2955, dir -0.9055, norm 0.2870, swav 0.0000 LR: 9.280e-02 Score 90.698 Data time: 0.2664, Forward time: 2.2737, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 4.8486 [2020-11-12 14:44:49,242][root][INFO] - ===> Epoch[62](1594/26): Loss -0.2159, Sem 0.3559, dir -0.8943, norm 0.3225, swav 0.0000 LR: 9.280e-02 Score 89.608 Data time: 0.2003, Forward time: 2.2737, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 4.6525 [2020-11-12 14:44:54,948][root][INFO] - ===> Epoch[62](1595/26): Loss -0.2488, Sem 0.3670, dir -0.9112, norm 0.2954, swav 0.0000 LR: 9.279e-02 Score 88.310 Data time: 0.1702, Forward time: 2.2734, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.6207 [2020-11-12 14:44:59,803][root][INFO] - ===> Epoch[62](1596/26): Loss -0.2626, Sem 0.3472, dir -0.9126, norm 0.3028, swav 0.0000 LR: 9.279e-02 Score 88.730 Data time: 0.1877, Forward time: 2.2733, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 4.7774 [2020-11-12 14:45:05,603][root][INFO] - ===> Epoch[62](1597/26): Loss -0.2830, Sem 0.3138, dir -0.9075, norm 0.3107, swav 0.0000 LR: 9.278e-02 Score 91.007 Data time: 0.2144, Forward time: 2.2733, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.7120 [2020-11-12 14:45:11,309][root][INFO] - ===> Epoch[62](1598/26): Loss -0.2572, Sem 0.3107, dir -0.8991, norm 0.3312, swav 0.0000 LR: 9.278e-02 Score 90.079 Data time: 0.2592, Forward time: 2.2736, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.5928 [2020-11-12 14:45:16,934][root][INFO] - ===> Epoch[62](1599/26): Loss -0.2917, Sem 0.3278, dir -0.9152, norm 0.2957, swav 0.0000 LR: 9.278e-02 Score 89.447 Data time: 0.2464, Forward time: 2.2736, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.5015 [2020-11-12 14:45:23,221][root][INFO] - ===> Epoch[62](1600/26): Loss -0.3411, Sem 0.3105, dir -0.9240, norm 0.2724, swav 0.0000 LR: 9.277e-02 Score 89.854 Data time: 0.1387, Forward time: 2.2731, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.1896 [2020-11-12 14:45:30,368][root][INFO] - ===> Epoch[62](1601/26): Loss -0.2815, Sem 0.3046, dir -0.9085, norm 0.3225, swav 0.0000 LR: 9.277e-02 Score 90.418 Data time: 0.2285, Forward time: 2.2734, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 7.0904 [2020-11-12 14:45:35,873][root][INFO] - ===> Epoch[62](1602/26): Loss -0.2411, Sem 0.3462, dir -0.9117, norm 0.3244, swav 0.0000 LR: 9.276e-02 Score 89.209 Data time: 0.2039, Forward time: 2.2733, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.3977 [2020-11-12 14:45:41,467][root][INFO] - ===> Epoch[62](1603/26): Loss -0.2701, Sem 0.3608, dir -0.9179, norm 0.2870, swav 0.0000 LR: 9.276e-02 Score 89.140 Data time: 0.2634, Forward time: 2.2736, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.4964 [2020-11-12 14:45:48,180][root][INFO] - ===> Epoch[62](1604/26): Loss -0.1798, Sem 0.3329, dir -0.8903, norm 0.3775, swav 0.0000 LR: 9.275e-02 Score 89.730 Data time: 0.2144, Forward time: 2.2738, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.5888 [2020-11-12 14:45:52,846][root][INFO] - ===> Epoch[62](1605/26): Loss -0.3521, Sem 0.2881, dir -0.9119, norm 0.2717, swav 0.0000 LR: 9.275e-02 Score 90.815 Data time: 0.1785, Forward time: 2.2735, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 4.5440 [2020-11-12 14:45:59,432][root][INFO] - ===> Epoch[62](1606/26): Loss -0.2263, Sem 0.3489, dir -0.9056, norm 0.3305, swav 0.0000 LR: 9.274e-02 Score 88.869 Data time: 0.3080, Forward time: 2.2739, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 6.5001 [2020-11-12 14:46:04,608][root][INFO] - ===> Epoch[62](1607/26): Loss -0.3066, Sem 0.3234, dir -0.9113, norm 0.2814, swav 0.0000 LR: 9.274e-02 Score 90.022 Data time: 0.1943, Forward time: 2.2738, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.0596 [2020-11-12 14:46:10,654][root][INFO] - ===> Epoch[62](1608/26): Loss -0.3227, Sem 0.3060, dir -0.9153, norm 0.2865, swav 0.0000 LR: 9.273e-02 Score 90.818 Data time: 0.2261, Forward time: 2.2739, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.9214 [2020-11-12 14:46:15,940][root][INFO] - ===> Epoch[62](1609/26): Loss -0.2772, Sem 0.3285, dir -0.9035, norm 0.2978, swav 0.0000 LR: 9.273e-02 Score 89.700 Data time: 0.1685, Forward time: 2.2737, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.1957 [2020-11-12 14:46:20,930][root][INFO] - ===> Epoch[62](1610/26): Loss -0.2247, Sem 0.3468, dir -0.8916, norm 0.3200, swav 0.0000 LR: 9.273e-02 Score 89.547 Data time: 0.2131, Forward time: 2.2737, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 4.8903 [2020-11-12 14:46:27,253][root][INFO] - ===> Epoch[62](1611/26): Loss -0.3336, Sem 0.2915, dir -0.9125, norm 0.2873, swav 0.0000 LR: 9.272e-02 Score 90.630 Data time: 0.2443, Forward time: 2.2740, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 6.2206 [2020-11-12 14:46:32,680][root][INFO] - ===> Epoch[62](1612/26): Loss -0.2525, Sem 0.3185, dir -0.9093, norm 0.3383, swav 0.0000 LR: 9.272e-02 Score 90.414 Data time: 0.2243, Forward time: 2.2742, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.2728 [2020-11-12 14:46:39,246][root][INFO] - ===> Epoch[63](1613/26): Loss -0.2748, Sem 0.3308, dir -0.9028, norm 0.2973, swav 0.0000 LR: 9.271e-02 Score 89.565 Data time: 0.1821, Forward time: 2.2740, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 6.4654 [2020-11-12 14:46:46,211][root][INFO] - ===> Epoch[63](1614/26): Loss -0.2368, Sem 0.3453, dir -0.9000, norm 0.3179, swav 0.0000 LR: 9.271e-02 Score 88.833 Data time: 0.2027, Forward time: 2.2740, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 6.8837 [2020-11-12 14:46:52,204][root][INFO] - ===> Epoch[63](1615/26): Loss -0.2743, Sem 0.3460, dir -0.9153, norm 0.2950, swav 0.0000 LR: 9.270e-02 Score 89.125 Data time: 0.1891, Forward time: 2.2739, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.8944 [2020-11-12 14:46:59,023][root][INFO] - ===> Epoch[63](1616/26): Loss -0.3052, Sem 0.3148, dir -0.9122, norm 0.2922, swav 0.0000 LR: 9.270e-02 Score 90.669 Data time: 0.1859, Forward time: 2.2737, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 6.7328 [2020-11-12 14:47:04,286][root][INFO] - ===> Epoch[63](1617/26): Loss -0.3142, Sem 0.2923, dir -0.9075, norm 0.3011, swav 0.0000 LR: 9.269e-02 Score 90.133 Data time: 0.1727, Forward time: 2.2735, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.1736 [2020-11-12 14:47:10,199][root][INFO] - ===> Epoch[63](1618/26): Loss -0.2762, Sem 0.3374, dir -0.9080, norm 0.2944, swav 0.0000 LR: 9.269e-02 Score 89.791 Data time: 0.2541, Forward time: 2.2735, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.8345 [2020-11-12 14:47:15,211][root][INFO] - ===> Epoch[63](1619/26): Loss -0.2881, Sem 0.3315, dir -0.9128, norm 0.2932, swav 0.0000 LR: 9.268e-02 Score 89.896 Data time: 0.2260, Forward time: 2.2737, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 4.8937 [2020-11-12 14:47:21,807][root][INFO] - ===> Epoch[63](1620/26): Loss -0.3468, Sem 0.2826, dir -0.9132, norm 0.2838, swav 0.0000 LR: 9.268e-02 Score 90.925 Data time: 0.1975, Forward time: 2.2735, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 6.4830 [2020-11-12 14:47:26,886][root][INFO] - ===> Epoch[63](1621/26): Loss -0.2879, Sem 0.3472, dir -0.9209, norm 0.2858, swav 0.0000 LR: 9.268e-02 Score 89.284 Data time: 0.2245, Forward time: 2.2736, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 4.9963 [2020-11-12 14:47:33,137][root][INFO] - ===> Epoch[63](1622/26): Loss -0.2796, Sem 0.2866, dir -0.9049, norm 0.3386, swav 0.0000 LR: 9.267e-02 Score 90.728 Data time: 0.3008, Forward time: 2.2742, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 6.1455 [2020-11-12 14:47:38,341][root][INFO] - ===> Epoch[63](1623/26): Loss -0.3211, Sem 0.3094, dir -0.9189, norm 0.2883, swav 0.0000 LR: 9.267e-02 Score 90.337 Data time: 0.2133, Forward time: 2.2744, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.0766 [2020-11-12 14:47:43,508][root][INFO] - ===> Epoch[63](1624/26): Loss -0.2308, Sem 0.3618, dir -0.9033, norm 0.3107, swav 0.0000 LR: 9.266e-02 Score 89.279 Data time: 0.1844, Forward time: 2.2742, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.0491 [2020-11-12 14:47:49,242][root][INFO] - ===> Epoch[63](1625/26): Loss -0.3152, Sem 0.2994, dir -0.9073, norm 0.2928, swav 0.0000 LR: 9.266e-02 Score 91.342 Data time: 0.2238, Forward time: 2.2744, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.6418 [2020-11-12 14:47:54,505][root][INFO] - ===> Epoch[63](1626/26): Loss -0.2896, Sem 0.3130, dir -0.9161, norm 0.3134, swav 0.0000 LR: 9.265e-02 Score 90.058 Data time: 0.2210, Forward time: 2.2743, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 5.1508 [2020-11-12 14:48:00,184][root][INFO] - ===> Epoch[63](1627/26): Loss -0.3652, Sem 0.2698, dir -0.9095, norm 0.2744, swav 0.0000 LR: 9.265e-02 Score 91.425 Data time: 0.2458, Forward time: 2.2747, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 5.5954 [2020-11-12 14:48:05,549][root][INFO] - ===> Epoch[63](1628/26): Loss -0.2868, Sem 0.3530, dir -0.9171, norm 0.2773, swav 0.0000 LR: 9.264e-02 Score 88.818 Data time: 0.1853, Forward time: 2.2746, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.2460 [2020-11-12 14:48:10,765][root][INFO] - ===> Epoch[63](1629/26): Loss -0.2905, Sem 0.3227, dir -0.9129, norm 0.2997, swav 0.0000 LR: 9.264e-02 Score 89.771 Data time: 0.1609, Forward time: 2.2744, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.1300 [2020-11-12 14:48:16,319][root][INFO] - ===> Epoch[63](1630/26): Loss -0.2423, Sem 0.3197, dir -0.8955, norm 0.3334, swav 0.0000 LR: 9.263e-02 Score 90.040 Data time: 0.1312, Forward time: 2.2739, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 5.4886 [2020-11-12 14:48:21,937][root][INFO] - ===> Epoch[63](1631/26): Loss -0.2476, Sem 0.3549, dir -0.9089, norm 0.3065, swav 0.0000 LR: 9.263e-02 Score 88.214 Data time: 0.2049, Forward time: 2.2738, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 5.5614 [2020-11-12 14:48:28,871][root][INFO] - ===> Epoch[63](1632/26): Loss -0.3046, Sem 0.2837, dir -0.9100, norm 0.3218, swav 0.0000 LR: 9.263e-02 Score 91.242 Data time: 0.3875, Forward time: 2.2745, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.8423 [2020-11-12 14:48:36,454][root][INFO] - ===> Epoch[63](1633/26): Loss -0.2010, Sem 0.3314, dir -0.8962, norm 0.3638, swav 0.0000 LR: 9.262e-02 Score 89.983 Data time: 0.2171, Forward time: 2.2747, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 7.4545 [2020-11-12 14:48:42,264][root][INFO] - ===> Epoch[63](1634/26): Loss -0.2729, Sem 0.3322, dir -0.9062, norm 0.3011, swav 0.0000 LR: 9.262e-02 Score 89.506 Data time: 0.2354, Forward time: 2.2750, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.6883 [2020-11-12 14:48:47,762][root][INFO] - ===> Epoch[63](1635/26): Loss -0.3456, Sem 0.2847, dir -0.9133, norm 0.2830, swav 0.0000 LR: 9.261e-02 Score 90.953 Data time: 0.1841, Forward time: 2.2748, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.3656 [2020-11-12 14:48:52,527][root][INFO] - ===> Epoch[63](1636/26): Loss -0.2890, Sem 0.3320, dir -0.9087, norm 0.2877, swav 0.0000 LR: 9.261e-02 Score 90.021 Data time: 0.1509, Forward time: 2.2744, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 4.6635 [2020-11-12 14:48:58,391][root][INFO] - ===> Epoch[63](1637/26): Loss -0.2812, Sem 0.3040, dir -0.9115, norm 0.3263, swav 0.0000 LR: 9.260e-02 Score 91.008 Data time: 0.1581, Forward time: 2.2740, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.7692 [2020-11-12 14:49:03,453][root][INFO] - ===> Epoch[63](1638/26): Loss -0.2641, Sem 0.3176, dir -0.9019, norm 0.3203, swav 0.0000 LR: 9.260e-02 Score 90.155 Data time: 0.1880, Forward time: 2.2739, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 4.9932 [2020-11-12 14:49:09,974][root][INFO] - ===> Epoch[64](1639/26): Loss -0.2555, Sem 0.3598, dir -0.9038, norm 0.2884, swav 0.0000 LR: 9.259e-02 Score 88.776 Data time: 0.1409, Forward time: 2.2734, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 6.4132 [2020-11-12 14:49:16,007][root][INFO] - ===> Epoch[64](1640/26): Loss -0.3032, Sem 0.2855, dir -0.8996, norm 0.3109, swav 0.0000 LR: 9.259e-02 Score 91.085 Data time: 0.1924, Forward time: 2.2734, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.9715 [2020-11-12 14:49:20,704][root][INFO] - ===> Epoch[64](1641/26): Loss -0.3422, Sem 0.2964, dir -0.9158, norm 0.2772, swav 0.0000 LR: 9.258e-02 Score 90.756 Data time: 0.2159, Forward time: 2.2734, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 4.5989 [2020-11-12 14:49:27,245][root][INFO] - ===> Epoch[64](1642/26): Loss -0.2810, Sem 0.2878, dir -0.9066, norm 0.3379, swav 0.0000 LR: 9.258e-02 Score 91.232 Data time: 0.1995, Forward time: 2.2734, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 6.4362 [2020-11-12 14:49:33,518][root][INFO] - ===> Epoch[64](1643/26): Loss -0.1918, Sem 0.3472, dir -0.9021, norm 0.3631, swav 0.0000 LR: 9.258e-02 Score 88.873 Data time: 0.1824, Forward time: 2.2731, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.1732 [2020-11-12 14:49:39,134][root][INFO] - ===> Epoch[64](1644/26): Loss -0.2730, Sem 0.3409, dir -0.9101, norm 0.2962, swav 0.0000 LR: 9.257e-02 Score 89.323 Data time: 0.2675, Forward time: 2.2735, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.5196 [2020-11-12 14:49:45,674][root][INFO] - ===> Epoch[64](1645/26): Loss -0.2131, Sem 0.3393, dir -0.8970, norm 0.3446, swav 0.0000 LR: 9.257e-02 Score 89.509 Data time: 0.2139, Forward time: 2.2736, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 6.4295 [2020-11-12 14:49:53,331][root][INFO] - ===> Epoch[64](1646/26): Loss -0.2597, Sem 0.3188, dir -0.9030, norm 0.3245, swav 0.0000 LR: 9.256e-02 Score 89.906 Data time: 0.2083, Forward time: 2.2736, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 7.5503 [2020-11-12 14:50:00,726][root][INFO] - ===> Epoch[64](1647/26): Loss -0.3107, Sem 0.2985, dir -0.9097, norm 0.3006, swav 0.0000 LR: 9.256e-02 Score 90.706 Data time: 0.2151, Forward time: 2.2737, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 7.2997 [2020-11-12 14:50:06,543][root][INFO] - ===> Epoch[64](1648/26): Loss -0.2219, Sem 0.3698, dir -0.9138, norm 0.3221, swav 0.0000 LR: 9.255e-02 Score 89.450 Data time: 0.2808, Forward time: 2.2741, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.7010 [2020-11-12 14:50:12,633][root][INFO] - ===> Epoch[64](1649/26): Loss -0.2564, Sem 0.3164, dir -0.9011, norm 0.3284, swav 0.0000 LR: 9.255e-02 Score 89.997 Data time: 0.1809, Forward time: 2.2739, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.9512 [2020-11-12 14:50:18,869][root][INFO] - ===> Epoch[64](1650/26): Loss -0.3159, Sem 0.3049, dir -0.9178, norm 0.2970, swav 0.0000 LR: 9.254e-02 Score 91.054 Data time: 0.2310, Forward time: 2.2740, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.1483 [2020-11-12 14:50:24,835][root][INFO] - ===> Epoch[64](1651/26): Loss -0.2169, Sem 0.3477, dir -0.8957, norm 0.3310, swav 0.0000 LR: 9.254e-02 Score 88.751 Data time: 0.1981, Forward time: 2.2740, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.8534 [2020-11-12 14:50:29,525][root][INFO] - ===> Epoch[64](1652/26): Loss -0.3308, Sem 0.3052, dir -0.9174, norm 0.2814, swav 0.0000 LR: 9.253e-02 Score 90.157 Data time: 0.1654, Forward time: 2.2738, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 4.5862 [2020-11-12 14:50:36,119][root][INFO] - ===> Epoch[64](1653/26): Loss -0.2282, Sem 0.3441, dir -0.8925, norm 0.3201, swav 0.0000 LR: 9.253e-02 Score 89.499 Data time: 0.1609, Forward time: 2.2735, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 6.5190 [2020-11-12 14:50:41,170][root][INFO] - ===> Epoch[64](1654/26): Loss -0.2800, Sem 0.3348, dir -0.9070, norm 0.2922, swav 0.0000 LR: 9.253e-02 Score 89.198 Data time: 0.1530, Forward time: 2.2731, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 4.9760 [2020-11-12 14:50:46,863][root][INFO] - ===> Epoch[64](1655/26): Loss -0.3179, Sem 0.3012, dir -0.9090, norm 0.2899, swav 0.0000 LR: 9.252e-02 Score 90.230 Data time: 0.1690, Forward time: 2.2728, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.6565 [2020-11-12 14:50:52,994][root][INFO] - ===> Epoch[64](1656/26): Loss -0.2734, Sem 0.3382, dir -0.9136, norm 0.3020, swav 0.0000 LR: 9.252e-02 Score 89.466 Data time: 0.2434, Forward time: 2.2731, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 6.0471 [2020-11-12 14:50:58,458][root][INFO] - ===> Epoch[64](1657/26): Loss -0.2189, Sem 0.3669, dir -0.9102, norm 0.3245, swav 0.0000 LR: 9.251e-02 Score 88.969 Data time: 0.1801, Forward time: 2.2729, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.3568 [2020-11-12 14:51:04,701][root][INFO] - ===> Epoch[64](1658/26): Loss -0.2870, Sem 0.3245, dir -0.9043, norm 0.2927, swav 0.0000 LR: 9.251e-02 Score 89.191 Data time: 0.2703, Forward time: 2.2730, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.1511 [2020-11-12 14:51:10,226][root][INFO] - ===> Epoch[64](1659/26): Loss -0.2795, Sem 0.3034, dir -0.9096, norm 0.3268, swav 0.0000 LR: 9.250e-02 Score 90.823 Data time: 0.2122, Forward time: 2.2731, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.4031 [2020-11-12 14:51:16,471][root][INFO] - ===> Epoch[64](1660/26): Loss -0.2906, Sem 0.3188, dir -0.8951, norm 0.2857, swav 0.0000 LR: 9.250e-02 Score 89.999 Data time: 0.1329, Forward time: 2.2726, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.1334 [2020-11-12 14:51:21,914][root][INFO] - ===> Epoch[64](1661/26): Loss -0.2828, Sem 0.3342, dir -0.9076, norm 0.2905, swav 0.0000 LR: 9.249e-02 Score 89.959 Data time: 0.1869, Forward time: 2.2724, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.3696 [2020-11-12 14:51:28,160][root][INFO] - ===> Epoch[64](1662/26): Loss -0.2470, Sem 0.3195, dir -0.9009, norm 0.3344, swav 0.0000 LR: 9.249e-02 Score 89.819 Data time: 0.2392, Forward time: 2.2726, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.1433 [2020-11-12 14:51:34,013][root][INFO] - ===> Epoch[64](1663/26): Loss -0.2407, Sem 0.3255, dir -0.8937, norm 0.3275, swav 0.0000 LR: 9.248e-02 Score 89.880 Data time: 0.1948, Forward time: 2.2726, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.7163 [2020-11-12 14:51:38,835][root][INFO] - ===> Epoch[64](1664/26): Loss -0.2628, Sem 0.3414, dir -0.9088, norm 0.3045, swav 0.0000 LR: 9.248e-02 Score 89.768 Data time: 0.1927, Forward time: 2.2725, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 4.6981 [2020-11-12 14:51:43,702][root][INFO] - ===> Epoch[65](1665/26): Loss -0.3433, Sem 0.2596, dir -0.9118, norm 0.3089, swav 0.0000 LR: 9.248e-02 Score 91.503 Data time: 0.2093, Forward time: 2.2725, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 4.7373 [2020-11-12 14:51:50,251][root][INFO] - ===> Epoch[65](1666/26): Loss -0.2552, Sem 0.3652, dir -0.9034, norm 0.2830, swav 0.0000 LR: 9.247e-02 Score 89.145 Data time: 0.1900, Forward time: 2.2724, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 6.4369 [2020-11-12 14:51:55,312][root][INFO] - ===> Epoch[65](1667/26): Loss -0.3570, Sem 0.2792, dir -0.9208, norm 0.2845, swav 0.0000 LR: 9.247e-02 Score 90.783 Data time: 0.1593, Forward time: 2.2720, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 4.9548 [2020-11-12 14:52:00,881][root][INFO] - ===> Epoch[65](1668/26): Loss -0.3393, Sem 0.2861, dir -0.9189, norm 0.2935, swav 0.0000 LR: 9.246e-02 Score 91.225 Data time: 0.2432, Forward time: 2.2723, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.4660 [2020-11-12 14:52:05,702][root][INFO] - ===> Epoch[65](1669/26): Loss -0.3245, Sem 0.3125, dir -0.9134, norm 0.2763, swav 0.0000 LR: 9.246e-02 Score 89.907 Data time: 0.2201, Forward time: 2.2724, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.6875 [2020-11-12 14:52:12,249][root][INFO] - ===> Epoch[65](1670/26): Loss -0.3297, Sem 0.2870, dir -0.9208, norm 0.3041, swav 0.0000 LR: 9.245e-02 Score 90.421 Data time: 0.1928, Forward time: 2.2723, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 6.4330 [2020-11-12 14:52:16,923][root][INFO] - ===> Epoch[65](1671/26): Loss -0.3075, Sem 0.3168, dir -0.9096, norm 0.2853, swav 0.0000 LR: 9.245e-02 Score 90.058 Data time: 0.2227, Forward time: 2.2723, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 4.5580 [2020-11-12 14:52:22,127][root][INFO] - ===> Epoch[65](1672/26): Loss -0.3117, Sem 0.3139, dir -0.9131, norm 0.2875, swav 0.0000 LR: 9.244e-02 Score 89.791 Data time: 0.2218, Forward time: 2.2723, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.0990 [2020-11-12 14:52:27,771][root][INFO] - ===> Epoch[65](1673/26): Loss -0.3249, Sem 0.3242, dir -0.9181, norm 0.2689, swav 0.0000 LR: 9.244e-02 Score 89.858 Data time: 0.2698, Forward time: 2.2726, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.5248 [2020-11-12 14:52:34,889][root][INFO] - ===> Epoch[65](1674/26): Loss -0.3372, Sem 0.2891, dir -0.9101, norm 0.2837, swav 0.0000 LR: 9.243e-02 Score 90.667 Data time: 0.1785, Forward time: 2.2725, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.9923 [2020-11-12 14:52:40,668][root][INFO] - ===> Epoch[65](1675/26): Loss -0.3055, Sem 0.3119, dir -0.9093, norm 0.2919, swav 0.0000 LR: 9.243e-02 Score 90.222 Data time: 0.2112, Forward time: 2.2725, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.6664 [2020-11-12 14:52:45,552][root][INFO] - ===> Epoch[65](1676/26): Loss -0.2012, Sem 0.3606, dir -0.8910, norm 0.3292, swav 0.0000 LR: 9.243e-02 Score 88.605 Data time: 0.2283, Forward time: 2.2726, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 4.7757 [2020-11-12 14:52:51,165][root][INFO] - ===> Epoch[65](1677/26): Loss -0.2431, Sem 0.3461, dir -0.9196, norm 0.3303, swav 0.0000 LR: 9.242e-02 Score 90.020 Data time: 0.2298, Forward time: 2.2728, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.5106 [2020-11-12 14:52:56,333][root][INFO] - ===> Epoch[65](1678/26): Loss -0.3132, Sem 0.3261, dir -0.9138, norm 0.2744, swav 0.0000 LR: 9.242e-02 Score 89.395 Data time: 0.1699, Forward time: 2.2725, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.0064 [2020-11-12 14:53:04,116][root][INFO] - ===> Epoch[65](1679/26): Loss -0.2534, Sem 0.3067, dir -0.9069, norm 0.3468, swav 0.0000 LR: 9.241e-02 Score 89.991 Data time: 0.1773, Forward time: 2.2723, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 7.6779 [2020-11-12 14:53:09,663][root][INFO] - ===> Epoch[65](1680/26): Loss -0.3542, Sem 0.2805, dir -0.9228, norm 0.2881, swav 0.0000 LR: 9.241e-02 Score 90.904 Data time: 0.2257, Forward time: 2.2723, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.4331 [2020-11-12 14:53:15,635][root][INFO] - ===> Epoch[65](1681/26): Loss -0.2585, Sem 0.3288, dir -0.8960, norm 0.3086, swav 0.0000 LR: 9.240e-02 Score 89.519 Data time: 0.2469, Forward time: 2.2723, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.8327 [2020-11-12 14:53:21,718][root][INFO] - ===> Epoch[65](1682/26): Loss -0.3245, Sem 0.3143, dir -0.9230, norm 0.2842, swav 0.0000 LR: 9.240e-02 Score 90.140 Data time: 0.1768, Forward time: 2.2721, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.9596 [2020-11-12 14:53:27,492][root][INFO] - ===> Epoch[65](1683/26): Loss -0.3721, Sem 0.2879, dir -0.9172, norm 0.2572, swav 0.0000 LR: 9.239e-02 Score 90.921 Data time: 0.1806, Forward time: 2.2719, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.6651 [2020-11-12 14:53:33,019][root][INFO] - ===> Epoch[65](1684/26): Loss -0.3062, Sem 0.3153, dir -0.9054, norm 0.2839, swav 0.0000 LR: 9.239e-02 Score 89.970 Data time: 0.2922, Forward time: 2.2722, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.4261 [2020-11-12 14:53:38,586][root][INFO] - ===> Epoch[65](1685/26): Loss -0.2474, Sem 0.3635, dir -0.9109, norm 0.2999, swav 0.0000 LR: 9.238e-02 Score 89.413 Data time: 0.2059, Forward time: 2.2721, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.4463 [2020-11-12 14:53:44,327][root][INFO] - ===> Epoch[65](1686/26): Loss -0.3068, Sem 0.3094, dir -0.9172, norm 0.3010, swav 0.0000 LR: 9.238e-02 Score 90.647 Data time: 0.2630, Forward time: 2.2725, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.6170 [2020-11-12 14:53:50,221][root][INFO] - ===> Epoch[65](1687/26): Loss -0.2878, Sem 0.3041, dir -0.9176, norm 0.3258, swav 0.0000 LR: 9.238e-02 Score 89.905 Data time: 0.2384, Forward time: 2.2726, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.7686 [2020-11-12 14:53:56,000][root][INFO] - ===> Epoch[65](1688/26): Loss -0.3375, Sem 0.2887, dir -0.9159, norm 0.2898, swav 0.0000 LR: 9.237e-02 Score 90.678 Data time: 0.1495, Forward time: 2.2722, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.6628 [2020-11-12 14:54:01,319][root][INFO] - ===> Epoch[65](1689/26): Loss -0.1865, Sem 0.3908, dir -0.9126, norm 0.3353, swav 0.0000 LR: 9.237e-02 Score 88.109 Data time: 0.1954, Forward time: 2.2721, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.2133 [2020-11-12 14:54:07,044][root][INFO] - ===> Epoch[65](1690/26): Loss -0.2745, Sem 0.3284, dir -0.9075, norm 0.3046, swav 0.0000 LR: 9.236e-02 Score 89.773 Data time: 0.2171, Forward time: 2.2721, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.5947 [2020-11-12 14:54:12,350][root][INFO] - ===> Epoch[66](1691/26): Loss -0.3159, Sem 0.3107, dir -0.9030, norm 0.2764, swav 0.0000 LR: 9.236e-02 Score 89.970 Data time: 0.2547, Forward time: 2.2724, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.1845 [2020-11-12 14:54:17,629][root][INFO] - ===> Epoch[66](1692/26): Loss -0.2676, Sem 0.3172, dir -0.8983, norm 0.3135, swav 0.0000 LR: 9.235e-02 Score 90.115 Data time: 0.2788, Forward time: 2.2726, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.1660 [2020-11-12 14:54:24,607][root][INFO] - ===> Epoch[66](1693/26): Loss -0.2529, Sem 0.3236, dir -0.9093, norm 0.3327, swav 0.0000 LR: 9.235e-02 Score 90.654 Data time: 0.3738, Forward time: 2.2733, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 6.8597 [2020-11-12 14:54:29,885][root][INFO] - ===> Epoch[66](1694/26): Loss -0.2890, Sem 0.3285, dir -0.9111, norm 0.2937, swav 0.0000 LR: 9.234e-02 Score 89.650 Data time: 0.2017, Forward time: 2.2733, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.1506 [2020-11-12 14:54:35,465][root][INFO] - ===> Epoch[66](1695/26): Loss -0.2736, Sem 0.3030, dir -0.9082, norm 0.3316, swav 0.0000 LR: 9.234e-02 Score 90.414 Data time: 0.2653, Forward time: 2.2736, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.4766 [2020-11-12 14:54:42,083][root][INFO] - ===> Epoch[66](1696/26): Loss -0.3543, Sem 0.2706, dir -0.9120, norm 0.2871, swav 0.0000 LR: 9.233e-02 Score 91.213 Data time: 0.1693, Forward time: 2.2734, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.4924 [2020-11-12 14:54:47,252][root][INFO] - ===> Epoch[66](1697/26): Loss -0.2894, Sem 0.3317, dir -0.9042, norm 0.2832, swav 0.0000 LR: 9.233e-02 Score 89.449 Data time: 0.2007, Forward time: 2.2733, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.0833 [2020-11-12 14:54:53,329][root][INFO] - ===> Epoch[66](1698/26): Loss -0.3172, Sem 0.2846, dir -0.9026, norm 0.3007, swav 0.0000 LR: 9.233e-02 Score 91.045 Data time: 0.2820, Forward time: 2.2738, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.9773 [2020-11-12 14:54:59,396][root][INFO] - ===> Epoch[66](1699/26): Loss -0.3707, Sem 0.2792, dir -0.9212, norm 0.2713, swav 0.0000 LR: 9.232e-02 Score 91.017 Data time: 0.1921, Forward time: 2.2735, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.9218 [2020-11-12 14:55:04,473][root][INFO] - ===> Epoch[66](1700/26): Loss -0.3479, Sem 0.2592, dir -0.9113, norm 0.3042, swav 0.0000 LR: 9.232e-02 Score 91.782 Data time: 0.1628, Forward time: 2.2731, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 4.9873 [2020-11-12 14:55:09,291][root][INFO] - ===> Epoch[66](1701/26): Loss -0.3399, Sem 0.2825, dir -0.9135, norm 0.2911, swav 0.0000 LR: 9.231e-02 Score 91.350 Data time: 0.2024, Forward time: 2.2733, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 4.7624 [2020-11-12 14:55:15,354][root][INFO] - ===> Epoch[66](1702/26): Loss -0.3552, Sem 0.2941, dir -0.9199, norm 0.2706, swav 0.0000 LR: 9.231e-02 Score 90.698 Data time: 0.2022, Forward time: 2.2732, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.9549 [2020-11-12 14:55:21,162][root][INFO] - ===> Epoch[66](1703/26): Loss -0.2447, Sem 0.3490, dir -0.9029, norm 0.3093, swav 0.0000 LR: 9.230e-02 Score 88.399 Data time: 0.1752, Forward time: 2.2729, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.6984 [2020-11-12 14:55:27,886][root][INFO] - ===> Epoch[66](1704/26): Loss -0.2415, Sem 0.3281, dir -0.9036, norm 0.3340, swav 0.0000 LR: 9.230e-02 Score 89.703 Data time: 0.3588, Forward time: 2.2736, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 6.6881 [2020-11-12 14:55:33,282][root][INFO] - ===> Epoch[66](1705/26): Loss -0.2960, Sem 0.3167, dir -0.9115, norm 0.2988, swav 0.0000 LR: 9.229e-02 Score 90.071 Data time: 0.2473, Forward time: 2.2739, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.2711 [2020-11-12 14:55:38,670][root][INFO] - ===> Epoch[66](1706/26): Loss -0.3979, Sem 0.2705, dir -0.9233, norm 0.2549, swav 0.0000 LR: 9.229e-02 Score 91.598 Data time: 0.2555, Forward time: 2.2741, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 5.3095 [2020-11-12 14:55:44,028][root][INFO] - ===> Epoch[66](1707/26): Loss -0.3227, Sem 0.2860, dir -0.9035, norm 0.2947, swav 0.0000 LR: 9.229e-02 Score 91.349 Data time: 0.1865, Forward time: 2.2740, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.2586 [2020-11-12 14:55:49,988][root][INFO] - ===> Epoch[66](1708/26): Loss -0.3375, Sem 0.2966, dir -0.9149, norm 0.2808, swav 0.0000 LR: 9.228e-02 Score 90.748 Data time: 0.2140, Forward time: 2.2741, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.8828 [2020-11-12 14:55:57,226][root][INFO] - ===> Epoch[66](1709/26): Loss -0.3266, Sem 0.3117, dir -0.9196, norm 0.2813, swav 0.0000 LR: 9.228e-02 Score 90.427 Data time: 0.1711, Forward time: 2.2739, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 7.1461 [2020-11-12 14:56:04,672][root][INFO] - ===> Epoch[66](1710/26): Loss -0.2456, Sem 0.3148, dir -0.9057, norm 0.3453, swav 0.0000 LR: 9.227e-02 Score 90.368 Data time: 0.2130, Forward time: 2.2739, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 7.3604 [2020-11-12 14:56:10,219][root][INFO] - ===> Epoch[66](1711/26): Loss -0.2933, Sem 0.2991, dir -0.9081, norm 0.3156, swav 0.0000 LR: 9.227e-02 Score 90.704 Data time: 0.1978, Forward time: 2.2739, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.4335 [2020-11-12 14:56:16,930][root][INFO] - ===> Epoch[66](1712/26): Loss -0.3385, Sem 0.3093, dir -0.9183, norm 0.2705, swav 0.0000 LR: 9.226e-02 Score 90.551 Data time: 0.1592, Forward time: 2.2736, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 6.6100 [2020-11-12 14:56:23,304][root][INFO] - ===> Epoch[66](1713/26): Loss -0.3210, Sem 0.3086, dir -0.9214, norm 0.2918, swav 0.0000 LR: 9.226e-02 Score 90.036 Data time: 0.2289, Forward time: 2.2738, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 6.3015 [2020-11-12 14:56:28,123][root][INFO] - ===> Epoch[66](1714/26): Loss -0.3542, Sem 0.2866, dir -0.9143, norm 0.2736, swav 0.0000 LR: 9.225e-02 Score 91.124 Data time: 0.1758, Forward time: 2.2736, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 4.6897 [2020-11-12 14:56:32,528][root][INFO] - ===> Epoch[66](1715/26): Loss -0.3796, Sem 0.2723, dir -0.9273, norm 0.2754, swav 0.0000 LR: 9.225e-02 Score 91.717 Data time: 0.2056, Forward time: 2.2736, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 4.3117 [2020-11-12 14:56:37,363][root][INFO] - ===> Epoch[66](1716/26): Loss -0.3396, Sem 0.2911, dir -0.9129, norm 0.2822, swav 0.0000 LR: 9.224e-02 Score 91.083 Data time: 0.2273, Forward time: 2.2737, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 4.7314 [2020-11-12 14:56:43,255][root][INFO] - ===> Epoch[67](1717/26): Loss -0.2653, Sem 0.3017, dir -0.8965, norm 0.3295, swav 0.0000 LR: 9.224e-02 Score 90.561 Data time: 0.2088, Forward time: 2.2737, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.7837 [2020-11-12 14:56:48,722][root][INFO] - ===> Epoch[67](1718/26): Loss -0.2596, Sem 0.3131, dir -0.9121, norm 0.3394, swav 0.0000 LR: 9.224e-02 Score 89.993 Data time: 0.2575, Forward time: 2.2740, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.3632 [2020-11-12 14:56:53,377][root][INFO] - ===> Epoch[67](1719/26): Loss -0.2641, Sem 0.3175, dir -0.9080, norm 0.3264, swav 0.0000 LR: 9.223e-02 Score 90.289 Data time: 0.1881, Forward time: 2.2738, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 4.5292 [2020-11-12 14:56:59,462][root][INFO] - ===> Epoch[67](1720/26): Loss -0.1637, Sem 0.4220, dir -0.9088, norm 0.3230, swav 0.0000 LR: 9.223e-02 Score 87.834 Data time: 0.1896, Forward time: 2.2737, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 5.9750 [2020-11-12 14:57:05,420][root][INFO] - ===> Epoch[67](1721/26): Loss -0.2497, Sem 0.3399, dir -0.9072, norm 0.3175, swav 0.0000 LR: 9.222e-02 Score 89.175 Data time: 0.1518, Forward time: 2.2734, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.8685 [2020-11-12 14:57:12,080][root][INFO] - ===> Epoch[67](1722/26): Loss -0.2878, Sem 0.3472, dir -0.9164, norm 0.2814, swav 0.0000 LR: 9.222e-02 Score 88.962 Data time: 0.1708, Forward time: 2.2731, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 6.5636 [2020-11-12 14:57:18,194][root][INFO] - ===> Epoch[67](1723/26): Loss -0.2752, Sem 0.3486, dir -0.9124, norm 0.2886, swav 0.0000 LR: 9.221e-02 Score 89.669 Data time: 0.2829, Forward time: 2.2735, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.0221 [2020-11-12 14:57:23,015][root][INFO] - ===> Epoch[67](1724/26): Loss -0.2427, Sem 0.3567, dir -0.8966, norm 0.2972, swav 0.0000 LR: 9.221e-02 Score 89.195 Data time: 0.2132, Forward time: 2.2736, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 4.6657 [2020-11-12 14:57:29,750][root][INFO] - ===> Epoch[67](1725/26): Loss -0.2376, Sem 0.3519, dir -0.9049, norm 0.3154, swav 0.0000 LR: 9.220e-02 Score 88.505 Data time: 0.1841, Forward time: 2.2734, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.6222 [2020-11-12 14:57:37,486][root][INFO] - ===> Epoch[67](1726/26): Loss -0.1894, Sem 0.3385, dir -0.8907, norm 0.3629, swav 0.0000 LR: 9.220e-02 Score 89.842 Data time: 0.1488, Forward time: 2.2730, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 7.6389 [2020-11-12 14:57:42,954][root][INFO] - ===> Epoch[67](1727/26): Loss -0.3222, Sem 0.3035, dir -0.9164, norm 0.2906, swav 0.0000 LR: 9.219e-02 Score 90.569 Data time: 0.2684, Forward time: 2.2734, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.3973 [2020-11-12 14:57:49,718][root][INFO] - ===> Epoch[67](1728/26): Loss -0.2985, Sem 0.3097, dir -0.9159, norm 0.3076, swav 0.0000 LR: 9.219e-02 Score 90.513 Data time: 0.2987, Forward time: 2.2740, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 6.6578 [2020-11-12 14:57:55,604][root][INFO] - ===> Epoch[67](1729/26): Loss -0.2571, Sem 0.3437, dir -0.9100, norm 0.3091, swav 0.0000 LR: 9.219e-02 Score 89.113 Data time: 0.1693, Forward time: 2.2739, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.7496 [2020-11-12 14:58:01,704][root][INFO] - ===> Epoch[67](1730/26): Loss -0.3322, Sem 0.2936, dir -0.9163, norm 0.2905, swav 0.0000 LR: 9.218e-02 Score 90.828 Data time: 0.1906, Forward time: 2.2738, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 5.9961 [2020-11-12 14:58:07,440][root][INFO] - ===> Epoch[67](1731/26): Loss -0.3255, Sem 0.3188, dir -0.9186, norm 0.2744, swav 0.0000 LR: 9.218e-02 Score 90.034 Data time: 0.2086, Forward time: 2.2739, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 5.6277 [2020-11-12 14:58:12,469][root][INFO] - ===> Epoch[67](1732/26): Loss -0.3231, Sem 0.3125, dir -0.9075, norm 0.2718, swav 0.0000 LR: 9.217e-02 Score 90.228 Data time: 0.2053, Forward time: 2.2738, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 4.9236 [2020-11-12 14:58:17,252][root][INFO] - ===> Epoch[67](1733/26): Loss -0.3207, Sem 0.3025, dir -0.9147, norm 0.2915, swav 0.0000 LR: 9.217e-02 Score 90.193 Data time: 0.2219, Forward time: 2.2738, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 4.6683 [2020-11-12 14:58:22,693][root][INFO] - ===> Epoch[67](1734/26): Loss -0.2997, Sem 0.3234, dir -0.9110, norm 0.2879, swav 0.0000 LR: 9.216e-02 Score 89.454 Data time: 0.2379, Forward time: 2.2739, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.3263 [2020-11-12 14:58:28,326][root][INFO] - ===> Epoch[67](1735/26): Loss -0.2353, Sem 0.3424, dir -0.9055, norm 0.3278, swav 0.0000 LR: 9.216e-02 Score 89.709 Data time: 0.2138, Forward time: 2.2741, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.5051 [2020-11-12 14:58:34,987][root][INFO] - ===> Epoch[67](1736/26): Loss -0.2588, Sem 0.3170, dir -0.9064, norm 0.3307, swav 0.0000 LR: 9.215e-02 Score 90.710 Data time: 0.1679, Forward time: 2.2736, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 6.5244 [2020-11-12 14:58:40,285][root][INFO] - ===> Epoch[67](1737/26): Loss -0.2808, Sem 0.3067, dir -0.9058, norm 0.3183, swav 0.0000 LR: 9.215e-02 Score 90.320 Data time: 0.2057, Forward time: 2.2737, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 5.2388 [2020-11-12 14:58:46,193][root][INFO] - ===> Epoch[67](1738/26): Loss -0.3217, Sem 0.3001, dir -0.9100, norm 0.2882, swav 0.0000 LR: 9.214e-02 Score 90.160 Data time: 0.1893, Forward time: 2.2734, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.8058 [2020-11-12 14:58:51,835][root][INFO] - ===> Epoch[67](1739/26): Loss -0.2204, Sem 0.3632, dir -0.9035, norm 0.3200, swav 0.0000 LR: 9.214e-02 Score 88.985 Data time: 0.2032, Forward time: 2.2735, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.5751 [2020-11-12 14:58:57,863][root][INFO] - ===> Epoch[67](1740/26): Loss -0.2887, Sem 0.3416, dir -0.9162, norm 0.2859, swav 0.0000 LR: 9.214e-02 Score 89.186 Data time: 0.2076, Forward time: 2.2735, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.8945 [2020-11-12 14:59:02,895][root][INFO] - ===> Epoch[67](1741/26): Loss -0.2833, Sem 0.2970, dir -0.9156, norm 0.3352, swav 0.0000 LR: 9.213e-02 Score 91.070 Data time: 0.2057, Forward time: 2.2735, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 4.9361 [2020-11-12 14:59:08,430][root][INFO] - ===> Epoch[67](1742/26): Loss -0.1765, Sem 0.3278, dir -0.9074, norm 0.4032, swav 0.0000 LR: 9.213e-02 Score 89.663 Data time: 0.2492, Forward time: 2.2738, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.4162 [2020-11-12 14:59:14,453][root][INFO] - ===> Epoch[68](1743/26): Loss -0.3172, Sem 0.2792, dir -0.9092, norm 0.3127, swav 0.0000 LR: 9.212e-02 Score 91.175 Data time: 0.1649, Forward time: 2.2735, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.8855 [2020-11-12 14:59:20,983][root][INFO] - ===> Epoch[68](1744/26): Loss -0.3031, Sem 0.3007, dir -0.9087, norm 0.3048, swav 0.0000 LR: 9.212e-02 Score 90.774 Data time: 0.2653, Forward time: 2.2736, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 6.4352 [2020-11-12 14:59:26,824][root][INFO] - ===> Epoch[68](1745/26): Loss -0.3485, Sem 0.3182, dir -0.9241, norm 0.2575, swav 0.0000 LR: 9.211e-02 Score 90.211 Data time: 0.2602, Forward time: 2.2739, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.7293 [2020-11-12 14:59:32,282][root][INFO] - ===> Epoch[68](1746/26): Loss -0.2471, Sem 0.3778, dir -0.9180, norm 0.2930, swav 0.0000 LR: 9.211e-02 Score 87.992 Data time: 0.1965, Forward time: 2.2739, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.3132 [2020-11-12 14:59:36,952][root][INFO] - ===> Epoch[68](1747/26): Loss -0.3994, Sem 0.2675, dir -0.9236, norm 0.2567, swav 0.0000 LR: 9.210e-02 Score 91.553 Data time: 0.1588, Forward time: 2.2736, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 4.5628 [2020-11-12 14:59:43,163][root][INFO] - ===> Epoch[68](1748/26): Loss -0.3711, Sem 0.2888, dir -0.9202, norm 0.2603, swav 0.0000 LR: 9.210e-02 Score 91.055 Data time: 0.2051, Forward time: 2.2735, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.1281 [2020-11-12 14:59:48,551][root][INFO] - ===> Epoch[68](1749/26): Loss -0.2507, Sem 0.3386, dir -0.9118, norm 0.3225, swav 0.0000 LR: 9.209e-02 Score 89.519 Data time: 0.2397, Forward time: 2.2737, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.2674 [2020-11-12 14:59:53,858][root][INFO] - ===> Epoch[68](1750/26): Loss -0.3112, Sem 0.3118, dir -0.9118, norm 0.2889, swav 0.0000 LR: 9.209e-02 Score 90.532 Data time: 0.2019, Forward time: 2.2738, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.1846 [2020-11-12 14:59:59,534][root][INFO] - ===> Epoch[68](1751/26): Loss -0.3317, Sem 0.2907, dir -0.9115, norm 0.2891, swav 0.0000 LR: 9.209e-02 Score 91.408 Data time: 0.1559, Forward time: 2.2735, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.5552 [2020-11-12 15:00:04,559][root][INFO] - ===> Epoch[68](1752/26): Loss -0.3245, Sem 0.2918, dir -0.9161, norm 0.2998, swav 0.0000 LR: 9.208e-02 Score 91.162 Data time: 0.1470, Forward time: 2.2732, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 4.9360 [2020-11-12 15:00:09,386][root][INFO] - ===> Epoch[68](1753/26): Loss -0.3206, Sem 0.3145, dir -0.9154, norm 0.2802, swav 0.0000 LR: 9.208e-02 Score 90.128 Data time: 0.1615, Forward time: 2.2728, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 4.7632 [2020-11-12 15:00:14,725][root][INFO] - ===> Epoch[68](1754/26): Loss -0.3151, Sem 0.2943, dir -0.9129, norm 0.3035, swav 0.0000 LR: 9.207e-02 Score 90.930 Data time: 0.2440, Forward time: 2.2729, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.2522 [2020-11-12 15:00:21,876][root][INFO] - ===> Epoch[68](1755/26): Loss -0.3058, Sem 0.3254, dir -0.9134, norm 0.2822, swav 0.0000 LR: 9.207e-02 Score 89.481 Data time: 0.3390, Forward time: 2.2735, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 7.0249 [2020-11-12 15:00:27,658][root][INFO] - ===> Epoch[68](1756/26): Loss -0.3109, Sem 0.3005, dir -0.9015, norm 0.2901, swav 0.0000 LR: 9.206e-02 Score 90.566 Data time: 0.1516, Forward time: 2.2733, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 5.6500 [2020-11-12 15:00:34,323][root][INFO] - ===> Epoch[68](1757/26): Loss -0.2383, Sem 0.3550, dir -0.8955, norm 0.3022, swav 0.0000 LR: 9.206e-02 Score 88.996 Data time: 0.1755, Forward time: 2.2730, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 6.5726 [2020-11-12 15:00:39,351][root][INFO] - ===> Epoch[68](1758/26): Loss -0.2663, Sem 0.3453, dir -0.9143, norm 0.3027, swav 0.0000 LR: 9.205e-02 Score 90.154 Data time: 0.2135, Forward time: 2.2730, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 4.9483 [2020-11-12 15:00:45,383][root][INFO] - ===> Epoch[68](1759/26): Loss -0.3040, Sem 0.3246, dir -0.9129, norm 0.2843, swav 0.0000 LR: 9.205e-02 Score 89.080 Data time: 0.2131, Forward time: 2.2731, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.9307 [2020-11-12 15:00:50,752][root][INFO] - ===> Epoch[68](1760/26): Loss -0.3430, Sem 0.2970, dir -0.9130, norm 0.2730, swav 0.0000 LR: 9.204e-02 Score 91.002 Data time: 0.2175, Forward time: 2.2731, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.2621 [2020-11-12 15:00:56,927][root][INFO] - ===> Epoch[68](1761/26): Loss -0.2682, Sem 0.3331, dir -0.9058, norm 0.3045, swav 0.0000 LR: 9.204e-02 Score 90.029 Data time: 0.2237, Forward time: 2.2733, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 6.0843 [2020-11-12 15:01:02,684][root][INFO] - ===> Epoch[68](1762/26): Loss -0.3373, Sem 0.3009, dir -0.9195, norm 0.2812, swav 0.0000 LR: 9.204e-02 Score 90.114 Data time: 0.1755, Forward time: 2.2731, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.6229 [2020-11-12 15:01:07,765][root][INFO] - ===> Epoch[68](1763/26): Loss -0.3392, Sem 0.2965, dir -0.9166, norm 0.2809, swav 0.0000 LR: 9.203e-02 Score 90.435 Data time: 0.2166, Forward time: 2.2732, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 5.0131 [2020-11-12 15:01:15,857][root][INFO] - ===> Epoch[68](1764/26): Loss -0.3089, Sem 0.3050, dir -0.9092, norm 0.2953, swav 0.0000 LR: 9.203e-02 Score 90.552 Data time: 0.2155, Forward time: 2.2733, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 7.9975 [2020-11-12 15:01:21,147][root][INFO] - ===> Epoch[68](1765/26): Loss -0.3637, Sem 0.2707, dir -0.9151, norm 0.2808, swav 0.0000 LR: 9.202e-02 Score 91.765 Data time: 0.2472, Forward time: 2.2735, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.1744 [2020-11-12 15:01:26,751][root][INFO] - ===> Epoch[68](1766/26): Loss -0.3018, Sem 0.2945, dir -0.9097, norm 0.3135, swav 0.0000 LR: 9.202e-02 Score 90.762 Data time: 0.2049, Forward time: 2.2735, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.4752 [2020-11-12 15:01:32,689][root][INFO] - ===> Epoch[68](1767/26): Loss -0.1906, Sem 0.3733, dir -0.9076, norm 0.3437, swav 0.0000 LR: 9.201e-02 Score 89.211 Data time: 0.2701, Forward time: 2.2739, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.8450 [2020-11-12 15:01:38,811][root][INFO] - ===> Epoch[68](1768/26): Loss -0.2372, Sem 0.3240, dir -0.8946, norm 0.3333, swav 0.0000 LR: 9.201e-02 Score 89.654 Data time: 0.2605, Forward time: 2.2741, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 6.0007 [2020-11-12 15:01:45,005][root][INFO] - ===> Epoch[69](1769/26): Loss -0.3421, Sem 0.2861, dir -0.9064, norm 0.2782, swav 0.0000 LR: 9.200e-02 Score 90.886 Data time: 0.2662, Forward time: 2.2746, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 6.0702 [2020-11-12 15:01:50,561][root][INFO] - ===> Epoch[69](1770/26): Loss -0.3450, Sem 0.2707, dir -0.9140, norm 0.2983, swav 0.0000 LR: 9.200e-02 Score 91.453 Data time: 0.1927, Forward time: 2.2745, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 5.4371 [2020-11-12 15:01:57,336][root][INFO] - ===> Epoch[69](1771/26): Loss -0.2903, Sem 0.3125, dir -0.9128, norm 0.3101, swav 0.0000 LR: 9.199e-02 Score 90.141 Data time: 0.1961, Forward time: 2.2745, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 6.6728 [2020-11-12 15:02:04,220][root][INFO] - ===> Epoch[69](1772/26): Loss -0.3276, Sem 0.2989, dir -0.9090, norm 0.2824, swav 0.0000 LR: 9.199e-02 Score 90.212 Data time: 0.1804, Forward time: 2.2743, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 6.7651 [2020-11-12 15:02:09,673][root][INFO] - ===> Epoch[69](1773/26): Loss -0.3689, Sem 0.2656, dir -0.9145, norm 0.2800, swav 0.0000 LR: 9.199e-02 Score 91.789 Data time: 0.1575, Forward time: 2.2740, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.3593 [2020-11-12 15:02:15,286][root][INFO] - ===> Epoch[69](1774/26): Loss -0.2349, Sem 0.3524, dir -0.9108, norm 0.3235, swav 0.0000 LR: 9.198e-02 Score 89.558 Data time: 0.1950, Forward time: 2.2740, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.5622 [2020-11-12 15:02:20,574][root][INFO] - ===> Epoch[69](1775/26): Loss -0.2600, Sem 0.3378, dir -0.9118, norm 0.3141, swav 0.0000 LR: 9.198e-02 Score 89.872 Data time: 0.2103, Forward time: 2.2739, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.1738 [2020-11-12 15:02:27,739][root][INFO] - ===> Epoch[69](1776/26): Loss -0.3020, Sem 0.2945, dir -0.9088, norm 0.3123, swav 0.0000 LR: 9.197e-02 Score 91.143 Data time: 0.3717, Forward time: 2.2746, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 7.0667 [2020-11-12 15:02:33,203][root][INFO] - ===> Epoch[69](1777/26): Loss -0.3236, Sem 0.3113, dir -0.9194, norm 0.2846, swav 0.0000 LR: 9.197e-02 Score 90.261 Data time: 0.1406, Forward time: 2.2744, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.3361 [2020-11-12 15:02:39,689][root][INFO] - ===> Epoch[69](1778/26): Loss -0.2740, Sem 0.3084, dir -0.9033, norm 0.3209, swav 0.0000 LR: 9.196e-02 Score 90.328 Data time: 0.2322, Forward time: 2.2743, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 6.3756 [2020-11-12 15:02:45,251][root][INFO] - ===> Epoch[69](1779/26): Loss -0.2364, Sem 0.3447, dir -0.9071, norm 0.3260, swav 0.0000 LR: 9.196e-02 Score 89.305 Data time: 0.2365, Forward time: 2.2742, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.4530 [2020-11-12 15:02:50,758][root][INFO] - ===> Epoch[69](1780/26): Loss -0.2775, Sem 0.3143, dir -0.9017, norm 0.3099, swav 0.0000 LR: 9.195e-02 Score 90.325 Data time: 0.1720, Forward time: 2.2740, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.4290 [2020-11-12 15:02:55,551][root][INFO] - ===> Epoch[69](1781/26): Loss -0.3453, Sem 0.2976, dir -0.9205, norm 0.2776, swav 0.0000 LR: 9.195e-02 Score 90.530 Data time: 0.1985, Forward time: 2.2739, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 4.7023 [2020-11-12 15:03:00,427][root][INFO] - ===> Epoch[69](1782/26): Loss -0.3237, Sem 0.2735, dir -0.9042, norm 0.3070, swav 0.0000 LR: 9.194e-02 Score 91.609 Data time: 0.2046, Forward time: 2.2740, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 4.7647 [2020-11-12 15:03:05,771][root][INFO] - ===> Epoch[69](1783/26): Loss -0.2743, Sem 0.3002, dir -0.9053, norm 0.3309, swav 0.0000 LR: 9.194e-02 Score 90.852 Data time: 0.1646, Forward time: 2.2737, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.2351 [2020-11-12 15:03:10,769][root][INFO] - ===> Epoch[69](1784/26): Loss -0.2438, Sem 0.3375, dir -0.8950, norm 0.3136, swav 0.0000 LR: 9.194e-02 Score 89.209 Data time: 0.1840, Forward time: 2.2736, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 4.9392 [2020-11-12 15:03:16,048][root][INFO] - ===> Epoch[69](1785/26): Loss -0.3612, Sem 0.2855, dir -0.9234, norm 0.2768, swav 0.0000 LR: 9.193e-02 Score 91.219 Data time: 0.2045, Forward time: 2.2736, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.1558 [2020-11-12 15:03:21,581][root][INFO] - ===> Epoch[69](1786/26): Loss -0.3212, Sem 0.3036, dir -0.9106, norm 0.2858, swav 0.0000 LR: 9.193e-02 Score 90.492 Data time: 0.2503, Forward time: 2.2736, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 5.3980 [2020-11-12 15:03:27,199][root][INFO] - ===> Epoch[69](1787/26): Loss -0.3084, Sem 0.3136, dir -0.8996, norm 0.2775, swav 0.0000 LR: 9.192e-02 Score 90.271 Data time: 0.2297, Forward time: 2.2737, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.4897 [2020-11-12 15:03:33,295][root][INFO] - ===> Epoch[69](1788/26): Loss -0.3275, Sem 0.2954, dir -0.9142, norm 0.2913, swav 0.0000 LR: 9.192e-02 Score 91.057 Data time: 0.2482, Forward time: 2.2740, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.9663 [2020-11-12 15:03:38,837][root][INFO] - ===> Epoch[69](1789/26): Loss -0.2611, Sem 0.3432, dir -0.9037, norm 0.2995, swav 0.0000 LR: 9.191e-02 Score 89.267 Data time: 0.2042, Forward time: 2.2740, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.4078 [2020-11-12 15:03:43,755][root][INFO] - ===> Epoch[69](1790/26): Loss -0.3514, Sem 0.2855, dir -0.9116, norm 0.2747, swav 0.0000 LR: 9.191e-02 Score 91.214 Data time: 0.1851, Forward time: 2.2738, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 4.7962 [2020-11-12 15:03:48,378][root][INFO] - ===> Epoch[69](1791/26): Loss -0.2950, Sem 0.2907, dir -0.8987, norm 0.3130, swav 0.0000 LR: 9.190e-02 Score 90.385 Data time: 0.2120, Forward time: 2.2738, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 4.5203 [2020-11-12 15:03:54,155][root][INFO] - ===> Epoch[69](1792/26): Loss -0.2610, Sem 0.3173, dir -0.8998, norm 0.3215, swav 0.0000 LR: 9.190e-02 Score 90.029 Data time: 0.2125, Forward time: 2.2738, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.6566 [2020-11-12 15:04:00,032][root][INFO] - ===> Epoch[69](1793/26): Loss -0.2528, Sem 0.3276, dir -0.9062, norm 0.3258, swav 0.0000 LR: 9.189e-02 Score 89.566 Data time: 0.1616, Forward time: 2.2734, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 5.7695 [2020-11-12 15:04:06,096][root][INFO] - ===> Epoch[69](1794/26): Loss -0.3023, Sem 0.2911, dir -0.9106, norm 0.3172, swav 0.0000 LR: 9.189e-02 Score 90.718 Data time: 0.2258, Forward time: 2.2736, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.9779 [2020-11-12 15:04:11,675][root][INFO] - ===> Epoch[70](1795/26): Loss -0.3268, Sem 0.2781, dir -0.9076, norm 0.3027, swav 0.0000 LR: 9.189e-02 Score 91.368 Data time: 0.2037, Forward time: 2.2736, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 5.4375 [2020-11-12 15:04:16,702][root][INFO] - ===> Epoch[70](1796/26): Loss -0.3840, Sem 0.2750, dir -0.9264, norm 0.2674, swav 0.0000 LR: 9.188e-02 Score 91.548 Data time: 0.1904, Forward time: 2.2735, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 4.9179 [2020-11-12 15:04:22,479][root][INFO] - ===> Epoch[70](1797/26): Loss -0.3415, Sem 0.2843, dir -0.9171, norm 0.2913, swav 0.0000 LR: 9.188e-02 Score 90.892 Data time: 0.1832, Forward time: 2.2733, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.6654 [2020-11-12 15:04:28,431][root][INFO] - ===> Epoch[70](1798/26): Loss -0.3437, Sem 0.2812, dir -0.9149, norm 0.2901, swav 0.0000 LR: 9.187e-02 Score 91.137 Data time: 0.1838, Forward time: 2.2732, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 5.8276 [2020-11-12 15:04:34,511][root][INFO] - ===> Epoch[70](1799/26): Loss -0.3067, Sem 0.3159, dir -0.9151, norm 0.2924, swav 0.0000 LR: 9.187e-02 Score 89.954 Data time: 0.1828, Forward time: 2.2730, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 5.9740 [2020-11-12 15:04:39,280][root][INFO] - ===> Epoch[70](1800/26): Loss -0.2918, Sem 0.3274, dir -0.9201, norm 0.3008, swav 0.0000 LR: 9.186e-02 Score 89.860 Data time: 0.1583, Forward time: 2.2727, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 4.6792 [2020-11-12 15:04:44,519][root][INFO] - ===> Epoch[70](1801/26): Loss -0.3121, Sem 0.2898, dir -0.9106, norm 0.3086, swav 0.0000 LR: 9.186e-02 Score 91.067 Data time: 0.1990, Forward time: 2.2726, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.1503 [2020-11-12 15:04:49,173][root][INFO] - ===> Epoch[70](1802/26): Loss -0.2808, Sem 0.3487, dir -0.9132, norm 0.2837, swav 0.0000 LR: 9.185e-02 Score 89.594 Data time: 0.2198, Forward time: 2.2727, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 4.5592 [2020-11-12 15:04:55,129][root][INFO] - ===> Epoch[70](1803/26): Loss -0.3522, Sem 0.2928, dir -0.9201, norm 0.2751, swav 0.0000 LR: 9.185e-02 Score 91.212 Data time: 0.1908, Forward time: 2.2725, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 5.8366 [2020-11-12 15:05:00,900][root][INFO] - ===> Epoch[70](1804/26): Loss -0.3741, Sem 0.2601, dir -0.9104, norm 0.2762, swav 0.0000 LR: 9.184e-02 Score 91.607 Data time: 0.2317, Forward time: 2.2726, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.6880 [2020-11-12 15:05:06,534][root][INFO] - ===> Epoch[70](1805/26): Loss -0.3708, Sem 0.2709, dir -0.9189, norm 0.2772, swav 0.0000 LR: 9.184e-02 Score 91.151 Data time: 0.1694, Forward time: 2.2724, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 5.5152 [2020-11-12 15:05:11,858][root][INFO] - ===> Epoch[70](1806/26): Loss -0.2614, Sem 0.3140, dir -0.9076, norm 0.3322, swav 0.0000 LR: 9.184e-02 Score 90.527 Data time: 0.1968, Forward time: 2.2724, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.2438 [2020-11-12 15:05:16,600][root][INFO] - ===> Epoch[70](1807/26): Loss -0.3274, Sem 0.2795, dir -0.9017, norm 0.2947, swav 0.0000 LR: 9.183e-02 Score 91.442 Data time: 0.1846, Forward time: 2.2722, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 4.6349 [2020-11-12 15:05:22,336][root][INFO] - ===> Epoch[70](1808/26): Loss -0.3449, Sem 0.2799, dir -0.9118, norm 0.2870, swav 0.0000 LR: 9.183e-02 Score 91.163 Data time: 0.1932, Forward time: 2.2722, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.6463 [2020-11-12 15:05:27,932][root][INFO] - ===> Epoch[70](1809/26): Loss -0.2864, Sem 0.3225, dir -0.9113, norm 0.3023, swav 0.0000 LR: 9.182e-02 Score 89.952 Data time: 0.1919, Forward time: 2.2719, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.4667 [2020-11-12 15:05:33,761][root][INFO] - ===> Epoch[70](1810/26): Loss -0.3041, Sem 0.3233, dir -0.9106, norm 0.2832, swav 0.0000 LR: 9.182e-02 Score 90.013 Data time: 0.2188, Forward time: 2.2720, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.7504 [2020-11-12 15:05:39,700][root][INFO] - ===> Epoch[70](1811/26): Loss -0.2559, Sem 0.3421, dir -0.9109, norm 0.3129, swav 0.0000 LR: 9.181e-02 Score 88.792 Data time: 0.2025, Forward time: 2.2719, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.8198 [2020-11-12 15:05:46,330][root][INFO] - ===> Epoch[70](1812/26): Loss -0.2912, Sem 0.3248, dir -0.9096, norm 0.2936, swav 0.0000 LR: 9.181e-02 Score 89.846 Data time: 0.1905, Forward time: 2.2719, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 6.5233 [2020-11-12 15:05:52,558][root][INFO] - ===> Epoch[70](1813/26): Loss -0.3300, Sem 0.2799, dir -0.9159, norm 0.3059, swav 0.0000 LR: 9.180e-02 Score 91.101 Data time: 0.1953, Forward time: 2.2718, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 6.1218 [2020-11-12 15:05:59,789][root][INFO] - ===> Epoch[70](1814/26): Loss -0.2641, Sem 0.3243, dir -0.9025, norm 0.3141, swav 0.0000 LR: 9.180e-02 Score 90.321 Data time: 0.1953, Forward time: 2.2715, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 7.1306 [2020-11-12 15:06:05,908][root][INFO] - ===> Epoch[70](1815/26): Loss -0.3334, Sem 0.2959, dir -0.9206, norm 0.2912, swav 0.0000 LR: 9.179e-02 Score 90.926 Data time: 0.2066, Forward time: 2.2714, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.0249 [2020-11-12 15:06:12,305][root][INFO] - ===> Epoch[70](1816/26): Loss -0.3334, Sem 0.2765, dir -0.9160, norm 0.3061, swav 0.0000 LR: 9.179e-02 Score 91.744 Data time: 0.3504, Forward time: 2.2720, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 6.2816 [2020-11-12 15:06:17,731][root][INFO] - ===> Epoch[70](1817/26): Loss -0.3300, Sem 0.3028, dir -0.9132, norm 0.2805, swav 0.0000 LR: 9.179e-02 Score 90.870 Data time: 0.2097, Forward time: 2.2720, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.2843 [2020-11-12 15:06:24,336][root][INFO] - ===> Epoch[70](1818/26): Loss -0.2959, Sem 0.3339, dir -0.9247, norm 0.2949, swav 0.0000 LR: 9.178e-02 Score 90.033 Data time: 0.2170, Forward time: 2.2720, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 6.5042 [2020-11-12 15:06:30,418][root][INFO] - ===> Epoch[70](1819/26): Loss -0.3249, Sem 0.2998, dir -0.9154, norm 0.2908, swav 0.0000 LR: 9.178e-02 Score 90.059 Data time: 0.2187, Forward time: 2.2722, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.9660 [2020-11-12 15:06:35,716][root][INFO] - ===> Epoch[70](1820/26): Loss -0.3115, Sem 0.2922, dir -0.9040, norm 0.3003, swav 0.0000 LR: 9.177e-02 Score 90.650 Data time: 0.1947, Forward time: 2.2721, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 5.1588 [2020-11-12 15:06:41,074][root][INFO] - ===> Epoch[71](1821/26): Loss -0.3066, Sem 0.2953, dir -0.9080, norm 0.3062, swav 0.0000 LR: 9.177e-02 Score 90.710 Data time: 0.1677, Forward time: 2.2718, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 5.2330 [2020-11-12 15:06:47,247][root][INFO] - ===> Epoch[71](1822/26): Loss -0.2501, Sem 0.3303, dir -0.8979, norm 0.3175, swav 0.0000 LR: 9.176e-02 Score 89.247 Data time: 0.1978, Forward time: 2.2717, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.0774 [2020-11-12 15:06:53,569][root][INFO] - ===> Epoch[71](1823/26): Loss -0.3140, Sem 0.3268, dir -0.9115, norm 0.2707, swav 0.0000 LR: 9.176e-02 Score 89.790 Data time: 0.2132, Forward time: 2.2718, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 6.2172 [2020-11-12 15:07:00,596][root][INFO] - ===> Epoch[71](1824/26): Loss -0.3383, Sem 0.2861, dir -0.9097, norm 0.2852, swav 0.0000 LR: 9.175e-02 Score 90.832 Data time: 0.2584, Forward time: 2.2720, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 6.9051 [2020-11-12 15:07:06,505][root][INFO] - ===> Epoch[71](1825/26): Loss -0.3438, Sem 0.2843, dir -0.9100, norm 0.2819, swav 0.0000 LR: 9.175e-02 Score 91.289 Data time: 0.2763, Forward time: 2.2724, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.7832 [2020-11-12 15:07:12,176][root][INFO] - ===> Epoch[71](1826/26): Loss -0.3145, Sem 0.2941, dir -0.9111, norm 0.3025, swav 0.0000 LR: 9.174e-02 Score 90.460 Data time: 0.2587, Forward time: 2.2727, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.5457 [2020-11-12 15:07:18,367][root][INFO] - ===> Epoch[71](1827/26): Loss -0.2656, Sem 0.3401, dir -0.9051, norm 0.2994, swav 0.0000 LR: 9.174e-02 Score 89.686 Data time: 0.2943, Forward time: 2.2731, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 6.0691 [2020-11-12 15:07:24,376][root][INFO] - ===> Epoch[71](1828/26): Loss -0.3039, Sem 0.2938, dir -0.9090, norm 0.3112, swav 0.0000 LR: 9.174e-02 Score 90.632 Data time: 0.2409, Forward time: 2.2733, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.8964 [2020-11-12 15:07:29,353][root][INFO] - ===> Epoch[71](1829/26): Loss -0.2338, Sem 0.3417, dir -0.9042, norm 0.3287, swav 0.0000 LR: 9.173e-02 Score 89.373 Data time: 0.2001, Forward time: 2.2733, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 4.8736 [2020-11-12 15:07:36,172][root][INFO] - ===> Epoch[71](1830/26): Loss -0.4022, Sem 0.2593, dir -0.9288, norm 0.2673, swav 0.0000 LR: 9.173e-02 Score 91.950 Data time: 0.2074, Forward time: 2.2732, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 6.7428 [2020-11-12 15:07:41,078][root][INFO] - ===> Epoch[71](1831/26): Loss -0.1434, Sem 0.3595, dir -0.8962, norm 0.3934, swav 0.0000 LR: 9.172e-02 Score 89.081 Data time: 0.1979, Forward time: 2.2730, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 4.8054 [2020-11-12 15:07:45,854][root][INFO] - ===> Epoch[71](1832/26): Loss -0.3017, Sem 0.3181, dir -0.9193, norm 0.2996, swav 0.0000 LR: 9.172e-02 Score 90.906 Data time: 0.2142, Forward time: 2.2730, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 4.7130 [2020-11-12 15:07:52,056][root][INFO] - ===> Epoch[71](1833/26): Loss -0.3761, Sem 0.2643, dir -0.9208, norm 0.2804, swav 0.0000 LR: 9.171e-02 Score 91.731 Data time: 0.2061, Forward time: 2.2730, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 6.0903 [2020-11-12 15:07:57,423][root][INFO] - ===> Epoch[71](1834/26): Loss -0.3301, Sem 0.3065, dir -0.9078, norm 0.2713, swav 0.0000 LR: 9.171e-02 Score 90.547 Data time: 0.1946, Forward time: 2.2729, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.2730 [2020-11-12 15:08:03,336][root][INFO] - ===> Epoch[71](1835/26): Loss -0.2442, Sem 0.3492, dir -0.9077, norm 0.3143, swav 0.0000 LR: 9.170e-02 Score 88.939 Data time: 0.2162, Forward time: 2.2730, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.8101 [2020-11-12 15:08:07,767][root][INFO] - ===> Epoch[71](1836/26): Loss -0.3440, Sem 0.2897, dir -0.9156, norm 0.2820, swav 0.0000 LR: 9.170e-02 Score 90.324 Data time: 0.1943, Forward time: 2.2730, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 4.3116 [2020-11-12 15:08:12,782][root][INFO] - ===> Epoch[71](1837/26): Loss -0.3445, Sem 0.2768, dir -0.9094, norm 0.2881, swav 0.0000 LR: 9.169e-02 Score 91.248 Data time: 0.1903, Forward time: 2.2727, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 4.8985 [2020-11-12 15:08:19,535][root][INFO] - ===> Epoch[71](1838/26): Loss -0.3620, Sem 0.2721, dir -0.9149, norm 0.2807, swav 0.0000 LR: 9.169e-02 Score 91.198 Data time: 0.3638, Forward time: 2.2733, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 6.6571 [2020-11-12 15:08:25,472][root][INFO] - ===> Epoch[71](1839/26): Loss -0.2653, Sem 0.3155, dir -0.9134, norm 0.3327, swav 0.0000 LR: 9.169e-02 Score 90.566 Data time: 0.1748, Forward time: 2.2731, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.8129 [2020-11-12 15:08:32,126][root][INFO] - ===> Epoch[71](1840/26): Loss -0.3421, Sem 0.2687, dir -0.9060, norm 0.2952, swav 0.0000 LR: 9.168e-02 Score 91.308 Data time: 0.2114, Forward time: 2.2732, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 6.5655 [2020-11-12 15:08:37,737][root][INFO] - ===> Epoch[71](1841/26): Loss -0.3459, Sem 0.2929, dir -0.9170, norm 0.2781, swav 0.0000 LR: 9.168e-02 Score 90.810 Data time: 0.1872, Forward time: 2.2731, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.4910 [2020-11-12 15:08:43,870][root][INFO] - ===> Epoch[71](1842/26): Loss -0.3279, Sem 0.2978, dir -0.9139, norm 0.2882, swav 0.0000 LR: 9.167e-02 Score 90.777 Data time: 0.2657, Forward time: 2.2734, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 6.0238 [2020-11-12 15:08:49,809][root][INFO] - ===> Epoch[71](1843/26): Loss -0.3095, Sem 0.2996, dir -0.9110, norm 0.3019, swav 0.0000 LR: 9.167e-02 Score 90.563 Data time: 0.2486, Forward time: 2.2735, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 5.8277 [2020-11-12 15:08:55,844][root][INFO] - ===> Epoch[71](1844/26): Loss -0.3631, Sem 0.2969, dir -0.9193, norm 0.2593, swav 0.0000 LR: 9.166e-02 Score 90.850 Data time: 0.2252, Forward time: 2.2735, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.9317 [2020-11-12 15:09:01,396][root][INFO] - ===> Epoch[71](1845/26): Loss -0.3847, Sem 0.2601, dir -0.9207, norm 0.2759, swav 0.0000 LR: 9.166e-02 Score 91.953 Data time: 0.2683, Forward time: 2.2738, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.4533 [2020-11-12 15:09:07,861][root][INFO] - ===> Epoch[71](1846/26): Loss -0.3639, Sem 0.2559, dir -0.9095, norm 0.2897, swav 0.0000 LR: 9.165e-02 Score 91.711 Data time: 0.1987, Forward time: 2.2736, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 6.3383 [2020-11-12 15:09:13,969][root][INFO] - ===> Epoch[72](1847/26): Loss -0.3698, Sem 0.2711, dir -0.9124, norm 0.2715, swav 0.0000 LR: 9.165e-02 Score 91.630 Data time: 0.2028, Forward time: 2.2736, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 6.0221 [2020-11-12 15:09:19,720][root][INFO] - ===> Epoch[72](1848/26): Loss -0.4040, Sem 0.2487, dir -0.9218, norm 0.2690, swav 0.0000 LR: 9.164e-02 Score 91.961 Data time: 0.1722, Forward time: 2.2733, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 5.6447 [2020-11-12 15:09:24,810][root][INFO] - ===> Epoch[72](1849/26): Loss -0.2989, Sem 0.3152, dir -0.9135, norm 0.2994, swav 0.0000 LR: 9.164e-02 Score 89.979 Data time: 0.2072, Forward time: 2.2735, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.0253 [2020-11-12 15:09:30,516][root][INFO] - ===> Epoch[72](1850/26): Loss -0.3088, Sem 0.2929, dir -0.9109, norm 0.3092, swav 0.0000 LR: 9.164e-02 Score 90.646 Data time: 0.1890, Forward time: 2.2734, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.5722 [2020-11-12 15:09:35,709][root][INFO] - ===> Epoch[72](1851/26): Loss -0.2873, Sem 0.3240, dir -0.9141, norm 0.3028, swav 0.0000 LR: 9.163e-02 Score 90.187 Data time: 0.1564, Forward time: 2.2731, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.0911 [2020-11-12 15:09:39,611][root][INFO] - ===> Epoch[72](1852/26): Loss -0.2719, Sem 0.3096, dir -0.9195, norm 0.3380, swav 0.0000 LR: 9.163e-02 Score 90.786 Data time: 0.2006, Forward time: 2.2730, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 3.8388 [2020-11-12 15:09:45,471][root][INFO] - ===> Epoch[72](1853/26): Loss -0.3243, Sem 0.2909, dir -0.9080, norm 0.2929, swav 0.0000 LR: 9.162e-02 Score 90.664 Data time: 0.2746, Forward time: 2.2733, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 5.7423 [2020-11-12 15:09:52,329][root][INFO] - ===> Epoch[72](1854/26): Loss -0.2678, Sem 0.3450, dir -0.9158, norm 0.3030, swav 0.0000 LR: 9.162e-02 Score 89.645 Data time: 0.2727, Forward time: 2.2737, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 6.7262 [2020-11-12 15:09:57,773][root][INFO] - ===> Epoch[72](1855/26): Loss -0.3750, Sem 0.2618, dir -0.9135, norm 0.2767, swav 0.0000 LR: 9.161e-02 Score 91.991 Data time: 0.1753, Forward time: 2.2735, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 5.3059 [2020-11-12 15:10:02,616][root][INFO] - ===> Epoch[72](1856/26): Loss -0.2892, Sem 0.3103, dir -0.9217, norm 0.3223, swav 0.0000 LR: 9.161e-02 Score 89.791 Data time: 0.2030, Forward time: 2.2735, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 4.7760 [2020-11-12 15:10:08,997][root][INFO] - ===> Epoch[72](1857/26): Loss -0.3128, Sem 0.3057, dir -0.9061, norm 0.2876, swav 0.0000 LR: 9.160e-02 Score 90.543 Data time: 0.1611, Forward time: 2.2732, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 6.2771 [2020-11-12 15:10:14,786][root][INFO] - ===> Epoch[72](1858/26): Loss -0.2645, Sem 0.3310, dir -0.8967, norm 0.3012, swav 0.0000 LR: 9.160e-02 Score 89.840 Data time: 0.2450, Forward time: 2.2735, Backward time: 3.1356, DDP time: 0.0037, Total iter time: 5.7006 [2020-11-12 15:10:20,310][root][INFO] - ===> Epoch[72](1859/26): Loss -0.2782, Sem 0.3138, dir -0.9064, norm 0.3144, swav 0.0000 LR: 9.159e-02 Score 90.650 Data time: 0.1522, Forward time: 2.2732, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.4072 [2020-11-12 15:10:27,149][root][INFO] - ===> Epoch[72](1860/26): Loss -0.2156, Sem 0.3595, dir -0.9046, norm 0.3295, swav 0.0000 LR: 9.159e-02 Score 88.992 Data time: 0.1928, Forward time: 2.2731, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.7388 [2020-11-12 15:10:32,971][root][INFO] - ===> Epoch[72](1861/26): Loss -0.2844, Sem 0.3214, dir -0.9078, norm 0.3020, swav 0.0000 LR: 9.159e-02 Score 89.750 Data time: 0.2231, Forward time: 2.2732, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.7062 [2020-11-12 15:10:39,079][root][INFO] - ===> Epoch[72](1862/26): Loss -0.3784, Sem 0.2836, dir -0.9269, norm 0.2648, swav 0.0000 LR: 9.158e-02 Score 90.987 Data time: 0.2150, Forward time: 2.2732, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.9633 [2020-11-12 15:10:44,860][root][INFO] - ===> Epoch[72](1863/26): Loss -0.3831, Sem 0.2792, dir -0.9246, norm 0.2623, swav 0.0000 LR: 9.158e-02 Score 90.661 Data time: 0.2424, Forward time: 2.2733, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.6550 [2020-11-12 15:10:50,033][root][INFO] - ===> Epoch[72](1864/26): Loss -0.4234, Sem 0.2401, dir -0.9196, norm 0.2562, swav 0.0000 LR: 9.157e-02 Score 92.079 Data time: 0.2376, Forward time: 2.2734, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.0543 [2020-11-12 15:10:55,706][root][INFO] - ===> Epoch[72](1865/26): Loss -0.2195, Sem 0.3600, dir -0.9083, norm 0.3287, swav 0.0000 LR: 9.157e-02 Score 89.041 Data time: 0.2717, Forward time: 2.2737, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.5535 [2020-11-12 15:11:01,498][root][INFO] - ===> Epoch[72](1866/26): Loss -0.3438, Sem 0.2696, dir -0.9134, norm 0.3000, swav 0.0000 LR: 9.156e-02 Score 92.276 Data time: 0.2444, Forward time: 2.2739, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.6669 [2020-11-12 15:11:07,139][root][INFO] - ===> Epoch[72](1867/26): Loss -0.2605, Sem 0.3486, dir -0.9044, norm 0.2953, swav 0.0000 LR: 9.156e-02 Score 89.862 Data time: 0.2121, Forward time: 2.2739, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.5305 [2020-11-12 15:11:12,386][root][INFO] - ===> Epoch[72](1868/26): Loss -0.2924, Sem 0.3263, dir -0.9203, norm 0.3015, swav 0.0000 LR: 9.155e-02 Score 89.855 Data time: 0.2340, Forward time: 2.2741, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.1539 [2020-11-12 15:11:17,074][root][INFO] - ===> Epoch[72](1869/26): Loss -0.3149, Sem 0.3067, dir -0.9070, norm 0.2854, swav 0.0000 LR: 9.155e-02 Score 90.365 Data time: 0.2372, Forward time: 2.2741, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 4.5588 [2020-11-12 15:11:23,185][root][INFO] - ===> Epoch[72](1870/26): Loss -0.3335, Sem 0.2916, dir -0.9167, norm 0.2916, swav 0.0000 LR: 9.154e-02 Score 91.379 Data time: 0.2255, Forward time: 2.2742, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.0244 [2020-11-12 15:11:28,098][root][INFO] - ===> Epoch[72](1871/26): Loss -0.3441, Sem 0.2842, dir -0.9131, norm 0.2848, swav 0.0000 LR: 9.154e-02 Score 91.732 Data time: 0.2040, Forward time: 2.2742, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 4.8052 [2020-11-12 15:11:35,810][root][INFO] - ===> Epoch[72](1872/26): Loss -0.3682, Sem 0.2896, dir -0.9201, norm 0.2623, swav 0.0000 LR: 9.154e-02 Score 90.566 Data time: 0.2461, Forward time: 2.2744, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 7.6094 [2020-11-12 15:11:40,826][root][INFO] - ===> Epoch[73](1873/26): Loss -0.3169, Sem 0.2955, dir -0.9100, norm 0.2976, swav 0.0000 LR: 9.153e-02 Score 90.523 Data time: 0.1644, Forward time: 2.2741, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 4.9045 [2020-11-12 15:11:47,005][root][INFO] - ===> Epoch[73](1874/26): Loss -0.3308, Sem 0.2798, dir -0.9074, norm 0.2968, swav 0.0000 LR: 9.153e-02 Score 90.983 Data time: 0.2855, Forward time: 2.2744, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.1030 [2020-11-12 15:11:52,249][root][INFO] - ===> Epoch[73](1875/26): Loss -0.3882, Sem 0.2660, dir -0.9296, norm 0.2753, swav 0.0000 LR: 9.152e-02 Score 91.549 Data time: 0.2412, Forward time: 2.2747, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.1213 [2020-11-12 15:11:58,940][root][INFO] - ===> Epoch[73](1876/26): Loss -0.3199, Sem 0.2957, dir -0.9115, norm 0.2959, swav 0.0000 LR: 9.152e-02 Score 90.759 Data time: 0.1826, Forward time: 2.2745, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 6.5579 [2020-11-12 15:12:04,749][root][INFO] - ===> Epoch[73](1877/26): Loss -0.4154, Sem 0.2452, dir -0.9260, norm 0.2654, swav 0.0000 LR: 9.151e-02 Score 91.829 Data time: 0.1969, Forward time: 2.2745, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.7282 [2020-11-12 15:12:10,196][root][INFO] - ===> Epoch[73](1878/26): Loss -0.2617, Sem 0.3052, dir -0.9078, norm 0.3408, swav 0.0000 LR: 9.151e-02 Score 90.879 Data time: 0.2002, Forward time: 2.2744, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.3523 [2020-11-12 15:12:15,401][root][INFO] - ===> Epoch[73](1879/26): Loss -0.2611, Sem 0.3411, dir -0.9254, norm 0.3232, swav 0.0000 LR: 9.150e-02 Score 90.139 Data time: 0.2258, Forward time: 2.2745, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 5.1020 [2020-11-12 15:12:20,107][root][INFO] - ===> Epoch[73](1880/26): Loss -0.3601, Sem 0.2996, dir -0.9249, norm 0.2652, swav 0.0000 LR: 9.150e-02 Score 90.638 Data time: 0.2019, Forward time: 2.2745, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 4.5995 [2020-11-12 15:12:25,790][root][INFO] - ===> Epoch[73](1881/26): Loss -0.3001, Sem 0.3092, dir -0.9255, norm 0.3162, swav 0.0000 LR: 9.149e-02 Score 90.861 Data time: 0.1658, Forward time: 2.2742, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.5717 [2020-11-12 15:12:31,495][root][INFO] - ===> Epoch[73](1882/26): Loss -0.3067, Sem 0.3110, dir -0.9097, norm 0.2920, swav 0.0000 LR: 9.149e-02 Score 90.297 Data time: 0.1309, Forward time: 2.2737, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.6299 [2020-11-12 15:12:37,972][root][INFO] - ===> Epoch[73](1883/26): Loss -0.3384, Sem 0.2826, dir -0.9176, norm 0.2966, swav 0.0000 LR: 9.149e-02 Score 90.839 Data time: 0.2221, Forward time: 2.2738, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 6.3905 [2020-11-12 15:12:43,268][root][INFO] - ===> Epoch[73](1884/26): Loss -0.3696, Sem 0.2742, dir -0.9153, norm 0.2714, swav 0.0000 LR: 9.148e-02 Score 91.740 Data time: 0.2115, Forward time: 2.2738, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.1794 [2020-11-12 15:12:48,525][root][INFO] - ===> Epoch[73](1885/26): Loss -0.2852, Sem 0.3275, dir -0.9177, norm 0.3050, swav 0.0000 LR: 9.148e-02 Score 89.768 Data time: 0.2250, Forward time: 2.2739, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.1634 [2020-11-12 15:12:54,504][root][INFO] - ===> Epoch[73](1886/26): Loss -0.3248, Sem 0.3013, dir -0.9131, norm 0.2870, swav 0.0000 LR: 9.147e-02 Score 90.366 Data time: 0.2262, Forward time: 2.2740, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.8674 [2020-11-12 15:12:59,732][root][INFO] - ===> Epoch[73](1887/26): Loss -0.3507, Sem 0.2751, dir -0.9112, norm 0.2854, swav 0.0000 LR: 9.147e-02 Score 91.465 Data time: 0.1887, Forward time: 2.2739, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.1166 [2020-11-12 15:13:05,827][root][INFO] - ===> Epoch[73](1888/26): Loss -0.3090, Sem 0.3011, dir -0.9112, norm 0.3012, swav 0.0000 LR: 9.146e-02 Score 90.592 Data time: 0.2409, Forward time: 2.2741, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.9934 [2020-11-12 15:13:11,022][root][INFO] - ===> Epoch[73](1889/26): Loss -0.4103, Sem 0.2474, dir -0.9247, norm 0.2670, swav 0.0000 LR: 9.146e-02 Score 92.376 Data time: 0.1787, Forward time: 2.2740, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 5.0702 [2020-11-12 15:13:17,800][root][INFO] - ===> Epoch[73](1890/26): Loss -0.3022, Sem 0.2809, dir -0.9114, norm 0.3283, swav 0.0000 LR: 9.145e-02 Score 91.481 Data time: 0.2228, Forward time: 2.2741, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 6.6872 [2020-11-12 15:13:24,871][root][INFO] - ===> Epoch[73](1891/26): Loss -0.3846, Sem 0.2570, dir -0.9264, norm 0.2848, swav 0.0000 LR: 9.145e-02 Score 91.663 Data time: 0.2870, Forward time: 2.2745, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 6.9365 [2020-11-12 15:13:32,776][root][INFO] - ===> Epoch[73](1892/26): Loss -0.3610, Sem 0.2900, dir -0.9146, norm 0.2636, swav 0.0000 LR: 9.144e-02 Score 91.038 Data time: 0.2032, Forward time: 2.2745, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 7.7671 [2020-11-12 15:13:38,559][root][INFO] - ===> Epoch[73](1893/26): Loss -0.3369, Sem 0.2765, dir -0.9114, norm 0.2980, swav 0.0000 LR: 9.144e-02 Score 91.412 Data time: 0.2579, Forward time: 2.2748, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 5.6687 [2020-11-12 15:13:44,525][root][INFO] - ===> Epoch[73](1894/26): Loss -0.3420, Sem 0.2878, dir -0.9131, norm 0.2834, swav 0.0000 LR: 9.144e-02 Score 91.056 Data time: 0.1442, Forward time: 2.2745, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.8480 [2020-11-12 15:13:49,825][root][INFO] - ===> Epoch[73](1895/26): Loss -0.3460, Sem 0.2882, dir -0.9079, norm 0.2738, swav 0.0000 LR: 9.143e-02 Score 91.017 Data time: 0.2086, Forward time: 2.2745, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.2266 [2020-11-12 15:13:56,310][root][INFO] - ===> Epoch[73](1896/26): Loss -0.2629, Sem 0.3475, dir -0.9093, norm 0.2988, swav 0.0000 LR: 9.143e-02 Score 89.410 Data time: 0.2197, Forward time: 2.2745, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.3736 [2020-11-12 15:14:01,381][root][INFO] - ===> Epoch[73](1897/26): Loss -0.3277, Sem 0.3081, dir -0.9280, norm 0.2922, swav 0.0000 LR: 9.142e-02 Score 90.420 Data time: 0.1861, Forward time: 2.2745, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 4.9572 [2020-11-12 15:14:07,843][root][INFO] - ===> Epoch[73](1898/26): Loss -0.3615, Sem 0.2909, dir -0.9184, norm 0.2661, swav 0.0000 LR: 9.142e-02 Score 90.512 Data time: 0.1950, Forward time: 2.2743, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.3657 [2020-11-12 15:14:14,380][root][INFO] - ===> Epoch[74](1899/26): Loss -0.3404, Sem 0.2938, dir -0.9211, norm 0.2869, swav 0.0000 LR: 9.141e-02 Score 91.110 Data time: 0.2581, Forward time: 2.2743, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.4457 [2020-11-12 15:14:19,925][root][INFO] - ===> Epoch[74](1900/26): Loss -0.3114, Sem 0.2728, dir -0.9127, norm 0.3285, swav 0.0000 LR: 9.141e-02 Score 91.008 Data time: 0.2973, Forward time: 2.2746, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.4422 [2020-11-12 15:14:24,604][root][INFO] - ===> Epoch[74](1901/26): Loss -0.2727, Sem 0.3479, dir -0.9116, norm 0.2910, swav 0.0000 LR: 9.140e-02 Score 89.757 Data time: 0.1945, Forward time: 2.2746, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 4.5682 [2020-11-12 15:14:30,629][root][INFO] - ===> Epoch[74](1902/26): Loss -0.2927, Sem 0.3386, dir -0.9171, norm 0.2858, swav 0.0000 LR: 9.140e-02 Score 89.887 Data time: 0.2020, Forward time: 2.2744, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.9336 [2020-11-12 15:14:36,381][root][INFO] - ===> Epoch[74](1903/26): Loss -0.3103, Sem 0.3085, dir -0.9193, norm 0.3005, swav 0.0000 LR: 9.139e-02 Score 90.690 Data time: 0.2198, Forward time: 2.2746, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.6508 [2020-11-12 15:14:42,926][root][INFO] - ===> Epoch[74](1904/26): Loss -0.3815, Sem 0.2428, dir -0.9159, norm 0.2917, swav 0.0000 LR: 9.139e-02 Score 91.825 Data time: 0.2051, Forward time: 2.2746, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.4162 [2020-11-12 15:14:48,391][root][INFO] - ===> Epoch[74](1905/26): Loss -0.3297, Sem 0.2990, dir -0.9063, norm 0.2776, swav 0.0000 LR: 9.139e-02 Score 90.881 Data time: 0.1393, Forward time: 2.2742, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.3561 [2020-11-12 15:14:53,451][root][INFO] - ===> Epoch[74](1906/26): Loss -0.3651, Sem 0.2758, dir -0.9202, norm 0.2793, swav 0.0000 LR: 9.138e-02 Score 90.895 Data time: 0.2431, Forward time: 2.2743, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 4.9666 [2020-11-12 15:15:00,013][root][INFO] - ===> Epoch[74](1907/26): Loss -0.3149, Sem 0.3269, dir -0.9186, norm 0.2768, swav 0.0000 LR: 9.138e-02 Score 89.654 Data time: 0.3540, Forward time: 2.2748, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 6.4431 [2020-11-12 15:15:05,933][root][INFO] - ===> Epoch[74](1908/26): Loss -0.2877, Sem 0.3202, dir -0.9162, norm 0.3083, swav 0.0000 LR: 9.137e-02 Score 89.711 Data time: 0.1581, Forward time: 2.2746, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.7845 [2020-11-12 15:15:11,822][root][INFO] - ===> Epoch[74](1909/26): Loss -0.3556, Sem 0.2874, dir -0.9141, norm 0.2710, swav 0.0000 LR: 9.137e-02 Score 90.725 Data time: 0.2231, Forward time: 2.2746, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.7878 [2020-11-12 15:15:17,917][root][INFO] - ===> Epoch[74](1910/26): Loss -0.3113, Sem 0.3101, dir -0.9201, norm 0.2987, swav 0.0000 LR: 9.136e-02 Score 90.466 Data time: 0.2035, Forward time: 2.2746, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.9730 [2020-11-12 15:15:22,593][root][INFO] - ===> Epoch[74](1911/26): Loss -0.2797, Sem 0.3176, dir -0.9090, norm 0.3116, swav 0.0000 LR: 9.136e-02 Score 89.724 Data time: 0.1567, Forward time: 2.2743, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 4.5559 [2020-11-12 15:15:27,408][root][INFO] - ===> Epoch[74](1912/26): Loss -0.2253, Sem 0.3722, dir -0.9164, norm 0.3188, swav 0.0000 LR: 9.135e-02 Score 88.843 Data time: 0.2241, Forward time: 2.2741, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 4.7142 [2020-11-12 15:15:32,219][root][INFO] - ===> Epoch[74](1913/26): Loss -0.3379, Sem 0.2829, dir -0.9187, norm 0.2979, swav 0.0000 LR: 9.135e-02 Score 90.995 Data time: 0.1933, Forward time: 2.2740, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 4.6890 [2020-11-12 15:15:37,940][root][INFO] - ===> Epoch[74](1914/26): Loss -0.2890, Sem 0.3179, dir -0.9114, norm 0.3045, swav 0.0000 LR: 9.134e-02 Score 90.163 Data time: 0.1649, Forward time: 2.2738, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 5.6189 [2020-11-12 15:15:43,572][root][INFO] - ===> Epoch[74](1915/26): Loss -0.3551, Sem 0.2590, dir -0.9206, norm 0.3065, swav 0.0000 LR: 9.134e-02 Score 91.828 Data time: 0.2030, Forward time: 2.2735, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.5310 [2020-11-12 15:15:50,623][root][INFO] - ===> Epoch[74](1916/26): Loss -0.3178, Sem 0.2830, dir -0.9069, norm 0.3061, swav 0.0000 LR: 9.134e-02 Score 90.986 Data time: 0.2965, Forward time: 2.2738, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 6.9853 [2020-11-12 15:15:56,741][root][INFO] - ===> Epoch[74](1917/26): Loss -0.3824, Sem 0.2749, dir -0.9250, norm 0.2676, swav 0.0000 LR: 9.133e-02 Score 91.533 Data time: 0.2196, Forward time: 2.2738, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.9915 [2020-11-12 15:16:01,277][root][INFO] - ===> Epoch[74](1918/26): Loss -0.3810, Sem 0.2686, dir -0.9158, norm 0.2662, swav 0.0000 LR: 9.133e-02 Score 90.918 Data time: 0.1787, Forward time: 2.2737, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 4.4064 [2020-11-12 15:16:06,768][root][INFO] - ===> Epoch[74](1919/26): Loss -0.3319, Sem 0.2614, dir -0.9159, norm 0.3226, swav 0.0000 LR: 9.132e-02 Score 92.381 Data time: 0.2132, Forward time: 2.2736, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 5.3766 [2020-11-12 15:16:12,605][root][INFO] - ===> Epoch[74](1920/26): Loss -0.3164, Sem 0.3421, dir -0.9271, norm 0.2686, swav 0.0000 LR: 9.132e-02 Score 89.573 Data time: 0.1849, Forward time: 2.2736, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.7254 [2020-11-12 15:16:19,790][root][INFO] - ===> Epoch[74](1921/26): Loss -0.3570, Sem 0.2617, dir -0.9082, norm 0.2895, swav 0.0000 LR: 9.131e-02 Score 92.380 Data time: 0.2512, Forward time: 2.2737, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 7.0724 [2020-11-12 15:16:26,727][root][INFO] - ===> Epoch[74](1922/26): Loss -0.3548, Sem 0.2961, dir -0.9157, norm 0.2648, swav 0.0000 LR: 9.131e-02 Score 91.050 Data time: 0.2002, Forward time: 2.2738, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.8014 [2020-11-12 15:16:31,930][root][INFO] - ===> Epoch[74](1923/26): Loss -0.3835, Sem 0.2715, dir -0.9220, norm 0.2671, swav 0.0000 LR: 9.130e-02 Score 91.030 Data time: 0.1730, Forward time: 2.2736, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.0734 [2020-11-12 15:16:37,444][root][INFO] - ===> Epoch[74](1924/26): Loss -0.3496, Sem 0.2853, dir -0.9260, norm 0.2911, swav 0.0000 LR: 9.130e-02 Score 91.082 Data time: 0.1753, Forward time: 2.2734, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.4205 [2020-11-12 15:16:43,451][root][INFO] - ===> Epoch[75](1925/26): Loss -0.3135, Sem 0.3133, dir -0.9160, norm 0.2892, swav 0.0000 LR: 9.129e-02 Score 90.307 Data time: 0.2317, Forward time: 2.2736, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.9011 [2020-11-12 15:16:48,234][root][INFO] - ===> Epoch[75](1926/26): Loss -0.3813, Sem 0.2623, dir -0.9261, norm 0.2825, swav 0.0000 LR: 9.129e-02 Score 91.237 Data time: 0.2199, Forward time: 2.2736, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 4.6534 [2020-11-12 15:16:53,035][root][INFO] - ===> Epoch[75](1927/26): Loss -0.2963, Sem 0.2883, dir -0.8996, norm 0.3150, swav 0.0000 LR: 9.129e-02 Score 90.702 Data time: 0.2191, Forward time: 2.2737, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 4.6812 [2020-11-12 15:16:58,224][root][INFO] - ===> Epoch[75](1928/26): Loss -0.2913, Sem 0.3196, dir -0.9056, norm 0.2948, swav 0.0000 LR: 9.128e-02 Score 90.062 Data time: 0.2134, Forward time: 2.2737, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.0702 [2020-11-12 15:17:03,814][root][INFO] - ===> Epoch[75](1929/26): Loss -0.3726, Sem 0.2625, dir -0.9182, norm 0.2831, swav 0.0000 LR: 9.128e-02 Score 91.902 Data time: 0.2826, Forward time: 2.2740, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.4714 [2020-11-12 15:17:08,942][root][INFO] - ===> Epoch[75](1930/26): Loss -0.3319, Sem 0.3174, dir -0.9235, norm 0.2742, swav 0.0000 LR: 9.127e-02 Score 90.708 Data time: 0.2112, Forward time: 2.2740, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.0099 [2020-11-12 15:17:15,909][root][INFO] - ===> Epoch[75](1931/26): Loss -0.3605, Sem 0.2845, dir -0.9224, norm 0.2774, swav 0.0000 LR: 9.127e-02 Score 91.193 Data time: 0.2784, Forward time: 2.2743, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 6.8332 [2020-11-12 15:17:21,900][root][INFO] - ===> Epoch[75](1932/26): Loss -0.3192, Sem 0.3100, dir -0.9165, norm 0.2873, swav 0.0000 LR: 9.126e-02 Score 90.495 Data time: 0.2747, Forward time: 2.2747, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.8660 [2020-11-12 15:17:26,718][root][INFO] - ===> Epoch[75](1933/26): Loss -0.3242, Sem 0.2958, dir -0.9091, norm 0.2890, swav 0.0000 LR: 9.126e-02 Score 90.581 Data time: 0.1836, Forward time: 2.2746, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 4.7041 [2020-11-12 15:17:32,840][root][INFO] - ===> Epoch[75](1934/26): Loss -0.3692, Sem 0.2697, dir -0.9147, norm 0.2757, swav 0.0000 LR: 9.125e-02 Score 91.432 Data time: 0.1519, Forward time: 2.2743, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.9983 [2020-11-12 15:17:38,458][root][INFO] - ===> Epoch[75](1935/26): Loss -0.3497, Sem 0.3032, dir -0.9169, norm 0.2639, swav 0.0000 LR: 9.125e-02 Score 90.576 Data time: 0.2454, Forward time: 2.2742, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.5389 [2020-11-12 15:17:44,195][root][INFO] - ===> Epoch[75](1936/26): Loss -0.3125, Sem 0.3147, dir -0.9158, norm 0.2886, swav 0.0000 LR: 9.124e-02 Score 90.300 Data time: 0.2378, Forward time: 2.2744, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.6365 [2020-11-12 15:17:51,316][root][INFO] - ===> Epoch[75](1937/26): Loss -0.3003, Sem 0.2965, dir -0.9077, norm 0.3109, swav 0.0000 LR: 9.124e-02 Score 90.428 Data time: 0.2013, Forward time: 2.2744, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 6.9946 [2020-11-12 15:17:58,000][root][INFO] - ===> Epoch[75](1938/26): Loss -0.3886, Sem 0.2792, dir -0.9180, norm 0.2501, swav 0.0000 LR: 9.124e-02 Score 90.866 Data time: 0.2362, Forward time: 2.2746, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 6.5782 [2020-11-12 15:18:03,057][root][INFO] - ===> Epoch[75](1939/26): Loss -0.2955, Sem 0.2983, dir -0.9062, norm 0.3124, swav 0.0000 LR: 9.123e-02 Score 90.899 Data time: 0.1718, Forward time: 2.2744, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 4.9374 [2020-11-12 15:18:10,322][root][INFO] - ===> Epoch[75](1940/26): Loss -0.2986, Sem 0.3154, dir -0.9150, norm 0.3011, swav 0.0000 LR: 9.123e-02 Score 90.131 Data time: 0.1936, Forward time: 2.2743, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 7.1561 [2020-11-12 15:18:15,457][root][INFO] - ===> Epoch[75](1941/26): Loss -0.3906, Sem 0.2751, dir -0.9270, norm 0.2613, swav 0.0000 LR: 9.122e-02 Score 91.083 Data time: 0.1468, Forward time: 2.2740, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.0380 [2020-11-12 15:18:20,635][root][INFO] - ===> Epoch[75](1942/26): Loss -0.3238, Sem 0.3043, dir -0.9151, norm 0.2870, swav 0.0000 LR: 9.122e-02 Score 90.310 Data time: 0.1664, Forward time: 2.2737, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.1101 [2020-11-12 15:18:26,725][root][INFO] - ===> Epoch[75](1943/26): Loss -0.3566, Sem 0.2543, dir -0.9162, norm 0.3053, swav 0.0000 LR: 9.121e-02 Score 91.983 Data time: 0.3066, Forward time: 2.2741, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.9941 [2020-11-12 15:18:32,873][root][INFO] - ===> Epoch[75](1944/26): Loss -0.3338, Sem 0.2986, dir -0.9111, norm 0.2787, swav 0.0000 LR: 9.121e-02 Score 90.648 Data time: 0.2028, Forward time: 2.2741, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 6.0065 [2020-11-12 15:18:37,790][root][INFO] - ===> Epoch[75](1945/26): Loss -0.3304, Sem 0.2989, dir -0.9123, norm 0.2829, swav 0.0000 LR: 9.120e-02 Score 90.906 Data time: 0.1911, Forward time: 2.2740, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 4.8033 [2020-11-12 15:18:43,092][root][INFO] - ===> Epoch[75](1946/26): Loss -0.3076, Sem 0.2925, dir -0.9065, norm 0.3064, swav 0.0000 LR: 9.120e-02 Score 90.707 Data time: 0.2139, Forward time: 2.2740, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.2025 [2020-11-12 15:18:49,706][root][INFO] - ===> Epoch[75](1947/26): Loss -0.3727, Sem 0.2739, dir -0.9188, norm 0.2722, swav 0.0000 LR: 9.119e-02 Score 91.414 Data time: 0.2579, Forward time: 2.2743, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 6.4989 [2020-11-12 15:18:55,482][root][INFO] - ===> Epoch[75](1948/26): Loss -0.3842, Sem 0.2738, dir -0.9250, norm 0.2669, swav 0.0000 LR: 9.119e-02 Score 91.049 Data time: 0.2687, Forward time: 2.2746, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.6539 [2020-11-12 15:19:01,346][root][INFO] - ===> Epoch[75](1949/26): Loss -0.3749, Sem 0.2771, dir -0.9198, norm 0.2678, swav 0.0000 LR: 9.119e-02 Score 91.076 Data time: 0.1925, Forward time: 2.2745, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.7469 [2020-11-12 15:19:06,719][root][INFO] - ===> Epoch[75](1950/26): Loss -0.2540, Sem 0.3497, dir -0.9152, norm 0.3114, swav 0.0000 LR: 9.118e-02 Score 89.843 Data time: 0.2315, Forward time: 2.2748, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.3020 [2020-11-12 15:19:12,842][root][INFO] - ===> Epoch[76](1951/26): Loss -0.3732, Sem 0.2679, dir -0.9169, norm 0.2758, swav 0.0000 LR: 9.118e-02 Score 91.716 Data time: 0.2137, Forward time: 2.2748, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 6.0094 [2020-11-12 15:19:20,399][root][INFO] - ===> Epoch[76](1952/26): Loss -0.3549, Sem 0.2751, dir -0.9193, norm 0.2892, swav 0.0000 LR: 9.117e-02 Score 91.896 Data time: 0.2287, Forward time: 2.2749, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 7.4527 [2020-11-12 15:19:25,484][root][INFO] - ===> Epoch[76](1953/26): Loss -0.3263, Sem 0.3015, dir -0.9135, norm 0.2857, swav 0.0000 LR: 9.117e-02 Score 90.647 Data time: 0.2236, Forward time: 2.2750, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 4.9874 [2020-11-12 15:19:30,057][root][INFO] - ===> Epoch[76](1954/26): Loss -0.3290, Sem 0.2922, dir -0.9160, norm 0.2947, swav 0.0000 LR: 9.116e-02 Score 90.636 Data time: 0.1869, Forward time: 2.2749, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 4.4711 [2020-11-12 15:19:35,156][root][INFO] - ===> Epoch[76](1955/26): Loss -0.3649, Sem 0.2779, dir -0.9097, norm 0.2669, swav 0.0000 LR: 9.116e-02 Score 90.820 Data time: 0.1799, Forward time: 2.2748, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.0092 [2020-11-12 15:19:40,634][root][INFO] - ===> Epoch[76](1956/26): Loss -0.3364, Sem 0.2825, dir -0.9125, norm 0.2936, swav 0.0000 LR: 9.115e-02 Score 91.335 Data time: 0.1673, Forward time: 2.2745, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.3939 [2020-11-12 15:19:46,210][root][INFO] - ===> Epoch[76](1957/26): Loss -0.3313, Sem 0.2772, dir -0.9113, norm 0.3028, swav 0.0000 LR: 9.115e-02 Score 90.997 Data time: 0.2430, Forward time: 2.2747, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.5001 [2020-11-12 15:19:51,357][root][INFO] - ===> Epoch[76](1958/26): Loss -0.2591, Sem 0.2901, dir -0.8939, norm 0.3448, swav 0.0000 LR: 9.114e-02 Score 91.329 Data time: 0.2357, Forward time: 2.2747, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 5.0161 [2020-11-12 15:19:57,084][root][INFO] - ===> Epoch[76](1959/26): Loss -0.3401, Sem 0.2955, dir -0.9248, norm 0.2892, swav 0.0000 LR: 9.114e-02 Score 90.382 Data time: 0.1546, Forward time: 2.2744, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.6344 [2020-11-12 15:20:03,106][root][INFO] - ===> Epoch[76](1960/26): Loss -0.3586, Sem 0.2829, dir -0.9193, norm 0.2778, swav 0.0000 LR: 9.114e-02 Score 90.888 Data time: 0.2248, Forward time: 2.2745, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.9438 [2020-11-12 15:20:07,889][root][INFO] - ===> Epoch[76](1961/26): Loss -0.2809, Sem 0.3051, dir -0.9104, norm 0.3245, swav 0.0000 LR: 9.113e-02 Score 91.196 Data time: 0.2291, Forward time: 2.2744, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 4.6443 [2020-11-12 15:20:12,732][root][INFO] - ===> Epoch[76](1962/26): Loss -0.4188, Sem 0.2610, dir -0.9291, norm 0.2493, swav 0.0000 LR: 9.113e-02 Score 91.764 Data time: 0.1488, Forward time: 2.2740, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 4.7372 [2020-11-12 15:20:20,215][root][INFO] - ===> Epoch[76](1963/26): Loss -0.3898, Sem 0.2705, dir -0.9245, norm 0.2642, swav 0.0000 LR: 9.112e-02 Score 91.403 Data time: 0.1806, Forward time: 2.2738, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 7.4104 [2020-11-12 15:20:26,176][root][INFO] - ===> Epoch[76](1964/26): Loss -0.3853, Sem 0.2718, dir -0.9274, norm 0.2703, swav 0.0000 LR: 9.112e-02 Score 90.994 Data time: 0.2268, Forward time: 2.2738, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.8477 [2020-11-12 15:20:33,976][root][INFO] - ===> Epoch[76](1965/26): Loss -0.3004, Sem 0.2989, dir -0.8986, norm 0.2994, swav 0.0000 LR: 9.111e-02 Score 90.609 Data time: 0.4386, Forward time: 2.2746, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 7.6858 [2020-11-12 15:20:39,859][root][INFO] - ===> Epoch[76](1966/26): Loss -0.3298, Sem 0.2800, dir -0.9052, norm 0.2955, swav 0.0000 LR: 9.111e-02 Score 90.711 Data time: 0.2848, Forward time: 2.2748, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.7424 [2020-11-12 15:20:46,249][root][INFO] - ===> Epoch[76](1967/26): Loss -0.3685, Sem 0.2962, dir -0.9297, norm 0.2650, swav 0.0000 LR: 9.110e-02 Score 90.518 Data time: 0.1992, Forward time: 2.2748, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 6.2746 [2020-11-12 15:20:53,045][root][INFO] - ===> Epoch[76](1968/26): Loss -0.2990, Sem 0.3161, dir -0.9162, norm 0.3011, swav 0.0000 LR: 9.110e-02 Score 90.108 Data time: 0.1558, Forward time: 2.2744, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 6.6943 [2020-11-12 15:20:58,645][root][INFO] - ===> Epoch[76](1969/26): Loss -0.2716, Sem 0.3103, dir -0.9207, norm 0.3387, swav 0.0000 LR: 9.109e-02 Score 91.061 Data time: 0.2766, Forward time: 2.2747, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.5610 [2020-11-12 15:21:03,486][root][INFO] - ===> Epoch[76](1970/26): Loss -0.2665, Sem 0.3371, dir -0.9096, norm 0.3060, swav 0.0000 LR: 9.109e-02 Score 89.156 Data time: 0.2184, Forward time: 2.2747, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 4.7015 [2020-11-12 15:21:08,582][root][INFO] - ===> Epoch[76](1971/26): Loss -0.4328, Sem 0.2527, dir -0.9310, norm 0.2455, swav 0.0000 LR: 9.109e-02 Score 92.069 Data time: 0.1741, Forward time: 2.2745, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 4.9993 [2020-11-12 15:21:15,245][root][INFO] - ===> Epoch[76](1972/26): Loss -0.4334, Sem 0.2616, dir -0.9297, norm 0.2346, swav 0.0000 LR: 9.108e-02 Score 91.635 Data time: 0.2189, Forward time: 2.2746, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 6.5909 [2020-11-12 15:21:20,684][root][INFO] - ===> Epoch[76](1973/26): Loss -0.2599, Sem 0.3460, dir -0.9098, norm 0.3038, swav 0.0000 LR: 9.108e-02 Score 89.979 Data time: 0.2329, Forward time: 2.2748, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.3359 [2020-11-12 15:21:26,428][root][INFO] - ===> Epoch[76](1974/26): Loss -0.3727, Sem 0.2530, dir -0.9198, norm 0.2942, swav 0.0000 LR: 9.107e-02 Score 92.398 Data time: 0.1813, Forward time: 2.2746, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 5.6190 [2020-11-12 15:21:31,546][root][INFO] - ===> Epoch[76](1975/26): Loss -0.2869, Sem 0.3117, dir -0.9067, norm 0.3081, swav 0.0000 LR: 9.107e-02 Score 90.135 Data time: 0.2094, Forward time: 2.2746, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.0193 [2020-11-12 15:21:37,727][root][INFO] - ===> Epoch[76](1976/26): Loss -0.2946, Sem 0.3094, dir -0.9133, norm 0.3094, swav 0.0000 LR: 9.106e-02 Score 89.975 Data time: 0.2203, Forward time: 2.2747, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 6.0730 [2020-11-12 15:21:45,895][root][INFO] - ===> Epoch[77](1977/26): Loss -0.4046, Sem 0.2501, dir -0.9168, norm 0.2622, swav 0.0000 LR: 9.106e-02 Score 92.134 Data time: 0.2253, Forward time: 2.2747, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 8.0410 [2020-11-12 15:21:51,648][root][INFO] - ===> Epoch[77](1978/26): Loss -0.3541, Sem 0.2983, dir -0.9192, norm 0.2668, swav 0.0000 LR: 9.105e-02 Score 90.088 Data time: 0.2733, Forward time: 2.2750, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.6531 [2020-11-12 15:21:56,876][root][INFO] - ===> Epoch[77](1979/26): Loss -0.3088, Sem 0.3277, dir -0.9192, norm 0.2826, swav 0.0000 LR: 9.105e-02 Score 89.464 Data time: 0.1823, Forward time: 2.2749, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.1102 [2020-11-12 15:22:02,871][root][INFO] - ===> Epoch[77](1980/26): Loss -0.3864, Sem 0.2711, dir -0.9275, norm 0.2700, swav 0.0000 LR: 9.104e-02 Score 91.190 Data time: 0.2056, Forward time: 2.2749, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.9258 [2020-11-12 15:22:08,032][root][INFO] - ===> Epoch[77](1981/26): Loss -0.2933, Sem 0.3180, dir -0.9033, norm 0.2921, swav 0.0000 LR: 9.104e-02 Score 90.485 Data time: 0.2183, Forward time: 2.2750, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.0483 [2020-11-12 15:22:14,437][root][INFO] - ===> Epoch[77](1982/26): Loss -0.3078, Sem 0.3007, dir -0.9143, norm 0.3059, swav 0.0000 LR: 9.104e-02 Score 91.041 Data time: 0.3001, Forward time: 2.2755, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 6.2854 [2020-11-12 15:22:19,350][root][INFO] - ===> Epoch[77](1983/26): Loss -0.3834, Sem 0.2710, dir -0.9262, norm 0.2718, swav 0.0000 LR: 9.103e-02 Score 91.394 Data time: 0.2130, Forward time: 2.2755, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 4.7829 [2020-11-12 15:22:24,853][root][INFO] - ===> Epoch[77](1984/26): Loss -0.3382, Sem 0.2913, dir -0.9178, norm 0.2883, swav 0.0000 LR: 9.103e-02 Score 90.829 Data time: 0.2427, Forward time: 2.2757, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 5.3899 [2020-11-12 15:22:30,086][root][INFO] - ===> Epoch[77](1985/26): Loss -0.3753, Sem 0.2687, dir -0.9171, norm 0.2731, swav 0.0000 LR: 9.102e-02 Score 91.553 Data time: 0.1625, Forward time: 2.2755, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.1108 [2020-11-12 15:22:36,553][root][INFO] - ===> Epoch[77](1986/26): Loss -0.3736, Sem 0.2481, dir -0.9189, norm 0.2972, swav 0.0000 LR: 9.102e-02 Score 91.716 Data time: 0.1997, Forward time: 2.2754, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 6.3642 [2020-11-12 15:22:41,686][root][INFO] - ===> Epoch[77](1987/26): Loss -0.3248, Sem 0.2878, dir -0.8997, norm 0.2870, swav 0.0000 LR: 9.101e-02 Score 91.335 Data time: 0.1315, Forward time: 2.2750, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.0334 [2020-11-12 15:22:47,312][root][INFO] - ===> Epoch[77](1988/26): Loss -0.3960, Sem 0.2507, dir -0.9204, norm 0.2736, swav 0.0000 LR: 9.101e-02 Score 92.330 Data time: 0.2875, Forward time: 2.2752, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.5287 [2020-11-12 15:22:52,841][root][INFO] - ===> Epoch[77](1989/26): Loss -0.4272, Sem 0.2545, dir -0.9269, norm 0.2452, swav 0.0000 LR: 9.100e-02 Score 92.021 Data time: 0.2551, Forward time: 2.2755, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.4146 [2020-11-12 15:22:59,029][root][INFO] - ===> Epoch[77](1990/26): Loss -0.3010, Sem 0.3220, dir -0.9108, norm 0.2877, swav 0.0000 LR: 9.100e-02 Score 90.065 Data time: 0.1739, Forward time: 2.2753, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 6.0761 [2020-11-12 15:23:05,081][root][INFO] - ===> Epoch[77](1991/26): Loss -0.3678, Sem 0.2575, dir -0.9141, norm 0.2889, swav 0.0000 LR: 9.099e-02 Score 91.977 Data time: 0.2178, Forward time: 2.2753, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.9493 [2020-11-12 15:23:10,681][root][INFO] - ===> Epoch[77](1992/26): Loss -0.4069, Sem 0.2528, dir -0.9229, norm 0.2632, swav 0.0000 LR: 9.099e-02 Score 91.668 Data time: 0.2094, Forward time: 2.2753, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.4836 [2020-11-12 15:23:18,284][root][INFO] - ===> Epoch[77](1993/26): Loss -0.3604, Sem 0.2543, dir -0.9176, norm 0.3030, swav 0.0000 LR: 9.099e-02 Score 91.844 Data time: 0.3040, Forward time: 2.2757, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 7.4777 [2020-11-12 15:23:22,758][root][INFO] - ===> Epoch[77](1994/26): Loss -0.3833, Sem 0.2618, dir -0.9197, norm 0.2746, swav 0.0000 LR: 9.098e-02 Score 91.830 Data time: 0.1856, Forward time: 2.2756, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 4.3479 [2020-11-12 15:23:27,976][root][INFO] - ===> Epoch[77](1995/26): Loss -0.2735, Sem 0.3232, dir -0.9115, norm 0.3147, swav 0.0000 LR: 9.098e-02 Score 90.148 Data time: 0.1243, Forward time: 2.2752, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.1155 [2020-11-12 15:23:32,698][root][INFO] - ===> Epoch[77](1996/26): Loss -0.3814, Sem 0.2801, dir -0.9184, norm 0.2569, swav 0.0000 LR: 9.097e-02 Score 91.125 Data time: 0.1594, Forward time: 2.2749, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 4.6527 [2020-11-12 15:23:37,610][root][INFO] - ===> Epoch[77](1997/26): Loss -0.3748, Sem 0.2755, dir -0.9158, norm 0.2655, swav 0.0000 LR: 9.097e-02 Score 91.574 Data time: 0.2245, Forward time: 2.2749, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 4.8541 [2020-11-12 15:23:43,512][root][INFO] - ===> Epoch[77](1998/26): Loss -0.2868, Sem 0.3062, dir -0.9060, norm 0.3129, swav 0.0000 LR: 9.096e-02 Score 89.704 Data time: 0.2907, Forward time: 2.2753, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.7925 [2020-11-12 15:23:49,416][root][INFO] - ===> Epoch[77](1999/26): Loss -0.3655, Sem 0.2965, dir -0.9182, norm 0.2562, swav 0.0000 LR: 9.096e-02 Score 90.807 Data time: 0.2652, Forward time: 2.2756, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.7607 [2020-11-12 15:23:55,137][root][INFO] - ===> Epoch[77](2000/26): Loss -0.2622, Sem 0.3474, dir -0.9066, norm 0.2970, swav 0.0000 LR: 9.095e-02 Score 89.316 Data time: 0.1961, Forward time: 2.2756, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.6008 [2020-11-12 15:23:56,109][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 15:23:56,268][root][INFO] - ===> Start testing [2020-11-12 15:25:20,795][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.3482 Loss 0.395 (AVG: 0.389) Score 86.783 (AVG: 88.955) mIOU 68.837 mAP 75.463 mAcc 77.732 IOU: 82.627 96.372 62.208 80.997 92.455 90.667 70.275 57.464 54.585 79.573 26.135 65.194 42.920 66.073 61.948 45.701 92.581 75.741 79.715 53.508 mAP: 80.728 95.350 60.027 78.834 92.974 87.919 75.618 69.929 67.241 73.675 48.170 56.956 63.995 79.286 73.161 85.023 95.907 88.942 72.033 63.491 mAcc: 92.192 98.514 72.121 83.322 97.454 95.333 83.989 81.637 62.530 86.308 37.737 82.599 50.657 76.087 73.807 50.814 93.837 84.645 81.380 69.685 [2020-11-12 15:26:47,572][root][INFO] - 201/312: Data time: 0.0070, Iter time: 0.2044 Loss 0.424 (AVG: 0.420) Score 90.119 (AVG: 87.985) mIOU 67.720 mAP 75.971 mAcc 77.093 IOU: 82.691 96.310 59.315 78.241 89.935 87.966 68.723 56.332 54.751 77.612 26.454 62.925 44.828 66.805 52.299 59.957 92.002 67.171 83.285 46.804 mAP: 83.008 95.995 64.431 70.544 89.966 81.445 74.296 72.254 69.255 77.042 52.216 60.078 64.936 82.083 69.503 89.576 95.151 86.898 81.456 59.289 mAcc: 92.746 98.449 73.745 81.247 95.449 94.940 80.097 78.450 62.534 87.240 36.327 78.174 54.856 76.943 65.487 66.620 93.961 75.980 88.889 59.720 [2020-11-12 15:28:18,346][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.2615 Loss 0.129 (AVG: 0.425) Score 96.405 (AVG: 88.048) mIOU 67.727 mAP 75.033 mAcc 76.979 IOU: 82.494 96.296 59.937 79.932 89.714 85.738 68.932 57.218 53.460 78.172 27.187 61.981 48.966 69.179 47.643 57.349 90.825 64.013 84.411 51.097 mAP: 81.613 96.258 64.990 69.740 90.660 79.951 74.419 71.648 67.889 75.175 52.053 61.419 65.771 81.329 63.351 85.067 94.783 83.751 82.129 58.676 mAcc: 93.326 98.477 75.569 82.883 95.062 93.446 79.990 78.405 59.792 89.133 36.457 77.883 58.519 78.392 59.180 65.576 92.558 73.345 89.627 61.955 [2020-11-12 15:28:25,432][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1550 Loss 0.285 (AVG: 0.421) Score 90.099 (AVG: 88.150) mIOU 67.841 mAP 75.080 mAcc 77.107 IOU: 82.743 96.329 59.653 80.492 89.794 85.694 69.170 57.166 52.846 78.272 27.069 61.813 49.856 68.915 47.797 57.720 91.053 64.566 84.791 51.089 mAP: 81.800 96.364 64.186 70.661 90.349 79.951 74.029 71.014 67.569 75.923 51.494 61.419 66.144 81.143 64.055 85.613 94.909 83.947 82.551 58.482 mAcc: 93.387 98.489 75.290 83.426 95.102 93.446 79.909 78.538 59.314 89.070 36.326 77.883 59.385 78.801 59.308 65.922 92.749 73.790 89.929 62.081 [2020-11-12 15:28:25,432][root][INFO] - Finished test. Elapsed time: 269.1635 [2020-11-12 15:28:39,054][root][INFO] - [2020-11-12 15:28:39,056][root][INFO] - ################################################################ [2020-11-12 15:28:39,056][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 15:28:39,056][root][INFO] - ################################################################ [2020-11-12 15:28:39,056][root][INFO] - cabinet : 0.208 0.440 0.658 [2020-11-12 15:28:39,056][root][INFO] - bed : 0.360 0.712 0.825 [2020-11-12 15:28:39,056][root][INFO] - chair : 0.694 0.861 0.909 [2020-11-12 15:28:39,056][root][INFO] - sofa : 0.441 0.719 0.849 [2020-11-12 15:28:39,056][root][INFO] - table : 0.381 0.651 0.759 [2020-11-12 15:28:39,056][root][INFO] - door : 0.221 0.443 0.600 [2020-11-12 15:28:39,056][root][INFO] - window : 0.156 0.325 0.510 [2020-11-12 15:28:39,056][root][INFO] - bookshelf : 0.212 0.554 0.752 [2020-11-12 15:28:39,056][root][INFO] - picture : 0.149 0.282 0.388 [2020-11-12 15:28:39,056][root][INFO] - counter : 0.052 0.236 0.572 [2020-11-12 15:28:39,056][root][INFO] - desk : 0.027 0.092 0.440 [2020-11-12 15:28:39,056][root][INFO] - curtain : 0.227 0.365 0.575 [2020-11-12 15:28:39,056][root][INFO] - refrigerator : 0.304 0.417 0.487 [2020-11-12 15:28:39,057][root][INFO] - shower curtain : 0.382 0.561 0.600 [2020-11-12 15:28:39,057][root][INFO] - toilet : 0.820 1.000 1.000 [2020-11-12 15:28:39,057][root][INFO] - sink : 0.182 0.484 0.860 [2020-11-12 15:28:39,057][root][INFO] - bathtub : 0.452 0.722 0.856 [2020-11-12 15:28:39,057][root][INFO] - otherfurniture : 0.283 0.452 0.618 [2020-11-12 15:28:39,057][root][INFO] - ---------------------------------------------------------------- [2020-11-12 15:28:39,057][root][INFO] - average : 0.308 0.518 0.681 [2020-11-12 15:28:39,057][root][INFO] - [2020-11-12 15:28:39,234][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 15:28:40,109][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 15:28:40,257][root][INFO] - Current best mIoU: 67.841 at iter 2000 [2020-11-12 15:28:44,430][root][INFO] - ===> Epoch[77](2001/26): Loss -0.3770, Sem 0.2859, dir -0.9238, norm 0.2610, swav 0.0000 LR: 9.095e-02 Score 90.905 Data time: 0.1951, Forward time: 2.2755, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 4.1663 [2020-11-12 15:28:51,813][root][INFO] - ===> Epoch[77](2002/26): Loss -0.2553, Sem 0.3026, dir -0.8992, norm 0.3412, swav 0.0000 LR: 9.094e-02 Score 90.545 Data time: 0.2228, Forward time: 2.2755, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 7.2693 [2020-11-12 15:28:58,757][root][INFO] - ===> Epoch[78](2003/26): Loss -0.3416, Sem 0.2793, dir -0.9241, norm 0.3032, swav 0.0000 LR: 9.094e-02 Score 91.365 Data time: 0.3557, Forward time: 2.2761, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 6.8274 [2020-11-12 15:29:04,139][root][INFO] - ===> Epoch[78](2004/26): Loss -0.3312, Sem 0.3075, dir -0.9255, norm 0.2868, swav 0.0000 LR: 9.094e-02 Score 89.968 Data time: 0.2352, Forward time: 2.2763, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 5.2390 [2020-11-12 15:29:10,068][root][INFO] - ===> Epoch[78](2005/26): Loss -0.3280, Sem 0.2674, dir -0.9123, norm 0.3169, swav 0.0000 LR: 9.093e-02 Score 91.459 Data time: 0.2885, Forward time: 2.2767, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 5.7824 [2020-11-12 15:29:16,549][root][INFO] - ===> Epoch[78](2006/26): Loss -0.4306, Sem 0.2584, dir -0.9345, norm 0.2454, swav 0.0000 LR: 9.093e-02 Score 92.115 Data time: 0.1629, Forward time: 2.2764, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 6.3475 [2020-11-12 15:29:23,581][root][INFO] - ===> Epoch[78](2007/26): Loss -0.3665, Sem 0.2678, dir -0.9144, norm 0.2801, swav 0.0000 LR: 9.092e-02 Score 91.597 Data time: 0.2258, Forward time: 2.2766, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.9255 [2020-11-12 15:29:30,283][root][INFO] - ===> Epoch[78](2008/26): Loss -0.3970, Sem 0.2584, dir -0.9274, norm 0.2720, swav 0.0000 LR: 9.092e-02 Score 91.991 Data time: 0.1700, Forward time: 2.2764, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.5853 [2020-11-12 15:29:35,986][root][INFO] - ===> Epoch[78](2009/26): Loss -0.3918, Sem 0.2670, dir -0.9291, norm 0.2704, swav 0.0000 LR: 9.091e-02 Score 91.370 Data time: 0.1887, Forward time: 2.2763, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.6216 [2020-11-12 15:29:42,565][root][INFO] - ===> Epoch[78](2010/26): Loss -0.3787, Sem 0.2898, dir -0.9293, norm 0.2608, swav 0.0000 LR: 9.091e-02 Score 90.639 Data time: 0.1705, Forward time: 2.2761, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 6.4928 [2020-11-12 15:29:47,720][root][INFO] - ===> Epoch[78](2011/26): Loss -0.3330, Sem 0.2995, dir -0.9192, norm 0.2867, swav 0.0000 LR: 9.090e-02 Score 91.057 Data time: 0.2180, Forward time: 2.2761, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 5.0810 [2020-11-12 15:29:53,532][root][INFO] - ===> Epoch[78](2012/26): Loss -0.3495, Sem 0.2533, dir -0.9028, norm 0.3000, swav 0.0000 LR: 9.090e-02 Score 91.999 Data time: 0.2145, Forward time: 2.2762, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 5.7135 [2020-11-12 15:30:00,289][root][INFO] - ===> Epoch[78](2013/26): Loss -0.3502, Sem 0.2737, dir -0.9066, norm 0.2827, swav 0.0000 LR: 9.089e-02 Score 91.430 Data time: 0.1741, Forward time: 2.2760, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 6.6626 [2020-11-12 15:30:06,846][root][INFO] - ===> Epoch[78](2014/26): Loss -0.4115, Sem 0.2414, dir -0.9238, norm 0.2708, swav 0.0000 LR: 9.089e-02 Score 92.461 Data time: 0.3620, Forward time: 2.2765, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 6.5071 [2020-11-12 15:30:14,016][root][INFO] - ===> Epoch[78](2015/26): Loss -0.3615, Sem 0.2801, dir -0.9144, norm 0.2729, swav 0.0000 LR: 9.089e-02 Score 91.267 Data time: 0.1780, Forward time: 2.2764, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 7.0357 [2020-11-12 15:30:19,732][root][INFO] - ===> Epoch[78](2016/26): Loss -0.3846, Sem 0.2615, dir -0.9164, norm 0.2703, swav 0.0000 LR: 9.088e-02 Score 91.786 Data time: 0.1313, Forward time: 2.2760, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.6309 [2020-11-12 15:30:24,784][root][INFO] - ===> Epoch[78](2017/26): Loss -0.4015, Sem 0.2486, dir -0.9205, norm 0.2705, swav 0.0000 LR: 9.088e-02 Score 91.948 Data time: 0.2095, Forward time: 2.2761, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.0025 [2020-11-12 15:30:30,666][root][INFO] - ===> Epoch[78](2018/26): Loss -0.3674, Sem 0.2567, dir -0.9129, norm 0.2888, swav 0.0000 LR: 9.087e-02 Score 92.019 Data time: 0.1465, Forward time: 2.2758, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 5.7555 [2020-11-12 15:30:35,903][root][INFO] - ===> Epoch[78](2019/26): Loss -0.4132, Sem 0.2410, dir -0.9298, norm 0.2756, swav 0.0000 LR: 9.087e-02 Score 92.696 Data time: 0.2048, Forward time: 2.2757, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.1334 [2020-11-12 15:30:41,123][root][INFO] - ===> Epoch[78](2020/26): Loss -0.2364, Sem 0.3465, dir -0.9077, norm 0.3249, swav 0.0000 LR: 9.086e-02 Score 90.003 Data time: 0.2431, Forward time: 2.2759, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 5.1185 [2020-11-12 15:30:47,263][root][INFO] - ===> Epoch[78](2021/26): Loss -0.4195, Sem 0.2227, dir -0.9198, norm 0.2776, swav 0.0000 LR: 9.086e-02 Score 93.139 Data time: 0.2380, Forward time: 2.2761, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 6.0336 [2020-11-12 15:30:52,964][root][INFO] - ===> Epoch[78](2022/26): Loss -0.4082, Sem 0.2526, dir -0.9271, norm 0.2663, swav 0.0000 LR: 9.085e-02 Score 92.014 Data time: 0.1704, Forward time: 2.2759, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.5847 [2020-11-12 15:30:58,590][root][INFO] - ===> Epoch[78](2023/26): Loss -0.3778, Sem 0.2645, dir -0.9212, norm 0.2788, swav 0.0000 LR: 9.085e-02 Score 91.869 Data time: 0.1993, Forward time: 2.2759, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 5.5265 [2020-11-12 15:31:05,406][root][INFO] - ===> Epoch[78](2024/26): Loss -0.3199, Sem 0.2883, dir -0.9151, norm 0.3069, swav 0.0000 LR: 9.084e-02 Score 90.820 Data time: 0.2067, Forward time: 2.2759, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 6.7178 [2020-11-12 15:31:10,442][root][INFO] - ===> Epoch[78](2025/26): Loss -0.2523, Sem 0.3445, dir -0.9025, norm 0.3057, swav 0.0000 LR: 9.084e-02 Score 89.281 Data time: 0.2199, Forward time: 2.2759, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 4.9085 [2020-11-12 15:31:16,240][root][INFO] - ===> Epoch[78](2026/26): Loss -0.3686, Sem 0.2944, dir -0.9252, norm 0.2622, swav 0.0000 LR: 9.084e-02 Score 91.100 Data time: 0.2502, Forward time: 2.2762, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.7119 [2020-11-12 15:31:21,399][root][INFO] - ===> Epoch[78](2027/26): Loss -0.3600, Sem 0.2993, dir -0.9198, norm 0.2605, swav 0.0000 LR: 9.083e-02 Score 90.233 Data time: 0.1850, Forward time: 2.2761, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.0311 [2020-11-12 15:31:27,366][root][INFO] - ===> Epoch[78](2028/26): Loss -0.2617, Sem 0.3502, dir -0.9049, norm 0.2930, swav 0.0000 LR: 9.083e-02 Score 88.622 Data time: 0.2562, Forward time: 2.2764, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.8727 [2020-11-12 15:31:33,075][root][INFO] - ===> Epoch[79](2029/26): Loss -0.3722, Sem 0.2571, dir -0.9149, norm 0.2857, swav 0.0000 LR: 9.082e-02 Score 91.935 Data time: 0.1978, Forward time: 2.2764, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.5910 [2020-11-12 15:31:38,947][root][INFO] - ===> Epoch[79](2030/26): Loss -0.3100, Sem 0.2835, dir -0.9076, norm 0.3141, swav 0.0000 LR: 9.082e-02 Score 91.312 Data time: 0.2040, Forward time: 2.2764, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.7610 [2020-11-12 15:31:44,023][root][INFO] - ===> Epoch[79](2031/26): Loss -0.2686, Sem 0.3337, dir -0.9121, norm 0.3098, swav 0.0000 LR: 9.081e-02 Score 89.910 Data time: 0.1630, Forward time: 2.2762, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 4.9572 [2020-11-12 15:31:50,078][root][INFO] - ===> Epoch[79](2032/26): Loss -0.3403, Sem 0.2833, dir -0.9153, norm 0.2917, swav 0.0000 LR: 9.081e-02 Score 91.063 Data time: 0.2734, Forward time: 2.2762, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.9920 [2020-11-12 15:31:55,825][root][INFO] - ===> Epoch[79](2033/26): Loss -0.4009, Sem 0.2711, dir -0.9286, norm 0.2567, swav 0.0000 LR: 9.080e-02 Score 91.236 Data time: 0.2136, Forward time: 2.2764, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.6412 [2020-11-12 15:32:01,482][root][INFO] - ===> Epoch[79](2034/26): Loss -0.3021, Sem 0.2936, dir -0.9095, norm 0.3138, swav 0.0000 LR: 9.080e-02 Score 91.035 Data time: 0.1608, Forward time: 2.2761, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.5252 [2020-11-12 15:32:06,648][root][INFO] - ===> Epoch[79](2035/26): Loss -0.3866, Sem 0.2690, dir -0.9214, norm 0.2659, swav 0.0000 LR: 9.079e-02 Score 91.230 Data time: 0.2050, Forward time: 2.2761, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 5.1086 [2020-11-12 15:32:12,059][root][INFO] - ===> Epoch[79](2036/26): Loss -0.3798, Sem 0.2987, dir -0.9339, norm 0.2555, swav 0.0000 LR: 9.079e-02 Score 91.169 Data time: 0.2130, Forward time: 2.2761, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.3049 [2020-11-12 15:32:18,053][root][INFO] - ===> Epoch[79](2037/26): Loss -0.3002, Sem 0.3175, dir -0.9188, norm 0.3011, swav 0.0000 LR: 9.079e-02 Score 89.684 Data time: 0.2212, Forward time: 2.2763, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.8861 [2020-11-12 15:32:23,027][root][INFO] - ===> Epoch[79](2038/26): Loss -0.3592, Sem 0.2997, dir -0.9205, norm 0.2616, swav 0.0000 LR: 9.078e-02 Score 90.699 Data time: 0.2456, Forward time: 2.2764, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 4.8568 [2020-11-12 15:32:27,516][root][INFO] - ===> Epoch[79](2039/26): Loss -0.3783, Sem 0.2865, dir -0.9210, norm 0.2562, swav 0.0000 LR: 9.078e-02 Score 91.106 Data time: 0.2056, Forward time: 2.2764, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 4.3696 [2020-11-12 15:32:33,374][root][INFO] - ===> Epoch[79](2040/26): Loss -0.3206, Sem 0.2732, dir -0.9127, norm 0.3189, swav 0.0000 LR: 9.077e-02 Score 91.308 Data time: 0.2152, Forward time: 2.2764, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.7590 [2020-11-12 15:32:40,545][root][INFO] - ===> Epoch[79](2041/26): Loss -0.3710, Sem 0.2874, dir -0.9274, norm 0.2690, swav 0.0000 LR: 9.077e-02 Score 91.044 Data time: 0.2196, Forward time: 2.2765, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 7.0384 [2020-11-12 15:32:45,890][root][INFO] - ===> Epoch[79](2042/26): Loss -0.2535, Sem 0.3180, dir -0.9036, norm 0.3321, swav 0.0000 LR: 9.076e-02 Score 90.037 Data time: 0.1509, Forward time: 2.2763, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.2172 [2020-11-12 15:32:50,671][root][INFO] - ===> Epoch[79](2043/26): Loss -0.4227, Sem 0.2373, dir -0.9220, norm 0.2620, swav 0.0000 LR: 9.076e-02 Score 92.658 Data time: 0.1815, Forward time: 2.2759, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 4.6926 [2020-11-12 15:32:57,364][root][INFO] - ===> Epoch[79](2044/26): Loss -0.3196, Sem 0.3065, dir -0.9156, norm 0.2896, swav 0.0000 LR: 9.075e-02 Score 90.585 Data time: 0.1756, Forward time: 2.2758, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.6420 [2020-11-12 15:33:02,830][root][INFO] - ===> Epoch[79](2045/26): Loss -0.3409, Sem 0.2815, dir -0.9196, norm 0.2972, swav 0.0000 LR: 9.075e-02 Score 91.189 Data time: 0.1681, Forward time: 2.2755, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 5.3294 [2020-11-12 15:33:08,183][root][INFO] - ===> Epoch[79](2046/26): Loss -0.3165, Sem 0.2753, dir -0.9079, norm 0.3162, swav 0.0000 LR: 9.074e-02 Score 91.348 Data time: 0.1710, Forward time: 2.2754, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 5.2764 [2020-11-12 15:33:13,566][root][INFO] - ===> Epoch[79](2047/26): Loss -0.4029, Sem 0.2625, dir -0.9212, norm 0.2559, swav 0.0000 LR: 9.074e-02 Score 91.604 Data time: 0.2449, Forward time: 2.2755, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 5.2798 [2020-11-12 15:33:20,504][root][INFO] - ===> Epoch[79](2048/26): Loss -0.3518, Sem 0.2767, dir -0.9214, norm 0.2929, swav 0.0000 LR: 9.074e-02 Score 90.992 Data time: 0.2006, Forward time: 2.2755, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 6.8150 [2020-11-12 15:33:25,908][root][INFO] - ===> Epoch[79](2049/26): Loss -0.3693, Sem 0.2768, dir -0.9215, norm 0.2754, swav 0.0000 LR: 9.073e-02 Score 91.373 Data time: 0.1590, Forward time: 2.2753, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 5.2808 [2020-11-12 15:33:31,623][root][INFO] - ===> Epoch[79](2050/26): Loss -0.3868, Sem 0.2565, dir -0.9167, norm 0.2734, swav 0.0000 LR: 9.073e-02 Score 91.819 Data time: 0.1394, Forward time: 2.2750, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.6176 [2020-11-12 15:33:36,347][root][INFO] - ===> Epoch[79](2051/26): Loss -0.4491, Sem 0.2441, dir -0.9276, norm 0.2344, swav 0.0000 LR: 9.072e-02 Score 92.440 Data time: 0.2072, Forward time: 2.2749, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 4.6220 [2020-11-12 15:33:41,857][root][INFO] - ===> Epoch[79](2052/26): Loss -0.4065, Sem 0.2599, dir -0.9233, norm 0.2569, swav 0.0000 LR: 9.072e-02 Score 91.774 Data time: 0.2384, Forward time: 2.2751, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 5.4001 [2020-11-12 15:33:50,366][root][INFO] - ===> Epoch[79](2053/26): Loss -0.3734, Sem 0.2836, dir -0.9171, norm 0.2602, swav 0.0000 LR: 9.071e-02 Score 90.898 Data time: 0.1894, Forward time: 2.2750, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 8.3805 [2020-11-12 15:33:55,496][root][INFO] - ===> Epoch[79](2054/26): Loss -0.3935, Sem 0.2723, dir -0.9240, norm 0.2582, swav 0.0000 LR: 9.071e-02 Score 91.781 Data time: 0.2286, Forward time: 2.2752, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.0134 [2020-11-12 15:34:00,214][root][INFO] - ===> Epoch[80](2055/26): Loss -0.4341, Sem 0.2345, dir -0.9259, norm 0.2573, swav 0.0000 LR: 9.070e-02 Score 92.525 Data time: 0.2213, Forward time: 2.2751, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 4.5926 [2020-11-12 15:34:06,899][root][INFO] - ===> Epoch[80](2056/26): Loss -0.3258, Sem 0.3099, dir -0.9201, norm 0.2845, swav 0.0000 LR: 9.070e-02 Score 90.371 Data time: 0.1945, Forward time: 2.2749, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 6.5717 [2020-11-12 15:34:13,174][root][INFO] - ===> Epoch[80](2057/26): Loss -0.3809, Sem 0.2721, dir -0.9258, norm 0.2727, swav 0.0000 LR: 9.069e-02 Score 91.949 Data time: 0.1568, Forward time: 2.2747, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 6.1551 [2020-11-12 15:34:18,684][root][INFO] - ===> Epoch[80](2058/26): Loss -0.3625, Sem 0.2809, dir -0.9175, norm 0.2741, swav 0.0000 LR: 9.069e-02 Score 91.479 Data time: 0.1920, Forward time: 2.2744, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.4243 [2020-11-12 15:34:23,922][root][INFO] - ===> Epoch[80](2059/26): Loss -0.3824, Sem 0.2655, dir -0.9209, norm 0.2730, swav 0.0000 LR: 9.069e-02 Score 92.159 Data time: 0.2162, Forward time: 2.2745, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.1576 [2020-11-12 15:34:29,315][root][INFO] - ===> Epoch[80](2060/26): Loss -0.3675, Sem 0.2764, dir -0.9227, norm 0.2787, swav 0.0000 LR: 9.068e-02 Score 91.801 Data time: 0.1523, Forward time: 2.2742, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.2758 [2020-11-12 15:34:35,286][root][INFO] - ===> Epoch[80](2061/26): Loss -0.3066, Sem 0.3036, dir -0.9108, norm 0.3006, swav 0.0000 LR: 9.068e-02 Score 90.719 Data time: 0.1566, Forward time: 2.2740, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.8767 [2020-11-12 15:34:40,672][root][INFO] - ===> Epoch[80](2062/26): Loss -0.3752, Sem 0.2817, dir -0.9185, norm 0.2616, swav 0.0000 LR: 9.067e-02 Score 91.264 Data time: 0.1759, Forward time: 2.2738, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.2998 [2020-11-12 15:34:46,504][root][INFO] - ===> Epoch[80](2063/26): Loss -0.3093, Sem 0.3032, dir -0.9191, norm 0.3066, swav 0.0000 LR: 9.067e-02 Score 90.791 Data time: 0.2845, Forward time: 2.2741, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.7261 [2020-11-12 15:34:52,064][root][INFO] - ===> Epoch[80](2064/26): Loss -0.3203, Sem 0.3007, dir -0.9205, norm 0.2995, swav 0.0000 LR: 9.066e-02 Score 90.957 Data time: 0.2198, Forward time: 2.2742, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.4279 [2020-11-12 15:34:57,943][root][INFO] - ===> Epoch[80](2065/26): Loss -0.3493, Sem 0.2800, dir -0.9145, norm 0.2852, swav 0.0000 LR: 9.066e-02 Score 90.918 Data time: 0.1701, Forward time: 2.2740, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.7441 [2020-11-12 15:35:03,498][root][INFO] - ===> Epoch[80](2066/26): Loss -0.3920, Sem 0.2710, dir -0.9294, norm 0.2664, swav 0.0000 LR: 9.065e-02 Score 91.441 Data time: 0.2077, Forward time: 2.2741, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.4824 [2020-11-12 15:35:08,859][root][INFO] - ===> Epoch[80](2067/26): Loss -0.3762, Sem 0.2627, dir -0.9197, norm 0.2808, swav 0.0000 LR: 9.065e-02 Score 91.988 Data time: 0.1507, Forward time: 2.2738, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.2212 [2020-11-12 15:35:14,675][root][INFO] - ===> Epoch[80](2068/26): Loss -0.3808, Sem 0.2733, dir -0.9230, norm 0.2689, swav 0.0000 LR: 9.064e-02 Score 92.060 Data time: 0.1541, Forward time: 2.2735, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 5.7487 [2020-11-12 15:35:18,950][root][INFO] - ===> Epoch[80](2069/26): Loss -0.3167, Sem 0.2873, dir -0.9102, norm 0.3062, swav 0.0000 LR: 9.064e-02 Score 90.830 Data time: 0.1868, Forward time: 2.2734, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 4.1735 [2020-11-12 15:35:24,221][root][INFO] - ===> Epoch[80](2070/26): Loss -0.3714, Sem 0.2617, dir -0.9165, norm 0.2834, swav 0.0000 LR: 9.064e-02 Score 91.211 Data time: 0.1812, Forward time: 2.2733, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.1787 [2020-11-12 15:35:31,209][root][INFO] - ===> Epoch[80](2071/26): Loss -0.3918, Sem 0.2566, dir -0.9291, norm 0.2807, swav 0.0000 LR: 9.063e-02 Score 91.894 Data time: 0.2270, Forward time: 2.2733, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 6.8932 [2020-11-12 15:35:37,116][root][INFO] - ===> Epoch[80](2072/26): Loss -0.3288, Sem 0.2812, dir -0.9139, norm 0.3038, swav 0.0000 LR: 9.063e-02 Score 90.611 Data time: 0.2682, Forward time: 2.2736, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.7791 [2020-11-12 15:35:42,599][root][INFO] - ===> Epoch[80](2073/26): Loss -0.3568, Sem 0.2674, dir -0.9200, norm 0.2958, swav 0.0000 LR: 9.062e-02 Score 91.817 Data time: 0.1884, Forward time: 2.2736, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.3289 [2020-11-12 15:35:48,464][root][INFO] - ===> Epoch[80](2074/26): Loss -0.3258, Sem 0.3165, dir -0.9134, norm 0.2711, swav 0.0000 LR: 9.062e-02 Score 90.576 Data time: 0.1886, Forward time: 2.2735, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.7674 [2020-11-12 15:35:53,920][root][INFO] - ===> Epoch[80](2075/26): Loss -0.3676, Sem 0.3043, dir -0.9222, norm 0.2504, swav 0.0000 LR: 9.061e-02 Score 90.202 Data time: 0.1825, Forward time: 2.2734, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.3471 [2020-11-12 15:35:58,913][root][INFO] - ===> Epoch[80](2076/26): Loss -0.3568, Sem 0.2911, dir -0.9161, norm 0.2682, swav 0.0000 LR: 9.061e-02 Score 90.710 Data time: 0.1720, Forward time: 2.2732, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 4.9276 [2020-11-12 15:36:04,945][root][INFO] - ===> Epoch[80](2077/26): Loss -0.3370, Sem 0.2926, dir -0.9191, norm 0.2895, swav 0.0000 LR: 9.060e-02 Score 90.695 Data time: 0.2498, Forward time: 2.2733, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.9315 [2020-11-12 15:36:11,129][root][INFO] - ===> Epoch[80](2078/26): Loss -0.3753, Sem 0.2855, dir -0.9209, norm 0.2602, swav 0.0000 LR: 9.060e-02 Score 91.058 Data time: 0.2990, Forward time: 2.2737, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 6.0646 [2020-11-12 15:36:16,396][root][INFO] - ===> Epoch[80](2079/26): Loss -0.3576, Sem 0.2674, dir -0.9162, norm 0.2912, swav 0.0000 LR: 9.059e-02 Score 91.375 Data time: 0.2194, Forward time: 2.2739, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 5.1386 [2020-11-12 15:36:22,314][root][INFO] - ===> Epoch[80](2080/26): Loss -0.2609, Sem 0.3276, dir -0.9068, norm 0.3182, swav 0.0000 LR: 9.059e-02 Score 90.285 Data time: 0.1755, Forward time: 2.2738, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.7984 [2020-11-12 15:36:28,569][root][INFO] - ===> Epoch[81](2081/26): Loss -0.4346, Sem 0.2320, dir -0.9265, norm 0.2599, swav 0.0000 LR: 9.059e-02 Score 92.577 Data time: 0.2064, Forward time: 2.2737, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 6.1742 [2020-11-12 15:36:34,814][root][INFO] - ===> Epoch[81](2082/26): Loss -0.4044, Sem 0.2763, dir -0.9322, norm 0.2516, swav 0.0000 LR: 9.058e-02 Score 91.047 Data time: 0.2928, Forward time: 2.2741, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 6.1384 [2020-11-12 15:36:40,690][root][INFO] - ===> Epoch[81](2083/26): Loss -0.3701, Sem 0.2722, dir -0.9105, norm 0.2681, swav 0.0000 LR: 9.058e-02 Score 92.175 Data time: 0.1718, Forward time: 2.2740, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 5.7659 [2020-11-12 15:36:46,443][root][INFO] - ===> Epoch[81](2084/26): Loss -0.2373, Sem 0.3125, dir -0.8968, norm 0.3470, swav 0.0000 LR: 9.057e-02 Score 90.104 Data time: 0.1951, Forward time: 2.2738, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.6467 [2020-11-12 15:36:53,581][root][INFO] - ===> Epoch[81](2085/26): Loss -0.3103, Sem 0.2937, dir -0.9066, norm 0.3027, swav 0.0000 LR: 9.057e-02 Score 90.482 Data time: 0.2623, Forward time: 2.2742, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 7.0540 [2020-11-12 15:37:00,347][root][INFO] - ===> Epoch[81](2086/26): Loss -0.2833, Sem 0.3055, dir -0.9121, norm 0.3234, swav 0.0000 LR: 9.056e-02 Score 90.733 Data time: 0.2922, Forward time: 2.2746, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 6.6320 [2020-11-12 15:37:06,043][root][INFO] - ===> Epoch[81](2087/26): Loss -0.4146, Sem 0.2583, dir -0.9257, norm 0.2527, swav 0.0000 LR: 9.056e-02 Score 92.202 Data time: 0.2701, Forward time: 2.2749, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 5.5552 [2020-11-12 15:37:11,577][root][INFO] - ===> Epoch[81](2088/26): Loss -0.3367, Sem 0.2871, dir -0.9090, norm 0.2853, swav 0.0000 LR: 9.055e-02 Score 90.765 Data time: 0.2196, Forward time: 2.2750, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.4344 [2020-11-12 15:37:16,729][root][INFO] - ===> Epoch[81](2089/26): Loss -0.4256, Sem 0.2266, dir -0.9284, norm 0.2761, swav 0.0000 LR: 9.055e-02 Score 92.595 Data time: 0.2490, Forward time: 2.2752, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 5.0620 [2020-11-12 15:37:22,950][root][INFO] - ===> Epoch[81](2090/26): Loss -0.4169, Sem 0.2298, dir -0.9273, norm 0.2805, swav 0.0000 LR: 9.054e-02 Score 92.696 Data time: 0.2517, Forward time: 2.2754, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 6.1152 [2020-11-12 15:37:28,900][root][INFO] - ===> Epoch[81](2091/26): Loss -0.3721, Sem 0.2698, dir -0.9111, norm 0.2692, swav 0.0000 LR: 9.054e-02 Score 91.665 Data time: 0.1440, Forward time: 2.2751, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 5.8070 [2020-11-12 15:37:33,752][root][INFO] - ===> Epoch[81](2092/26): Loss -0.3328, Sem 0.3045, dir -0.9190, norm 0.2818, swav 0.0000 LR: 9.054e-02 Score 90.827 Data time: 0.1578, Forward time: 2.2749, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 4.7976 [2020-11-12 15:37:38,766][root][INFO] - ===> Epoch[81](2093/26): Loss -0.3326, Sem 0.2982, dir -0.9166, norm 0.2858, swav 0.0000 LR: 9.053e-02 Score 90.724 Data time: 0.2174, Forward time: 2.2750, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 4.9348 [2020-11-12 15:37:45,685][root][INFO] - ===> Epoch[81](2094/26): Loss -0.4438, Sem 0.2324, dir -0.9279, norm 0.2518, swav 0.0000 LR: 9.053e-02 Score 92.636 Data time: 0.1957, Forward time: 2.2748, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.8167 [2020-11-12 15:37:50,890][root][INFO] - ===> Epoch[81](2095/26): Loss -0.3896, Sem 0.2453, dir -0.9229, norm 0.2881, swav 0.0000 LR: 9.052e-02 Score 91.741 Data time: 0.2061, Forward time: 2.2749, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 5.1118 [2020-11-12 15:37:55,749][root][INFO] - ===> Epoch[81](2096/26): Loss -0.4326, Sem 0.2459, dir -0.9292, norm 0.2507, swav 0.0000 LR: 9.052e-02 Score 92.333 Data time: 0.1789, Forward time: 2.2748, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 4.7600 [2020-11-12 15:38:00,828][root][INFO] - ===> Epoch[81](2097/26): Loss -0.3891, Sem 0.2544, dir -0.9231, norm 0.2795, swav 0.0000 LR: 9.051e-02 Score 91.589 Data time: 0.2361, Forward time: 2.2748, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 4.9830 [2020-11-12 15:38:06,169][root][INFO] - ===> Epoch[81](2098/26): Loss -0.3982, Sem 0.2689, dir -0.9253, norm 0.2582, swav 0.0000 LR: 9.051e-02 Score 91.553 Data time: 0.2441, Forward time: 2.2750, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.2162 [2020-11-12 15:38:11,951][root][INFO] - ===> Epoch[81](2099/26): Loss -0.4039, Sem 0.2441, dir -0.9269, norm 0.2790, swav 0.0000 LR: 9.050e-02 Score 92.112 Data time: 0.1887, Forward time: 2.2750, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.6578 [2020-11-12 15:38:17,452][root][INFO] - ===> Epoch[81](2100/26): Loss -0.3783, Sem 0.2649, dir -0.9262, norm 0.2830, swav 0.0000 LR: 9.050e-02 Score 91.544 Data time: 0.1693, Forward time: 2.2748, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.4071 [2020-11-12 15:38:23,448][root][INFO] - ===> Epoch[81](2101/26): Loss -0.4325, Sem 0.2480, dir -0.9234, norm 0.2429, swav 0.0000 LR: 9.049e-02 Score 91.903 Data time: 0.1765, Forward time: 2.2746, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.9128 [2020-11-12 15:38:28,522][root][INFO] - ===> Epoch[81](2102/26): Loss -0.3377, Sem 0.2822, dir -0.9174, norm 0.2974, swav 0.0000 LR: 9.049e-02 Score 91.001 Data time: 0.1752, Forward time: 2.2744, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 4.9826 [2020-11-12 15:38:34,168][root][INFO] - ===> Epoch[81](2103/26): Loss -0.3414, Sem 0.2776, dir -0.9139, norm 0.2949, swav 0.0000 LR: 9.049e-02 Score 91.427 Data time: 0.2338, Forward time: 2.2745, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.5740 [2020-11-12 15:38:39,442][root][INFO] - ===> Epoch[81](2104/26): Loss -0.2793, Sem 0.3358, dir -0.9140, norm 0.2989, swav 0.0000 LR: 9.048e-02 Score 89.950 Data time: 0.2485, Forward time: 2.2747, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 5.1566 [2020-11-12 15:38:44,872][root][INFO] - ===> Epoch[81](2105/26): Loss -0.3629, Sem 0.2738, dir -0.9130, norm 0.2763, swav 0.0000 LR: 9.048e-02 Score 91.747 Data time: 0.2393, Forward time: 2.2748, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.3055 [2020-11-12 15:38:49,929][root][INFO] - ===> Epoch[81](2106/26): Loss -0.2447, Sem 0.3523, dir -0.9130, norm 0.3160, swav 0.0000 LR: 9.047e-02 Score 89.350 Data time: 0.1727, Forward time: 2.2747, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 4.9500 [2020-11-12 15:38:56,158][root][INFO] - ===> Epoch[82](2107/26): Loss -0.4000, Sem 0.2423, dir -0.9215, norm 0.2793, swav 0.0000 LR: 9.047e-02 Score 92.212 Data time: 0.2026, Forward time: 2.2746, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 6.1477 [2020-11-12 15:39:01,525][root][INFO] - ===> Epoch[82](2108/26): Loss -0.3402, Sem 0.2620, dir -0.9003, norm 0.2982, swav 0.0000 LR: 9.046e-02 Score 91.788 Data time: 0.2047, Forward time: 2.2746, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 5.2488 [2020-11-12 15:39:08,066][root][INFO] - ===> Epoch[82](2109/26): Loss -0.3598, Sem 0.2856, dir -0.9242, norm 0.2787, swav 0.0000 LR: 9.046e-02 Score 90.848 Data time: 0.2055, Forward time: 2.2746, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 6.4438 [2020-11-12 15:39:13,797][root][INFO] - ===> Epoch[82](2110/26): Loss -0.3402, Sem 0.2933, dir -0.9167, norm 0.2832, swav 0.0000 LR: 9.045e-02 Score 90.799 Data time: 0.2335, Forward time: 2.2747, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.6095 [2020-11-12 15:39:19,982][root][INFO] - ===> Epoch[82](2111/26): Loss -0.3937, Sem 0.2547, dir -0.9236, norm 0.2752, swav 0.0000 LR: 9.045e-02 Score 92.070 Data time: 0.1996, Forward time: 2.2747, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 6.0551 [2020-11-12 15:39:26,228][root][INFO] - ===> Epoch[82](2112/26): Loss -0.3534, Sem 0.2773, dir -0.9097, norm 0.2790, swav 0.0000 LR: 9.044e-02 Score 91.086 Data time: 0.1587, Forward time: 2.2745, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 6.1513 [2020-11-12 15:39:31,682][root][INFO] - ===> Epoch[82](2113/26): Loss -0.3575, Sem 0.2755, dir -0.9131, norm 0.2801, swav 0.0000 LR: 9.044e-02 Score 91.504 Data time: 0.2370, Forward time: 2.2746, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 5.3664 [2020-11-12 15:39:38,096][root][INFO] - ===> Epoch[82](2114/26): Loss -0.3824, Sem 0.2706, dir -0.9177, norm 0.2647, swav 0.0000 LR: 9.044e-02 Score 91.335 Data time: 0.1626, Forward time: 2.2744, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 6.2917 [2020-11-12 15:39:44,600][root][INFO] - ===> Epoch[82](2115/26): Loss -0.3947, Sem 0.2374, dir -0.9160, norm 0.2839, swav 0.0000 LR: 9.043e-02 Score 92.498 Data time: 0.1856, Forward time: 2.2743, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 6.4090 [2020-11-12 15:39:50,441][root][INFO] - ===> Epoch[82](2116/26): Loss -0.3981, Sem 0.2614, dir -0.9205, norm 0.2610, swav 0.0000 LR: 9.043e-02 Score 91.665 Data time: 0.2768, Forward time: 2.2746, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.7482 [2020-11-12 15:39:56,913][root][INFO] - ===> Epoch[82](2117/26): Loss -0.3618, Sem 0.2766, dir -0.9122, norm 0.2738, swav 0.0000 LR: 9.042e-02 Score 91.741 Data time: 0.1690, Forward time: 2.2743, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.3213 [2020-11-12 15:40:03,601][root][INFO] - ===> Epoch[82](2118/26): Loss -0.2913, Sem 0.3053, dir -0.9209, norm 0.3244, swav 0.0000 LR: 9.042e-02 Score 90.649 Data time: 0.3619, Forward time: 2.2748, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 6.6257 [2020-11-12 15:40:09,249][root][INFO] - ===> Epoch[82](2119/26): Loss -0.4185, Sem 0.2333, dir -0.9232, norm 0.2713, swav 0.0000 LR: 9.041e-02 Score 92.827 Data time: 0.2836, Forward time: 2.2750, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.5229 [2020-11-12 15:40:13,611][root][INFO] - ===> Epoch[82](2120/26): Loss -0.3787, Sem 0.2798, dir -0.9252, norm 0.2667, swav 0.0000 LR: 9.041e-02 Score 91.046 Data time: 0.1863, Forward time: 2.2749, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 4.2518 [2020-11-12 15:40:19,259][root][INFO] - ===> Epoch[82](2121/26): Loss -0.4346, Sem 0.2256, dir -0.9220, norm 0.2618, swav 0.0000 LR: 9.040e-02 Score 92.759 Data time: 0.2426, Forward time: 2.2751, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 5.5433 [2020-11-12 15:40:23,637][root][INFO] - ===> Epoch[82](2122/26): Loss -0.3362, Sem 0.2979, dir -0.9084, norm 0.2742, swav 0.0000 LR: 9.040e-02 Score 90.740 Data time: 0.1635, Forward time: 2.2749, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 4.2608 [2020-11-12 15:40:31,752][root][INFO] - ===> Epoch[82](2123/26): Loss -0.2804, Sem 0.3418, dir -0.9169, norm 0.2947, swav 0.0000 LR: 9.039e-02 Score 88.918 Data time: 0.4097, Forward time: 2.2757, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 8.0150 [2020-11-12 15:40:37,844][root][INFO] - ===> Epoch[82](2124/26): Loss -0.3311, Sem 0.2784, dir -0.9085, norm 0.2990, swav 0.0000 LR: 9.039e-02 Score 91.691 Data time: 0.2713, Forward time: 2.2761, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 5.9598 [2020-11-12 15:40:43,539][root][INFO] - ===> Epoch[82](2125/26): Loss -0.4109, Sem 0.2416, dir -0.9245, norm 0.2719, swav 0.0000 LR: 9.039e-02 Score 92.632 Data time: 0.2612, Forward time: 2.2763, Backward time: 3.1294, DDP time: 0.0038, Total iter time: 5.5614 [2020-11-12 15:40:49,765][root][INFO] - ===> Epoch[82](2126/26): Loss -0.4225, Sem 0.2576, dir -0.9310, norm 0.2509, swav 0.0000 LR: 9.038e-02 Score 91.946 Data time: 0.1842, Forward time: 2.2762, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 6.1312 [2020-11-12 15:40:55,019][root][INFO] - ===> Epoch[82](2127/26): Loss -0.4249, Sem 0.2508, dir -0.9238, norm 0.2480, swav 0.0000 LR: 9.038e-02 Score 91.715 Data time: 0.2311, Forward time: 2.2764, Backward time: 3.1293, DDP time: 0.0038, Total iter time: 5.1680 [2020-11-12 15:41:01,464][root][INFO] - ===> Epoch[82](2128/26): Loss -0.3948, Sem 0.2685, dir -0.9259, norm 0.2627, swav 0.0000 LR: 9.037e-02 Score 90.953 Data time: 0.1754, Forward time: 2.2762, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 6.3442 [2020-11-12 15:41:07,448][root][INFO] - ===> Epoch[82](2129/26): Loss -0.4400, Sem 0.2009, dir -0.9172, norm 0.2763, swav 0.0000 LR: 9.037e-02 Score 93.715 Data time: 0.1611, Forward time: 2.2760, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 5.9031 [2020-11-12 15:41:13,544][root][INFO] - ===> Epoch[82](2130/26): Loss -0.3478, Sem 0.2816, dir -0.9196, norm 0.2902, swav 0.0000 LR: 9.036e-02 Score 90.833 Data time: 0.1968, Forward time: 2.2757, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.9955 [2020-11-12 15:41:19,172][root][INFO] - ===> Epoch[82](2131/26): Loss -0.4049, Sem 0.2573, dir -0.9239, norm 0.2617, swav 0.0000 LR: 9.036e-02 Score 91.827 Data time: 0.1805, Forward time: 2.2756, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.5240 [2020-11-12 15:41:25,087][root][INFO] - ===> Epoch[82](2132/26): Loss -0.4429, Sem 0.2332, dir -0.9300, norm 0.2538, swav 0.0000 LR: 9.035e-02 Score 92.697 Data time: 0.1722, Forward time: 2.2754, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.8139 [2020-11-12 15:41:29,971][root][INFO] - ===> Epoch[83](2133/26): Loss -0.3481, Sem 0.2921, dir -0.9144, norm 0.2742, swav 0.0000 LR: 9.035e-02 Score 90.460 Data time: 0.2325, Forward time: 2.2754, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 4.7708 [2020-11-12 15:41:36,160][root][INFO] - ===> Epoch[83](2134/26): Loss -0.3065, Sem 0.3240, dir -0.9119, norm 0.2814, swav 0.0000 LR: 9.034e-02 Score 89.939 Data time: 0.2859, Forward time: 2.2758, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 6.0760 [2020-11-12 15:41:42,145][root][INFO] - ===> Epoch[83](2135/26): Loss -0.3544, Sem 0.2892, dir -0.9257, norm 0.2821, swav 0.0000 LR: 9.034e-02 Score 91.208 Data time: 0.1666, Forward time: 2.2757, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 5.8288 [2020-11-12 15:41:47,589][root][INFO] - ===> Epoch[83](2136/26): Loss -0.3894, Sem 0.2731, dir -0.9240, norm 0.2614, swav 0.0000 LR: 9.034e-02 Score 91.235 Data time: 0.1674, Forward time: 2.2753, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.3485 [2020-11-12 15:41:53,702][root][INFO] - ===> Epoch[83](2137/26): Loss -0.2979, Sem 0.3181, dir -0.9172, norm 0.3011, swav 0.0000 LR: 9.033e-02 Score 90.375 Data time: 0.1685, Forward time: 2.2751, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 6.0270 [2020-11-12 15:42:00,572][root][INFO] - ===> Epoch[83](2138/26): Loss -0.3864, Sem 0.2745, dir -0.9281, norm 0.2672, swav 0.0000 LR: 9.033e-02 Score 91.627 Data time: 0.2073, Forward time: 2.2751, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.7854 [2020-11-12 15:42:06,274][root][INFO] - ===> Epoch[83](2139/26): Loss -0.3126, Sem 0.2834, dir -0.9164, norm 0.3204, swav 0.0000 LR: 9.032e-02 Score 91.719 Data time: 0.2372, Forward time: 2.2751, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.5789 [2020-11-12 15:42:11,750][root][INFO] - ===> Epoch[83](2140/26): Loss -0.3558, Sem 0.2868, dir -0.9177, norm 0.2751, swav 0.0000 LR: 9.032e-02 Score 90.781 Data time: 0.2314, Forward time: 2.2752, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.3657 [2020-11-12 15:42:18,526][root][INFO] - ===> Epoch[83](2141/26): Loss -0.3274, Sem 0.3002, dir -0.9168, norm 0.2893, swav 0.0000 LR: 9.031e-02 Score 90.601 Data time: 0.3430, Forward time: 2.2757, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 6.6520 [2020-11-12 15:42:25,347][root][INFO] - ===> Epoch[83](2142/26): Loss -0.3886, Sem 0.2446, dir -0.9131, norm 0.2799, swav 0.0000 LR: 9.031e-02 Score 92.331 Data time: 0.1730, Forward time: 2.2756, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 6.6674 [2020-11-12 15:42:30,323][root][INFO] - ===> Epoch[83](2143/26): Loss -0.4082, Sem 0.2557, dir -0.9166, norm 0.2528, swav 0.0000 LR: 9.030e-02 Score 91.983 Data time: 0.1407, Forward time: 2.2752, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 4.8650 [2020-11-12 15:42:36,037][root][INFO] - ===> Epoch[83](2144/26): Loss -0.3908, Sem 0.2509, dir -0.9185, norm 0.2767, swav 0.0000 LR: 9.030e-02 Score 92.344 Data time: 0.2424, Forward time: 2.2753, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.6193 [2020-11-12 15:42:42,294][root][INFO] - ===> Epoch[83](2145/26): Loss -0.4357, Sem 0.2328, dir -0.9300, norm 0.2615, swav 0.0000 LR: 9.029e-02 Score 92.822 Data time: 0.2541, Forward time: 2.2754, Backward time: 3.1315, DDP time: 0.0038, Total iter time: 6.1270 [2020-11-12 15:42:47,920][root][INFO] - ===> Epoch[83](2146/26): Loss -0.3906, Sem 0.2780, dir -0.9296, norm 0.2610, swav 0.0000 LR: 9.029e-02 Score 90.944 Data time: 0.2588, Forward time: 2.2757, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.5036 [2020-11-12 15:42:52,859][root][INFO] - ===> Epoch[83](2147/26): Loss -0.3750, Sem 0.2486, dir -0.9266, norm 0.3029, swav 0.0000 LR: 9.028e-02 Score 91.991 Data time: 0.2199, Forward time: 2.2758, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 4.8312 [2020-11-12 15:42:58,261][root][INFO] - ===> Epoch[83](2148/26): Loss -0.3515, Sem 0.2988, dir -0.9190, norm 0.2688, swav 0.0000 LR: 9.028e-02 Score 90.522 Data time: 0.2120, Forward time: 2.2759, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 5.2833 [2020-11-12 15:43:03,392][root][INFO] - ===> Epoch[83](2149/26): Loss -0.4405, Sem 0.2390, dir -0.9278, norm 0.2482, swav 0.0000 LR: 9.028e-02 Score 92.535 Data time: 0.1762, Forward time: 2.2757, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 5.0228 [2020-11-12 15:43:09,150][root][INFO] - ===> Epoch[83](2150/26): Loss -0.3911, Sem 0.2637, dir -0.9246, norm 0.2699, swav 0.0000 LR: 9.027e-02 Score 92.002 Data time: 0.1825, Forward time: 2.2756, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 5.6504 [2020-11-12 15:43:15,493][root][INFO] - ===> Epoch[83](2151/26): Loss -0.4055, Sem 0.2604, dir -0.9192, norm 0.2533, swav 0.0000 LR: 9.027e-02 Score 91.811 Data time: 0.1310, Forward time: 2.2752, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 6.2250 [2020-11-12 15:43:21,128][root][INFO] - ===> Epoch[83](2152/26): Loss -0.4574, Sem 0.2375, dir -0.9345, norm 0.2397, swav 0.0000 LR: 9.026e-02 Score 92.281 Data time: 0.1449, Forward time: 2.2750, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.5721 [2020-11-12 15:43:26,907][root][INFO] - ===> Epoch[83](2153/26): Loss -0.3993, Sem 0.2525, dir -0.9178, norm 0.2660, swav 0.0000 LR: 9.026e-02 Score 92.083 Data time: 0.1296, Forward time: 2.2746, Backward time: 3.1315, DDP time: 0.0038, Total iter time: 5.6804 [2020-11-12 15:43:33,018][root][INFO] - ===> Epoch[83](2154/26): Loss -0.3208, Sem 0.2772, dir -0.9040, norm 0.3061, swav 0.0000 LR: 9.025e-02 Score 91.294 Data time: 0.1858, Forward time: 2.2745, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 6.0673 [2020-11-12 15:43:39,386][root][INFO] - ===> Epoch[83](2155/26): Loss -0.4095, Sem 0.2499, dir -0.9247, norm 0.2653, swav 0.0000 LR: 9.025e-02 Score 91.654 Data time: 0.2566, Forward time: 2.2746, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.2618 [2020-11-12 15:43:45,165][root][INFO] - ===> Epoch[83](2156/26): Loss -0.3558, Sem 0.2562, dir -0.9092, norm 0.2973, swav 0.0000 LR: 9.024e-02 Score 91.544 Data time: 0.1936, Forward time: 2.2744, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.6231 [2020-11-12 15:43:52,244][root][INFO] - ===> Epoch[83](2157/26): Loss -0.3601, Sem 0.2692, dir -0.9202, norm 0.2909, swav 0.0000 LR: 9.024e-02 Score 91.614 Data time: 0.2519, Forward time: 2.2747, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 6.9711 [2020-11-12 15:43:59,202][root][INFO] - ===> Epoch[83](2158/26): Loss -0.4094, Sem 0.2413, dir -0.9169, norm 0.2662, swav 0.0000 LR: 9.023e-02 Score 92.662 Data time: 0.1147, Forward time: 2.2743, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 6.8269 [2020-11-12 15:44:04,966][root][INFO] - ===> Epoch[84](2159/26): Loss -0.3639, Sem 0.2904, dir -0.9318, norm 0.2776, swav 0.0000 LR: 9.023e-02 Score 91.393 Data time: 0.1758, Forward time: 2.2741, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.6957 [2020-11-12 15:44:10,387][root][INFO] - ===> Epoch[84](2160/26): Loss -0.3084, Sem 0.3355, dir -0.9320, norm 0.2882, swav 0.0000 LR: 9.023e-02 Score 89.408 Data time: 0.2051, Forward time: 2.2741, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.3218 [2020-11-12 15:44:16,058][root][INFO] - ===> Epoch[84](2161/26): Loss -0.3419, Sem 0.2675, dir -0.9128, norm 0.3034, swav 0.0000 LR: 9.022e-02 Score 91.566 Data time: 0.1419, Forward time: 2.2738, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.5440 [2020-11-12 15:44:21,645][root][INFO] - ===> Epoch[84](2162/26): Loss -0.3532, Sem 0.2869, dir -0.9158, norm 0.2757, swav 0.0000 LR: 9.022e-02 Score 90.930 Data time: 0.1420, Forward time: 2.2734, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.5150 [2020-11-12 15:44:27,127][root][INFO] - ===> Epoch[84](2163/26): Loss -0.2688, Sem 0.3504, dir -0.9161, norm 0.2970, swav 0.0000 LR: 9.021e-02 Score 89.288 Data time: 0.1465, Forward time: 2.2732, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 5.4340 [2020-11-12 15:44:33,851][root][INFO] - ===> Epoch[84](2164/26): Loss -0.3267, Sem 0.3135, dir -0.9147, norm 0.2745, swav 0.0000 LR: 9.021e-02 Score 89.829 Data time: 0.2134, Forward time: 2.2732, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 6.6628 [2020-11-12 15:44:39,536][root][INFO] - ===> Epoch[84](2165/26): Loss -0.3851, Sem 0.2482, dir -0.9258, norm 0.2925, swav 0.0000 LR: 9.020e-02 Score 92.271 Data time: 0.2025, Forward time: 2.2732, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 5.5731 [2020-11-12 15:44:45,757][root][INFO] - ===> Epoch[84](2166/26): Loss -0.3193, Sem 0.3087, dir -0.9220, norm 0.2940, swav 0.0000 LR: 9.020e-02 Score 90.789 Data time: 0.1550, Forward time: 2.2730, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.1054 [2020-11-12 15:44:51,937][root][INFO] - ===> Epoch[84](2167/26): Loss -0.2816, Sem 0.3137, dir -0.9174, norm 0.3221, swav 0.0000 LR: 9.019e-02 Score 90.093 Data time: 0.1981, Forward time: 2.2730, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.1020 [2020-11-12 15:44:57,068][root][INFO] - ===> Epoch[84](2168/26): Loss -0.3709, Sem 0.2888, dir -0.9243, norm 0.2646, swav 0.0000 LR: 9.019e-02 Score 90.641 Data time: 0.2220, Forward time: 2.2727, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.0411 [2020-11-12 15:45:03,707][root][INFO] - ===> Epoch[84](2169/26): Loss -0.3064, Sem 0.2967, dir -0.9066, norm 0.3035, swav 0.0000 LR: 9.018e-02 Score 90.194 Data time: 0.3342, Forward time: 2.2732, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 6.5303 [2020-11-12 15:45:10,428][root][INFO] - ===> Epoch[84](2170/26): Loss -0.3488, Sem 0.2832, dir -0.9142, norm 0.2822, swav 0.0000 LR: 9.018e-02 Score 90.990 Data time: 0.1565, Forward time: 2.2731, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.5930 [2020-11-12 15:45:15,662][root][INFO] - ===> Epoch[84](2171/26): Loss -0.3496, Sem 0.2849, dir -0.9239, norm 0.2894, swav 0.0000 LR: 9.018e-02 Score 91.337 Data time: 0.1828, Forward time: 2.2729, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.1518 [2020-11-12 15:45:22,027][root][INFO] - ===> Epoch[84](2172/26): Loss -0.3240, Sem 0.3187, dir -0.9215, norm 0.2788, swav 0.0000 LR: 9.017e-02 Score 89.940 Data time: 0.2611, Forward time: 2.2732, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.2759 [2020-11-12 15:45:27,614][root][INFO] - ===> Epoch[84](2173/26): Loss -0.4363, Sem 0.2303, dir -0.9206, norm 0.2539, swav 0.0000 LR: 9.017e-02 Score 92.904 Data time: 0.1873, Forward time: 2.2732, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.4467 [2020-11-12 15:45:33,024][root][INFO] - ===> Epoch[84](2174/26): Loss -0.4149, Sem 0.2543, dir -0.9270, norm 0.2578, swav 0.0000 LR: 9.016e-02 Score 91.731 Data time: 0.1736, Forward time: 2.2730, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.3130 [2020-11-12 15:45:39,506][root][INFO] - ===> Epoch[84](2175/26): Loss -0.3411, Sem 0.2880, dir -0.9161, norm 0.2871, swav 0.0000 LR: 9.016e-02 Score 91.437 Data time: 0.2106, Forward time: 2.2730, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.3926 [2020-11-12 15:45:47,890][root][INFO] - ===> Epoch[84](2176/26): Loss -0.3693, Sem 0.2733, dir -0.9192, norm 0.2766, swav 0.0000 LR: 9.015e-02 Score 91.468 Data time: 0.2739, Forward time: 2.2734, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 8.2555 [2020-11-12 15:45:53,652][root][INFO] - ===> Epoch[84](2177/26): Loss -0.3387, Sem 0.3026, dir -0.9241, norm 0.2827, swav 0.0000 LR: 9.015e-02 Score 90.188 Data time: 0.1574, Forward time: 2.2733, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.6251 [2020-11-12 15:46:00,373][root][INFO] - ===> Epoch[84](2178/26): Loss -0.3614, Sem 0.2518, dir -0.9144, norm 0.3012, swav 0.0000 LR: 9.014e-02 Score 92.213 Data time: 0.1714, Forward time: 2.2731, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.6072 [2020-11-12 15:46:06,405][root][INFO] - ===> Epoch[84](2179/26): Loss -0.3985, Sem 0.2731, dir -0.9257, norm 0.2541, swav 0.0000 LR: 9.014e-02 Score 91.578 Data time: 0.1595, Forward time: 2.2729, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.9300 [2020-11-12 15:46:11,816][root][INFO] - ===> Epoch[84](2180/26): Loss -0.3460, Sem 0.2801, dir -0.9167, norm 0.2905, swav 0.0000 LR: 9.013e-02 Score 91.254 Data time: 0.1964, Forward time: 2.2728, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.3286 [2020-11-12 15:46:19,243][root][INFO] - ===> Epoch[84](2181/26): Loss -0.3917, Sem 0.2512, dir -0.9198, norm 0.2769, swav 0.0000 LR: 9.013e-02 Score 92.712 Data time: 0.2867, Forward time: 2.2730, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 7.3246 [2020-11-12 15:46:24,610][root][INFO] - ===> Epoch[84](2182/26): Loss -0.3969, Sem 0.2542, dir -0.9214, norm 0.2703, swav 0.0000 LR: 9.013e-02 Score 91.933 Data time: 0.1578, Forward time: 2.2727, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.2400 [2020-11-12 15:46:29,746][root][INFO] - ===> Epoch[84](2183/26): Loss -0.4222, Sem 0.2537, dir -0.9284, norm 0.2525, swav 0.0000 LR: 9.012e-02 Score 91.958 Data time: 0.2189, Forward time: 2.2727, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.0362 [2020-11-12 15:46:34,996][root][INFO] - ===> Epoch[84](2184/26): Loss -0.4083, Sem 0.2182, dir -0.9124, norm 0.2859, swav 0.0000 LR: 9.012e-02 Score 92.904 Data time: 0.2745, Forward time: 2.2729, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.1082 [2020-11-12 15:46:40,159][root][INFO] - ===> Epoch[85](2185/26): Loss -0.4248, Sem 0.2516, dir -0.9244, norm 0.2480, swav 0.0000 LR: 9.011e-02 Score 92.140 Data time: 0.1931, Forward time: 2.2729, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.0364 [2020-11-12 15:46:45,038][root][INFO] - ===> Epoch[85](2186/26): Loss -0.2910, Sem 0.3088, dir -0.9052, norm 0.3055, swav 0.0000 LR: 9.011e-02 Score 90.816 Data time: 0.1849, Forward time: 2.2728, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 4.7663 [2020-11-12 15:46:51,011][root][INFO] - ===> Epoch[85](2187/26): Loss -0.4292, Sem 0.2401, dir -0.9317, norm 0.2624, swav 0.0000 LR: 9.010e-02 Score 92.129 Data time: 0.2053, Forward time: 2.2729, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.8849 [2020-11-12 15:46:56,861][root][INFO] - ===> Epoch[85](2188/26): Loss -0.2892, Sem 0.3156, dir -0.9057, norm 0.3009, swav 0.0000 LR: 9.010e-02 Score 91.162 Data time: 0.1886, Forward time: 2.2727, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.7302 [2020-11-12 15:47:02,514][root][INFO] - ===> Epoch[85](2189/26): Loss -0.3298, Sem 0.2810, dir -0.9164, norm 0.3056, swav 0.0000 LR: 9.009e-02 Score 90.865 Data time: 0.1903, Forward time: 2.2727, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.5705 [2020-11-12 15:47:08,469][root][INFO] - ===> Epoch[85](2190/26): Loss -0.3956, Sem 0.2688, dir -0.9297, norm 0.2653, swav 0.0000 LR: 9.009e-02 Score 91.548 Data time: 0.1776, Forward time: 2.2725, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.8256 [2020-11-12 15:47:13,068][root][INFO] - ===> Epoch[85](2191/26): Loss -0.3346, Sem 0.2768, dir -0.9116, norm 0.3002, swav 0.0000 LR: 9.008e-02 Score 91.547 Data time: 0.1977, Forward time: 2.2726, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 4.5173 [2020-11-12 15:47:19,123][root][INFO] - ===> Epoch[85](2192/26): Loss -0.4286, Sem 0.2608, dir -0.9302, norm 0.2409, swav 0.0000 LR: 9.008e-02 Score 91.511 Data time: 0.1617, Forward time: 2.2723, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.9542 [2020-11-12 15:47:24,163][root][INFO] - ===> Epoch[85](2193/26): Loss -0.3726, Sem 0.2635, dir -0.9074, norm 0.2713, swav 0.0000 LR: 9.008e-02 Score 91.371 Data time: 0.1498, Forward time: 2.2721, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.9618 [2020-11-12 15:47:31,062][root][INFO] - ===> Epoch[85](2194/26): Loss -0.3911, Sem 0.2522, dir -0.9233, norm 0.2800, swav 0.0000 LR: 9.007e-02 Score 91.720 Data time: 0.1682, Forward time: 2.2719, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.8036 [2020-11-12 15:47:35,861][root][INFO] - ===> Epoch[85](2195/26): Loss -0.4098, Sem 0.2491, dir -0.9173, norm 0.2584, swav 0.0000 LR: 9.007e-02 Score 92.167 Data time: 0.1539, Forward time: 2.2716, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 4.7081 [2020-11-12 15:47:42,112][root][INFO] - ===> Epoch[85](2196/26): Loss -0.3709, Sem 0.2692, dir -0.9186, norm 0.2785, swav 0.0000 LR: 9.006e-02 Score 91.648 Data time: 0.1586, Forward time: 2.2714, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.2054 [2020-11-12 15:47:48,498][root][INFO] - ===> Epoch[85](2197/26): Loss -0.3760, Sem 0.2663, dir -0.9192, norm 0.2769, swav 0.0000 LR: 9.006e-02 Score 92.006 Data time: 0.1960, Forward time: 2.2713, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 6.2774 [2020-11-12 15:47:54,782][root][INFO] - ===> Epoch[85](2198/26): Loss -0.4106, Sem 0.2552, dir -0.9332, norm 0.2674, swav 0.0000 LR: 9.005e-02 Score 91.861 Data time: 0.2625, Forward time: 2.2717, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.1785 [2020-11-12 15:47:59,782][root][INFO] - ===> Epoch[85](2199/26): Loss -0.4426, Sem 0.2270, dir -0.9265, norm 0.2570, swav 0.0000 LR: 9.005e-02 Score 92.952 Data time: 0.2023, Forward time: 2.2717, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.8661 [2020-11-12 15:48:05,815][root][INFO] - ===> Epoch[85](2200/26): Loss -0.3758, Sem 0.2760, dir -0.9279, norm 0.2762, swav 0.0000 LR: 9.004e-02 Score 91.103 Data time: 0.2501, Forward time: 2.2719, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.9296 [2020-11-12 15:48:12,180][root][INFO] - ===> Epoch[85](2201/26): Loss -0.4093, Sem 0.2512, dir -0.9271, norm 0.2666, swav 0.0000 LR: 9.004e-02 Score 92.177 Data time: 0.2514, Forward time: 2.2722, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.2411 [2020-11-12 15:48:17,553][root][INFO] - ===> Epoch[85](2202/26): Loss -0.3845, Sem 0.2807, dir -0.9261, norm 0.2610, swav 0.0000 LR: 9.003e-02 Score 91.051 Data time: 0.1176, Forward time: 2.2718, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.2609 [2020-11-12 15:48:23,422][root][INFO] - ===> Epoch[85](2203/26): Loss -0.3996, Sem 0.2652, dir -0.9259, norm 0.2611, swav 0.0000 LR: 9.003e-02 Score 91.849 Data time: 0.1848, Forward time: 2.2716, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.7887 [2020-11-12 15:48:29,334][root][INFO] - ===> Epoch[85](2204/26): Loss -0.3993, Sem 0.2675, dir -0.9243, norm 0.2575, swav 0.0000 LR: 9.003e-02 Score 91.746 Data time: 0.2305, Forward time: 2.2717, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.8187 [2020-11-12 15:48:35,516][root][INFO] - ===> Epoch[85](2205/26): Loss -0.3903, Sem 0.2520, dir -0.9140, norm 0.2718, swav 0.0000 LR: 9.002e-02 Score 92.388 Data time: 0.3027, Forward time: 2.2721, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 6.0700 [2020-11-12 15:48:40,924][root][INFO] - ===> Epoch[85](2206/26): Loss -0.3884, Sem 0.2613, dir -0.9140, norm 0.2642, swav 0.0000 LR: 9.002e-02 Score 91.254 Data time: 0.2537, Forward time: 2.2723, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.2796 [2020-11-12 15:48:46,520][root][INFO] - ===> Epoch[85](2207/26): Loss -0.4244, Sem 0.2358, dir -0.9284, norm 0.2683, swav 0.0000 LR: 9.001e-02 Score 92.135 Data time: 0.2452, Forward time: 2.2725, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.4791 [2020-11-12 15:48:52,499][root][INFO] - ===> Epoch[85](2208/26): Loss -0.3603, Sem 0.2485, dir -0.9112, norm 0.3023, swav 0.0000 LR: 9.001e-02 Score 92.147 Data time: 0.2317, Forward time: 2.2727, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.8381 [2020-11-12 15:48:58,060][root][INFO] - ===> Epoch[85](2209/26): Loss -0.4225, Sem 0.2391, dir -0.9297, norm 0.2682, swav 0.0000 LR: 9.000e-02 Score 92.337 Data time: 0.1487, Forward time: 2.2725, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.4562 [2020-11-12 15:49:03,234][root][INFO] - ===> Epoch[85](2210/26): Loss -0.3303, Sem 0.3188, dir -0.9233, norm 0.2741, swav 0.0000 LR: 9.000e-02 Score 90.532 Data time: 0.1747, Forward time: 2.2723, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.1134 [2020-11-12 15:49:09,859][root][INFO] - ===> Epoch[86](2211/26): Loss -0.3851, Sem 0.2383, dir -0.9234, norm 0.3000, swav 0.0000 LR: 8.999e-02 Score 92.513 Data time: 0.1914, Forward time: 2.2722, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.5535 [2020-11-12 15:49:16,728][root][INFO] - ===> Epoch[86](2212/26): Loss -0.2979, Sem 0.3284, dir -0.9112, norm 0.2848, swav 0.0000 LR: 8.999e-02 Score 89.363 Data time: 0.2047, Forward time: 2.2722, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 6.7587 [2020-11-12 15:49:23,681][root][INFO] - ===> Epoch[86](2213/26): Loss -0.4084, Sem 0.2541, dir -0.9264, norm 0.2638, swav 0.0000 LR: 8.998e-02 Score 92.382 Data time: 0.1978, Forward time: 2.2721, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 6.8419 [2020-11-12 15:49:29,595][root][INFO] - ===> Epoch[86](2214/26): Loss -0.3362, Sem 0.2590, dir -0.9100, norm 0.3148, swav 0.0000 LR: 8.998e-02 Score 92.044 Data time: 0.2651, Forward time: 2.2725, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.8188 [2020-11-12 15:49:34,837][root][INFO] - ===> Epoch[86](2215/26): Loss -0.4234, Sem 0.2253, dir -0.9156, norm 0.2669, swav 0.0000 LR: 8.998e-02 Score 93.206 Data time: 0.1531, Forward time: 2.2723, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.1258 [2020-11-12 15:49:40,374][root][INFO] - ===> Epoch[86](2216/26): Loss -0.3792, Sem 0.2866, dir -0.9287, norm 0.2629, swav 0.0000 LR: 8.997e-02 Score 91.167 Data time: 0.2116, Forward time: 2.2720, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.4478 [2020-11-12 15:49:45,814][root][INFO] - ===> Epoch[86](2217/26): Loss -0.3645, Sem 0.2680, dir -0.9128, norm 0.2803, swav 0.0000 LR: 8.997e-02 Score 91.410 Data time: 0.2041, Forward time: 2.2718, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.3393 [2020-11-12 15:49:51,515][root][INFO] - ===> Epoch[86](2218/26): Loss -0.3433, Sem 0.2767, dir -0.9279, norm 0.3079, swav 0.0000 LR: 8.996e-02 Score 91.162 Data time: 0.1728, Forward time: 2.2717, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.6125 [2020-11-12 15:49:57,523][root][INFO] - ===> Epoch[86](2219/26): Loss -0.3997, Sem 0.2448, dir -0.9240, norm 0.2795, swav 0.0000 LR: 8.996e-02 Score 92.257 Data time: 0.2122, Forward time: 2.2717, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.9049 [2020-11-12 15:50:03,115][root][INFO] - ===> Epoch[86](2220/26): Loss -0.3609, Sem 0.2809, dir -0.9162, norm 0.2745, swav 0.0000 LR: 8.995e-02 Score 91.233 Data time: 0.1770, Forward time: 2.2715, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.4739 [2020-11-12 15:50:09,126][root][INFO] - ===> Epoch[86](2221/26): Loss -0.3619, Sem 0.2864, dir -0.9219, norm 0.2736, swav 0.0000 LR: 8.995e-02 Score 91.217 Data time: 0.2046, Forward time: 2.2715, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.9163 [2020-11-12 15:50:14,311][root][INFO] - ===> Epoch[86](2222/26): Loss -0.3982, Sem 0.2494, dir -0.9171, norm 0.2696, swav 0.0000 LR: 8.994e-02 Score 92.200 Data time: 0.1696, Forward time: 2.2714, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.0683 [2020-11-12 15:50:20,602][root][INFO] - ===> Epoch[86](2223/26): Loss -0.3616, Sem 0.2797, dir -0.9220, norm 0.2807, swav 0.0000 LR: 8.994e-02 Score 91.034 Data time: 0.1383, Forward time: 2.2711, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 6.2071 [2020-11-12 15:50:25,611][root][INFO] - ===> Epoch[86](2224/26): Loss -0.4053, Sem 0.2491, dir -0.9241, norm 0.2697, swav 0.0000 LR: 8.993e-02 Score 91.946 Data time: 0.1679, Forward time: 2.2709, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 4.9601 [2020-11-12 15:50:30,719][root][INFO] - ===> Epoch[86](2225/26): Loss -0.4107, Sem 0.2553, dir -0.9300, norm 0.2641, swav 0.0000 LR: 8.993e-02 Score 92.047 Data time: 0.2145, Forward time: 2.2709, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.0260 [2020-11-12 15:50:36,539][root][INFO] - ===> Epoch[86](2226/26): Loss -0.4288, Sem 0.2576, dir -0.9287, norm 0.2423, swav 0.0000 LR: 8.993e-02 Score 91.552 Data time: 0.2739, Forward time: 2.2711, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.6920 [2020-11-12 15:50:42,099][root][INFO] - ===> Epoch[86](2227/26): Loss -0.3257, Sem 0.2700, dir -0.9043, norm 0.3086, swav 0.0000 LR: 8.992e-02 Score 91.393 Data time: 0.2601, Forward time: 2.2714, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.4342 [2020-11-12 15:50:48,412][root][INFO] - ===> Epoch[86](2228/26): Loss -0.4291, Sem 0.2464, dir -0.9298, norm 0.2543, swav 0.0000 LR: 8.992e-02 Score 92.130 Data time: 0.2184, Forward time: 2.2714, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.1965 [2020-11-12 15:50:54,428][root][INFO] - ===> Epoch[86](2229/26): Loss -0.3721, Sem 0.2847, dir -0.9185, norm 0.2617, swav 0.0000 LR: 8.991e-02 Score 91.175 Data time: 0.1754, Forward time: 2.2713, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.9000 [2020-11-12 15:50:59,649][root][INFO] - ===> Epoch[86](2230/26): Loss -0.3922, Sem 0.2594, dir -0.9225, norm 0.2710, swav 0.0000 LR: 8.991e-02 Score 92.155 Data time: 0.2175, Forward time: 2.2714, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.1312 [2020-11-12 15:51:06,218][root][INFO] - ===> Epoch[86](2231/26): Loss -0.3892, Sem 0.2428, dir -0.9241, norm 0.2922, swav 0.0000 LR: 8.990e-02 Score 92.314 Data time: 0.2443, Forward time: 2.2716, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.4557 [2020-11-12 15:51:11,750][root][INFO] - ===> Epoch[86](2232/26): Loss -0.3621, Sem 0.3053, dir -0.9299, norm 0.2625, swav 0.0000 LR: 8.990e-02 Score 90.919 Data time: 0.1595, Forward time: 2.2714, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.4131 [2020-11-12 15:51:17,754][root][INFO] - ===> Epoch[86](2233/26): Loss -0.4353, Sem 0.2487, dir -0.9249, norm 0.2408, swav 0.0000 LR: 8.989e-02 Score 92.019 Data time: 0.1805, Forward time: 2.2711, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.9274 [2020-11-12 15:51:24,753][root][INFO] - ===> Epoch[86](2234/26): Loss -0.4255, Sem 0.2277, dir -0.9220, norm 0.2688, swav 0.0000 LR: 8.989e-02 Score 93.155 Data time: 0.1928, Forward time: 2.2711, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 6.9373 [2020-11-12 15:51:30,179][root][INFO] - ===> Epoch[86](2235/26): Loss -0.3777, Sem 0.2771, dir -0.9270, norm 0.2721, swav 0.0000 LR: 8.988e-02 Score 90.996 Data time: 0.2007, Forward time: 2.2710, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.3200 [2020-11-12 15:51:35,268][root][INFO] - ===> Epoch[86](2236/26): Loss -0.3676, Sem 0.2579, dir -0.9193, norm 0.2938, swav 0.0000 LR: 8.988e-02 Score 91.914 Data time: 0.2040, Forward time: 2.2711, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 4.9829 [2020-11-12 15:51:40,680][root][INFO] - ===> Epoch[87](2237/26): Loss -0.3384, Sem 0.2831, dir -0.9170, norm 0.2955, swav 0.0000 LR: 8.988e-02 Score 91.025 Data time: 0.1893, Forward time: 2.2710, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.2848 [2020-11-12 15:51:47,188][root][INFO] - ===> Epoch[87](2238/26): Loss -0.4377, Sem 0.2348, dir -0.9275, norm 0.2551, swav 0.0000 LR: 8.987e-02 Score 92.240 Data time: 0.1608, Forward time: 2.2708, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 6.4156 [2020-11-12 15:51:53,665][root][INFO] - ===> Epoch[87](2239/26): Loss -0.3835, Sem 0.2497, dir -0.9105, norm 0.2773, swav 0.0000 LR: 8.987e-02 Score 92.148 Data time: 0.2026, Forward time: 2.2708, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 6.4114 [2020-11-12 15:51:59,595][root][INFO] - ===> Epoch[87](2240/26): Loss -0.4011, Sem 0.2491, dir -0.9179, norm 0.2678, swav 0.0000 LR: 8.986e-02 Score 91.825 Data time: 0.2018, Forward time: 2.2707, Backward time: 3.1392, DDP time: 0.0038, Total iter time: 5.8174 [2020-11-12 15:52:05,597][root][INFO] - ===> Epoch[87](2241/26): Loss -0.3969, Sem 0.2474, dir -0.9237, norm 0.2795, swav 0.0000 LR: 8.986e-02 Score 92.304 Data time: 0.2829, Forward time: 2.2711, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 5.9017 [2020-11-12 15:52:10,944][root][INFO] - ===> Epoch[87](2242/26): Loss -0.3651, Sem 0.2598, dir -0.9064, norm 0.2815, swav 0.0000 LR: 8.985e-02 Score 91.577 Data time: 0.1950, Forward time: 2.2711, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.2013 [2020-11-12 15:52:15,495][root][INFO] - ===> Epoch[87](2243/26): Loss -0.4287, Sem 0.2413, dir -0.9263, norm 0.2562, swav 0.0000 LR: 8.985e-02 Score 92.751 Data time: 0.2096, Forward time: 2.2711, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 4.4509 [2020-11-12 15:52:21,251][root][INFO] - ===> Epoch[87](2244/26): Loss -0.3598, Sem 0.2874, dir -0.9199, norm 0.2727, swav 0.0000 LR: 8.984e-02 Score 91.316 Data time: 0.1634, Forward time: 2.2708, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.6343 [2020-11-12 15:52:26,533][root][INFO] - ===> Epoch[87](2245/26): Loss -0.3619, Sem 0.2710, dir -0.9222, norm 0.2894, swav 0.0000 LR: 8.984e-02 Score 91.027 Data time: 0.1748, Forward time: 2.2705, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.1840 [2020-11-12 15:52:31,731][root][INFO] - ===> Epoch[87](2246/26): Loss -0.4348, Sem 0.2410, dir -0.9274, norm 0.2516, swav 0.0000 LR: 8.983e-02 Score 92.640 Data time: 0.1524, Forward time: 2.2703, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.1242 [2020-11-12 15:52:36,217][root][INFO] - ===> Epoch[87](2247/26): Loss -0.3514, Sem 0.2651, dir -0.9229, norm 0.3064, swav 0.0000 LR: 8.983e-02 Score 91.326 Data time: 0.1790, Forward time: 2.2701, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 4.3823 [2020-11-12 15:52:41,199][root][INFO] - ===> Epoch[87](2248/26): Loss -0.4286, Sem 0.2558, dir -0.9317, norm 0.2473, swav 0.0000 LR: 8.983e-02 Score 91.732 Data time: 0.2056, Forward time: 2.2700, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 4.8829 [2020-11-12 15:52:47,029][root][INFO] - ===> Epoch[87](2249/26): Loss -0.3301, Sem 0.3185, dir -0.9249, norm 0.2763, swav 0.0000 LR: 8.982e-02 Score 90.213 Data time: 0.2662, Forward time: 2.2704, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.7237 [2020-11-12 15:52:52,215][root][INFO] - ===> Epoch[87](2250/26): Loss -0.3271, Sem 0.2953, dir -0.9146, norm 0.2923, swav 0.0000 LR: 8.982e-02 Score 90.889 Data time: 0.2364, Forward time: 2.2703, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.0512 [2020-11-12 15:52:58,258][root][INFO] - ===> Epoch[87](2251/26): Loss -0.4256, Sem 0.2579, dir -0.9298, norm 0.2463, swav 0.0000 LR: 8.981e-02 Score 91.604 Data time: 0.2420, Forward time: 2.2705, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.9379 [2020-11-12 15:53:04,500][root][INFO] - ===> Epoch[87](2252/26): Loss -0.4017, Sem 0.2577, dir -0.9176, norm 0.2581, swav 0.0000 LR: 8.981e-02 Score 91.658 Data time: 0.2177, Forward time: 2.2705, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.1325 [2020-11-12 15:53:10,073][root][INFO] - ===> Epoch[87](2253/26): Loss -0.4355, Sem 0.2385, dir -0.9322, norm 0.2582, swav 0.0000 LR: 8.980e-02 Score 92.313 Data time: 0.2216, Forward time: 2.2706, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.4669 [2020-11-12 15:53:14,976][root][INFO] - ===> Epoch[87](2254/26): Loss -0.3561, Sem 0.2898, dir -0.9162, norm 0.2703, swav 0.0000 LR: 8.980e-02 Score 90.965 Data time: 0.2305, Forward time: 2.2706, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.7944 [2020-11-12 15:53:20,501][root][INFO] - ===> Epoch[87](2255/26): Loss -0.4256, Sem 0.2590, dir -0.9290, norm 0.2444, swav 0.0000 LR: 8.979e-02 Score 91.408 Data time: 0.2707, Forward time: 2.2709, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.4065 [2020-11-12 15:53:26,599][root][INFO] - ===> Epoch[87](2256/26): Loss -0.4620, Sem 0.2330, dir -0.9337, norm 0.2388, swav 0.0000 LR: 8.979e-02 Score 92.603 Data time: 0.2354, Forward time: 2.2710, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.9755 [2020-11-12 15:53:31,768][root][INFO] - ===> Epoch[87](2257/26): Loss -0.3924, Sem 0.2613, dir -0.9175, norm 0.2638, swav 0.0000 LR: 8.978e-02 Score 91.938 Data time: 0.1906, Forward time: 2.2709, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.0608 [2020-11-12 15:53:37,184][root][INFO] - ===> Epoch[87](2258/26): Loss -0.4541, Sem 0.2232, dir -0.9291, norm 0.2518, swav 0.0000 LR: 8.978e-02 Score 92.904 Data time: 0.2073, Forward time: 2.2708, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.3068 [2020-11-12 15:53:44,036][root][INFO] - ===> Epoch[87](2259/26): Loss -0.3040, Sem 0.3209, dir -0.9173, norm 0.2924, swav 0.0000 LR: 8.978e-02 Score 90.343 Data time: 0.2178, Forward time: 2.2708, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.7487 [2020-11-12 15:53:49,344][root][INFO] - ===> Epoch[87](2260/26): Loss -0.3108, Sem 0.3166, dir -0.9219, norm 0.2944, swav 0.0000 LR: 8.977e-02 Score 90.067 Data time: 0.1637, Forward time: 2.2707, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.1892 [2020-11-12 15:53:55,693][root][INFO] - ===> Epoch[87](2261/26): Loss -0.3860, Sem 0.2570, dir -0.9176, norm 0.2746, swav 0.0000 LR: 8.977e-02 Score 91.897 Data time: 0.1656, Forward time: 2.2705, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.2730 [2020-11-12 15:54:01,032][root][INFO] - ===> Epoch[87](2262/26): Loss -0.4044, Sem 0.2716, dir -0.9293, norm 0.2533, swav 0.0000 LR: 8.976e-02 Score 91.281 Data time: 0.2395, Forward time: 2.2707, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.2453 [2020-11-12 15:54:07,987][root][INFO] - ===> Epoch[88](2263/26): Loss -0.4185, Sem 0.2406, dir -0.9295, norm 0.2704, swav 0.0000 LR: 8.976e-02 Score 92.006 Data time: 0.1736, Forward time: 2.2705, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.8373 [2020-11-12 15:54:13,617][root][INFO] - ===> Epoch[88](2264/26): Loss -0.3518, Sem 0.2727, dir -0.9098, norm 0.2853, swav 0.0000 LR: 8.975e-02 Score 91.255 Data time: 0.2434, Forward time: 2.2705, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.5097 [2020-11-12 15:54:19,119][root][INFO] - ===> Epoch[88](2265/26): Loss -0.3430, Sem 0.3175, dir -0.9233, norm 0.2628, swav 0.0000 LR: 8.975e-02 Score 90.933 Data time: 0.1953, Forward time: 2.2704, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.3846 [2020-11-12 15:54:25,138][root][INFO] - ===> Epoch[88](2266/26): Loss -0.4446, Sem 0.2462, dir -0.9325, norm 0.2417, swav 0.0000 LR: 8.974e-02 Score 92.373 Data time: 0.2892, Forward time: 2.2707, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.9096 [2020-11-12 15:54:30,365][root][INFO] - ===> Epoch[88](2267/26): Loss -0.4251, Sem 0.2505, dir -0.9316, norm 0.2560, swav 0.0000 LR: 8.974e-02 Score 91.918 Data time: 0.2443, Forward time: 2.2709, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.0986 [2020-11-12 15:54:35,882][root][INFO] - ===> Epoch[88](2268/26): Loss -0.4053, Sem 0.2682, dir -0.9313, norm 0.2578, swav 0.0000 LR: 8.973e-02 Score 91.348 Data time: 0.2230, Forward time: 2.2709, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.4089 [2020-11-12 15:54:42,812][root][INFO] - ===> Epoch[88](2269/26): Loss -0.4734, Sem 0.2145, dir -0.9270, norm 0.2391, swav 0.0000 LR: 8.973e-02 Score 93.232 Data time: 0.2584, Forward time: 2.2711, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.8057 [2020-11-12 15:54:48,672][root][INFO] - ===> Epoch[88](2270/26): Loss -0.3809, Sem 0.2459, dir -0.9222, norm 0.2955, swav 0.0000 LR: 8.972e-02 Score 92.234 Data time: 0.2222, Forward time: 2.2712, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.7140 [2020-11-12 15:54:54,476][root][INFO] - ===> Epoch[88](2271/26): Loss -0.3744, Sem 0.2681, dir -0.9201, norm 0.2776, swav 0.0000 LR: 8.972e-02 Score 91.671 Data time: 0.2542, Forward time: 2.2715, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.6839 [2020-11-12 15:55:01,061][root][INFO] - ===> Epoch[88](2272/26): Loss -0.3969, Sem 0.2569, dir -0.9226, norm 0.2688, swav 0.0000 LR: 8.972e-02 Score 92.195 Data time: 0.2035, Forward time: 2.2715, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.4693 [2020-11-12 15:55:06,472][root][INFO] - ===> Epoch[88](2273/26): Loss -0.4084, Sem 0.2448, dir -0.9293, norm 0.2761, swav 0.0000 LR: 8.971e-02 Score 92.210 Data time: 0.2079, Forward time: 2.2714, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.2916 [2020-11-12 15:55:13,029][root][INFO] - ===> Epoch[88](2274/26): Loss -0.4244, Sem 0.2451, dir -0.9292, norm 0.2597, swav 0.0000 LR: 8.971e-02 Score 91.897 Data time: 0.1700, Forward time: 2.2712, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.4701 [2020-11-12 15:55:18,792][root][INFO] - ===> Epoch[88](2275/26): Loss -0.4421, Sem 0.2446, dir -0.9304, norm 0.2437, swav 0.0000 LR: 8.970e-02 Score 92.044 Data time: 0.2174, Forward time: 2.2711, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.6711 [2020-11-12 15:55:24,112][root][INFO] - ===> Epoch[88](2276/26): Loss -0.3886, Sem 0.2513, dir -0.9226, norm 0.2828, swav 0.0000 LR: 8.970e-02 Score 91.804 Data time: 0.2064, Forward time: 2.2711, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.2307 [2020-11-12 15:55:30,143][root][INFO] - ===> Epoch[88](2277/26): Loss -0.2753, Sem 0.3282, dir -0.9167, norm 0.3132, swav 0.0000 LR: 8.969e-02 Score 90.280 Data time: 0.1216, Forward time: 2.2707, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.9248 [2020-11-12 15:55:37,118][root][INFO] - ===> Epoch[88](2278/26): Loss -0.3368, Sem 0.2962, dir -0.9245, norm 0.2916, swav 0.0000 LR: 8.969e-02 Score 90.825 Data time: 0.1595, Forward time: 2.2705, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.8644 [2020-11-12 15:55:42,146][root][INFO] - ===> Epoch[88](2279/26): Loss -0.3663, Sem 0.2927, dir -0.9264, norm 0.2674, swav 0.0000 LR: 8.968e-02 Score 90.692 Data time: 0.2495, Forward time: 2.2705, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 4.9265 [2020-11-12 15:55:48,831][root][INFO] - ===> Epoch[88](2280/26): Loss -0.3134, Sem 0.2799, dir -0.9105, norm 0.3171, swav 0.0000 LR: 8.968e-02 Score 91.326 Data time: 0.2032, Forward time: 2.2705, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.5482 [2020-11-12 15:55:55,028][root][INFO] - ===> Epoch[88](2281/26): Loss -0.3981, Sem 0.2254, dir -0.9126, norm 0.2890, swav 0.0000 LR: 8.967e-02 Score 93.372 Data time: 0.2345, Forward time: 2.2704, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 6.0519 [2020-11-12 15:56:01,198][root][INFO] - ===> Epoch[88](2282/26): Loss -0.3712, Sem 0.2906, dir -0.9192, norm 0.2574, swav 0.0000 LR: 8.967e-02 Score 90.612 Data time: 0.2312, Forward time: 2.2706, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 6.0559 [2020-11-12 15:56:07,111][root][INFO] - ===> Epoch[88](2283/26): Loss -0.4341, Sem 0.2293, dir -0.9211, norm 0.2577, swav 0.0000 LR: 8.967e-02 Score 92.469 Data time: 0.1554, Forward time: 2.2704, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.8111 [2020-11-12 15:56:12,854][root][INFO] - ===> Epoch[88](2284/26): Loss -0.4259, Sem 0.2274, dir -0.9285, norm 0.2752, swav 0.0000 LR: 8.966e-02 Score 92.683 Data time: 0.2048, Forward time: 2.2702, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.6590 [2020-11-12 15:56:17,446][root][INFO] - ===> Epoch[88](2285/26): Loss -0.3995, Sem 0.2533, dir -0.9134, norm 0.2605, swav 0.0000 LR: 8.966e-02 Score 91.716 Data time: 0.1603, Forward time: 2.2700, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 4.4852 [2020-11-12 15:56:22,958][root][INFO] - ===> Epoch[88](2286/26): Loss -0.3461, Sem 0.3136, dir -0.9249, norm 0.2652, swav 0.0000 LR: 8.965e-02 Score 90.064 Data time: 0.1566, Forward time: 2.2698, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.4108 [2020-11-12 15:56:28,392][root][INFO] - ===> Epoch[88](2287/26): Loss -0.4017, Sem 0.2531, dir -0.9241, norm 0.2693, swav 0.0000 LR: 8.965e-02 Score 91.926 Data time: 0.1873, Forward time: 2.2698, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.3361 [2020-11-12 15:56:34,223][root][INFO] - ===> Epoch[88](2288/26): Loss -0.4584, Sem 0.2399, dir -0.9318, norm 0.2335, swav 0.0000 LR: 8.964e-02 Score 92.475 Data time: 0.1680, Forward time: 2.2696, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.7147 [2020-11-12 15:56:38,945][root][INFO] - ===> Epoch[89](2289/26): Loss -0.4040, Sem 0.2691, dir -0.9316, norm 0.2584, swav 0.0000 LR: 8.964e-02 Score 91.677 Data time: 0.1748, Forward time: 2.2694, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 4.6362 [2020-11-12 15:56:44,098][root][INFO] - ===> Epoch[89](2290/26): Loss -0.4054, Sem 0.2533, dir -0.9257, norm 0.2669, swav 0.0000 LR: 8.963e-02 Score 91.895 Data time: 0.2510, Forward time: 2.2695, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.0634 [2020-11-12 15:56:50,444][root][INFO] - ===> Epoch[89](2291/26): Loss -0.3729, Sem 0.2889, dir -0.9255, norm 0.2637, swav 0.0000 LR: 8.963e-02 Score 90.351 Data time: 0.1584, Forward time: 2.2692, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 6.2315 [2020-11-12 15:56:57,112][root][INFO] - ===> Epoch[89](2292/26): Loss -0.4357, Sem 0.2276, dir -0.9259, norm 0.2627, swav 0.0000 LR: 8.962e-02 Score 93.059 Data time: 0.3571, Forward time: 2.2696, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 6.5821 [2020-11-12 15:57:03,631][root][INFO] - ===> Epoch[89](2293/26): Loss -0.4317, Sem 0.2422, dir -0.9278, norm 0.2540, swav 0.0000 LR: 8.962e-02 Score 92.149 Data time: 0.2328, Forward time: 2.2698, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 6.3957 [2020-11-12 15:57:09,857][root][INFO] - ===> Epoch[89](2294/26): Loss -0.3928, Sem 0.2673, dir -0.9191, norm 0.2590, swav 0.0000 LR: 8.962e-02 Score 91.438 Data time: 0.1795, Forward time: 2.2697, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 6.0753 [2020-11-12 15:57:16,536][root][INFO] - ===> Epoch[89](2295/26): Loss -0.3824, Sem 0.2690, dir -0.9234, norm 0.2720, swav 0.0000 LR: 8.961e-02 Score 91.539 Data time: 0.1635, Forward time: 2.2695, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 6.5694 [2020-11-12 15:57:20,756][root][INFO] - ===> Epoch[89](2296/26): Loss -0.4049, Sem 0.2499, dir -0.9258, norm 0.2711, swav 0.0000 LR: 8.961e-02 Score 91.983 Data time: 0.1855, Forward time: 2.2694, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 4.1482 [2020-11-12 15:57:26,804][root][INFO] - ===> Epoch[89](2297/26): Loss -0.4212, Sem 0.2620, dir -0.9341, norm 0.2509, swav 0.0000 LR: 8.960e-02 Score 91.420 Data time: 0.2024, Forward time: 2.2693, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.9460 [2020-11-12 15:57:32,549][root][INFO] - ===> Epoch[89](2298/26): Loss -0.3954, Sem 0.2212, dir -0.9160, norm 0.2994, swav 0.0000 LR: 8.960e-02 Score 93.084 Data time: 0.2442, Forward time: 2.2694, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.6203 [2020-11-12 15:57:37,427][root][INFO] - ===> Epoch[89](2299/26): Loss -0.4061, Sem 0.2572, dir -0.9298, norm 0.2665, swav 0.0000 LR: 8.959e-02 Score 91.428 Data time: 0.2286, Forward time: 2.2695, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 4.7514 [2020-11-12 15:57:43,035][root][INFO] - ===> Epoch[89](2300/26): Loss -0.4189, Sem 0.2499, dir -0.9305, norm 0.2617, swav 0.0000 LR: 8.959e-02 Score 92.352 Data time: 0.2599, Forward time: 2.2697, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.5158 [2020-11-12 15:57:48,311][root][INFO] - ===> Epoch[89](2301/26): Loss -0.4051, Sem 0.2485, dir -0.9230, norm 0.2693, swav 0.0000 LR: 8.958e-02 Score 92.163 Data time: 0.1999, Forward time: 2.2697, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.1591 [2020-11-12 15:57:54,106][root][INFO] - ===> Epoch[89](2302/26): Loss -0.3302, Sem 0.2774, dir -0.9128, norm 0.3052, swav 0.0000 LR: 8.958e-02 Score 91.204 Data time: 0.2125, Forward time: 2.2697, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.6928 [2020-11-12 15:57:59,405][root][INFO] - ===> Epoch[89](2303/26): Loss -0.4040, Sem 0.2382, dir -0.9135, norm 0.2713, swav 0.0000 LR: 8.957e-02 Score 92.065 Data time: 0.2399, Forward time: 2.2699, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.1761 [2020-11-12 15:58:04,415][root][INFO] - ===> Epoch[89](2304/26): Loss -0.4214, Sem 0.2400, dir -0.9258, norm 0.2644, swav 0.0000 LR: 8.957e-02 Score 92.929 Data time: 0.2254, Forward time: 2.2699, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 4.9038 [2020-11-12 15:58:09,652][root][INFO] - ===> Epoch[89](2305/26): Loss -0.4176, Sem 0.2402, dir -0.9238, norm 0.2660, swav 0.0000 LR: 8.957e-02 Score 92.346 Data time: 0.2429, Forward time: 2.2701, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.1083 [2020-11-12 15:58:14,840][root][INFO] - ===> Epoch[89](2306/26): Loss -0.3891, Sem 0.2618, dir -0.9186, norm 0.2677, swav 0.0000 LR: 8.956e-02 Score 91.658 Data time: 0.2423, Forward time: 2.2702, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.0747 [2020-11-12 15:58:22,309][root][INFO] - ===> Epoch[89](2307/26): Loss -0.3946, Sem 0.2562, dir -0.9252, norm 0.2745, swav 0.0000 LR: 8.956e-02 Score 92.178 Data time: 0.2449, Forward time: 2.2704, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 7.3469 [2020-11-12 15:58:27,934][root][INFO] - ===> Epoch[89](2308/26): Loss -0.3985, Sem 0.2589, dir -0.9275, norm 0.2701, swav 0.0000 LR: 8.955e-02 Score 91.662 Data time: 0.2068, Forward time: 2.2704, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.5207 [2020-11-12 15:58:33,998][root][INFO] - ===> Epoch[89](2309/26): Loss -0.3936, Sem 0.2629, dir -0.9289, norm 0.2724, swav 0.0000 LR: 8.955e-02 Score 91.331 Data time: 0.1632, Forward time: 2.2703, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.9623 [2020-11-12 15:58:38,492][root][INFO] - ===> Epoch[89](2310/26): Loss -0.3864, Sem 0.2806, dir -0.9259, norm 0.2589, swav 0.0000 LR: 8.954e-02 Score 91.402 Data time: 0.1803, Forward time: 2.2700, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.3903 [2020-11-12 15:58:44,081][root][INFO] - ===> Epoch[89](2311/26): Loss -0.3371, Sem 0.2604, dir -0.9077, norm 0.3102, swav 0.0000 LR: 8.954e-02 Score 92.120 Data time: 0.2272, Forward time: 2.2699, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.5144 [2020-11-12 15:58:51,040][root][INFO] - ===> Epoch[89](2312/26): Loss -0.3889, Sem 0.2583, dir -0.9252, norm 0.2779, swav 0.0000 LR: 8.953e-02 Score 92.112 Data time: 0.2122, Forward time: 2.2699, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.8346 [2020-11-12 15:58:57,600][root][INFO] - ===> Epoch[89](2313/26): Loss -0.3587, Sem 0.2866, dir -0.9179, norm 0.2725, swav 0.0000 LR: 8.953e-02 Score 91.290 Data time: 0.1644, Forward time: 2.2697, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 6.4180 [2020-11-12 15:59:04,064][root][INFO] - ===> Epoch[89](2314/26): Loss -0.3282, Sem 0.2929, dir -0.9170, norm 0.2960, swav 0.0000 LR: 8.952e-02 Score 91.188 Data time: 0.2379, Forward time: 2.2697, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.3607 [2020-11-12 15:59:09,001][root][INFO] - ===> Epoch[90](2315/26): Loss -0.3612, Sem 0.2791, dir -0.9229, norm 0.2826, swav 0.0000 LR: 8.952e-02 Score 91.963 Data time: 0.1954, Forward time: 2.2696, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 4.8063 [2020-11-12 15:59:15,927][root][INFO] - ===> Epoch[90](2316/26): Loss -0.4575, Sem 0.2159, dir -0.9294, norm 0.2560, swav 0.0000 LR: 8.952e-02 Score 92.894 Data time: 0.1687, Forward time: 2.2695, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 6.8031 [2020-11-12 15:59:21,326][root][INFO] - ===> Epoch[90](2317/26): Loss -0.4497, Sem 0.2425, dir -0.9352, norm 0.2429, swav 0.0000 LR: 8.951e-02 Score 92.168 Data time: 0.1762, Forward time: 2.2693, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.3078 [2020-11-12 15:59:27,336][root][INFO] - ===> Epoch[90](2318/26): Loss -0.3834, Sem 0.2590, dir -0.9219, norm 0.2795, swav 0.0000 LR: 8.951e-02 Score 91.604 Data time: 0.2755, Forward time: 2.2696, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.9259 [2020-11-12 15:59:34,934][root][INFO] - ===> Epoch[90](2319/26): Loss -0.4216, Sem 0.2568, dir -0.9325, norm 0.2541, swav 0.0000 LR: 8.950e-02 Score 91.612 Data time: 0.2058, Forward time: 2.2697, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 7.4642 [2020-11-12 15:59:40,287][root][INFO] - ===> Epoch[90](2320/26): Loss -0.4042, Sem 0.2660, dir -0.9234, norm 0.2531, swav 0.0000 LR: 8.950e-02 Score 91.239 Data time: 0.2764, Forward time: 2.2697, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.2379 [2020-11-12 15:59:46,436][root][INFO] - ===> Epoch[90](2321/26): Loss -0.3928, Sem 0.2493, dir -0.9177, norm 0.2756, swav 0.0000 LR: 8.949e-02 Score 92.797 Data time: 0.2395, Forward time: 2.2699, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 6.0172 [2020-11-12 15:59:51,846][root][INFO] - ===> Epoch[90](2322/26): Loss -0.3946, Sem 0.2717, dir -0.9230, norm 0.2567, swav 0.0000 LR: 8.949e-02 Score 91.240 Data time: 0.1734, Forward time: 2.2698, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.2832 [2020-11-12 15:59:57,592][root][INFO] - ===> Epoch[90](2323/26): Loss -0.3758, Sem 0.2783, dir -0.9242, norm 0.2701, swav 0.0000 LR: 8.948e-02 Score 91.505 Data time: 0.1979, Forward time: 2.2698, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.6297 [2020-11-12 16:00:02,953][root][INFO] - ===> Epoch[90](2324/26): Loss -0.3896, Sem 0.2774, dir -0.9215, norm 0.2545, swav 0.0000 LR: 8.948e-02 Score 91.385 Data time: 0.1228, Forward time: 2.2694, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.2206 [2020-11-12 16:00:08,397][root][INFO] - ===> Epoch[90](2325/26): Loss -0.4087, Sem 0.2568, dir -0.9311, norm 0.2656, swav 0.0000 LR: 8.947e-02 Score 91.850 Data time: 0.1884, Forward time: 2.2693, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.3612 [2020-11-12 16:00:14,425][root][INFO] - ===> Epoch[90](2326/26): Loss -0.4289, Sem 0.2335, dir -0.9243, norm 0.2619, swav 0.0000 LR: 8.947e-02 Score 92.642 Data time: 0.2837, Forward time: 2.2696, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.9359 [2020-11-12 16:00:20,446][root][INFO] - ===> Epoch[90](2327/26): Loss -0.4218, Sem 0.2467, dir -0.9288, norm 0.2604, swav 0.0000 LR: 8.947e-02 Score 91.793 Data time: 0.2007, Forward time: 2.2696, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.9167 [2020-11-12 16:00:26,196][root][INFO] - ===> Epoch[90](2328/26): Loss -0.4099, Sem 0.2476, dir -0.9273, norm 0.2699, swav 0.0000 LR: 8.946e-02 Score 92.609 Data time: 0.1879, Forward time: 2.2694, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.6480 [2020-11-12 16:00:31,507][root][INFO] - ===> Epoch[90](2329/26): Loss -0.3413, Sem 0.2891, dir -0.9183, norm 0.2879, swav 0.0000 LR: 8.946e-02 Score 90.576 Data time: 0.2336, Forward time: 2.2696, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.2269 [2020-11-12 16:00:39,300][root][INFO] - ===> Epoch[90](2330/26): Loss -0.3401, Sem 0.3080, dir -0.9187, norm 0.2706, swav 0.0000 LR: 8.945e-02 Score 90.702 Data time: 0.1935, Forward time: 2.2696, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 7.6717 [2020-11-12 16:00:45,255][root][INFO] - ===> Epoch[90](2331/26): Loss -0.4516, Sem 0.2262, dir -0.9278, norm 0.2500, swav 0.0000 LR: 8.945e-02 Score 92.591 Data time: 0.1747, Forward time: 2.2694, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 5.8461 [2020-11-12 16:00:50,271][root][INFO] - ===> Epoch[90](2332/26): Loss -0.4113, Sem 0.2510, dir -0.9240, norm 0.2617, swav 0.0000 LR: 8.944e-02 Score 91.981 Data time: 0.2190, Forward time: 2.2696, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 4.9451 [2020-11-12 16:00:55,568][root][INFO] - ===> Epoch[90](2333/26): Loss -0.4265, Sem 0.2504, dir -0.9276, norm 0.2506, swav 0.0000 LR: 8.944e-02 Score 92.395 Data time: 0.1530, Forward time: 2.2693, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.1935 [2020-11-12 16:01:01,626][root][INFO] - ===> Epoch[90](2334/26): Loss -0.3763, Sem 0.2847, dir -0.9230, norm 0.2620, swav 0.0000 LR: 8.943e-02 Score 90.945 Data time: 0.2359, Forward time: 2.2693, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.9514 [2020-11-12 16:01:08,273][root][INFO] - ===> Epoch[90](2335/26): Loss -0.4201, Sem 0.2397, dir -0.9275, norm 0.2677, swav 0.0000 LR: 8.943e-02 Score 92.607 Data time: 0.2363, Forward time: 2.2695, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 6.5471 [2020-11-12 16:01:14,436][root][INFO] - ===> Epoch[90](2336/26): Loss -0.4621, Sem 0.2405, dir -0.9360, norm 0.2334, swav 0.0000 LR: 8.942e-02 Score 92.439 Data time: 0.2586, Forward time: 2.2697, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 6.0435 [2020-11-12 16:01:19,693][root][INFO] - ===> Epoch[90](2337/26): Loss -0.4664, Sem 0.2150, dir -0.9325, norm 0.2511, swav 0.0000 LR: 8.942e-02 Score 93.131 Data time: 0.1973, Forward time: 2.2696, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.1181 [2020-11-12 16:01:25,675][root][INFO] - ===> Epoch[90](2338/26): Loss -0.3724, Sem 0.2831, dir -0.9276, norm 0.2721, swav 0.0000 LR: 8.942e-02 Score 91.469 Data time: 0.2841, Forward time: 2.2700, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.8935 [2020-11-12 16:01:30,703][root][INFO] - ===> Epoch[90](2339/26): Loss -0.3647, Sem 0.2814, dir -0.9237, norm 0.2776, swav 0.0000 LR: 8.941e-02 Score 91.283 Data time: 0.2220, Forward time: 2.2701, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 4.9040 [2020-11-12 16:01:36,539][root][INFO] - ===> Epoch[90](2340/26): Loss -0.3559, Sem 0.2578, dir -0.9133, norm 0.2996, swav 0.0000 LR: 8.941e-02 Score 92.280 Data time: 0.2089, Forward time: 2.2701, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.7316 [2020-11-12 16:01:41,290][root][INFO] - ===> Epoch[91](2341/26): Loss -0.4567, Sem 0.2172, dir -0.9262, norm 0.2522, swav 0.0000 LR: 8.940e-02 Score 93.149 Data time: 0.1331, Forward time: 2.2697, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 4.6285 [2020-11-12 16:01:47,344][root][INFO] - ===> Epoch[91](2342/26): Loss -0.4473, Sem 0.2395, dir -0.9343, norm 0.2475, swav 0.0000 LR: 8.940e-02 Score 92.740 Data time: 0.2149, Forward time: 2.2698, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.9722 [2020-11-12 16:01:53,079][root][INFO] - ===> Epoch[91](2343/26): Loss -0.4540, Sem 0.2338, dir -0.9304, norm 0.2426, swav 0.0000 LR: 8.939e-02 Score 92.402 Data time: 0.2260, Forward time: 2.2697, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.6305 [2020-11-12 16:01:59,142][root][INFO] - ===> Epoch[91](2344/26): Loss -0.4586, Sem 0.2148, dir -0.9245, norm 0.2511, swav 0.0000 LR: 8.939e-02 Score 93.344 Data time: 0.2112, Forward time: 2.2698, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.9767 [2020-11-12 16:02:04,075][root][INFO] - ===> Epoch[91](2345/26): Loss -0.4384, Sem 0.2436, dir -0.9362, norm 0.2542, swav 0.0000 LR: 8.938e-02 Score 92.538 Data time: 0.2593, Forward time: 2.2698, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 4.8261 [2020-11-12 16:02:09,075][root][INFO] - ===> Epoch[91](2346/26): Loss -0.3839, Sem 0.2641, dir -0.9192, norm 0.2712, swav 0.0000 LR: 8.938e-02 Score 91.619 Data time: 0.1072, Forward time: 2.2694, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 4.8918 [2020-11-12 16:02:14,341][root][INFO] - ===> Epoch[91](2347/26): Loss -0.4243, Sem 0.2570, dir -0.9293, norm 0.2480, swav 0.0000 LR: 8.937e-02 Score 91.548 Data time: 0.1487, Forward time: 2.2691, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.1820 [2020-11-12 16:02:19,583][root][INFO] - ===> Epoch[91](2348/26): Loss -0.4361, Sem 0.2295, dir -0.9265, norm 0.2610, swav 0.0000 LR: 8.937e-02 Score 92.580 Data time: 0.2017, Forward time: 2.2691, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.1859 [2020-11-12 16:02:24,935][root][INFO] - ===> Epoch[91](2349/26): Loss -0.3948, Sem 0.2800, dir -0.9383, norm 0.2634, swav 0.0000 LR: 8.937e-02 Score 91.867 Data time: 0.2085, Forward time: 2.2690, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.2431 [2020-11-12 16:02:30,316][root][INFO] - ===> Epoch[91](2350/26): Loss -0.3512, Sem 0.2741, dir -0.9112, norm 0.2859, swav 0.0000 LR: 8.936e-02 Score 91.263 Data time: 0.2612, Forward time: 2.2691, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.2924 [2020-11-12 16:02:35,733][root][INFO] - ===> Epoch[91](2351/26): Loss -0.4276, Sem 0.2522, dir -0.9288, norm 0.2490, swav 0.0000 LR: 8.936e-02 Score 91.873 Data time: 0.2109, Forward time: 2.2690, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.3005 [2020-11-12 16:02:40,952][root][INFO] - ===> Epoch[91](2352/26): Loss -0.4154, Sem 0.2613, dir -0.9269, norm 0.2502, swav 0.0000 LR: 8.935e-02 Score 91.481 Data time: 0.1468, Forward time: 2.2687, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.1462 [2020-11-12 16:02:47,672][root][INFO] - ===> Epoch[91](2353/26): Loss -0.3754, Sem 0.2531, dir -0.9153, norm 0.2868, swav 0.0000 LR: 8.935e-02 Score 92.031 Data time: 0.2065, Forward time: 2.2687, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 6.6609 [2020-11-12 16:02:53,972][root][INFO] - ===> Epoch[91](2354/26): Loss -0.4207, Sem 0.2269, dir -0.9212, norm 0.2736, swav 0.0000 LR: 8.934e-02 Score 92.773 Data time: 0.2152, Forward time: 2.2688, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 6.1869 [2020-11-12 16:02:59,285][root][INFO] - ===> Epoch[91](2355/26): Loss -0.4037, Sem 0.2408, dir -0.9246, norm 0.2801, swav 0.0000 LR: 8.934e-02 Score 92.115 Data time: 0.1418, Forward time: 2.2685, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.1780 [2020-11-12 16:03:04,391][root][INFO] - ===> Epoch[91](2356/26): Loss -0.3907, Sem 0.2625, dir -0.9171, norm 0.2640, swav 0.0000 LR: 8.933e-02 Score 91.598 Data time: 0.2217, Forward time: 2.2686, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.0508 [2020-11-12 16:03:09,497][root][INFO] - ===> Epoch[91](2357/26): Loss -0.3818, Sem 0.2466, dir -0.9182, norm 0.2899, swav 0.0000 LR: 8.933e-02 Score 92.308 Data time: 0.2155, Forward time: 2.2687, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.9910 [2020-11-12 16:03:14,765][root][INFO] - ===> Epoch[91](2358/26): Loss -0.4441, Sem 0.2368, dir -0.9245, norm 0.2436, swav 0.0000 LR: 8.932e-02 Score 92.461 Data time: 0.2167, Forward time: 2.2687, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.1601 [2020-11-12 16:03:19,928][root][INFO] - ===> Epoch[91](2359/26): Loss -0.3760, Sem 0.2920, dir -0.9292, norm 0.2611, swav 0.0000 LR: 8.932e-02 Score 91.561 Data time: 0.2293, Forward time: 2.2688, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.0427 [2020-11-12 16:03:25,389][root][INFO] - ===> Epoch[91](2360/26): Loss -0.4193, Sem 0.2273, dir -0.9235, norm 0.2769, swav 0.0000 LR: 8.931e-02 Score 93.020 Data time: 0.2464, Forward time: 2.2690, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.3420 [2020-11-12 16:03:31,285][root][INFO] - ===> Epoch[91](2361/26): Loss -0.3707, Sem 0.2403, dir -0.9184, norm 0.3073, swav 0.0000 LR: 8.931e-02 Score 92.246 Data time: 0.1854, Forward time: 2.2689, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.7608 [2020-11-12 16:03:36,752][root][INFO] - ===> Epoch[91](2362/26): Loss -0.3883, Sem 0.2617, dir -0.9239, norm 0.2739, swav 0.0000 LR: 8.931e-02 Score 91.826 Data time: 0.1938, Forward time: 2.2688, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.3680 [2020-11-12 16:03:42,983][root][INFO] - ===> Epoch[91](2363/26): Loss -0.3515, Sem 0.2751, dir -0.9178, norm 0.2912, swav 0.0000 LR: 8.930e-02 Score 91.633 Data time: 0.2673, Forward time: 2.2691, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 6.1474 [2020-11-12 16:03:48,744][root][INFO] - ===> Epoch[91](2364/26): Loss -0.3972, Sem 0.2639, dir -0.9255, norm 0.2644, swav 0.0000 LR: 8.930e-02 Score 91.755 Data time: 0.1795, Forward time: 2.2690, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.6549 [2020-11-12 16:03:54,239][root][INFO] - ===> Epoch[91](2365/26): Loss -0.4238, Sem 0.2511, dir -0.9298, norm 0.2549, swav 0.0000 LR: 8.929e-02 Score 91.897 Data time: 0.2382, Forward time: 2.2691, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.3851 [2020-11-12 16:04:01,301][root][INFO] - ===> Epoch[91](2366/26): Loss -0.3653, Sem 0.2777, dir -0.9192, norm 0.2762, swav 0.0000 LR: 8.929e-02 Score 91.105 Data time: 0.1935, Forward time: 2.2692, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.9415 [2020-11-12 16:04:06,714][root][INFO] - ===> Epoch[92](2367/26): Loss -0.4105, Sem 0.2604, dir -0.9277, norm 0.2568, swav 0.0000 LR: 8.928e-02 Score 91.619 Data time: 0.1665, Forward time: 2.2689, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.3162 [2020-11-12 16:04:11,865][root][INFO] - ===> Epoch[92](2368/26): Loss -0.3391, Sem 0.3029, dir -0.9171, norm 0.2751, swav 0.0000 LR: 8.928e-02 Score 90.512 Data time: 0.2364, Forward time: 2.2691, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.0587 [2020-11-12 16:04:18,621][root][INFO] - ===> Epoch[92](2369/26): Loss -0.3739, Sem 0.2619, dir -0.9094, norm 0.2736, swav 0.0000 LR: 8.927e-02 Score 91.422 Data time: 0.2140, Forward time: 2.2691, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.6332 [2020-11-12 16:04:24,268][root][INFO] - ===> Epoch[92](2370/26): Loss -0.3817, Sem 0.2589, dir -0.9167, norm 0.2761, swav 0.0000 LR: 8.927e-02 Score 91.328 Data time: 0.2325, Forward time: 2.2692, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.5291 [2020-11-12 16:04:29,592][root][INFO] - ===> Epoch[92](2371/26): Loss -0.4342, Sem 0.2341, dir -0.9266, norm 0.2582, swav 0.0000 LR: 8.926e-02 Score 92.570 Data time: 0.2179, Forward time: 2.2693, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.2019 [2020-11-12 16:04:36,660][root][INFO] - ===> Epoch[92](2372/26): Loss -0.3816, Sem 0.2303, dir -0.9241, norm 0.3122, swav 0.0000 LR: 8.926e-02 Score 92.811 Data time: 0.2213, Forward time: 2.2693, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.9587 [2020-11-12 16:04:41,834][root][INFO] - ===> Epoch[92](2373/26): Loss -0.4123, Sem 0.2429, dir -0.9267, norm 0.2715, swav 0.0000 LR: 8.926e-02 Score 92.327 Data time: 0.1806, Forward time: 2.2693, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.0582 [2020-11-12 16:04:47,904][root][INFO] - ===> Epoch[92](2374/26): Loss -0.3047, Sem 0.3152, dir -0.9171, norm 0.2973, swav 0.0000 LR: 8.925e-02 Score 90.219 Data time: 0.1735, Forward time: 2.2690, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.9699 [2020-11-12 16:04:54,066][root][INFO] - ===> Epoch[92](2375/26): Loss -0.3897, Sem 0.2459, dir -0.9169, norm 0.2814, swav 0.0000 LR: 8.925e-02 Score 91.972 Data time: 0.2916, Forward time: 2.2693, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.0531 [2020-11-12 16:04:59,717][root][INFO] - ===> Epoch[92](2376/26): Loss -0.4070, Sem 0.2668, dir -0.9285, norm 0.2548, swav 0.0000 LR: 8.924e-02 Score 91.388 Data time: 0.2682, Forward time: 2.2696, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.5115 [2020-11-12 16:05:04,531][root][INFO] - ===> Epoch[92](2377/26): Loss -0.3818, Sem 0.2839, dir -0.9266, norm 0.2610, swav 0.0000 LR: 8.924e-02 Score 91.206 Data time: 0.1950, Forward time: 2.2696, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 4.6981 [2020-11-12 16:05:10,266][root][INFO] - ===> Epoch[92](2378/26): Loss -0.4181, Sem 0.2524, dir -0.9283, norm 0.2578, swav 0.0000 LR: 8.923e-02 Score 92.013 Data time: 0.1590, Forward time: 2.2694, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.6088 [2020-11-12 16:05:15,382][root][INFO] - ===> Epoch[92](2379/26): Loss -0.4274, Sem 0.2341, dir -0.9249, norm 0.2634, swav 0.0000 LR: 8.923e-02 Score 92.547 Data time: 0.1888, Forward time: 2.2693, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.0298 [2020-11-12 16:05:22,054][root][INFO] - ===> Epoch[92](2380/26): Loss -0.3529, Sem 0.2623, dir -0.9157, norm 0.3005, swav 0.0000 LR: 8.922e-02 Score 91.347 Data time: 0.1473, Forward time: 2.2691, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.5532 [2020-11-12 16:05:27,891][root][INFO] - ===> Epoch[92](2381/26): Loss -0.3684, Sem 0.2783, dir -0.9210, norm 0.2743, swav 0.0000 LR: 8.922e-02 Score 91.058 Data time: 0.1523, Forward time: 2.2689, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.7337 [2020-11-12 16:05:34,844][root][INFO] - ===> Epoch[92](2382/26): Loss -0.3810, Sem 0.2876, dir -0.9273, norm 0.2587, swav 0.0000 LR: 8.921e-02 Score 90.653 Data time: 0.1926, Forward time: 2.2687, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 6.8415 [2020-11-12 16:05:41,025][root][INFO] - ===> Epoch[92](2383/26): Loss -0.4497, Sem 0.2490, dir -0.9354, norm 0.2368, swav 0.0000 LR: 8.921e-02 Score 92.194 Data time: 0.2780, Forward time: 2.2690, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.0681 [2020-11-12 16:05:47,071][root][INFO] - ===> Epoch[92](2384/26): Loss -0.3629, Sem 0.2932, dir -0.9239, norm 0.2678, swav 0.0000 LR: 8.921e-02 Score 90.389 Data time: 0.1930, Forward time: 2.2689, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.9078 [2020-11-12 16:05:52,550][root][INFO] - ===> Epoch[92](2385/26): Loss -0.4445, Sem 0.2428, dir -0.9295, norm 0.2422, swav 0.0000 LR: 8.920e-02 Score 92.761 Data time: 0.1359, Forward time: 2.2685, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.3624 [2020-11-12 16:05:57,785][root][INFO] - ===> Epoch[92](2386/26): Loss -0.3736, Sem 0.2768, dir -0.9217, norm 0.2712, swav 0.0000 LR: 8.920e-02 Score 91.298 Data time: 0.2302, Forward time: 2.2685, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.2017 [2020-11-12 16:06:03,804][root][INFO] - ===> Epoch[92](2387/26): Loss -0.4355, Sem 0.2517, dir -0.9296, norm 0.2424, swav 0.0000 LR: 8.919e-02 Score 92.508 Data time: 0.2121, Forward time: 2.2683, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.9166 [2020-11-12 16:06:09,883][root][INFO] - ===> Epoch[92](2388/26): Loss -0.4163, Sem 0.2506, dir -0.9260, norm 0.2592, swav 0.0000 LR: 8.919e-02 Score 92.013 Data time: 0.2692, Forward time: 2.2685, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.0010 [2020-11-12 16:06:16,569][root][INFO] - ===> Epoch[92](2389/26): Loss -0.3914, Sem 0.2613, dir -0.9214, norm 0.2686, swav 0.0000 LR: 8.918e-02 Score 92.188 Data time: 0.2178, Forward time: 2.2686, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 6.5582 [2020-11-12 16:06:21,589][root][INFO] - ===> Epoch[92](2390/26): Loss -0.4582, Sem 0.2084, dir -0.9338, norm 0.2671, swav 0.0000 LR: 8.918e-02 Score 93.101 Data time: 0.2052, Forward time: 2.2685, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 4.8953 [2020-11-12 16:06:26,404][root][INFO] - ===> Epoch[92](2391/26): Loss -0.4232, Sem 0.2548, dir -0.9295, norm 0.2515, swav 0.0000 LR: 8.917e-02 Score 92.395 Data time: 0.2253, Forward time: 2.2686, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 4.7113 [2020-11-12 16:06:31,359][root][INFO] - ===> Epoch[92](2392/26): Loss -0.3932, Sem 0.2644, dir -0.9171, norm 0.2596, swav 0.0000 LR: 8.917e-02 Score 91.954 Data time: 0.1511, Forward time: 2.2684, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 4.8332 [2020-11-12 16:06:37,450][root][INFO] - ===> Epoch[93](2393/26): Loss -0.3569, Sem 0.2972, dir -0.9199, norm 0.2657, swav 0.0000 LR: 8.916e-02 Score 90.813 Data time: 0.2001, Forward time: 2.2683, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.9887 [2020-11-12 16:06:42,575][root][INFO] - ===> Epoch[93](2394/26): Loss -0.3649, Sem 0.2747, dir -0.9196, norm 0.2800, swav 0.0000 LR: 8.916e-02 Score 91.392 Data time: 0.2023, Forward time: 2.2683, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.0117 [2020-11-12 16:06:48,662][root][INFO] - ===> Epoch[93](2395/26): Loss -0.3995, Sem 0.2584, dir -0.9216, norm 0.2637, swav 0.0000 LR: 8.916e-02 Score 91.810 Data time: 0.2162, Forward time: 2.2683, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.9726 [2020-11-12 16:06:57,667][root][INFO] - ===> Epoch[93](2396/26): Loss -0.3506, Sem 0.2737, dir -0.9238, norm 0.2995, swav 0.0000 LR: 8.915e-02 Score 91.465 Data time: 0.2461, Forward time: 2.2685, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 8.8783 [2020-11-12 16:07:03,261][root][INFO] - ===> Epoch[93](2397/26): Loss -0.4458, Sem 0.2326, dir -0.9334, norm 0.2550, swav 0.0000 LR: 8.915e-02 Score 92.441 Data time: 0.2522, Forward time: 2.2687, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.4589 [2020-11-12 16:07:08,664][root][INFO] - ===> Epoch[93](2398/26): Loss -0.3574, Sem 0.2917, dir -0.9162, norm 0.2672, swav 0.0000 LR: 8.914e-02 Score 90.498 Data time: 0.1939, Forward time: 2.2686, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.2421 [2020-11-12 16:07:14,191][root][INFO] - ===> Epoch[93](2399/26): Loss -0.4635, Sem 0.2164, dir -0.9324, norm 0.2525, swav 0.0000 LR: 8.914e-02 Score 93.416 Data time: 0.2188, Forward time: 2.2686, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.4180 [2020-11-12 16:07:19,775][root][INFO] - ===> Epoch[93](2400/26): Loss -0.4165, Sem 0.2392, dir -0.9159, norm 0.2602, swav 0.0000 LR: 8.913e-02 Score 92.264 Data time: 0.2341, Forward time: 2.2688, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.4728 [2020-11-12 16:07:28,028][root][INFO] - ===> Epoch[93](2401/26): Loss -0.4128, Sem 0.2383, dir -0.9236, norm 0.2725, swav 0.0000 LR: 8.913e-02 Score 92.638 Data time: 0.2514, Forward time: 2.2690, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 8.1458 [2020-11-12 16:07:33,241][root][INFO] - ===> Epoch[93](2402/26): Loss -0.4234, Sem 0.2425, dir -0.9186, norm 0.2527, swav 0.0000 LR: 8.912e-02 Score 92.249 Data time: 0.2035, Forward time: 2.2690, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.0976 [2020-11-12 16:07:38,584][root][INFO] - ===> Epoch[93](2403/26): Loss -0.3060, Sem 0.3227, dir -0.9179, norm 0.2892, swav 0.0000 LR: 8.912e-02 Score 90.009 Data time: 0.2460, Forward time: 2.2691, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.2513 [2020-11-12 16:07:44,055][root][INFO] - ===> Epoch[93](2404/26): Loss -0.3591, Sem 0.3028, dir -0.9203, norm 0.2584, swav 0.0000 LR: 8.911e-02 Score 90.585 Data time: 0.2325, Forward time: 2.2693, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.3598 [2020-11-12 16:07:49,804][root][INFO] - ===> Epoch[93](2405/26): Loss -0.3567, Sem 0.2796, dir -0.9201, norm 0.2838, swav 0.0000 LR: 8.911e-02 Score 91.323 Data time: 0.1678, Forward time: 2.2692, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.6539 [2020-11-12 16:07:54,609][root][INFO] - ===> Epoch[93](2406/26): Loss -0.3850, Sem 0.2562, dir -0.9211, norm 0.2799, swav 0.0000 LR: 8.911e-02 Score 91.827 Data time: 0.1384, Forward time: 2.2689, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 4.7333 [2020-11-12 16:08:00,568][root][INFO] - ===> Epoch[93](2407/26): Loss -0.3362, Sem 0.2854, dir -0.9271, norm 0.3056, swav 0.0000 LR: 8.910e-02 Score 91.668 Data time: 0.1732, Forward time: 2.2687, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.8777 [2020-11-12 16:08:06,476][root][INFO] - ===> Epoch[93](2408/26): Loss -0.3934, Sem 0.2428, dir -0.9230, norm 0.2867, swav 0.0000 LR: 8.910e-02 Score 92.467 Data time: 0.1953, Forward time: 2.2687, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.8070 [2020-11-12 16:08:12,492][root][INFO] - ===> Epoch[93](2409/26): Loss -0.3778, Sem 0.2769, dir -0.9246, norm 0.2699, swav 0.0000 LR: 8.909e-02 Score 91.467 Data time: 0.1892, Forward time: 2.2686, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.9171 [2020-11-12 16:08:18,111][root][INFO] - ===> Epoch[93](2410/26): Loss -0.4044, Sem 0.2303, dir -0.9174, norm 0.2827, swav 0.0000 LR: 8.909e-02 Score 92.494 Data time: 0.2355, Forward time: 2.2688, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.5432 [2020-11-12 16:08:22,613][root][INFO] - ===> Epoch[93](2411/26): Loss -0.3152, Sem 0.3051, dir -0.9091, norm 0.2888, swav 0.0000 LR: 8.908e-02 Score 90.750 Data time: 0.1795, Forward time: 2.2686, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 4.3610 [2020-11-12 16:08:28,372][root][INFO] - ===> Epoch[93](2412/26): Loss -0.4588, Sem 0.2207, dir -0.9304, norm 0.2508, swav 0.0000 LR: 8.908e-02 Score 93.010 Data time: 0.2157, Forward time: 2.2687, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.6632 [2020-11-12 16:08:33,574][root][INFO] - ===> Epoch[93](2413/26): Loss -0.4297, Sem 0.2254, dir -0.9195, norm 0.2644, swav 0.0000 LR: 8.907e-02 Score 92.847 Data time: 0.1709, Forward time: 2.2685, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.0984 [2020-11-12 16:08:38,444][root][INFO] - ===> Epoch[93](2414/26): Loss -0.4068, Sem 0.2275, dir -0.9288, norm 0.2945, swav 0.0000 LR: 8.907e-02 Score 92.476 Data time: 0.2022, Forward time: 2.2684, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 4.7749 [2020-11-12 16:08:45,285][root][INFO] - ===> Epoch[93](2415/26): Loss -0.4068, Sem 0.2643, dir -0.9297, norm 0.2586, swav 0.0000 LR: 8.906e-02 Score 91.688 Data time: 0.2270, Forward time: 2.2685, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.7326 [2020-11-12 16:08:50,662][root][INFO] - ===> Epoch[93](2416/26): Loss -0.4076, Sem 0.2361, dir -0.9232, norm 0.2795, swav 0.0000 LR: 8.906e-02 Score 92.511 Data time: 0.1773, Forward time: 2.2683, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.2688 [2020-11-12 16:08:55,912][root][INFO] - ===> Epoch[93](2417/26): Loss -0.4270, Sem 0.2308, dir -0.9189, norm 0.2612, swav 0.0000 LR: 8.906e-02 Score 92.498 Data time: 0.1769, Forward time: 2.2682, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.1559 [2020-11-12 16:09:01,900][root][INFO] - ===> Epoch[93](2418/26): Loss -0.3792, Sem 0.2315, dir -0.9078, norm 0.2971, swav 0.0000 LR: 8.905e-02 Score 92.832 Data time: 0.2054, Forward time: 2.2682, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.8756 [2020-11-12 16:09:07,085][root][INFO] - ===> Epoch[94](2419/26): Loss -0.4390, Sem 0.2272, dir -0.9271, norm 0.2609, swav 0.0000 LR: 8.905e-02 Score 93.200 Data time: 0.2274, Forward time: 2.2682, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.0764 [2020-11-12 16:09:12,127][root][INFO] - ===> Epoch[94](2420/26): Loss -0.3700, Sem 0.2543, dir -0.9132, norm 0.2888, swav 0.0000 LR: 8.904e-02 Score 91.500 Data time: 0.1603, Forward time: 2.2680, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 4.9209 [2020-11-12 16:09:17,226][root][INFO] - ===> Epoch[94](2421/26): Loss -0.3656, Sem 0.2738, dir -0.9150, norm 0.2755, swav 0.0000 LR: 8.904e-02 Score 91.551 Data time: 0.1922, Forward time: 2.2679, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.0087 [2020-11-12 16:09:22,983][root][INFO] - ===> Epoch[94](2422/26): Loss -0.4120, Sem 0.2460, dir -0.9249, norm 0.2669, swav 0.0000 LR: 8.903e-02 Score 92.672 Data time: 0.2341, Forward time: 2.2680, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.6544 [2020-11-12 16:09:28,118][root][INFO] - ===> Epoch[94](2423/26): Loss -0.3880, Sem 0.2364, dir -0.9121, norm 0.2877, swav 0.0000 LR: 8.903e-02 Score 93.199 Data time: 0.1882, Forward time: 2.2680, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.0086 [2020-11-12 16:09:34,194][root][INFO] - ===> Epoch[94](2424/26): Loss -0.4290, Sem 0.2438, dir -0.9283, norm 0.2556, swav 0.0000 LR: 8.902e-02 Score 92.269 Data time: 0.1547, Forward time: 2.2678, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.9712 [2020-11-12 16:09:39,501][root][INFO] - ===> Epoch[94](2425/26): Loss -0.4146, Sem 0.2637, dir -0.9306, norm 0.2523, swav 0.0000 LR: 8.902e-02 Score 91.499 Data time: 0.2202, Forward time: 2.2679, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.2462 [2020-11-12 16:09:47,067][root][INFO] - ===> Epoch[94](2426/26): Loss -0.4093, Sem 0.2458, dir -0.9255, norm 0.2704, swav 0.0000 LR: 8.901e-02 Score 91.950 Data time: 0.2306, Forward time: 2.2681, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 7.4510 [2020-11-12 16:09:52,784][root][INFO] - ===> Epoch[94](2427/26): Loss -0.3862, Sem 0.2259, dir -0.9158, norm 0.3037, swav 0.0000 LR: 8.901e-02 Score 92.673 Data time: 0.3095, Forward time: 2.2683, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.5756 [2020-11-12 16:09:57,674][root][INFO] - ===> Epoch[94](2428/26): Loss -0.3849, Sem 0.2437, dir -0.9213, norm 0.2928, swav 0.0000 LR: 8.901e-02 Score 92.209 Data time: 0.2228, Forward time: 2.2684, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 4.7621 [2020-11-12 16:10:03,022][root][INFO] - ===> Epoch[94](2429/26): Loss -0.4015, Sem 0.2445, dir -0.9229, norm 0.2770, swav 0.0000 LR: 8.900e-02 Score 92.613 Data time: 0.2246, Forward time: 2.2685, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.2240 [2020-11-12 16:10:08,176][root][INFO] - ===> Epoch[94](2430/26): Loss -0.4623, Sem 0.2123, dir -0.9272, norm 0.2526, swav 0.0000 LR: 8.900e-02 Score 93.133 Data time: 0.2213, Forward time: 2.2686, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.0330 [2020-11-12 16:10:14,596][root][INFO] - ===> Epoch[94](2431/26): Loss -0.4450, Sem 0.2388, dir -0.9282, norm 0.2444, swav 0.0000 LR: 8.899e-02 Score 92.448 Data time: 0.2461, Forward time: 2.2687, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.2862 [2020-11-12 16:10:20,255][root][INFO] - ===> Epoch[94](2432/26): Loss -0.4062, Sem 0.2157, dir -0.9237, norm 0.3018, swav 0.0000 LR: 8.899e-02 Score 93.267 Data time: 0.1909, Forward time: 2.2687, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.5283 [2020-11-12 16:10:26,718][root][INFO] - ===> Epoch[94](2433/26): Loss -0.4464, Sem 0.2352, dir -0.9315, norm 0.2499, swav 0.0000 LR: 8.898e-02 Score 92.478 Data time: 0.1691, Forward time: 2.2686, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 6.3506 [2020-11-12 16:10:31,634][root][INFO] - ===> Epoch[94](2434/26): Loss -0.3994, Sem 0.2541, dir -0.9188, norm 0.2653, swav 0.0000 LR: 8.898e-02 Score 92.010 Data time: 0.1679, Forward time: 2.2684, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 4.8301 [2020-11-12 16:10:36,640][root][INFO] - ===> Epoch[94](2435/26): Loss -0.3781, Sem 0.2577, dir -0.9251, norm 0.2892, swav 0.0000 LR: 8.897e-02 Score 91.802 Data time: 0.1751, Forward time: 2.2683, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.8904 [2020-11-12 16:10:41,572][root][INFO] - ===> Epoch[94](2436/26): Loss -0.3823, Sem 0.2880, dir -0.9338, norm 0.2634, swav 0.0000 LR: 8.897e-02 Score 90.907 Data time: 0.2222, Forward time: 2.2683, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 4.8385 [2020-11-12 16:10:49,222][root][INFO] - ===> Epoch[94](2437/26): Loss -0.3248, Sem 0.2668, dir -0.9221, norm 0.3304, swav 0.0000 LR: 8.896e-02 Score 91.898 Data time: 0.4000, Forward time: 2.2689, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 7.5349 [2020-11-12 16:10:54,514][root][INFO] - ===> Epoch[94](2438/26): Loss -0.4161, Sem 0.2462, dir -0.9247, norm 0.2625, swav 0.0000 LR: 8.896e-02 Score 91.839 Data time: 0.2205, Forward time: 2.2690, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.1501 [2020-11-12 16:10:59,012][root][INFO] - ===> Epoch[94](2439/26): Loss -0.4081, Sem 0.2638, dir -0.9214, norm 0.2495, swav 0.0000 LR: 8.895e-02 Score 91.695 Data time: 0.2110, Forward time: 2.2690, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 4.3897 [2020-11-12 16:11:03,734][root][INFO] - ===> Epoch[94](2440/26): Loss -0.4061, Sem 0.2574, dir -0.9281, norm 0.2646, swav 0.0000 LR: 8.895e-02 Score 92.112 Data time: 0.2060, Forward time: 2.2690, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 4.6243 [2020-11-12 16:11:08,975][root][INFO] - ===> Epoch[94](2441/26): Loss -0.3375, Sem 0.2874, dir -0.9067, norm 0.2818, swav 0.0000 LR: 8.895e-02 Score 90.532 Data time: 0.1697, Forward time: 2.2689, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.1029 [2020-11-12 16:11:13,888][root][INFO] - ===> Epoch[94](2442/26): Loss -0.3846, Sem 0.2507, dir -0.9178, norm 0.2825, swav 0.0000 LR: 8.894e-02 Score 92.472 Data time: 0.1758, Forward time: 2.2687, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 4.8301 [2020-11-12 16:11:19,371][root][INFO] - ===> Epoch[94](2443/26): Loss -0.4147, Sem 0.2674, dir -0.9280, norm 0.2459, swav 0.0000 LR: 8.894e-02 Score 91.297 Data time: 0.2672, Forward time: 2.2689, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 5.3695 [2020-11-12 16:11:25,397][root][INFO] - ===> Epoch[94](2444/26): Loss -0.4830, Sem 0.2181, dir -0.9324, norm 0.2313, swav 0.0000 LR: 8.893e-02 Score 92.270 Data time: 0.1741, Forward time: 2.2688, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.8765 [2020-11-12 16:11:29,958][root][INFO] - ===> Epoch[95](2445/26): Loss -0.4673, Sem 0.2176, dir -0.9269, norm 0.2420, swav 0.0000 LR: 8.893e-02 Score 93.040 Data time: 0.1546, Forward time: 2.2686, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 4.4694 [2020-11-12 16:11:37,511][root][INFO] - ===> Epoch[95](2446/26): Loss -0.4003, Sem 0.2537, dir -0.9247, norm 0.2707, swav 0.0000 LR: 8.892e-02 Score 91.823 Data time: 0.4339, Forward time: 2.2686, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 7.4944 [2020-11-12 16:11:45,246][root][INFO] - ===> Epoch[95](2447/26): Loss -0.4170, Sem 0.2359, dir -0.9278, norm 0.2748, swav 0.0000 LR: 8.892e-02 Score 92.428 Data time: 0.3698, Forward time: 2.2692, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 7.6156 [2020-11-12 16:11:51,203][root][INFO] - ===> Epoch[95](2448/26): Loss -0.3027, Sem 0.3026, dir -0.9263, norm 0.3210, swav 0.0000 LR: 8.891e-02 Score 90.735 Data time: 0.2294, Forward time: 2.2694, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 5.8362 [2020-11-12 16:11:56,457][root][INFO] - ===> Epoch[95](2449/26): Loss -0.4307, Sem 0.2484, dir -0.9280, norm 0.2489, swav 0.0000 LR: 8.891e-02 Score 91.831 Data time: 0.2138, Forward time: 2.2694, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.1381 [2020-11-12 16:12:02,474][root][INFO] - ===> Epoch[95](2450/26): Loss -0.3737, Sem 0.2549, dir -0.9151, norm 0.2865, swav 0.0000 LR: 8.890e-02 Score 92.111 Data time: 0.2230, Forward time: 2.2695, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.9048 [2020-11-12 16:12:07,708][root][INFO] - ===> Epoch[95](2451/26): Loss -0.3982, Sem 0.2427, dir -0.9251, norm 0.2841, swav 0.0000 LR: 8.890e-02 Score 92.502 Data time: 0.1527, Forward time: 2.2693, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.1264 [2020-11-12 16:12:13,314][root][INFO] - ===> Epoch[95](2452/26): Loss -0.4559, Sem 0.2442, dir -0.9300, norm 0.2300, swav 0.0000 LR: 8.890e-02 Score 92.196 Data time: 0.1644, Forward time: 2.2691, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.5480 [2020-11-12 16:12:20,180][root][INFO] - ===> Epoch[95](2453/26): Loss -0.3629, Sem 0.2756, dir -0.9172, norm 0.2787, swav 0.0000 LR: 8.889e-02 Score 91.700 Data time: 0.2010, Forward time: 2.2691, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 6.7936 [2020-11-12 16:12:27,092][root][INFO] - ===> Epoch[95](2454/26): Loss -0.3095, Sem 0.3195, dir -0.9115, norm 0.2825, swav 0.0000 LR: 8.889e-02 Score 90.067 Data time: 0.1777, Forward time: 2.2690, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 6.8078 [2020-11-12 16:12:33,450][root][INFO] - ===> Epoch[95](2455/26): Loss -0.3059, Sem 0.3088, dir -0.9128, norm 0.2981, swav 0.0000 LR: 8.888e-02 Score 90.088 Data time: 0.1947, Forward time: 2.2689, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 6.2660 [2020-11-12 16:12:39,011][root][INFO] - ===> Epoch[95](2456/26): Loss -0.3255, Sem 0.2652, dir -0.9082, norm 0.3176, swav 0.0000 LR: 8.888e-02 Score 91.587 Data time: 0.1837, Forward time: 2.2688, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.4544 [2020-11-12 16:12:44,106][root][INFO] - ===> Epoch[95](2457/26): Loss -0.4012, Sem 0.2715, dir -0.9329, norm 0.2603, swav 0.0000 LR: 8.887e-02 Score 91.423 Data time: 0.1746, Forward time: 2.2687, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 4.9986 [2020-11-12 16:12:48,292][root][INFO] - ===> Epoch[95](2458/26): Loss -0.4314, Sem 0.2427, dir -0.9239, norm 0.2498, swav 0.0000 LR: 8.887e-02 Score 92.021 Data time: 0.1588, Forward time: 2.2685, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 4.0879 [2020-11-12 16:12:52,969][root][INFO] - ===> Epoch[95](2459/26): Loss -0.4701, Sem 0.2217, dir -0.9227, norm 0.2308, swav 0.0000 LR: 8.886e-02 Score 92.741 Data time: 0.1680, Forward time: 2.2683, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 4.5866 [2020-11-12 16:12:58,027][root][INFO] - ===> Epoch[95](2460/26): Loss -0.4040, Sem 0.2526, dir -0.9250, norm 0.2684, swav 0.0000 LR: 8.886e-02 Score 92.012 Data time: 0.2349, Forward time: 2.2685, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 4.9473 [2020-11-12 16:13:04,248][root][INFO] - ===> Epoch[95](2461/26): Loss -0.4227, Sem 0.2464, dir -0.9270, norm 0.2578, swav 0.0000 LR: 8.885e-02 Score 92.280 Data time: 0.2012, Forward time: 2.2684, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 6.1064 [2020-11-12 16:13:08,767][root][INFO] - ===> Epoch[95](2462/26): Loss -0.3864, Sem 0.2966, dir -0.9355, norm 0.2524, swav 0.0000 LR: 8.885e-02 Score 91.622 Data time: 0.1887, Forward time: 2.2683, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 4.4181 [2020-11-12 16:13:13,790][root][INFO] - ===> Epoch[95](2463/26): Loss -0.4154, Sem 0.2360, dir -0.9217, norm 0.2703, swav 0.0000 LR: 8.885e-02 Score 93.008 Data time: 0.2377, Forward time: 2.2683, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 4.9192 [2020-11-12 16:13:20,317][root][INFO] - ===> Epoch[95](2464/26): Loss -0.4136, Sem 0.2447, dir -0.9293, norm 0.2710, swav 0.0000 LR: 8.884e-02 Score 92.005 Data time: 0.2858, Forward time: 2.2685, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 6.4105 [2020-11-12 16:13:26,791][root][INFO] - ===> Epoch[95](2465/26): Loss -0.3987, Sem 0.2527, dir -0.9209, norm 0.2695, swav 0.0000 LR: 8.884e-02 Score 91.800 Data time: 0.2372, Forward time: 2.2687, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 6.3358 [2020-11-12 16:13:34,109][root][INFO] - ===> Epoch[95](2466/26): Loss -0.4420, Sem 0.2399, dir -0.9323, norm 0.2504, swav 0.0000 LR: 8.883e-02 Score 92.698 Data time: 0.2021, Forward time: 2.2687, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 7.1933 [2020-11-12 16:13:41,884][root][INFO] - ===> Epoch[95](2467/26): Loss -0.3933, Sem 0.2528, dir -0.9272, norm 0.2810, swav 0.0000 LR: 8.883e-02 Score 92.266 Data time: 0.3247, Forward time: 2.2691, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 7.6767 [2020-11-12 16:13:47,478][root][INFO] - ===> Epoch[95](2468/26): Loss -0.4269, Sem 0.2089, dir -0.9209, norm 0.2851, swav 0.0000 LR: 8.882e-02 Score 93.198 Data time: 0.2153, Forward time: 2.2692, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.4598 [2020-11-12 16:13:52,382][root][INFO] - ===> Epoch[95](2469/26): Loss -0.3917, Sem 0.2801, dir -0.9314, norm 0.2596, swav 0.0000 LR: 8.882e-02 Score 91.586 Data time: 0.1530, Forward time: 2.2690, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 4.8090 [2020-11-12 16:13:57,898][root][INFO] - ===> Epoch[95](2470/26): Loss -0.3515, Sem 0.2585, dir -0.9200, norm 0.3100, swav 0.0000 LR: 8.881e-02 Score 91.869 Data time: 0.2070, Forward time: 2.2690, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.4396 [2020-11-12 16:14:03,389][root][INFO] - ===> Epoch[96](2471/26): Loss -0.4101, Sem 0.2340, dir -0.9277, norm 0.2837, swav 0.0000 LR: 8.881e-02 Score 92.584 Data time: 0.2321, Forward time: 2.2691, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.3753 [2020-11-12 16:14:08,599][root][INFO] - ===> Epoch[96](2472/26): Loss -0.4539, Sem 0.2409, dir -0.9310, norm 0.2362, swav 0.0000 LR: 8.880e-02 Score 92.601 Data time: 0.1754, Forward time: 2.2690, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.1033 [2020-11-12 16:14:13,698][root][INFO] - ===> Epoch[96](2473/26): Loss -0.3504, Sem 0.3144, dir -0.9234, norm 0.2586, swav 0.0000 LR: 8.880e-02 Score 90.685 Data time: 0.1269, Forward time: 2.2686, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.0183 [2020-11-12 16:14:19,020][root][INFO] - ===> Epoch[96](2474/26): Loss -0.4585, Sem 0.2257, dir -0.9269, norm 0.2427, swav 0.0000 LR: 8.880e-02 Score 92.896 Data time: 0.1712, Forward time: 2.2685, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.2545 [2020-11-12 16:14:25,220][root][INFO] - ===> Epoch[96](2475/26): Loss -0.3813, Sem 0.2708, dir -0.9199, norm 0.2678, swav 0.0000 LR: 8.879e-02 Score 91.565 Data time: 0.1766, Forward time: 2.2683, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 6.0989 [2020-11-12 16:14:31,405][root][INFO] - ===> Epoch[96](2476/26): Loss -0.4545, Sem 0.2265, dir -0.9301, norm 0.2492, swav 0.0000 LR: 8.879e-02 Score 93.130 Data time: 0.1693, Forward time: 2.2681, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 6.1169 [2020-11-12 16:14:37,143][root][INFO] - ===> Epoch[96](2477/26): Loss -0.3972, Sem 0.2703, dir -0.9268, norm 0.2592, swav 0.0000 LR: 8.878e-02 Score 91.579 Data time: 0.2277, Forward time: 2.2681, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.6505 [2020-11-12 16:14:43,484][root][INFO] - ===> Epoch[96](2478/26): Loss -0.4012, Sem 0.2339, dir -0.9248, norm 0.2897, swav 0.0000 LR: 8.878e-02 Score 92.662 Data time: 0.2750, Forward time: 2.2685, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.2315 [2020-11-12 16:14:50,163][root][INFO] - ===> Epoch[96](2479/26): Loss -0.4500, Sem 0.2172, dir -0.9275, norm 0.2604, swav 0.0000 LR: 8.877e-02 Score 92.999 Data time: 0.1883, Forward time: 2.2684, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 6.5436 [2020-11-12 16:14:56,624][root][INFO] - ===> Epoch[96](2480/26): Loss -0.4374, Sem 0.2386, dir -0.9312, norm 0.2552, swav 0.0000 LR: 8.877e-02 Score 92.591 Data time: 0.2295, Forward time: 2.2685, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 6.3527 [2020-11-12 16:15:02,176][root][INFO] - ===> Epoch[96](2481/26): Loss -0.3605, Sem 0.2987, dir -0.9239, norm 0.2647, swav 0.0000 LR: 8.876e-02 Score 90.677 Data time: 0.2001, Forward time: 2.2685, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.4348 [2020-11-12 16:15:09,086][root][INFO] - ===> Epoch[96](2482/26): Loss -0.4019, Sem 0.2637, dir -0.9295, norm 0.2639, swav 0.0000 LR: 8.876e-02 Score 92.009 Data time: 0.1479, Forward time: 2.2682, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.8120 [2020-11-12 16:15:15,900][root][INFO] - ===> Epoch[96](2483/26): Loss -0.4536, Sem 0.2449, dir -0.9390, norm 0.2405, swav 0.0000 LR: 8.875e-02 Score 92.352 Data time: 0.2339, Forward time: 2.2684, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 6.7392 [2020-11-12 16:15:21,659][root][INFO] - ===> Epoch[96](2484/26): Loss -0.3802, Sem 0.2940, dir -0.9304, norm 0.2562, swav 0.0000 LR: 8.875e-02 Score 90.416 Data time: 0.1857, Forward time: 2.2684, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.6318 [2020-11-12 16:15:27,397][root][INFO] - ===> Epoch[96](2485/26): Loss -0.4123, Sem 0.2644, dir -0.9330, norm 0.2563, swav 0.0000 LR: 8.875e-02 Score 91.179 Data time: 0.1832, Forward time: 2.2683, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.6453 [2020-11-12 16:15:32,009][root][INFO] - ===> Epoch[96](2486/26): Loss -0.3930, Sem 0.2689, dir -0.9207, norm 0.2588, swav 0.0000 LR: 8.874e-02 Score 91.693 Data time: 0.2117, Forward time: 2.2683, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 4.5032 [2020-11-12 16:15:37,353][root][INFO] - ===> Epoch[96](2487/26): Loss -0.3869, Sem 0.2664, dir -0.9228, norm 0.2695, swav 0.0000 LR: 8.874e-02 Score 91.494 Data time: 0.2206, Forward time: 2.2684, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.2414 [2020-11-12 16:15:44,885][root][INFO] - ===> Epoch[96](2488/26): Loss -0.4299, Sem 0.2426, dir -0.9303, norm 0.2578, swav 0.0000 LR: 8.873e-02 Score 92.124 Data time: 0.2099, Forward time: 2.2682, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 7.4077 [2020-11-12 16:15:50,152][root][INFO] - ===> Epoch[96](2489/26): Loss -0.4629, Sem 0.2354, dir -0.9392, norm 0.2409, swav 0.0000 LR: 8.873e-02 Score 92.364 Data time: 0.1934, Forward time: 2.2682, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.1625 [2020-11-12 16:15:55,173][root][INFO] - ===> Epoch[96](2490/26): Loss -0.4116, Sem 0.2569, dir -0.9313, norm 0.2628, swav 0.0000 LR: 8.872e-02 Score 91.914 Data time: 0.1899, Forward time: 2.2681, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 4.9232 [2020-11-12 16:16:02,099][root][INFO] - ===> Epoch[96](2491/26): Loss -0.3662, Sem 0.2709, dir -0.9250, norm 0.2878, swav 0.0000 LR: 8.872e-02 Score 91.210 Data time: 0.2057, Forward time: 2.2681, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.8289 [2020-11-12 16:16:07,588][root][INFO] - ===> Epoch[96](2492/26): Loss -0.4461, Sem 0.2424, dir -0.9325, norm 0.2440, swav 0.0000 LR: 8.871e-02 Score 91.788 Data time: 0.2207, Forward time: 2.2681, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.3549 [2020-11-12 16:16:13,892][root][INFO] - ===> Epoch[96](2493/26): Loss -0.4570, Sem 0.2209, dir -0.9325, norm 0.2545, swav 0.0000 LR: 8.871e-02 Score 92.805 Data time: 0.1581, Forward time: 2.2679, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.2025 [2020-11-12 16:16:18,864][root][INFO] - ===> Epoch[96](2494/26): Loss -0.4254, Sem 0.2695, dir -0.9335, norm 0.2385, swav 0.0000 LR: 8.870e-02 Score 91.576 Data time: 0.2084, Forward time: 2.2680, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.8933 [2020-11-12 16:16:24,223][root][INFO] - ===> Epoch[96](2495/26): Loss -0.4784, Sem 0.2202, dir -0.9317, norm 0.2330, swav 0.0000 LR: 8.870e-02 Score 92.831 Data time: 0.2283, Forward time: 2.2682, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.2439 [2020-11-12 16:16:29,650][root][INFO] - ===> Epoch[96](2496/26): Loss -0.4572, Sem 0.2376, dir -0.9317, norm 0.2370, swav 0.0000 LR: 8.870e-02 Score 92.113 Data time: 0.1894, Forward time: 2.2681, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.2941 [2020-11-12 16:16:35,539][root][INFO] - ===> Epoch[97](2497/26): Loss -0.4037, Sem 0.2645, dir -0.9212, norm 0.2530, swav 0.0000 LR: 8.869e-02 Score 91.642 Data time: 0.1478, Forward time: 2.2678, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.7854 [2020-11-12 16:16:41,540][root][INFO] - ===> Epoch[97](2498/26): Loss -0.4188, Sem 0.2301, dir -0.9232, norm 0.2744, swav 0.0000 LR: 8.869e-02 Score 92.781 Data time: 0.2321, Forward time: 2.2680, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.9688 [2020-11-12 16:16:47,136][root][INFO] - ===> Epoch[97](2499/26): Loss -0.4680, Sem 0.2161, dir -0.9313, norm 0.2472, swav 0.0000 LR: 8.868e-02 Score 93.202 Data time: 0.2847, Forward time: 2.2682, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.4642 [2020-11-12 16:16:53,070][root][INFO] - ===> Epoch[97](2500/26): Loss -0.4304, Sem 0.2202, dir -0.9250, norm 0.2745, swav 0.0000 LR: 8.868e-02 Score 93.283 Data time: 0.2178, Forward time: 2.2681, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.8081 [2020-11-12 16:16:53,981][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 16:16:54,131][root][INFO] - ===> Start testing [2020-11-12 16:18:25,420][root][INFO] - 101/312: Data time: 0.0563, Iter time: 0.4325 Loss 0.159 (AVG: 0.435) Score 94.957 (AVG: 88.383) mIOU 70.016 mAP 75.710 mAcc 78.939 IOU: 82.648 96.336 58.323 73.575 88.288 81.423 69.786 61.503 59.845 80.768 31.061 60.787 59.238 71.074 50.160 86.167 86.182 64.112 83.016 56.025 mAP: 80.671 96.985 66.873 75.484 86.739 84.202 76.522 75.138 68.024 72.389 50.555 60.366 60.040 72.112 60.224 94.552 96.411 80.247 94.919 61.756 mAcc: 94.632 98.698 70.712 79.844 96.310 91.337 80.200 78.571 66.036 89.364 40.565 71.731 80.698 74.687 51.580 90.423 96.496 69.001 96.664 61.238 [2020-11-12 16:19:48,509][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.2106 Loss 0.607 (AVG: 0.450) Score 82.181 (AVG: 88.139) mIOU 67.709 mAP 74.233 mAcc 76.479 IOU: 82.500 96.254 56.154 78.577 87.524 81.967 69.762 60.261 56.893 80.189 31.630 62.156 59.130 68.202 40.450 58.408 88.717 63.849 77.822 53.743 mAP: 80.615 96.974 61.995 74.880 88.795 81.652 75.847 72.527 65.493 69.593 55.345 62.419 62.652 77.646 53.275 90.750 95.763 80.559 76.883 60.988 mAcc: 94.588 98.812 67.295 87.659 95.065 93.042 78.664 81.851 63.006 87.230 39.706 70.505 77.050 74.585 43.404 59.580 95.759 72.182 90.138 59.460 [2020-11-12 16:21:12,574][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.5374 Loss 0.288 (AVG: 0.449) Score 91.011 (AVG: 88.262) mIOU 67.134 mAP 74.040 mAcc 75.997 IOU: 83.121 96.161 56.254 79.239 87.707 83.998 68.639 57.901 56.518 78.511 29.179 61.070 59.113 65.978 39.810 56.528 88.035 61.056 81.564 52.294 mAP: 81.977 96.939 61.109 73.654 90.424 83.994 75.068 70.632 66.910 70.635 52.778 59.677 62.286 79.277 50.303 84.580 95.987 81.525 82.236 60.819 mAcc: 94.477 98.862 65.576 88.063 95.721 93.736 78.097 78.038 65.602 85.100 37.233 69.953 75.553 72.806 42.865 62.414 95.553 69.457 91.912 58.926 [2020-11-12 16:21:22,248][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3019 Loss 0.724 (AVG: 0.452) Score 78.788 (AVG: 88.065) mIOU 66.913 mAP 73.892 mAcc 75.809 IOU: 83.026 96.121 55.636 79.228 87.721 84.077 68.732 57.337 54.757 78.503 29.218 61.636 58.882 65.985 39.815 55.377 88.024 61.099 81.564 51.530 mAP: 81.884 96.975 61.004 73.822 90.279 83.811 74.798 69.719 65.944 71.822 52.934 59.995 62.316 79.143 50.586 82.272 96.055 81.493 82.236 60.747 mAcc: 94.485 98.854 65.056 88.233 95.757 93.779 78.161 77.717 63.222 85.074 37.601 70.318 75.743 72.834 42.937 61.014 95.502 69.517 91.912 58.473 [2020-11-12 16:21:22,252][root][INFO] - Finished test. Elapsed time: 268.1164 [2020-11-12 16:21:33,332][root][INFO] - [2020-11-12 16:21:33,333][root][INFO] - ################################################################ [2020-11-12 16:21:33,333][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 16:21:33,333][root][INFO] - ################################################################ [2020-11-12 16:21:33,333][root][INFO] - cabinet : 0.195 0.404 0.628 [2020-11-12 16:21:33,333][root][INFO] - bed : 0.363 0.711 0.874 [2020-11-12 16:21:33,333][root][INFO] - chair : 0.687 0.847 0.896 [2020-11-12 16:21:33,333][root][INFO] - sofa : 0.418 0.645 0.848 [2020-11-12 16:21:33,333][root][INFO] - table : 0.396 0.613 0.765 [2020-11-12 16:21:33,333][root][INFO] - door : 0.223 0.463 0.600 [2020-11-12 16:21:33,333][root][INFO] - window : 0.167 0.319 0.521 [2020-11-12 16:21:33,333][root][INFO] - bookshelf : 0.173 0.559 0.744 [2020-11-12 16:21:33,333][root][INFO] - picture : 0.158 0.254 0.380 [2020-11-12 16:21:33,333][root][INFO] - counter : 0.051 0.203 0.467 [2020-11-12 16:21:33,333][root][INFO] - desk : 0.048 0.158 0.534 [2020-11-12 16:21:33,333][root][INFO] - curtain : 0.192 0.314 0.532 [2020-11-12 16:21:33,334][root][INFO] - refrigerator : 0.268 0.348 0.348 [2020-11-12 16:21:33,334][root][INFO] - shower curtain : 0.382 0.607 0.633 [2020-11-12 16:21:33,334][root][INFO] - toilet : 0.844 0.999 0.999 [2020-11-12 16:21:33,334][root][INFO] - sink : 0.188 0.529 0.793 [2020-11-12 16:21:33,334][root][INFO] - bathtub : 0.519 0.724 0.855 [2020-11-12 16:21:33,334][root][INFO] - otherfurniture : 0.327 0.496 0.628 [2020-11-12 16:21:33,334][root][INFO] - ---------------------------------------------------------------- [2020-11-12 16:21:33,334][root][INFO] - average : 0.311 0.511 0.669 [2020-11-12 16:21:33,334][root][INFO] - [2020-11-12 16:21:33,538][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 16:21:33,539][root][INFO] - Current best mIoU: 67.841 at iter 2000 [2020-11-12 16:21:38,620][root][INFO] - ===> Epoch[97](2501/26): Loss -0.2990, Sem 0.2884, dir -0.9101, norm 0.3228, swav 0.0000 LR: 8.867e-02 Score 91.174 Data time: 0.2516, Forward time: 2.2681, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.0740 [2020-11-12 16:21:45,533][root][INFO] - ===> Epoch[97](2502/26): Loss -0.3722, Sem 0.2452, dir -0.9071, norm 0.2897, swav 0.0000 LR: 8.867e-02 Score 92.206 Data time: 0.3376, Forward time: 2.2686, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 6.7861 [2020-11-12 16:21:50,474][root][INFO] - ===> Epoch[97](2503/26): Loss -0.3795, Sem 0.2712, dir -0.9218, norm 0.2712, swav 0.0000 LR: 8.866e-02 Score 92.113 Data time: 0.1743, Forward time: 2.2686, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 4.8093 [2020-11-12 16:21:56,695][root][INFO] - ===> Epoch[97](2504/26): Loss -0.4024, Sem 0.2533, dir -0.9237, norm 0.2680, swav 0.0000 LR: 8.866e-02 Score 91.908 Data time: 0.1666, Forward time: 2.2684, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.1262 [2020-11-12 16:22:02,184][root][INFO] - ===> Epoch[97](2505/26): Loss -0.4540, Sem 0.2186, dir -0.9338, norm 0.2612, swav 0.0000 LR: 8.865e-02 Score 93.089 Data time: 0.2054, Forward time: 2.2683, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.3878 [2020-11-12 16:22:08,537][root][INFO] - ===> Epoch[97](2506/26): Loss -0.4087, Sem 0.2300, dir -0.9289, norm 0.2902, swav 0.0000 LR: 8.865e-02 Score 92.725 Data time: 0.2253, Forward time: 2.2683, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.2326 [2020-11-12 16:22:14,655][root][INFO] - ===> Epoch[97](2507/26): Loss -0.3246, Sem 0.2823, dir -0.9116, norm 0.3046, swav 0.0000 LR: 8.864e-02 Score 91.062 Data time: 0.2225, Forward time: 2.2684, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.0190 [2020-11-12 16:22:20,638][root][INFO] - ===> Epoch[97](2508/26): Loss -0.4542, Sem 0.2044, dir -0.9342, norm 0.2756, swav 0.0000 LR: 8.864e-02 Score 93.851 Data time: 0.2436, Forward time: 2.2685, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.8471 [2020-11-12 16:22:25,826][root][INFO] - ===> Epoch[97](2509/26): Loss -0.3771, Sem 0.2626, dir -0.9268, norm 0.2870, swav 0.0000 LR: 8.864e-02 Score 91.995 Data time: 0.1758, Forward time: 2.2684, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.0513 [2020-11-12 16:22:31,134][root][INFO] - ===> Epoch[97](2510/26): Loss -0.4907, Sem 0.2293, dir -0.9422, norm 0.2222, swav 0.0000 LR: 8.863e-02 Score 93.108 Data time: 0.2804, Forward time: 2.2686, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.1948 [2020-11-12 16:22:36,327][root][INFO] - ===> Epoch[97](2511/26): Loss -0.4215, Sem 0.2453, dir -0.9218, norm 0.2550, swav 0.0000 LR: 8.863e-02 Score 92.440 Data time: 0.1426, Forward time: 2.2683, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.0804 [2020-11-12 16:22:41,001][root][INFO] - ===> Epoch[97](2512/26): Loss -0.3666, Sem 0.2883, dir -0.9224, norm 0.2674, swav 0.0000 LR: 8.862e-02 Score 91.312 Data time: 0.1980, Forward time: 2.2683, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 4.6036 [2020-11-12 16:22:46,674][root][INFO] - ===> Epoch[97](2513/26): Loss -0.3846, Sem 0.2446, dir -0.9202, norm 0.2910, swav 0.0000 LR: 8.862e-02 Score 92.271 Data time: 0.2411, Forward time: 2.2683, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.5557 [2020-11-12 16:22:52,171][root][INFO] - ===> Epoch[97](2514/26): Loss -0.3924, Sem 0.2697, dir -0.9237, norm 0.2616, swav 0.0000 LR: 8.861e-02 Score 91.342 Data time: 0.2642, Forward time: 2.2685, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.3821 [2020-11-12 16:22:58,626][root][INFO] - ===> Epoch[97](2515/26): Loss -0.3954, Sem 0.2482, dir -0.9217, norm 0.2780, swav 0.0000 LR: 8.861e-02 Score 91.884 Data time: 0.2214, Forward time: 2.2685, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.3283 [2020-11-12 16:23:04,584][root][INFO] - ===> Epoch[97](2516/26): Loss -0.4392, Sem 0.2515, dir -0.9293, norm 0.2385, swav 0.0000 LR: 8.860e-02 Score 92.328 Data time: 0.2879, Forward time: 2.2688, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.8575 [2020-11-12 16:23:10,478][root][INFO] - ===> Epoch[97](2517/26): Loss -0.4962, Sem 0.2116, dir -0.9349, norm 0.2270, swav 0.0000 LR: 8.860e-02 Score 93.244 Data time: 0.1668, Forward time: 2.2687, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.7705 [2020-11-12 16:23:16,266][root][INFO] - ===> Epoch[97](2518/26): Loss -0.4176, Sem 0.2641, dir -0.9322, norm 0.2505, swav 0.0000 LR: 8.859e-02 Score 91.380 Data time: 0.1887, Forward time: 2.2686, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.7024 [2020-11-12 16:23:21,848][root][INFO] - ===> Epoch[97](2519/26): Loss -0.4201, Sem 0.2456, dir -0.9235, norm 0.2579, swav 0.0000 LR: 8.859e-02 Score 92.281 Data time: 0.1811, Forward time: 2.2685, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.4768 [2020-11-12 16:23:27,065][root][INFO] - ===> Epoch[97](2520/26): Loss -0.5154, Sem 0.2062, dir -0.9336, norm 0.2120, swav 0.0000 LR: 8.859e-02 Score 93.451 Data time: 0.1225, Forward time: 2.2681, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.1311 [2020-11-12 16:23:32,298][root][INFO] - ===> Epoch[97](2521/26): Loss -0.4396, Sem 0.2304, dir -0.9235, norm 0.2535, swav 0.0000 LR: 8.858e-02 Score 92.650 Data time: 0.1774, Forward time: 2.2681, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 5.1751 [2020-11-12 16:23:37,178][root][INFO] - ===> Epoch[97](2522/26): Loss -0.4276, Sem 0.2438, dir -0.9287, norm 0.2574, swav 0.0000 LR: 8.858e-02 Score 92.359 Data time: 0.1538, Forward time: 2.2679, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 4.7874 [2020-11-12 16:23:42,489][root][INFO] - ===> Epoch[98](2523/26): Loss -0.3727, Sem 0.2593, dir -0.9183, norm 0.2863, swav 0.0000 LR: 8.857e-02 Score 91.792 Data time: 0.1892, Forward time: 2.2678, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.2135 [2020-11-12 16:23:49,156][root][INFO] - ===> Epoch[98](2524/26): Loss -0.3661, Sem 0.2713, dir -0.9186, norm 0.2812, swav 0.0000 LR: 8.857e-02 Score 91.216 Data time: 0.3366, Forward time: 2.2682, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 6.5648 [2020-11-12 16:23:54,957][root][INFO] - ===> Epoch[98](2525/26): Loss -0.3902, Sem 0.2476, dir -0.9287, norm 0.2908, swav 0.0000 LR: 8.856e-02 Score 91.900 Data time: 0.2000, Forward time: 2.2682, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.6611 [2020-11-12 16:23:59,855][root][INFO] - ===> Epoch[98](2526/26): Loss -0.4457, Sem 0.2265, dir -0.9254, norm 0.2532, swav 0.0000 LR: 8.856e-02 Score 92.740 Data time: 0.1882, Forward time: 2.2681, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 4.7766 [2020-11-12 16:24:04,607][root][INFO] - ===> Epoch[98](2527/26): Loss -0.4329, Sem 0.2512, dir -0.9323, norm 0.2482, swav 0.0000 LR: 8.855e-02 Score 91.652 Data time: 0.1936, Forward time: 2.2681, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 4.6648 [2020-11-12 16:24:10,558][root][INFO] - ===> Epoch[98](2528/26): Loss -0.4531, Sem 0.2318, dir -0.9324, norm 0.2476, swav 0.0000 LR: 8.855e-02 Score 92.347 Data time: 0.2045, Forward time: 2.2680, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.8533 [2020-11-12 16:24:15,493][root][INFO] - ===> Epoch[98](2529/26): Loss -0.4479, Sem 0.2352, dir -0.9304, norm 0.2472, swav 0.0000 LR: 8.854e-02 Score 92.622 Data time: 0.2136, Forward time: 2.2681, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 4.8336 [2020-11-12 16:24:21,348][root][INFO] - ===> Epoch[98](2530/26): Loss -0.4974, Sem 0.2011, dir -0.9361, norm 0.2375, swav 0.0000 LR: 8.854e-02 Score 94.034 Data time: 0.2983, Forward time: 2.2683, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.7342 [2020-11-12 16:24:26,441][root][INFO] - ===> Epoch[98](2531/26): Loss -0.4874, Sem 0.2051, dir -0.9345, norm 0.2420, swav 0.0000 LR: 8.854e-02 Score 93.397 Data time: 0.1892, Forward time: 2.2682, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 4.9641 [2020-11-12 16:24:33,394][root][INFO] - ===> Epoch[98](2532/26): Loss -0.4409, Sem 0.2236, dir -0.9285, norm 0.2640, swav 0.0000 LR: 8.853e-02 Score 92.914 Data time: 0.2830, Forward time: 2.2685, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 6.8817 [2020-11-12 16:24:39,906][root][INFO] - ===> Epoch[98](2533/26): Loss -0.4476, Sem 0.2186, dir -0.9285, norm 0.2622, swav 0.0000 LR: 8.853e-02 Score 92.849 Data time: 0.3007, Forward time: 2.2689, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 6.3988 [2020-11-12 16:24:46,295][root][INFO] - ===> Epoch[98](2534/26): Loss -0.4181, Sem 0.2343, dir -0.9291, norm 0.2767, swav 0.0000 LR: 8.852e-02 Score 92.834 Data time: 0.1822, Forward time: 2.2688, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 6.2776 [2020-11-12 16:24:51,785][root][INFO] - ===> Epoch[98](2535/26): Loss -0.4314, Sem 0.2233, dir -0.9270, norm 0.2723, swav 0.0000 LR: 8.852e-02 Score 92.981 Data time: 0.2019, Forward time: 2.2688, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.3784 [2020-11-12 16:24:57,202][root][INFO] - ===> Epoch[98](2536/26): Loss -0.4818, Sem 0.2147, dir -0.9367, norm 0.2403, swav 0.0000 LR: 8.851e-02 Score 92.407 Data time: 0.2077, Forward time: 2.2687, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.3098 [2020-11-12 16:25:02,097][root][INFO] - ===> Epoch[98](2537/26): Loss -0.4406, Sem 0.2587, dir -0.9354, norm 0.2362, swav 0.0000 LR: 8.851e-02 Score 92.208 Data time: 0.1744, Forward time: 2.2685, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 4.7907 [2020-11-12 16:25:07,514][root][INFO] - ===> Epoch[98](2538/26): Loss -0.4709, Sem 0.2242, dir -0.9306, norm 0.2355, swav 0.0000 LR: 8.850e-02 Score 92.762 Data time: 0.2504, Forward time: 2.2687, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.3269 [2020-11-12 16:25:12,253][root][INFO] - ===> Epoch[98](2539/26): Loss -0.4268, Sem 0.2377, dir -0.9251, norm 0.2607, swav 0.0000 LR: 8.850e-02 Score 92.612 Data time: 0.2155, Forward time: 2.2687, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 4.6155 [2020-11-12 16:25:18,069][root][INFO] - ===> Epoch[98](2540/26): Loss -0.4696, Sem 0.2153, dir -0.9277, norm 0.2428, swav 0.0000 LR: 8.849e-02 Score 92.923 Data time: 0.2539, Forward time: 2.2690, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 5.7063 [2020-11-12 16:25:23,821][root][INFO] - ===> Epoch[98](2541/26): Loss -0.3851, Sem 0.2789, dir -0.9285, norm 0.2645, swav 0.0000 LR: 8.849e-02 Score 91.713 Data time: 0.2300, Forward time: 2.2690, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 5.6150 [2020-11-12 16:25:29,107][root][INFO] - ===> Epoch[98](2542/26): Loss -0.4222, Sem 0.2386, dir -0.9278, norm 0.2670, swav 0.0000 LR: 8.849e-02 Score 92.021 Data time: 0.2175, Forward time: 2.2690, Backward time: 3.1315, DDP time: 0.0038, Total iter time: 5.1708 [2020-11-12 16:25:34,872][root][INFO] - ===> Epoch[98](2543/26): Loss -0.4261, Sem 0.2260, dir -0.9234, norm 0.2712, swav 0.0000 LR: 8.848e-02 Score 92.361 Data time: 0.2565, Forward time: 2.2692, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.6699 [2020-11-12 16:25:40,740][root][INFO] - ===> Epoch[98](2544/26): Loss -0.4641, Sem 0.2141, dir -0.9404, norm 0.2622, swav 0.0000 LR: 8.848e-02 Score 93.116 Data time: 0.1881, Forward time: 2.2691, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.7520 [2020-11-12 16:25:45,881][root][INFO] - ===> Epoch[98](2545/26): Loss -0.4190, Sem 0.2528, dir -0.9287, norm 0.2569, swav 0.0000 LR: 8.847e-02 Score 92.319 Data time: 0.1861, Forward time: 2.2690, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.0524 [2020-11-12 16:25:51,032][root][INFO] - ===> Epoch[98](2546/26): Loss -0.4264, Sem 0.2659, dir -0.9259, norm 0.2336, swav 0.0000 LR: 8.847e-02 Score 91.168 Data time: 0.1989, Forward time: 2.2690, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.0548 [2020-11-12 16:25:56,766][root][INFO] - ===> Epoch[98](2547/26): Loss -0.4210, Sem 0.2616, dir -0.9319, norm 0.2493, swav 0.0000 LR: 8.846e-02 Score 91.798 Data time: 0.1454, Forward time: 2.2688, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.6333 [2020-11-12 16:26:02,519][root][INFO] - ===> Epoch[98](2548/26): Loss -0.3939, Sem 0.2522, dir -0.9248, norm 0.2788, swav 0.0000 LR: 8.846e-02 Score 92.097 Data time: 0.2354, Forward time: 2.2689, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 5.6900 [2020-11-12 16:26:08,484][root][INFO] - ===> Epoch[99](2549/26): Loss -0.4411, Sem 0.2297, dir -0.9279, norm 0.2570, swav 0.0000 LR: 8.845e-02 Score 93.036 Data time: 0.2953, Forward time: 2.2692, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.8455 [2020-11-12 16:26:13,970][root][INFO] - ===> Epoch[99](2550/26): Loss -0.4160, Sem 0.2619, dir -0.9311, norm 0.2531, swav 0.0000 LR: 8.845e-02 Score 92.181 Data time: 0.2240, Forward time: 2.2694, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.3636 [2020-11-12 16:26:20,294][root][INFO] - ===> Epoch[99](2551/26): Loss -0.4232, Sem 0.2492, dir -0.9197, norm 0.2473, swav 0.0000 LR: 8.844e-02 Score 92.164 Data time: 0.1344, Forward time: 2.2690, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 6.2106 [2020-11-12 16:26:25,473][root][INFO] - ===> Epoch[99](2552/26): Loss -0.3983, Sem 0.2493, dir -0.9240, norm 0.2764, swav 0.0000 LR: 8.844e-02 Score 91.730 Data time: 0.2045, Forward time: 2.2689, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.1302 [2020-11-12 16:26:31,442][root][INFO] - ===> Epoch[99](2553/26): Loss -0.4266, Sem 0.2537, dir -0.9308, norm 0.2506, swav 0.0000 LR: 8.844e-02 Score 91.881 Data time: 0.2277, Forward time: 2.2690, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.8863 [2020-11-12 16:26:37,628][root][INFO] - ===> Epoch[99](2554/26): Loss -0.4351, Sem 0.2254, dir -0.9269, norm 0.2664, swav 0.0000 LR: 8.843e-02 Score 92.964 Data time: 0.2141, Forward time: 2.2690, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 6.0671 [2020-11-12 16:26:43,108][root][INFO] - ===> Epoch[99](2555/26): Loss -0.4433, Sem 0.2420, dir -0.9302, norm 0.2448, swav 0.0000 LR: 8.843e-02 Score 92.317 Data time: 0.2685, Forward time: 2.2692, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.3564 [2020-11-12 16:26:48,933][root][INFO] - ===> Epoch[99](2556/26): Loss -0.3983, Sem 0.2539, dir -0.9208, norm 0.2685, swav 0.0000 LR: 8.842e-02 Score 92.270 Data time: 0.1811, Forward time: 2.2691, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.7177 [2020-11-12 16:26:53,970][root][INFO] - ===> Epoch[99](2557/26): Loss -0.3739, Sem 0.2505, dir -0.9154, norm 0.2910, swav 0.0000 LR: 8.842e-02 Score 92.261 Data time: 0.1792, Forward time: 2.2689, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 4.9519 [2020-11-12 16:26:59,162][root][INFO] - ===> Epoch[99](2558/26): Loss -0.4232, Sem 0.2390, dir -0.9313, norm 0.2691, swav 0.0000 LR: 8.841e-02 Score 92.599 Data time: 0.1947, Forward time: 2.2688, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.1082 [2020-11-12 16:27:06,100][root][INFO] - ===> Epoch[99](2559/26): Loss -0.4663, Sem 0.2233, dir -0.9215, norm 0.2320, swav 0.0000 LR: 8.841e-02 Score 93.194 Data time: 0.3650, Forward time: 2.2693, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 6.8321 [2020-11-12 16:27:10,680][root][INFO] - ===> Epoch[99](2560/26): Loss -0.4671, Sem 0.2211, dir -0.9306, norm 0.2424, swav 0.0000 LR: 8.840e-02 Score 93.047 Data time: 0.1559, Forward time: 2.2691, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 4.4502 [2020-11-12 16:27:16,959][root][INFO] - ===> Epoch[99](2561/26): Loss -0.4512, Sem 0.2505, dir -0.9315, norm 0.2299, swav 0.0000 LR: 8.840e-02 Score 91.639 Data time: 0.1898, Forward time: 2.2690, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 6.2027 [2020-11-12 16:27:21,440][root][INFO] - ===> Epoch[99](2562/26): Loss -0.3610, Sem 0.3102, dir -0.9278, norm 0.2566, swav 0.0000 LR: 8.839e-02 Score 90.275 Data time: 0.1914, Forward time: 2.2689, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 4.3823 [2020-11-12 16:27:28,062][root][INFO] - ===> Epoch[99](2563/26): Loss -0.3988, Sem 0.2449, dir -0.9241, norm 0.2804, swav 0.0000 LR: 8.839e-02 Score 92.063 Data time: 0.2273, Forward time: 2.2690, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 6.5349 [2020-11-12 16:27:33,100][root][INFO] - ===> Epoch[99](2564/26): Loss -0.3940, Sem 0.2774, dir -0.9267, norm 0.2554, swav 0.0000 LR: 8.838e-02 Score 90.973 Data time: 0.2303, Forward time: 2.2691, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 4.9267 [2020-11-12 16:27:38,588][root][INFO] - ===> Epoch[99](2565/26): Loss -0.3969, Sem 0.2684, dir -0.9289, norm 0.2636, swav 0.0000 LR: 8.838e-02 Score 91.561 Data time: 0.2352, Forward time: 2.2691, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 5.3561 [2020-11-12 16:27:44,609][root][INFO] - ===> Epoch[99](2566/26): Loss -0.4376, Sem 0.2405, dir -0.9297, norm 0.2516, swav 0.0000 LR: 8.838e-02 Score 92.768 Data time: 0.2461, Forward time: 2.2693, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 5.9147 [2020-11-12 16:27:51,808][root][INFO] - ===> Epoch[99](2567/26): Loss -0.4373, Sem 0.2355, dir -0.9278, norm 0.2550, swav 0.0000 LR: 8.837e-02 Score 92.991 Data time: 0.3050, Forward time: 2.2696, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 7.0777 [2020-11-12 16:27:57,477][root][INFO] - ===> Epoch[99](2568/26): Loss -0.4681, Sem 0.2424, dir -0.9420, norm 0.2314, swav 0.0000 LR: 8.837e-02 Score 92.096 Data time: 0.2559, Forward time: 2.2699, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 5.5342 [2020-11-12 16:28:02,035][root][INFO] - ===> Epoch[99](2569/26): Loss -0.4480, Sem 0.2267, dir -0.9324, norm 0.2577, swav 0.0000 LR: 8.836e-02 Score 92.527 Data time: 0.1361, Forward time: 2.2696, Backward time: 3.1296, DDP time: 0.0038, Total iter time: 4.4502 [2020-11-12 16:28:06,390][root][INFO] - ===> Epoch[99](2570/26): Loss -0.4687, Sem 0.2134, dir -0.9282, norm 0.2461, swav 0.0000 LR: 8.836e-02 Score 93.562 Data time: 0.1983, Forward time: 2.2695, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 4.2965 [2020-11-12 16:28:12,714][root][INFO] - ===> Epoch[99](2571/26): Loss -0.4739, Sem 0.2206, dir -0.9301, norm 0.2356, swav 0.0000 LR: 8.835e-02 Score 93.133 Data time: 0.3156, Forward time: 2.2699, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 6.2331 [2020-11-12 16:28:18,957][root][INFO] - ===> Epoch[99](2572/26): Loss -0.4592, Sem 0.2362, dir -0.9339, norm 0.2386, swav 0.0000 LR: 8.835e-02 Score 92.489 Data time: 0.2329, Forward time: 2.2701, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 6.1018 [2020-11-12 16:28:24,278][root][INFO] - ===> Epoch[99](2573/26): Loss -0.4404, Sem 0.2328, dir -0.9241, norm 0.2509, swav 0.0000 LR: 8.834e-02 Score 92.651 Data time: 0.2248, Forward time: 2.2701, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 5.2025 [2020-11-12 16:28:30,870][root][INFO] - ===> Epoch[99](2574/26): Loss -0.3563, Sem 0.2845, dir -0.9239, norm 0.2831, swav 0.0000 LR: 8.834e-02 Score 91.340 Data time: 0.1957, Forward time: 2.2701, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 6.4931 [2020-11-12 16:28:36,611][root][INFO] - ===> Epoch[100](2575/26): Loss -0.3916, Sem 0.2578, dir -0.9265, norm 0.2771, swav 0.0000 LR: 8.833e-02 Score 91.753 Data time: 0.2019, Forward time: 2.2701, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 5.6148 [2020-11-12 16:28:41,476][root][INFO] - ===> Epoch[100](2576/26): Loss -0.4286, Sem 0.2523, dir -0.9300, norm 0.2491, swav 0.0000 LR: 8.833e-02 Score 92.111 Data time: 0.2088, Forward time: 2.2700, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 4.7577 [2020-11-12 16:28:47,745][root][INFO] - ===> Epoch[100](2577/26): Loss -0.4364, Sem 0.2395, dir -0.9313, norm 0.2554, swav 0.0000 LR: 8.833e-02 Score 92.460 Data time: 0.2706, Forward time: 2.2703, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 6.1810 [2020-11-12 16:28:53,082][root][INFO] - ===> Epoch[100](2578/26): Loss -0.4710, Sem 0.2218, dir -0.9314, norm 0.2385, swav 0.0000 LR: 8.832e-02 Score 92.919 Data time: 0.2099, Forward time: 2.2703, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 5.1929 [2020-11-12 16:28:59,527][root][INFO] - ===> Epoch[100](2579/26): Loss -0.3302, Sem 0.2731, dir -0.9125, norm 0.3092, swav 0.0000 LR: 8.832e-02 Score 91.971 Data time: 0.2147, Forward time: 2.2703, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 6.3455 [2020-11-12 16:29:05,160][root][INFO] - ===> Epoch[100](2580/26): Loss -0.3972, Sem 0.2802, dir -0.9279, norm 0.2504, swav 0.0000 LR: 8.831e-02 Score 91.103 Data time: 0.0972, Forward time: 2.2699, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 5.5049 [2020-11-12 16:29:11,174][root][INFO] - ===> Epoch[100](2581/26): Loss -0.4143, Sem 0.2366, dir -0.9254, norm 0.2745, swav 0.0000 LR: 8.831e-02 Score 92.680 Data time: 0.1263, Forward time: 2.2695, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 5.9526 [2020-11-12 16:29:16,640][root][INFO] - ===> Epoch[100](2582/26): Loss -0.3748, Sem 0.2593, dir -0.9200, norm 0.2859, swav 0.0000 LR: 8.830e-02 Score 92.543 Data time: 0.2478, Forward time: 2.2697, Backward time: 3.1294, DDP time: 0.0038, Total iter time: 5.4136 [2020-11-12 16:29:22,599][root][INFO] - ===> Epoch[100](2583/26): Loss -0.3698, Sem 0.2830, dir -0.9238, norm 0.2710, swav 0.0000 LR: 8.830e-02 Score 91.527 Data time: 0.2226, Forward time: 2.2697, Backward time: 3.1294, DDP time: 0.0038, Total iter time: 5.8387 [2020-11-12 16:29:28,338][root][INFO] - ===> Epoch[100](2584/26): Loss -0.4080, Sem 0.2733, dir -0.9312, norm 0.2498, swav 0.0000 LR: 8.829e-02 Score 91.142 Data time: 0.1929, Forward time: 2.2697, Backward time: 3.1294, DDP time: 0.0038, Total iter time: 5.6116 [2020-11-12 16:29:34,787][root][INFO] - ===> Epoch[100](2585/26): Loss -0.3861, Sem 0.2544, dir -0.9172, norm 0.2767, swav 0.0000 LR: 8.829e-02 Score 92.061 Data time: 0.2360, Forward time: 2.2697, Backward time: 3.1296, DDP time: 0.0038, Total iter time: 6.3407 [2020-11-12 16:29:41,697][root][INFO] - ===> Epoch[100](2586/26): Loss -0.4042, Sem 0.2328, dir -0.9260, norm 0.2890, swav 0.0000 LR: 8.828e-02 Score 92.803 Data time: 0.2945, Forward time: 2.2701, Backward time: 3.1296, DDP time: 0.0038, Total iter time: 6.7773 [2020-11-12 16:29:47,300][root][INFO] - ===> Epoch[100](2587/26): Loss -0.4084, Sem 0.2443, dir -0.9320, norm 0.2793, swav 0.0000 LR: 8.828e-02 Score 92.455 Data time: 0.2578, Forward time: 2.2703, Backward time: 3.1294, DDP time: 0.0038, Total iter time: 5.4430 [2020-11-12 16:29:52,368][root][INFO] - ===> Epoch[100](2588/26): Loss -0.4906, Sem 0.2026, dir -0.9328, norm 0.2396, swav 0.0000 LR: 8.828e-02 Score 93.301 Data time: 0.1998, Forward time: 2.2704, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 4.9416 [2020-11-12 16:30:00,660][root][INFO] - ===> Epoch[100](2589/26): Loss -0.3266, Sem 0.2566, dir -0.9150, norm 0.3318, swav 0.0000 LR: 8.827e-02 Score 91.679 Data time: 0.3968, Forward time: 2.2710, Backward time: 3.1293, DDP time: 0.0038, Total iter time: 8.1798 [2020-11-12 16:30:06,015][root][INFO] - ===> Epoch[100](2590/26): Loss -0.4145, Sem 0.2438, dir -0.9271, norm 0.2688, swav 0.0000 LR: 8.827e-02 Score 92.151 Data time: 0.1895, Forward time: 2.2710, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 5.2023 [2020-11-12 16:30:12,503][root][INFO] - ===> Epoch[100](2591/26): Loss -0.4563, Sem 0.2147, dir -0.9248, norm 0.2537, swav 0.0000 LR: 8.826e-02 Score 93.254 Data time: 0.2601, Forward time: 2.2710, Backward time: 3.1294, DDP time: 0.0038, Total iter time: 6.3862 [2020-11-12 16:30:17,969][root][INFO] - ===> Epoch[100](2592/26): Loss -0.4376, Sem 0.2315, dir -0.9327, norm 0.2635, swav 0.0000 LR: 8.826e-02 Score 92.600 Data time: 0.2528, Forward time: 2.2711, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 5.3702 [2020-11-12 16:30:23,743][root][INFO] - ===> Epoch[100](2593/26): Loss -0.4054, Sem 0.2699, dir -0.9305, norm 0.2553, swav 0.0000 LR: 8.825e-02 Score 91.320 Data time: 0.1992, Forward time: 2.2711, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 5.6523 [2020-11-12 16:30:30,539][root][INFO] - ===> Epoch[100](2594/26): Loss -0.4241, Sem 0.2237, dir -0.9182, norm 0.2704, swav 0.0000 LR: 8.825e-02 Score 92.730 Data time: 0.1563, Forward time: 2.2709, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 6.7123 [2020-11-12 16:30:35,868][root][INFO] - ===> Epoch[100](2595/26): Loss -0.4209, Sem 0.2557, dir -0.9310, norm 0.2545, swav 0.0000 LR: 8.824e-02 Score 91.713 Data time: 0.1466, Forward time: 2.2706, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 5.2495 [2020-11-12 16:30:41,660][root][INFO] - ===> Epoch[100](2596/26): Loss -0.4099, Sem 0.2562, dir -0.9313, norm 0.2653, swav 0.0000 LR: 8.824e-02 Score 91.908 Data time: 0.2100, Forward time: 2.2708, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 5.7287 [2020-11-12 16:30:47,613][root][INFO] - ===> Epoch[100](2597/26): Loss -0.4592, Sem 0.2075, dir -0.9263, norm 0.2596, swav 0.0000 LR: 8.823e-02 Score 93.313 Data time: 0.1677, Forward time: 2.2706, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.8281 [2020-11-12 16:30:52,533][root][INFO] - ===> Epoch[100](2598/26): Loss -0.3941, Sem 0.2346, dir -0.9221, norm 0.2934, swav 0.0000 LR: 8.823e-02 Score 92.700 Data time: 0.1518, Forward time: 2.2703, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 4.8405 [2020-11-12 16:30:58,590][root][INFO] - ===> Epoch[100](2599/26): Loss -0.4440, Sem 0.2181, dir -0.9243, norm 0.2623, swav 0.0000 LR: 8.823e-02 Score 93.129 Data time: 0.2689, Forward time: 2.2706, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 6.0166 [2020-11-12 16:31:03,983][root][INFO] - ===> Epoch[100](2600/26): Loss -0.4491, Sem 0.2264, dir -0.9291, norm 0.2536, swav 0.0000 LR: 8.822e-02 Score 92.941 Data time: 0.1919, Forward time: 2.2705, Backward time: 3.1296, DDP time: 0.0038, Total iter time: 5.2708 [2020-11-12 16:31:09,959][root][INFO] - ===> Epoch[101](2601/26): Loss -0.4253, Sem 0.2363, dir -0.9256, norm 0.2640, swav 0.0000 LR: 8.822e-02 Score 92.310 Data time: 0.1643, Forward time: 2.2704, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.8932 [2020-11-12 16:31:15,651][root][INFO] - ===> Epoch[101](2602/26): Loss -0.4471, Sem 0.2356, dir -0.9279, norm 0.2453, swav 0.0000 LR: 8.821e-02 Score 92.294 Data time: 0.2055, Forward time: 2.2703, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.6132 [2020-11-12 16:31:21,607][root][INFO] - ===> Epoch[101](2603/26): Loss -0.4267, Sem 0.2166, dir -0.9243, norm 0.2810, swav 0.0000 LR: 8.821e-02 Score 93.027 Data time: 0.1583, Forward time: 2.2701, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 5.8389 [2020-11-12 16:31:28,235][root][INFO] - ===> Epoch[101](2604/26): Loss -0.4386, Sem 0.2314, dir -0.9325, norm 0.2625, swav 0.0000 LR: 8.820e-02 Score 92.900 Data time: 0.3523, Forward time: 2.2705, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 6.5496 [2020-11-12 16:31:33,516][root][INFO] - ===> Epoch[101](2605/26): Loss -0.4489, Sem 0.2311, dir -0.9300, norm 0.2500, swav 0.0000 LR: 8.820e-02 Score 92.649 Data time: 0.2248, Forward time: 2.2707, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 5.1528 [2020-11-12 16:31:38,398][root][INFO] - ===> Epoch[101](2606/26): Loss -0.4277, Sem 0.2228, dir -0.9248, norm 0.2744, swav 0.0000 LR: 8.819e-02 Score 92.885 Data time: 0.1982, Forward time: 2.2707, Backward time: 3.1293, DDP time: 0.0038, Total iter time: 4.7540 [2020-11-12 16:31:43,273][root][INFO] - ===> Epoch[101](2607/26): Loss -0.4641, Sem 0.2371, dir -0.9368, norm 0.2356, swav 0.0000 LR: 8.819e-02 Score 92.663 Data time: 0.1813, Forward time: 2.2705, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 4.7613 [2020-11-12 16:31:48,552][root][INFO] - ===> Epoch[101](2608/26): Loss -0.4567, Sem 0.2193, dir -0.9299, norm 0.2539, swav 0.0000 LR: 8.818e-02 Score 92.942 Data time: 0.2156, Forward time: 2.2706, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 5.2121 [2020-11-12 16:31:53,664][root][INFO] - ===> Epoch[101](2609/26): Loss -0.4433, Sem 0.2374, dir -0.9357, norm 0.2550, swav 0.0000 LR: 8.818e-02 Score 92.660 Data time: 0.1972, Forward time: 2.2706, Backward time: 3.1287, DDP time: 0.0038, Total iter time: 5.0057 [2020-11-12 16:31:58,910][root][INFO] - ===> Epoch[101](2610/26): Loss -0.4289, Sem 0.2380, dir -0.9289, norm 0.2620, swav 0.0000 LR: 8.818e-02 Score 92.155 Data time: 0.2115, Forward time: 2.2705, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 5.1490 [2020-11-12 16:32:04,265][root][INFO] - ===> Epoch[101](2611/26): Loss -0.4082, Sem 0.2449, dir -0.9272, norm 0.2741, swav 0.0000 LR: 8.817e-02 Score 92.679 Data time: 0.2397, Forward time: 2.2707, Backward time: 3.1282, DDP time: 0.0038, Total iter time: 5.2576 [2020-11-12 16:32:10,491][root][INFO] - ===> Epoch[101](2612/26): Loss -0.4613, Sem 0.2257, dir -0.9399, norm 0.2529, swav 0.0000 LR: 8.817e-02 Score 92.738 Data time: 0.2121, Forward time: 2.2707, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 6.1002 [2020-11-12 16:32:16,688][root][INFO] - ===> Epoch[101](2613/26): Loss -0.4683, Sem 0.2245, dir -0.9352, norm 0.2424, swav 0.0000 LR: 8.816e-02 Score 92.641 Data time: 0.2029, Forward time: 2.2707, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 6.1071 [2020-11-12 16:32:23,289][root][INFO] - ===> Epoch[101](2614/26): Loss -0.4438, Sem 0.2367, dir -0.9276, norm 0.2471, swav 0.0000 LR: 8.816e-02 Score 92.414 Data time: 0.1690, Forward time: 2.2706, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 6.4954 [2020-11-12 16:32:28,173][root][INFO] - ===> Epoch[101](2615/26): Loss -0.4082, Sem 0.2580, dir -0.9182, norm 0.2521, swav 0.0000 LR: 8.815e-02 Score 91.793 Data time: 0.1805, Forward time: 2.2705, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 4.8080 [2020-11-12 16:32:33,241][root][INFO] - ===> Epoch[101](2616/26): Loss -0.4019, Sem 0.2506, dir -0.9266, norm 0.2741, swav 0.0000 LR: 8.815e-02 Score 91.861 Data time: 0.1434, Forward time: 2.2703, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 4.9682 [2020-11-12 16:32:39,802][root][INFO] - ===> Epoch[101](2617/26): Loss -0.4388, Sem 0.2439, dir -0.9257, norm 0.2430, swav 0.0000 LR: 8.814e-02 Score 92.547 Data time: 0.1823, Forward time: 2.2702, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 6.5125 [2020-11-12 16:32:45,107][root][INFO] - ===> Epoch[101](2618/26): Loss -0.5076, Sem 0.1914, dir -0.9293, norm 0.2303, swav 0.0000 LR: 8.814e-02 Score 93.840 Data time: 0.2570, Forward time: 2.2703, Backward time: 3.1287, DDP time: 0.0038, Total iter time: 5.1880 [2020-11-12 16:32:50,410][root][INFO] - ===> Epoch[101](2619/26): Loss -0.4822, Sem 0.1973, dir -0.9315, norm 0.2520, swav 0.0000 LR: 8.813e-02 Score 93.530 Data time: 0.2402, Forward time: 2.2705, Backward time: 3.1283, DDP time: 0.0038, Total iter time: 5.1971 [2020-11-12 16:32:55,691][root][INFO] - ===> Epoch[101](2620/26): Loss -0.3922, Sem 0.2579, dir -0.9196, norm 0.2695, swav 0.0000 LR: 8.813e-02 Score 91.627 Data time: 0.2221, Forward time: 2.2705, Backward time: 3.1281, DDP time: 0.0038, Total iter time: 5.1846 [2020-11-12 16:33:00,750][root][INFO] - ===> Epoch[101](2621/26): Loss -0.4136, Sem 0.2461, dir -0.9263, norm 0.2666, swav 0.0000 LR: 8.812e-02 Score 92.640 Data time: 0.1884, Forward time: 2.2705, Backward time: 3.1279, DDP time: 0.0038, Total iter time: 4.9568 [2020-11-12 16:33:07,233][root][INFO] - ===> Epoch[101](2622/26): Loss -0.4366, Sem 0.2237, dir -0.9298, norm 0.2695, swav 0.0000 LR: 8.812e-02 Score 92.527 Data time: 0.1726, Forward time: 2.2703, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 6.3858 [2020-11-12 16:33:14,609][root][INFO] - ===> Epoch[101](2623/26): Loss -0.5207, Sem 0.1879, dir -0.9438, norm 0.2352, swav 0.0000 LR: 8.812e-02 Score 93.770 Data time: 0.1477, Forward time: 2.2701, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 7.3146 [2020-11-12 16:33:19,853][root][INFO] - ===> Epoch[101](2624/26): Loss -0.4019, Sem 0.2339, dir -0.9178, norm 0.2819, swav 0.0000 LR: 8.811e-02 Score 92.770 Data time: 0.1681, Forward time: 2.2699, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 5.1649 [2020-11-12 16:33:25,731][root][INFO] - ===> Epoch[101](2625/26): Loss -0.4902, Sem 0.2078, dir -0.9377, norm 0.2398, swav 0.0000 LR: 8.811e-02 Score 93.095 Data time: 0.1875, Forward time: 2.2698, Backward time: 3.1293, DDP time: 0.0038, Total iter time: 5.8217 [2020-11-12 16:33:30,831][root][INFO] - ===> Epoch[101](2626/26): Loss -0.4552, Sem 0.2274, dir -0.9228, norm 0.2402, swav 0.0000 LR: 8.810e-02 Score 92.464 Data time: 0.2073, Forward time: 2.2698, Backward time: 3.1291, DDP time: 0.0038, Total iter time: 5.0346 [2020-11-12 16:33:35,762][root][INFO] - ===> Epoch[102](2627/26): Loss -0.4480, Sem 0.2306, dir -0.9319, norm 0.2533, swav 0.0000 LR: 8.810e-02 Score 92.603 Data time: 0.2436, Forward time: 2.2698, Backward time: 3.1287, DDP time: 0.0038, Total iter time: 4.8026 [2020-11-12 16:33:42,123][root][INFO] - ===> Epoch[102](2628/26): Loss -0.4315, Sem 0.2422, dir -0.9273, norm 0.2535, swav 0.0000 LR: 8.809e-02 Score 92.150 Data time: 0.3222, Forward time: 2.2702, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 6.2597 [2020-11-12 16:33:47,480][root][INFO] - ===> Epoch[102](2629/26): Loss -0.4459, Sem 0.2375, dir -0.9238, norm 0.2404, swav 0.0000 LR: 8.809e-02 Score 91.925 Data time: 0.1788, Forward time: 2.2701, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 5.2407 [2020-11-12 16:33:53,501][root][INFO] - ===> Epoch[102](2630/26): Loss -0.4686, Sem 0.2302, dir -0.9370, norm 0.2382, swav 0.0000 LR: 8.808e-02 Score 93.204 Data time: 0.2148, Forward time: 2.2701, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 5.9341 [2020-11-12 16:33:59,292][root][INFO] - ===> Epoch[102](2631/26): Loss -0.3772, Sem 0.2660, dir -0.9162, norm 0.2730, swav 0.0000 LR: 8.808e-02 Score 92.037 Data time: 0.2041, Forward time: 2.2701, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 5.6815 [2020-11-12 16:34:04,556][root][INFO] - ===> Epoch[102](2632/26): Loss -0.4085, Sem 0.2372, dir -0.9244, norm 0.2787, swav 0.0000 LR: 8.807e-02 Score 92.423 Data time: 0.2074, Forward time: 2.2700, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 5.1730 [2020-11-12 16:34:10,567][root][INFO] - ===> Epoch[102](2633/26): Loss -0.3827, Sem 0.2543, dir -0.9247, norm 0.2877, swav 0.0000 LR: 8.807e-02 Score 91.899 Data time: 0.2699, Forward time: 2.2703, Backward time: 3.1282, DDP time: 0.0038, Total iter time: 5.9442 [2020-11-12 16:34:15,599][root][INFO] - ===> Epoch[102](2634/26): Loss -0.3938, Sem 0.2691, dir -0.9275, norm 0.2646, swav 0.0000 LR: 8.807e-02 Score 91.213 Data time: 0.1588, Forward time: 2.2702, Backward time: 3.1281, DDP time: 0.0038, Total iter time: 4.9014 [2020-11-12 16:34:21,629][root][INFO] - ===> Epoch[102](2635/26): Loss -0.4539, Sem 0.2159, dir -0.9331, norm 0.2633, swav 0.0000 LR: 8.806e-02 Score 93.195 Data time: 0.1960, Forward time: 2.2701, Backward time: 3.1282, DDP time: 0.0038, Total iter time: 5.9190 [2020-11-12 16:34:27,367][root][INFO] - ===> Epoch[102](2636/26): Loss -0.4342, Sem 0.2271, dir -0.9318, norm 0.2705, swav 0.0000 LR: 8.806e-02 Score 93.056 Data time: 0.2849, Forward time: 2.2703, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 5.6410 [2020-11-12 16:34:35,043][root][INFO] - ===> Epoch[102](2637/26): Loss -0.4614, Sem 0.2278, dir -0.9334, norm 0.2442, swav 0.0000 LR: 8.805e-02 Score 92.410 Data time: 0.3869, Forward time: 2.2709, Backward time: 3.1281, DDP time: 0.0038, Total iter time: 7.5497 [2020-11-12 16:34:41,100][root][INFO] - ===> Epoch[102](2638/26): Loss -0.4496, Sem 0.2368, dir -0.9332, norm 0.2468, swav 0.0000 LR: 8.805e-02 Score 92.369 Data time: 0.2609, Forward time: 2.2711, Backward time: 3.1279, DDP time: 0.0038, Total iter time: 5.9198 [2020-11-12 16:34:46,730][root][INFO] - ===> Epoch[102](2639/26): Loss -0.3943, Sem 0.2639, dir -0.9227, norm 0.2645, swav 0.0000 LR: 8.804e-02 Score 91.627 Data time: 0.1456, Forward time: 2.2709, Backward time: 3.1281, DDP time: 0.0038, Total iter time: 5.5178 [2020-11-12 16:34:51,947][root][INFO] - ===> Epoch[102](2640/26): Loss -0.3542, Sem 0.2638, dir -0.9078, norm 0.2899, swav 0.0000 LR: 8.804e-02 Score 92.053 Data time: 0.1818, Forward time: 2.2709, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 5.1439 [2020-11-12 16:34:58,508][root][INFO] - ===> Epoch[102](2641/26): Loss -0.4369, Sem 0.2161, dir -0.9268, norm 0.2739, swav 0.0000 LR: 8.803e-02 Score 93.368 Data time: 0.2009, Forward time: 2.2708, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 6.4596 [2020-11-12 16:35:05,663][root][INFO] - ===> Epoch[102](2642/26): Loss -0.4337, Sem 0.2439, dir -0.9253, norm 0.2476, swav 0.0000 LR: 8.803e-02 Score 92.149 Data time: 0.2181, Forward time: 2.2709, Backward time: 3.1287, DDP time: 0.0038, Total iter time: 7.0648 [2020-11-12 16:35:10,828][root][INFO] - ===> Epoch[102](2643/26): Loss -0.3605, Sem 0.2462, dir -0.9142, norm 0.3075, swav 0.0000 LR: 8.802e-02 Score 92.370 Data time: 0.2057, Forward time: 2.2709, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 5.0480 [2020-11-12 16:35:16,732][root][INFO] - ===> Epoch[102](2644/26): Loss -0.4061, Sem 0.2346, dir -0.9240, norm 0.2833, swav 0.0000 LR: 8.802e-02 Score 92.624 Data time: 0.1922, Forward time: 2.2708, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 5.8194 [2020-11-12 16:35:24,334][root][INFO] - ===> Epoch[102](2645/26): Loss -0.4017, Sem 0.2484, dir -0.9216, norm 0.2714, swav 0.0000 LR: 8.802e-02 Score 91.924 Data time: 0.1694, Forward time: 2.2706, Backward time: 3.1295, DDP time: 0.0038, Total iter time: 7.5089 [2020-11-12 16:35:31,421][root][INFO] - ===> Epoch[102](2646/26): Loss -0.4533, Sem 0.2270, dir -0.9334, norm 0.2531, swav 0.0000 LR: 8.801e-02 Score 92.830 Data time: 0.1897, Forward time: 2.2706, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 7.0076 [2020-11-12 16:35:36,095][root][INFO] - ===> Epoch[102](2647/26): Loss -0.4282, Sem 0.2658, dir -0.9269, norm 0.2329, swav 0.0000 LR: 8.801e-02 Score 92.242 Data time: 0.1699, Forward time: 2.2705, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 4.5717 [2020-11-12 16:35:41,603][root][INFO] - ===> Epoch[102](2648/26): Loss -0.4567, Sem 0.2109, dir -0.9329, norm 0.2653, swav 0.0000 LR: 8.800e-02 Score 93.251 Data time: 0.1303, Forward time: 2.2701, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.4169 [2020-11-12 16:35:46,948][root][INFO] - ===> Epoch[102](2649/26): Loss -0.4463, Sem 0.2208, dir -0.9294, norm 0.2624, swav 0.0000 LR: 8.800e-02 Score 93.041 Data time: 0.1749, Forward time: 2.2700, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.3034 [2020-11-12 16:35:53,018][root][INFO] - ===> Epoch[102](2650/26): Loss -0.3947, Sem 0.2551, dir -0.9306, norm 0.2808, swav 0.0000 LR: 8.799e-02 Score 92.135 Data time: 0.2123, Forward time: 2.2700, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 5.9761 [2020-11-12 16:35:58,261][root][INFO] - ===> Epoch[102](2651/26): Loss -0.4076, Sem 0.2656, dir -0.9357, norm 0.2625, swav 0.0000 LR: 8.799e-02 Score 91.741 Data time: 0.1966, Forward time: 2.2700, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 5.1191 [2020-11-12 16:36:06,299][root][INFO] - ===> Epoch[102](2652/26): Loss -0.3875, Sem 0.2560, dir -0.9156, norm 0.2721, swav 0.0000 LR: 8.798e-02 Score 91.999 Data time: 0.2455, Forward time: 2.2701, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 7.9430 [2020-11-12 16:36:12,570][root][INFO] - ===> Epoch[103](2653/26): Loss -0.4347, Sem 0.2319, dir -0.9276, norm 0.2609, swav 0.0000 LR: 8.798e-02 Score 92.476 Data time: 0.2184, Forward time: 2.2701, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 6.1515 [2020-11-12 16:36:18,385][root][INFO] - ===> Epoch[103](2654/26): Loss -0.4984, Sem 0.1965, dir -0.9403, norm 0.2453, swav 0.0000 LR: 8.797e-02 Score 93.686 Data time: 0.3073, Forward time: 2.2704, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 5.6982 [2020-11-12 16:36:24,061][root][INFO] - ===> Epoch[103](2655/26): Loss -0.4825, Sem 0.2124, dir -0.9338, norm 0.2389, swav 0.0000 LR: 8.797e-02 Score 93.320 Data time: 0.1805, Forward time: 2.2702, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.5436 [2020-11-12 16:36:31,643][root][INFO] - ===> Epoch[103](2656/26): Loss -0.3937, Sem 0.2761, dir -0.9212, norm 0.2515, swav 0.0000 LR: 8.797e-02 Score 90.986 Data time: 0.2103, Forward time: 2.2703, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 7.5160 [2020-11-12 16:36:37,938][root][INFO] - ===> Epoch[103](2657/26): Loss -0.4306, Sem 0.2443, dir -0.9279, norm 0.2531, swav 0.0000 LR: 8.796e-02 Score 92.071 Data time: 0.1780, Forward time: 2.2702, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.1859 [2020-11-12 16:36:43,523][root][INFO] - ===> Epoch[103](2658/26): Loss -0.4635, Sem 0.2229, dir -0.9307, norm 0.2442, swav 0.0000 LR: 8.796e-02 Score 92.943 Data time: 0.1244, Forward time: 2.2699, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 5.4751 [2020-11-12 16:36:49,091][root][INFO] - ===> Epoch[103](2659/26): Loss -0.3529, Sem 0.2805, dir -0.9180, norm 0.2846, swav 0.0000 LR: 8.795e-02 Score 91.930 Data time: 0.1689, Forward time: 2.2698, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 5.5334 [2020-11-12 16:36:54,559][root][INFO] - ===> Epoch[103](2660/26): Loss -0.4108, Sem 0.2499, dir -0.9306, norm 0.2699, swav 0.0000 LR: 8.795e-02 Score 92.004 Data time: 0.2022, Forward time: 2.2697, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 5.3820 [2020-11-12 16:37:00,411][root][INFO] - ===> Epoch[103](2661/26): Loss -0.3577, Sem 0.2784, dir -0.9196, norm 0.2835, swav 0.0000 LR: 8.794e-02 Score 91.581 Data time: 0.2381, Forward time: 2.2698, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 5.7783 [2020-11-12 16:37:05,286][root][INFO] - ===> Epoch[103](2662/26): Loss -0.4745, Sem 0.2293, dir -0.9419, norm 0.2381, swav 0.0000 LR: 8.794e-02 Score 93.155 Data time: 0.1770, Forward time: 2.2697, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 4.7494 [2020-11-12 16:37:11,027][root][INFO] - ===> Epoch[103](2663/26): Loss -0.4118, Sem 0.2642, dir -0.9277, norm 0.2518, swav 0.0000 LR: 8.793e-02 Score 92.165 Data time: 0.2310, Forward time: 2.2698, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.6701 [2020-11-12 16:37:16,302][root][INFO] - ===> Epoch[103](2664/26): Loss -0.3886, Sem 0.2570, dir -0.9232, norm 0.2776, swav 0.0000 LR: 8.793e-02 Score 91.922 Data time: 0.2003, Forward time: 2.2698, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.1648 [2020-11-12 16:37:21,563][root][INFO] - ===> Epoch[103](2665/26): Loss -0.3964, Sem 0.2572, dir -0.9229, norm 0.2694, swav 0.0000 LR: 8.792e-02 Score 92.026 Data time: 0.2094, Forward time: 2.2698, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.1493 [2020-11-12 16:37:26,314][root][INFO] - ===> Epoch[103](2666/26): Loss -0.4809, Sem 0.2176, dir -0.9361, norm 0.2376, swav 0.0000 LR: 8.792e-02 Score 93.138 Data time: 0.1656, Forward time: 2.2697, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 4.6370 [2020-11-12 16:37:32,540][root][INFO] - ===> Epoch[103](2667/26): Loss -0.4434, Sem 0.2268, dir -0.9281, norm 0.2579, swav 0.0000 LR: 8.791e-02 Score 93.102 Data time: 0.1486, Forward time: 2.2694, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 6.1500 [2020-11-12 16:37:38,015][root][INFO] - ===> Epoch[103](2668/26): Loss -0.4451, Sem 0.2465, dir -0.9318, norm 0.2402, swav 0.0000 LR: 8.791e-02 Score 92.480 Data time: 0.2542, Forward time: 2.2696, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.4288 [2020-11-12 16:37:44,175][root][INFO] - ===> Epoch[103](2669/26): Loss -0.4520, Sem 0.2479, dir -0.9391, norm 0.2393, swav 0.0000 LR: 8.791e-02 Score 92.288 Data time: 0.2415, Forward time: 2.2697, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 6.0601 [2020-11-12 16:37:49,247][root][INFO] - ===> Epoch[103](2670/26): Loss -0.3667, Sem 0.2698, dir -0.9208, norm 0.2843, swav 0.0000 LR: 8.790e-02 Score 91.472 Data time: 0.2168, Forward time: 2.2697, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 4.9508 [2020-11-12 16:37:55,031][root][INFO] - ===> Epoch[103](2671/26): Loss -0.4178, Sem 0.2627, dir -0.9287, norm 0.2482, swav 0.0000 LR: 8.790e-02 Score 91.741 Data time: 0.1946, Forward time: 2.2697, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 5.6994 [2020-11-12 16:38:00,728][root][INFO] - ===> Epoch[103](2672/26): Loss -0.4055, Sem 0.2364, dir -0.9280, norm 0.2862, swav 0.0000 LR: 8.789e-02 Score 92.807 Data time: 0.1986, Forward time: 2.2696, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.5926 [2020-11-12 16:38:05,688][root][INFO] - ===> Epoch[103](2673/26): Loss -0.4493, Sem 0.2321, dir -0.9235, norm 0.2421, swav 0.0000 LR: 8.789e-02 Score 92.430 Data time: 0.2031, Forward time: 2.2696, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 4.8683 [2020-11-12 16:38:11,804][root][INFO] - ===> Epoch[103](2674/26): Loss -0.4291, Sem 0.2284, dir -0.9228, norm 0.2654, swav 0.0000 LR: 8.788e-02 Score 92.621 Data time: 0.2028, Forward time: 2.2696, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 6.0290 [2020-11-12 16:38:19,212][root][INFO] - ===> Epoch[103](2675/26): Loss -0.4742, Sem 0.2148, dir -0.9291, norm 0.2401, swav 0.0000 LR: 8.788e-02 Score 92.815 Data time: 0.2756, Forward time: 2.2698, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 7.3058 [2020-11-12 16:38:24,548][root][INFO] - ===> Epoch[103](2676/26): Loss -0.3721, Sem 0.2634, dir -0.9194, norm 0.2839, swav 0.0000 LR: 8.787e-02 Score 91.833 Data time: 0.2413, Forward time: 2.2699, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.1909 [2020-11-12 16:38:31,333][root][INFO] - ===> Epoch[103](2677/26): Loss -0.4090, Sem 0.2498, dir -0.9265, norm 0.2678, swav 0.0000 LR: 8.787e-02 Score 92.302 Data time: 0.3464, Forward time: 2.2703, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 6.6851 [2020-11-12 16:38:37,415][root][INFO] - ===> Epoch[103](2678/26): Loss -0.3870, Sem 0.2416, dir -0.9186, norm 0.2900, swav 0.0000 LR: 8.786e-02 Score 92.400 Data time: 0.2343, Forward time: 2.2704, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.9364 [2020-11-12 16:38:42,138][root][INFO] - ===> Epoch[104](2679/26): Loss -0.4723, Sem 0.2270, dir -0.9339, norm 0.2345, swav 0.0000 LR: 8.786e-02 Score 92.637 Data time: 0.2179, Forward time: 2.2704, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 4.6156 [2020-11-12 16:38:47,922][root][INFO] - ===> Epoch[104](2680/26): Loss -0.4258, Sem 0.2259, dir -0.9250, norm 0.2732, swav 0.0000 LR: 8.786e-02 Score 92.506 Data time: 0.2034, Forward time: 2.2704, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 5.6568 [2020-11-12 16:38:52,944][root][INFO] - ===> Epoch[104](2681/26): Loss -0.3963, Sem 0.2644, dir -0.9246, norm 0.2639, swav 0.0000 LR: 8.785e-02 Score 91.695 Data time: 0.2403, Forward time: 2.2704, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 4.9036 [2020-11-12 16:38:58,053][root][INFO] - ===> Epoch[104](2682/26): Loss -0.4036, Sem 0.2614, dir -0.9276, norm 0.2626, swav 0.0000 LR: 8.785e-02 Score 91.999 Data time: 0.1970, Forward time: 2.2704, Backward time: 3.1296, DDP time: 0.0038, Total iter time: 5.0141 [2020-11-12 16:39:03,748][root][INFO] - ===> Epoch[104](2683/26): Loss -0.4448, Sem 0.2431, dir -0.9294, norm 0.2415, swav 0.0000 LR: 8.784e-02 Score 92.288 Data time: 0.2418, Forward time: 2.2705, Backward time: 3.1295, DDP time: 0.0038, Total iter time: 5.5831 [2020-11-12 16:39:10,930][root][INFO] - ===> Epoch[104](2684/26): Loss -0.4317, Sem 0.2367, dir -0.9262, norm 0.2578, swav 0.0000 LR: 8.784e-02 Score 92.597 Data time: 0.2267, Forward time: 2.2703, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 7.0450 [2020-11-12 16:39:17,537][root][INFO] - ===> Epoch[104](2685/26): Loss -0.4333, Sem 0.2136, dir -0.9212, norm 0.2743, swav 0.0000 LR: 8.783e-02 Score 93.070 Data time: 0.3178, Forward time: 2.2705, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 6.5380 [2020-11-12 16:39:23,580][root][INFO] - ===> Epoch[104](2686/26): Loss -0.4437, Sem 0.2246, dir -0.9293, norm 0.2610, swav 0.0000 LR: 8.783e-02 Score 92.534 Data time: 0.2761, Forward time: 2.2708, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.8919 [2020-11-12 16:39:29,657][root][INFO] - ===> Epoch[104](2687/26): Loss -0.4226, Sem 0.2484, dir -0.9328, norm 0.2618, swav 0.0000 LR: 8.782e-02 Score 92.345 Data time: 0.1521, Forward time: 2.2706, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 5.9437 [2020-11-12 16:39:35,893][root][INFO] - ===> Epoch[104](2688/26): Loss -0.4144, Sem 0.2561, dir -0.9287, norm 0.2582, swav 0.0000 LR: 8.782e-02 Score 91.560 Data time: 0.1857, Forward time: 2.2705, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 6.1226 [2020-11-12 16:39:41,478][root][INFO] - ===> Epoch[104](2689/26): Loss -0.4715, Sem 0.2221, dir -0.9338, norm 0.2402, swav 0.0000 LR: 8.781e-02 Score 93.103 Data time: 0.2692, Forward time: 2.2707, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 5.4940 [2020-11-12 16:39:46,872][root][INFO] - ===> Epoch[104](2690/26): Loss -0.4371, Sem 0.2408, dir -0.9328, norm 0.2548, swav 0.0000 LR: 8.781e-02 Score 92.005 Data time: 0.2475, Forward time: 2.2709, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.2698 [2020-11-12 16:39:53,883][root][INFO] - ===> Epoch[104](2691/26): Loss -0.4419, Sem 0.2341, dir -0.9275, norm 0.2514, swav 0.0000 LR: 8.781e-02 Score 92.432 Data time: 0.2186, Forward time: 2.2709, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 6.8886 [2020-11-12 16:39:58,948][root][INFO] - ===> Epoch[104](2692/26): Loss -0.4188, Sem 0.2424, dir -0.9310, norm 0.2697, swav 0.0000 LR: 8.780e-02 Score 92.003 Data time: 0.1485, Forward time: 2.2706, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 4.9280 [2020-11-12 16:40:04,391][root][INFO] - ===> Epoch[104](2693/26): Loss -0.4462, Sem 0.2435, dir -0.9271, norm 0.2374, swav 0.0000 LR: 8.780e-02 Score 92.626 Data time: 0.1632, Forward time: 2.2704, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.3589 [2020-11-12 16:40:10,534][root][INFO] - ===> Epoch[104](2694/26): Loss -0.4609, Sem 0.2369, dir -0.9311, norm 0.2333, swav 0.0000 LR: 8.779e-02 Score 92.477 Data time: 0.2820, Forward time: 2.2707, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 6.0483 [2020-11-12 16:40:16,506][root][INFO] - ===> Epoch[104](2695/26): Loss -0.4060, Sem 0.2613, dir -0.9326, norm 0.2653, swav 0.0000 LR: 8.779e-02 Score 91.920 Data time: 0.1018, Forward time: 2.2703, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.8350 [2020-11-12 16:40:22,001][root][INFO] - ===> Epoch[104](2696/26): Loss -0.4451, Sem 0.2402, dir -0.9321, norm 0.2469, swav 0.0000 LR: 8.778e-02 Score 92.210 Data time: 0.1464, Forward time: 2.2701, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 5.4046 [2020-11-12 16:40:27,829][root][INFO] - ===> Epoch[104](2697/26): Loss -0.4699, Sem 0.2122, dir -0.9354, norm 0.2533, swav 0.0000 LR: 8.778e-02 Score 93.192 Data time: 0.1745, Forward time: 2.2700, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.7547 [2020-11-12 16:40:34,506][root][INFO] - ===> Epoch[104](2698/26): Loss -0.4146, Sem 0.2441, dir -0.9238, norm 0.2651, swav 0.0000 LR: 8.777e-02 Score 92.238 Data time: 0.1860, Forward time: 2.2698, Backward time: 3.1315, DDP time: 0.0038, Total iter time: 6.5706 [2020-11-12 16:40:39,891][root][INFO] - ===> Epoch[104](2699/26): Loss -0.3813, Sem 0.2503, dir -0.9272, norm 0.2957, swav 0.0000 LR: 8.777e-02 Score 92.120 Data time: 0.2486, Forward time: 2.2700, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 5.2810 [2020-11-12 16:40:46,484][root][INFO] - ===> Epoch[104](2700/26): Loss -0.4412, Sem 0.2227, dir -0.9255, norm 0.2616, swav 0.0000 LR: 8.776e-02 Score 92.576 Data time: 0.2358, Forward time: 2.2701, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.4659 [2020-11-12 16:40:52,314][root][INFO] - ===> Epoch[104](2701/26): Loss -0.4409, Sem 0.2335, dir -0.9285, norm 0.2540, swav 0.0000 LR: 8.776e-02 Score 92.423 Data time: 0.1565, Forward time: 2.2699, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 5.7147 [2020-11-12 16:40:57,716][root][INFO] - ===> Epoch[104](2702/26): Loss -0.4677, Sem 0.2335, dir -0.9340, norm 0.2328, swav 0.0000 LR: 8.776e-02 Score 92.824 Data time: 0.2582, Forward time: 2.2701, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.3280 [2020-11-12 16:41:04,565][root][INFO] - ===> Epoch[104](2703/26): Loss -0.4613, Sem 0.2249, dir -0.9299, norm 0.2436, swav 0.0000 LR: 8.775e-02 Score 92.931 Data time: 0.2134, Forward time: 2.2701, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 6.7242 [2020-11-12 16:41:12,563][root][INFO] - ===> Epoch[104](2704/26): Loss -0.3822, Sem 0.2857, dir -0.9254, norm 0.2576, swav 0.0000 LR: 8.775e-02 Score 91.541 Data time: 0.2557, Forward time: 2.2701, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 7.8964 [2020-11-12 16:41:17,886][root][INFO] - ===> Epoch[105](2705/26): Loss -0.4709, Sem 0.2256, dir -0.9344, norm 0.2380, swav 0.0000 LR: 8.774e-02 Score 92.486 Data time: 0.1727, Forward time: 2.2700, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 5.2314 [2020-11-12 16:41:24,974][root][INFO] - ===> Epoch[105](2706/26): Loss -0.4791, Sem 0.2254, dir -0.9354, norm 0.2309, swav 0.0000 LR: 8.774e-02 Score 92.623 Data time: 0.2025, Forward time: 2.2700, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 7.0098 [2020-11-12 16:41:30,555][root][INFO] - ===> Epoch[105](2707/26): Loss -0.3674, Sem 0.2564, dir -0.9213, norm 0.2976, swav 0.0000 LR: 8.773e-02 Score 91.981 Data time: 0.2088, Forward time: 2.2698, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.4878 [2020-11-12 16:41:35,828][root][INFO] - ===> Epoch[105](2708/26): Loss -0.4806, Sem 0.2071, dir -0.9299, norm 0.2422, swav 0.0000 LR: 8.773e-02 Score 93.218 Data time: 0.1643, Forward time: 2.2696, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.1888 [2020-11-12 16:41:40,746][root][INFO] - ===> Epoch[105](2709/26): Loss -0.4285, Sem 0.2405, dir -0.9330, norm 0.2640, swav 0.0000 LR: 8.772e-02 Score 92.340 Data time: 0.1888, Forward time: 2.2696, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 4.8291 [2020-11-12 16:41:45,927][root][INFO] - ===> Epoch[105](2710/26): Loss -0.4674, Sem 0.2347, dir -0.9332, norm 0.2310, swav 0.0000 LR: 8.772e-02 Score 92.347 Data time: 0.2008, Forward time: 2.2695, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.0608 [2020-11-12 16:41:52,381][root][INFO] - ===> Epoch[105](2711/26): Loss -0.4805, Sem 0.2126, dir -0.9333, norm 0.2402, swav 0.0000 LR: 8.771e-02 Score 93.544 Data time: 0.1715, Forward time: 2.2693, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 6.3428 [2020-11-12 16:41:58,605][root][INFO] - ===> Epoch[105](2712/26): Loss -0.3872, Sem 0.2750, dir -0.9278, norm 0.2655, swav 0.0000 LR: 8.771e-02 Score 92.099 Data time: 0.2716, Forward time: 2.2695, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 6.1303 [2020-11-12 16:42:04,721][root][INFO] - ===> Epoch[105](2713/26): Loss -0.4330, Sem 0.2426, dir -0.9311, norm 0.2555, swav 0.0000 LR: 8.770e-02 Score 92.264 Data time: 0.2460, Forward time: 2.2697, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.9996 [2020-11-12 16:42:11,104][root][INFO] - ===> Epoch[105](2714/26): Loss -0.4195, Sem 0.2450, dir -0.9203, norm 0.2558, swav 0.0000 LR: 8.770e-02 Score 92.070 Data time: 0.2107, Forward time: 2.2698, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 6.2589 [2020-11-12 16:42:16,989][root][INFO] - ===> Epoch[105](2715/26): Loss -0.3535, Sem 0.2906, dir -0.9182, norm 0.2740, swav 0.0000 LR: 8.770e-02 Score 91.022 Data time: 0.1692, Forward time: 2.2696, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 5.7655 [2020-11-12 16:42:21,637][root][INFO] - ===> Epoch[105](2716/26): Loss -0.4659, Sem 0.2452, dir -0.9412, norm 0.2300, swav 0.0000 LR: 8.769e-02 Score 92.723 Data time: 0.1814, Forward time: 2.2695, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 4.5704 [2020-11-12 16:42:27,289][root][INFO] - ===> Epoch[105](2717/26): Loss -0.4370, Sem 0.2400, dir -0.9252, norm 0.2481, swav 0.0000 LR: 8.769e-02 Score 92.233 Data time: 0.2215, Forward time: 2.2695, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.5418 [2020-11-12 16:42:33,286][root][INFO] - ===> Epoch[105](2718/26): Loss -0.4193, Sem 0.2602, dir -0.9335, norm 0.2539, swav 0.0000 LR: 8.768e-02 Score 91.786 Data time: 0.1417, Forward time: 2.2693, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 5.8909 [2020-11-12 16:42:39,271][root][INFO] - ===> Epoch[105](2719/26): Loss -0.3563, Sem 0.2748, dir -0.9280, norm 0.2969, swav 0.0000 LR: 8.768e-02 Score 91.249 Data time: 0.2148, Forward time: 2.2694, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 5.9343 [2020-11-12 16:42:45,643][root][INFO] - ===> Epoch[105](2720/26): Loss -0.4832, Sem 0.2121, dir -0.9327, norm 0.2373, swav 0.0000 LR: 8.767e-02 Score 93.185 Data time: 0.3375, Forward time: 2.2697, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 6.2558 [2020-11-12 16:42:51,720][root][INFO] - ===> Epoch[105](2721/26): Loss -0.4460, Sem 0.2331, dir -0.9252, norm 0.2462, swav 0.0000 LR: 8.767e-02 Score 92.404 Data time: 0.1540, Forward time: 2.2695, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.9520 [2020-11-12 16:42:57,374][root][INFO] - ===> Epoch[105](2722/26): Loss -0.4027, Sem 0.2486, dir -0.9288, norm 0.2775, swav 0.0000 LR: 8.766e-02 Score 91.949 Data time: 0.1705, Forward time: 2.2693, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.5459 [2020-11-12 16:43:02,743][root][INFO] - ===> Epoch[105](2723/26): Loss -0.4317, Sem 0.2293, dir -0.9245, norm 0.2634, swav 0.0000 LR: 8.766e-02 Score 92.571 Data time: 0.1874, Forward time: 2.2691, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.2848 [2020-11-12 16:43:09,250][root][INFO] - ===> Epoch[105](2724/26): Loss -0.3879, Sem 0.2459, dir -0.9192, norm 0.2854, swav 0.0000 LR: 8.765e-02 Score 92.013 Data time: 0.2275, Forward time: 2.2691, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 6.4135 [2020-11-12 16:43:15,980][root][INFO] - ===> Epoch[105](2725/26): Loss -0.4554, Sem 0.2385, dir -0.9348, norm 0.2409, swav 0.0000 LR: 8.765e-02 Score 92.451 Data time: 0.3100, Forward time: 2.2694, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 6.6122 [2020-11-12 16:43:23,327][root][INFO] - ===> Epoch[105](2726/26): Loss -0.3750, Sem 0.2517, dir -0.9233, norm 0.2966, swav 0.0000 LR: 8.765e-02 Score 92.737 Data time: 0.3629, Forward time: 2.2699, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 7.1912 [2020-11-12 16:43:29,733][root][INFO] - ===> Epoch[105](2727/26): Loss -0.4934, Sem 0.1921, dir -0.9318, norm 0.2463, swav 0.0000 LR: 8.764e-02 Score 93.773 Data time: 0.1555, Forward time: 2.2698, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 6.2742 [2020-11-12 16:43:34,513][root][INFO] - ===> Epoch[105](2728/26): Loss -0.4903, Sem 0.2153, dir -0.9321, norm 0.2265, swav 0.0000 LR: 8.764e-02 Score 93.353 Data time: 0.1988, Forward time: 2.2698, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 4.6741 [2020-11-12 16:43:39,413][root][INFO] - ===> Epoch[105](2729/26): Loss -0.5046, Sem 0.2008, dir -0.9315, norm 0.2261, swav 0.0000 LR: 8.763e-02 Score 93.621 Data time: 0.1699, Forward time: 2.2697, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 4.8014 [2020-11-12 16:43:45,959][root][INFO] - ===> Epoch[105](2730/26): Loss -0.4127, Sem 0.2188, dir -0.9281, norm 0.2966, swav 0.0000 LR: 8.763e-02 Score 93.279 Data time: 0.1813, Forward time: 2.2695, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 6.4453 [2020-11-12 16:43:51,012][root][INFO] - ===> Epoch[106](2731/26): Loss -0.4505, Sem 0.2497, dir -0.9361, norm 0.2359, swav 0.0000 LR: 8.762e-02 Score 92.013 Data time: 0.1904, Forward time: 2.2694, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 4.9561 [2020-11-12 16:43:56,969][root][INFO] - ===> Epoch[106](2732/26): Loss -0.4777, Sem 0.2111, dir -0.9287, norm 0.2400, swav 0.0000 LR: 8.762e-02 Score 93.523 Data time: 0.1679, Forward time: 2.2692, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.8638 [2020-11-12 16:44:02,926][root][INFO] - ===> Epoch[106](2733/26): Loss -0.4737, Sem 0.2219, dir -0.9346, norm 0.2390, swav 0.0000 LR: 8.761e-02 Score 92.848 Data time: 0.1859, Forward time: 2.2692, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 5.8476 [2020-11-12 16:44:07,309][root][INFO] - ===> Epoch[106](2734/26): Loss -0.4400, Sem 0.2253, dir -0.9247, norm 0.2593, swav 0.0000 LR: 8.761e-02 Score 92.541 Data time: 0.1854, Forward time: 2.2690, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 4.2909 [2020-11-12 16:44:12,883][root][INFO] - ===> Epoch[106](2735/26): Loss -0.4685, Sem 0.1996, dir -0.9258, norm 0.2577, swav 0.0000 LR: 8.760e-02 Score 93.340 Data time: 0.2547, Forward time: 2.2692, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.4809 [2020-11-12 16:44:18,240][root][INFO] - ===> Epoch[106](2736/26): Loss -0.4530, Sem 0.2261, dir -0.9378, norm 0.2587, swav 0.0000 LR: 8.760e-02 Score 93.037 Data time: 0.1536, Forward time: 2.2690, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.2321 [2020-11-12 16:44:25,750][root][INFO] - ===> Epoch[106](2737/26): Loss -0.4023, Sem 0.2421, dir -0.9206, norm 0.2762, swav 0.0000 LR: 8.760e-02 Score 92.243 Data time: 0.1912, Forward time: 2.2689, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 7.4078 [2020-11-12 16:44:32,664][root][INFO] - ===> Epoch[106](2738/26): Loss -0.4439, Sem 0.2199, dir -0.9257, norm 0.2619, swav 0.0000 LR: 8.759e-02 Score 92.908 Data time: 0.3380, Forward time: 2.2693, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.8078 [2020-11-12 16:44:39,390][root][INFO] - ===> Epoch[106](2739/26): Loss -0.3624, Sem 0.2437, dir -0.9215, norm 0.3154, swav 0.0000 LR: 8.759e-02 Score 92.503 Data time: 0.2083, Forward time: 2.2694, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 6.5936 [2020-11-12 16:44:46,004][root][INFO] - ===> Epoch[106](2740/26): Loss -0.5239, Sem 0.1778, dir -0.9355, norm 0.2337, swav 0.0000 LR: 8.758e-02 Score 94.349 Data time: 0.2321, Forward time: 2.2695, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 6.5134 [2020-11-12 16:44:51,761][root][INFO] - ===> Epoch[106](2741/26): Loss -0.3139, Sem 0.2800, dir -0.9088, norm 0.3148, swav 0.0000 LR: 8.758e-02 Score 90.948 Data time: 0.2400, Forward time: 2.2696, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.6266 [2020-11-12 16:44:58,128][root][INFO] - ===> Epoch[106](2742/26): Loss -0.4929, Sem 0.2074, dir -0.9349, norm 0.2346, swav 0.0000 LR: 8.757e-02 Score 93.329 Data time: 0.3239, Forward time: 2.2700, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 6.2417 [2020-11-12 16:45:02,979][root][INFO] - ===> Epoch[106](2743/26): Loss -0.3921, Sem 0.2410, dir -0.9182, norm 0.2851, swav 0.0000 LR: 8.757e-02 Score 92.522 Data time: 0.2049, Forward time: 2.2700, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 4.7250 [2020-11-12 16:45:08,695][root][INFO] - ===> Epoch[106](2744/26): Loss -0.4240, Sem 0.2402, dir -0.9290, norm 0.2647, swav 0.0000 LR: 8.756e-02 Score 92.541 Data time: 0.1787, Forward time: 2.2699, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.5713 [2020-11-12 16:45:15,304][root][INFO] - ===> Epoch[106](2745/26): Loss -0.4260, Sem 0.2383, dir -0.9321, norm 0.2678, swav 0.0000 LR: 8.756e-02 Score 92.952 Data time: 0.2304, Forward time: 2.2700, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.5063 [2020-11-12 16:45:21,192][root][INFO] - ===> Epoch[106](2746/26): Loss -0.4436, Sem 0.2183, dir -0.9233, norm 0.2614, swav 0.0000 LR: 8.755e-02 Score 92.861 Data time: 0.2088, Forward time: 2.2700, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.7649 [2020-11-12 16:45:26,579][root][INFO] - ===> Epoch[106](2747/26): Loss -0.3805, Sem 0.2493, dir -0.9216, norm 0.2918, swav 0.0000 LR: 8.755e-02 Score 91.885 Data time: 0.2072, Forward time: 2.2698, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.2817 [2020-11-12 16:45:33,147][root][INFO] - ===> Epoch[106](2748/26): Loss -0.4749, Sem 0.2225, dir -0.9356, norm 0.2382, swav 0.0000 LR: 8.755e-02 Score 93.285 Data time: 0.1632, Forward time: 2.2696, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 6.4830 [2020-11-12 16:45:39,554][root][INFO] - ===> Epoch[106](2749/26): Loss -0.4498, Sem 0.2097, dir -0.9278, norm 0.2683, swav 0.0000 LR: 8.754e-02 Score 93.477 Data time: 0.1926, Forward time: 2.2695, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 6.3006 [2020-11-12 16:45:45,507][root][INFO] - ===> Epoch[106](2750/26): Loss -0.4125, Sem 0.2621, dir -0.9298, norm 0.2552, swav 0.0000 LR: 8.754e-02 Score 91.763 Data time: 0.2545, Forward time: 2.2698, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.8480 [2020-11-12 16:45:50,953][root][INFO] - ===> Epoch[106](2751/26): Loss -0.4410, Sem 0.1938, dir -0.9218, norm 0.2870, swav 0.0000 LR: 8.753e-02 Score 93.859 Data time: 0.2219, Forward time: 2.2698, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.3209 [2020-11-12 16:45:57,020][root][INFO] - ===> Epoch[106](2752/26): Loss -0.4773, Sem 0.2141, dir -0.9377, norm 0.2463, swav 0.0000 LR: 8.753e-02 Score 93.638 Data time: 0.2857, Forward time: 2.2700, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.9513 [2020-11-12 16:46:02,851][root][INFO] - ===> Epoch[106](2753/26): Loss -0.4379, Sem 0.2293, dir -0.9260, norm 0.2588, swav 0.0000 LR: 8.752e-02 Score 92.435 Data time: 0.2682, Forward time: 2.2703, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.7042 [2020-11-12 16:46:08,616][root][INFO] - ===> Epoch[106](2754/26): Loss -0.4534, Sem 0.2233, dir -0.9258, norm 0.2491, swav 0.0000 LR: 8.752e-02 Score 93.120 Data time: 0.1938, Forward time: 2.2703, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.6439 [2020-11-12 16:46:13,692][root][INFO] - ===> Epoch[106](2755/26): Loss -0.4707, Sem 0.2215, dir -0.9334, norm 0.2412, swav 0.0000 LR: 8.751e-02 Score 92.840 Data time: 0.1792, Forward time: 2.2701, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 4.9606 [2020-11-12 16:46:19,005][root][INFO] - ===> Epoch[106](2756/26): Loss -0.4830, Sem 0.2177, dir -0.9379, norm 0.2372, swav 0.0000 LR: 8.751e-02 Score 92.899 Data time: 0.1944, Forward time: 2.2700, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.2216 [2020-11-12 16:46:24,608][root][INFO] - ===> Epoch[107](2757/26): Loss -0.4450, Sem 0.2213, dir -0.9278, norm 0.2616, swav 0.0000 LR: 8.750e-02 Score 92.801 Data time: 0.2795, Forward time: 2.2703, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.4846 [2020-11-12 16:46:29,293][root][INFO] - ===> Epoch[107](2758/26): Loss -0.4537, Sem 0.2064, dir -0.9217, norm 0.2615, swav 0.0000 LR: 8.750e-02 Score 93.287 Data time: 0.1788, Forward time: 2.2701, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 4.5500 [2020-11-12 16:46:34,335][root][INFO] - ===> Epoch[107](2759/26): Loss -0.4335, Sem 0.2388, dir -0.9291, norm 0.2568, swav 0.0000 LR: 8.749e-02 Score 92.332 Data time: 0.1812, Forward time: 2.2700, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 4.9407 [2020-11-12 16:46:41,347][root][INFO] - ===> Epoch[107](2760/26): Loss -0.4346, Sem 0.2320, dir -0.9305, norm 0.2638, swav 0.0000 LR: 8.749e-02 Score 92.524 Data time: 0.1955, Forward time: 2.2700, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 6.9279 [2020-11-12 16:46:47,157][root][INFO] - ===> Epoch[107](2761/26): Loss -0.4245, Sem 0.2265, dir -0.9331, norm 0.2821, swav 0.0000 LR: 8.749e-02 Score 92.883 Data time: 0.2518, Forward time: 2.2700, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.6816 [2020-11-12 16:46:52,772][root][INFO] - ===> Epoch[107](2762/26): Loss -0.4497, Sem 0.2494, dir -0.9293, norm 0.2302, swav 0.0000 LR: 8.748e-02 Score 91.933 Data time: 0.2601, Forward time: 2.2703, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 5.5099 [2020-11-12 16:46:59,266][root][INFO] - ===> Epoch[107](2763/26): Loss -0.4145, Sem 0.2280, dir -0.9332, norm 0.2907, swav 0.0000 LR: 8.748e-02 Score 92.500 Data time: 0.2446, Forward time: 2.2704, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 6.3746 [2020-11-12 16:47:05,938][root][INFO] - ===> Epoch[107](2764/26): Loss -0.4571, Sem 0.2282, dir -0.9302, norm 0.2449, swav 0.0000 LR: 8.747e-02 Score 92.439 Data time: 0.3477, Forward time: 2.2708, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 6.5546 [2020-11-12 16:47:11,760][root][INFO] - ===> Epoch[107](2765/26): Loss -0.5082, Sem 0.1973, dir -0.9336, norm 0.2281, swav 0.0000 LR: 8.747e-02 Score 93.851 Data time: 0.2068, Forward time: 2.2707, Backward time: 3.1335, DDP time: 0.0038, Total iter time: 5.6848 [2020-11-12 16:47:18,297][root][INFO] - ===> Epoch[107](2766/26): Loss -0.3827, Sem 0.2493, dir -0.9251, norm 0.2931, swav 0.0000 LR: 8.746e-02 Score 92.209 Data time: 0.1519, Forward time: 2.2704, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 6.4299 [2020-11-12 16:47:23,549][root][INFO] - ===> Epoch[107](2767/26): Loss -0.4906, Sem 0.2066, dir -0.9354, norm 0.2383, swav 0.0000 LR: 8.746e-02 Score 93.673 Data time: 0.1774, Forward time: 2.2704, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.1868 [2020-11-12 16:47:31,120][root][INFO] - ===> Epoch[107](2768/26): Loss -0.4433, Sem 0.2446, dir -0.9351, norm 0.2472, swav 0.0000 LR: 8.745e-02 Score 92.138 Data time: 0.1733, Forward time: 2.2702, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 7.4722 [2020-11-12 16:47:35,913][root][INFO] - ===> Epoch[107](2769/26): Loss -0.4482, Sem 0.2419, dir -0.9265, norm 0.2364, swav 0.0000 LR: 8.745e-02 Score 92.807 Data time: 0.1604, Forward time: 2.2700, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 4.6977 [2020-11-12 16:47:41,196][root][INFO] - ===> Epoch[107](2770/26): Loss -0.4698, Sem 0.2267, dir -0.9372, norm 0.2407, swav 0.0000 LR: 8.744e-02 Score 92.818 Data time: 0.2564, Forward time: 2.2701, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.2120 [2020-11-12 16:47:47,484][root][INFO] - ===> Epoch[107](2771/26): Loss -0.4269, Sem 0.2258, dir -0.9239, norm 0.2711, swav 0.0000 LR: 8.744e-02 Score 93.092 Data time: 0.2184, Forward time: 2.2701, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 6.1595 [2020-11-12 16:47:53,529][root][INFO] - ===> Epoch[107](2772/26): Loss -0.4363, Sem 0.2379, dir -0.9325, norm 0.2582, swav 0.0000 LR: 8.744e-02 Score 92.566 Data time: 0.2026, Forward time: 2.2701, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.9297 [2020-11-12 16:48:00,032][root][INFO] - ===> Epoch[107](2773/26): Loss -0.4579, Sem 0.2273, dir -0.9237, norm 0.2385, swav 0.0000 LR: 8.743e-02 Score 92.631 Data time: 0.1361, Forward time: 2.2698, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.3998 [2020-11-12 16:48:05,927][root][INFO] - ===> Epoch[107](2774/26): Loss -0.4454, Sem 0.2230, dir -0.9219, norm 0.2534, swav 0.0000 LR: 8.743e-02 Score 92.839 Data time: 0.1799, Forward time: 2.2697, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.8163 [2020-11-12 16:48:11,308][root][INFO] - ===> Epoch[107](2775/26): Loss -0.4338, Sem 0.2473, dir -0.9335, norm 0.2525, swav 0.0000 LR: 8.742e-02 Score 92.306 Data time: 0.2425, Forward time: 2.2698, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.2834 [2020-11-12 16:48:16,598][root][INFO] - ===> Epoch[107](2776/26): Loss -0.4099, Sem 0.2582, dir -0.9311, norm 0.2631, swav 0.0000 LR: 8.742e-02 Score 91.706 Data time: 0.1297, Forward time: 2.2696, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.1852 [2020-11-12 16:48:22,562][root][INFO] - ===> Epoch[107](2777/26): Loss -0.4562, Sem 0.2050, dir -0.9259, norm 0.2647, swav 0.0000 LR: 8.741e-02 Score 93.393 Data time: 0.1791, Forward time: 2.2694, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.8767 [2020-11-12 16:48:28,179][root][INFO] - ===> Epoch[107](2778/26): Loss -0.4762, Sem 0.2028, dir -0.9354, norm 0.2564, swav 0.0000 LR: 8.741e-02 Score 93.699 Data time: 0.2456, Forward time: 2.2695, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.5139 [2020-11-12 16:48:33,364][root][INFO] - ===> Epoch[107](2779/26): Loss -0.4434, Sem 0.2505, dir -0.9359, norm 0.2420, swav 0.0000 LR: 8.740e-02 Score 92.048 Data time: 0.1697, Forward time: 2.2693, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.0541 [2020-11-12 16:48:38,237][root][INFO] - ===> Epoch[107](2780/26): Loss -0.4878, Sem 0.2017, dir -0.9279, norm 0.2384, swav 0.0000 LR: 8.740e-02 Score 93.536 Data time: 0.1815, Forward time: 2.2691, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 4.7808 [2020-11-12 16:48:44,445][root][INFO] - ===> Epoch[107](2781/26): Loss -0.4272, Sem 0.2321, dir -0.9287, norm 0.2694, swav 0.0000 LR: 8.739e-02 Score 92.736 Data time: 0.1996, Forward time: 2.2691, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 6.1338 [2020-11-12 16:48:50,312][root][INFO] - ===> Epoch[107](2782/26): Loss -0.3646, Sem 0.2944, dir -0.9244, norm 0.2654, swav 0.0000 LR: 8.739e-02 Score 90.673 Data time: 0.2266, Forward time: 2.2691, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.7612 [2020-11-12 16:48:57,424][root][INFO] - ===> Epoch[108](2783/26): Loss -0.3654, Sem 0.2824, dir -0.9192, norm 0.2713, swav 0.0000 LR: 8.739e-02 Score 90.634 Data time: 0.3452, Forward time: 2.2695, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 6.9835 [2020-11-12 16:49:03,784][root][INFO] - ===> Epoch[108](2784/26): Loss -0.3852, Sem 0.2414, dir -0.9234, norm 0.2968, swav 0.0000 LR: 8.738e-02 Score 92.460 Data time: 0.2008, Forward time: 2.2695, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.2112 [2020-11-12 16:49:10,215][root][INFO] - ===> Epoch[108](2785/26): Loss -0.5330, Sem 0.1768, dir -0.9362, norm 0.2264, swav 0.0000 LR: 8.738e-02 Score 94.205 Data time: 0.2245, Forward time: 2.2696, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.3080 [2020-11-12 16:49:16,934][root][INFO] - ===> Epoch[108](2786/26): Loss -0.4679, Sem 0.2127, dir -0.9300, norm 0.2493, swav 0.0000 LR: 8.737e-02 Score 93.522 Data time: 0.1728, Forward time: 2.2695, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 6.5968 [2020-11-12 16:49:22,953][root][INFO] - ===> Epoch[108](2787/26): Loss -0.4585, Sem 0.2328, dir -0.9278, norm 0.2365, swav 0.0000 LR: 8.737e-02 Score 92.790 Data time: 0.1136, Forward time: 2.2691, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.9112 [2020-11-12 16:49:28,036][root][INFO] - ===> Epoch[108](2788/26): Loss -0.4527, Sem 0.2095, dir -0.9215, norm 0.2593, swav 0.0000 LR: 8.736e-02 Score 93.124 Data time: 0.1641, Forward time: 2.2690, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.0549 [2020-11-12 16:49:33,603][root][INFO] - ===> Epoch[108](2789/26): Loss -0.3690, Sem 0.2305, dir -0.9224, norm 0.3230, swav 0.0000 LR: 8.736e-02 Score 92.904 Data time: 0.1634, Forward time: 2.2687, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.4549 [2020-11-12 16:49:38,750][root][INFO] - ===> Epoch[108](2790/26): Loss -0.4219, Sem 0.2378, dir -0.9267, norm 0.2669, swav 0.0000 LR: 8.735e-02 Score 92.953 Data time: 0.1472, Forward time: 2.2685, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.0479 [2020-11-12 16:49:44,156][root][INFO] - ===> Epoch[108](2791/26): Loss -0.4580, Sem 0.2171, dir -0.9279, norm 0.2529, swav 0.0000 LR: 8.735e-02 Score 93.027 Data time: 0.2439, Forward time: 2.2686, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.3512 [2020-11-12 16:49:50,618][root][INFO] - ===> Epoch[108](2792/26): Loss -0.4278, Sem 0.2429, dir -0.9286, norm 0.2579, swav 0.0000 LR: 8.734e-02 Score 92.414 Data time: 0.2062, Forward time: 2.2687, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.3396 [2020-11-12 16:49:56,556][root][INFO] - ===> Epoch[108](2793/26): Loss -0.4647, Sem 0.2306, dir -0.9319, norm 0.2366, swav 0.0000 LR: 8.734e-02 Score 93.132 Data time: 0.1709, Forward time: 2.2685, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.8266 [2020-11-12 16:50:02,782][root][INFO] - ===> Epoch[108](2794/26): Loss -0.4775, Sem 0.1972, dir -0.9249, norm 0.2502, swav 0.0000 LR: 8.733e-02 Score 93.586 Data time: 0.3425, Forward time: 2.2688, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.1740 [2020-11-12 16:50:08,400][root][INFO] - ===> Epoch[108](2795/26): Loss -0.3929, Sem 0.2591, dir -0.9301, norm 0.2781, swav 0.0000 LR: 8.733e-02 Score 92.021 Data time: 0.2926, Forward time: 2.2690, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.5070 [2020-11-12 16:50:13,782][root][INFO] - ===> Epoch[108](2796/26): Loss -0.4828, Sem 0.2082, dir -0.9334, norm 0.2424, swav 0.0000 LR: 8.733e-02 Score 93.355 Data time: 0.2468, Forward time: 2.2691, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.2642 [2020-11-12 16:50:20,428][root][INFO] - ===> Epoch[108](2797/26): Loss -0.4259, Sem 0.1999, dir -0.9219, norm 0.2960, swav 0.0000 LR: 8.732e-02 Score 93.688 Data time: 0.2675, Forward time: 2.2693, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.5446 [2020-11-12 16:50:26,032][root][INFO] - ===> Epoch[108](2798/26): Loss -0.4054, Sem 0.2605, dir -0.9292, norm 0.2633, swav 0.0000 LR: 8.732e-02 Score 91.302 Data time: 0.2568, Forward time: 2.2695, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.4771 [2020-11-12 16:50:32,452][root][INFO] - ===> Epoch[108](2799/26): Loss -0.4724, Sem 0.2022, dir -0.9314, norm 0.2568, swav 0.0000 LR: 8.731e-02 Score 93.299 Data time: 0.1785, Forward time: 2.2695, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.3284 [2020-11-12 16:50:39,697][root][INFO] - ===> Epoch[108](2800/26): Loss -0.3975, Sem 0.2435, dir -0.9197, norm 0.2787, swav 0.0000 LR: 8.731e-02 Score 92.248 Data time: 0.2167, Forward time: 2.2693, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 7.1892 [2020-11-12 16:50:45,741][root][INFO] - ===> Epoch[108](2801/26): Loss -0.3689, Sem 0.2921, dir -0.9293, norm 0.2683, swav 0.0000 LR: 8.730e-02 Score 90.772 Data time: 0.2267, Forward time: 2.2694, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.9842 [2020-11-12 16:50:52,275][root][INFO] - ===> Epoch[108](2802/26): Loss -0.4709, Sem 0.2313, dir -0.9330, norm 0.2308, swav 0.0000 LR: 8.730e-02 Score 92.535 Data time: 0.2632, Forward time: 2.2696, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.4412 [2020-11-12 16:50:58,175][root][INFO] - ===> Epoch[108](2803/26): Loss -0.5111, Sem 0.1853, dir -0.9296, norm 0.2332, swav 0.0000 LR: 8.729e-02 Score 94.111 Data time: 0.1763, Forward time: 2.2695, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.7652 [2020-11-12 16:51:02,821][root][INFO] - ===> Epoch[108](2804/26): Loss -0.4584, Sem 0.2128, dir -0.9306, norm 0.2594, swav 0.0000 LR: 8.729e-02 Score 93.505 Data time: 0.1916, Forward time: 2.2694, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 4.5792 [2020-11-12 16:51:08,352][root][INFO] - ===> Epoch[108](2805/26): Loss -0.4748, Sem 0.2050, dir -0.9329, norm 0.2532, swav 0.0000 LR: 8.728e-02 Score 93.348 Data time: 0.1990, Forward time: 2.2694, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.4512 [2020-11-12 16:51:14,374][root][INFO] - ===> Epoch[108](2806/26): Loss -0.4560, Sem 0.2181, dir -0.9263, norm 0.2522, swav 0.0000 LR: 8.728e-02 Score 93.221 Data time: 0.1845, Forward time: 2.2692, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.9201 [2020-11-12 16:51:19,922][root][INFO] - ===> Epoch[108](2807/26): Loss -0.4833, Sem 0.1955, dir -0.9282, norm 0.2494, swav 0.0000 LR: 8.728e-02 Score 93.752 Data time: 0.1905, Forward time: 2.2692, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.4824 [2020-11-12 16:51:25,772][root][INFO] - ===> Epoch[108](2808/26): Loss -0.4277, Sem 0.2085, dir -0.9135, norm 0.2773, swav 0.0000 LR: 8.727e-02 Score 93.333 Data time: 0.1485, Forward time: 2.2689, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.7605 [2020-11-12 16:51:32,366][root][INFO] - ===> Epoch[109](2809/26): Loss -0.4212, Sem 0.2454, dir -0.9210, norm 0.2543, swav 0.0000 LR: 8.727e-02 Score 91.892 Data time: 0.2027, Forward time: 2.2689, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 6.5422 [2020-11-12 16:51:37,686][root][INFO] - ===> Epoch[109](2810/26): Loss -0.4079, Sem 0.2344, dir -0.9209, norm 0.2786, swav 0.0000 LR: 8.726e-02 Score 92.309 Data time: 0.1993, Forward time: 2.2689, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.2221 [2020-11-12 16:51:43,980][root][INFO] - ===> Epoch[109](2811/26): Loss -0.4214, Sem 0.2462, dir -0.9305, norm 0.2629, swav 0.0000 LR: 8.726e-02 Score 92.313 Data time: 0.1524, Forward time: 2.2687, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 6.1922 [2020-11-12 16:51:50,034][root][INFO] - ===> Epoch[109](2812/26): Loss -0.4315, Sem 0.2225, dir -0.9280, norm 0.2740, swav 0.0000 LR: 8.725e-02 Score 92.797 Data time: 0.1956, Forward time: 2.2687, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.9745 [2020-11-12 16:51:55,952][root][INFO] - ===> Epoch[109](2813/26): Loss -0.4563, Sem 0.2211, dir -0.9258, norm 0.2484, swav 0.0000 LR: 8.725e-02 Score 92.985 Data time: 0.1676, Forward time: 2.2686, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.8153 [2020-11-12 16:52:00,984][root][INFO] - ===> Epoch[109](2814/26): Loss -0.4782, Sem 0.2051, dir -0.9356, norm 0.2524, swav 0.0000 LR: 8.724e-02 Score 93.092 Data time: 0.1770, Forward time: 2.2683, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 4.9561 [2020-11-12 16:52:06,510][root][INFO] - ===> Epoch[109](2815/26): Loss -0.4581, Sem 0.2282, dir -0.9310, norm 0.2448, swav 0.0000 LR: 8.724e-02 Score 92.869 Data time: 0.2312, Forward time: 2.2684, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.4697 [2020-11-12 16:52:11,664][root][INFO] - ===> Epoch[109](2816/26): Loss -0.3828, Sem 0.2786, dir -0.9241, norm 0.2627, swav 0.0000 LR: 8.723e-02 Score 91.724 Data time: 0.1754, Forward time: 2.2683, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.0264 [2020-11-12 16:52:17,005][root][INFO] - ===> Epoch[109](2817/26): Loss -0.4669, Sem 0.1956, dir -0.9286, norm 0.2661, swav 0.0000 LR: 8.723e-02 Score 93.605 Data time: 0.1833, Forward time: 2.2681, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.2591 [2020-11-12 16:52:22,541][root][INFO] - ===> Epoch[109](2818/26): Loss -0.3325, Sem 0.3090, dir -0.9317, norm 0.2902, swav 0.0000 LR: 8.723e-02 Score 91.050 Data time: 0.2311, Forward time: 2.2682, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.4203 [2020-11-12 16:52:27,184][root][INFO] - ===> Epoch[109](2819/26): Loss -0.4529, Sem 0.2384, dir -0.9311, norm 0.2398, swav 0.0000 LR: 8.722e-02 Score 92.747 Data time: 0.1405, Forward time: 2.2680, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 4.5198 [2020-11-12 16:52:32,027][root][INFO] - ===> Epoch[109](2820/26): Loss -0.4498, Sem 0.2342, dir -0.9356, norm 0.2517, swav 0.0000 LR: 8.722e-02 Score 92.937 Data time: 0.1869, Forward time: 2.2679, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 4.7492 [2020-11-12 16:52:37,459][root][INFO] - ===> Epoch[109](2821/26): Loss -0.4206, Sem 0.2387, dir -0.9222, norm 0.2628, swav 0.0000 LR: 8.721e-02 Score 92.485 Data time: 0.1888, Forward time: 2.2678, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.3232 [2020-11-12 16:52:43,323][root][INFO] - ===> Epoch[109](2822/26): Loss -0.4461, Sem 0.2390, dir -0.9301, norm 0.2449, swav 0.0000 LR: 8.721e-02 Score 91.966 Data time: 0.1965, Forward time: 2.2677, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.7656 [2020-11-12 16:52:48,236][root][INFO] - ===> Epoch[109](2823/26): Loss -0.4155, Sem 0.2342, dir -0.9247, norm 0.2750, swav 0.0000 LR: 8.720e-02 Score 92.797 Data time: 0.2153, Forward time: 2.2677, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 4.7842 [2020-11-12 16:52:54,327][root][INFO] - ===> Epoch[109](2824/26): Loss -0.4662, Sem 0.2289, dir -0.9259, norm 0.2308, swav 0.0000 LR: 8.720e-02 Score 92.588 Data time: 0.1878, Forward time: 2.2676, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.9801 [2020-11-12 16:52:59,915][root][INFO] - ===> Epoch[109](2825/26): Loss -0.3886, Sem 0.2454, dir -0.9267, norm 0.2927, swav 0.0000 LR: 8.719e-02 Score 91.966 Data time: 0.2143, Forward time: 2.2676, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.4761 [2020-11-12 16:53:05,592][root][INFO] - ===> Epoch[109](2826/26): Loss -0.4851, Sem 0.2169, dir -0.9346, norm 0.2327, swav 0.0000 LR: 8.719e-02 Score 93.351 Data time: 0.1795, Forward time: 2.2675, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.5544 [2020-11-12 16:53:10,403][root][INFO] - ===> Epoch[109](2827/26): Loss -0.3910, Sem 0.2641, dir -0.9252, norm 0.2702, swav 0.0000 LR: 8.718e-02 Score 92.143 Data time: 0.1858, Forward time: 2.2675, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.7268 [2020-11-12 16:53:16,397][root][INFO] - ===> Epoch[109](2828/26): Loss -0.3742, Sem 0.2721, dir -0.9141, norm 0.2678, swav 0.0000 LR: 8.718e-02 Score 91.092 Data time: 0.1870, Forward time: 2.2674, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.8972 [2020-11-12 16:53:23,442][root][INFO] - ===> Epoch[109](2829/26): Loss -0.4520, Sem 0.2340, dir -0.9343, norm 0.2483, swav 0.0000 LR: 8.718e-02 Score 92.285 Data time: 0.2025, Forward time: 2.2673, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.9121 [2020-11-12 16:53:30,418][root][INFO] - ===> Epoch[109](2830/26): Loss -0.4508, Sem 0.2408, dir -0.9318, norm 0.2403, swav 0.0000 LR: 8.717e-02 Score 91.854 Data time: 0.1876, Forward time: 2.2672, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.8802 [2020-11-12 16:53:35,485][root][INFO] - ===> Epoch[109](2831/26): Loss -0.4718, Sem 0.2313, dir -0.9360, norm 0.2329, swav 0.0000 LR: 8.717e-02 Score 92.309 Data time: 0.2415, Forward time: 2.2673, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 4.9730 [2020-11-12 16:53:41,064][root][INFO] - ===> Epoch[109](2832/26): Loss -0.4402, Sem 0.2358, dir -0.9322, norm 0.2562, swav 0.0000 LR: 8.716e-02 Score 92.277 Data time: 0.2219, Forward time: 2.2674, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.4604 [2020-11-12 16:53:46,678][root][INFO] - ===> Epoch[109](2833/26): Loss -0.4347, Sem 0.2379, dir -0.9350, norm 0.2625, swav 0.0000 LR: 8.716e-02 Score 92.286 Data time: 0.1549, Forward time: 2.2672, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.4837 [2020-11-12 16:53:51,346][root][INFO] - ===> Epoch[109](2834/26): Loss -0.4290, Sem 0.2429, dir -0.9318, norm 0.2600, swav 0.0000 LR: 8.715e-02 Score 92.377 Data time: 0.1992, Forward time: 2.2671, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.5818 [2020-11-12 16:53:58,761][root][INFO] - ===> Epoch[110](2835/26): Loss -0.4763, Sem 0.2217, dir -0.9356, norm 0.2377, swav 0.0000 LR: 8.715e-02 Score 93.013 Data time: 0.1930, Forward time: 2.2670, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 7.3082 [2020-11-12 16:54:05,440][root][INFO] - ===> Epoch[110](2836/26): Loss -0.4642, Sem 0.2229, dir -0.9325, norm 0.2454, swav 0.0000 LR: 8.714e-02 Score 93.110 Data time: 0.1911, Forward time: 2.2669, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 6.5832 [2020-11-12 16:54:10,647][root][INFO] - ===> Epoch[110](2837/26): Loss -0.4480, Sem 0.2223, dir -0.9305, norm 0.2602, swav 0.0000 LR: 8.714e-02 Score 92.833 Data time: 0.1528, Forward time: 2.2667, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.1002 [2020-11-12 16:54:15,592][root][INFO] - ===> Epoch[110](2838/26): Loss -0.3684, Sem 0.2721, dir -0.9186, norm 0.2781, swav 0.0000 LR: 8.713e-02 Score 91.746 Data time: 0.2114, Forward time: 2.2667, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 4.8705 [2020-11-12 16:54:21,618][root][INFO] - ===> Epoch[110](2839/26): Loss -0.4950, Sem 0.2032, dir -0.9349, norm 0.2367, swav 0.0000 LR: 8.713e-02 Score 93.865 Data time: 0.2582, Forward time: 2.2668, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.9147 [2020-11-12 16:54:27,708][root][INFO] - ===> Epoch[110](2840/26): Loss -0.4279, Sem 0.2097, dir -0.9310, norm 0.2934, swav 0.0000 LR: 8.712e-02 Score 93.327 Data time: 0.2448, Forward time: 2.2670, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.9781 [2020-11-12 16:54:34,100][root][INFO] - ===> Epoch[110](2841/26): Loss -0.4460, Sem 0.2172, dir -0.9307, norm 0.2675, swav 0.0000 LR: 8.712e-02 Score 92.938 Data time: 0.1991, Forward time: 2.2669, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 6.2630 [2020-11-12 16:54:40,306][root][INFO] - ===> Epoch[110](2842/26): Loss -0.5334, Sem 0.1734, dir -0.9396, norm 0.2328, swav 0.0000 LR: 8.712e-02 Score 94.455 Data time: 0.2770, Forward time: 2.2671, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 6.1116 [2020-11-12 16:54:45,400][root][INFO] - ===> Epoch[110](2843/26): Loss -0.4227, Sem 0.2241, dir -0.9284, norm 0.2815, swav 0.0000 LR: 8.711e-02 Score 92.976 Data time: 0.1718, Forward time: 2.2670, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 4.9668 [2020-11-12 16:54:50,618][root][INFO] - ===> Epoch[110](2844/26): Loss -0.4101, Sem 0.2388, dir -0.9271, norm 0.2782, swav 0.0000 LR: 8.711e-02 Score 92.498 Data time: 0.2126, Forward time: 2.2670, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.1113 [2020-11-12 16:54:56,353][root][INFO] - ===> Epoch[110](2845/26): Loss -0.4482, Sem 0.2199, dir -0.9275, norm 0.2594, swav 0.0000 LR: 8.710e-02 Score 93.587 Data time: 0.2201, Forward time: 2.2670, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.6246 [2020-11-12 16:55:03,266][root][INFO] - ===> Epoch[110](2846/26): Loss -0.4369, Sem 0.2352, dir -0.9261, norm 0.2540, swav 0.0000 LR: 8.710e-02 Score 92.326 Data time: 0.2344, Forward time: 2.2670, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.8044 [2020-11-12 16:55:08,732][root][INFO] - ===> Epoch[110](2847/26): Loss -0.4667, Sem 0.2045, dir -0.9339, norm 0.2627, swav 0.0000 LR: 8.709e-02 Score 93.076 Data time: 0.2483, Forward time: 2.2672, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.3474 [2020-11-12 16:55:15,298][root][INFO] - ===> Epoch[110](2848/26): Loss -0.5433, Sem 0.1775, dir -0.9392, norm 0.2184, swav 0.0000 LR: 8.709e-02 Score 94.187 Data time: 0.2033, Forward time: 2.2672, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.4500 [2020-11-12 16:55:19,970][root][INFO] - ===> Epoch[110](2849/26): Loss -0.4445, Sem 0.2045, dir -0.9263, norm 0.2772, swav 0.0000 LR: 8.708e-02 Score 93.300 Data time: 0.2091, Forward time: 2.2671, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 4.5826 [2020-11-12 16:55:25,497][root][INFO] - ===> Epoch[110](2850/26): Loss -0.4516, Sem 0.2354, dir -0.9336, norm 0.2466, swav 0.0000 LR: 8.708e-02 Score 92.203 Data time: 0.2181, Forward time: 2.2672, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.4305 [2020-11-12 16:55:30,949][root][INFO] - ===> Epoch[110](2851/26): Loss -0.4575, Sem 0.2117, dir -0.9261, norm 0.2569, swav 0.0000 LR: 8.707e-02 Score 92.940 Data time: 0.2203, Forward time: 2.2672, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.3293 [2020-11-12 16:55:36,136][root][INFO] - ===> Epoch[110](2852/26): Loss -0.4738, Sem 0.2216, dir -0.9317, norm 0.2364, swav 0.0000 LR: 8.707e-02 Score 93.041 Data time: 0.2030, Forward time: 2.2672, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.0773 [2020-11-12 16:55:41,539][root][INFO] - ===> Epoch[110](2853/26): Loss -0.4847, Sem 0.2142, dir -0.9303, norm 0.2314, swav 0.0000 LR: 8.707e-02 Score 93.119 Data time: 0.2128, Forward time: 2.2672, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.3083 [2020-11-12 16:55:45,913][root][INFO] - ===> Epoch[110](2854/26): Loss -0.4156, Sem 0.2359, dir -0.9291, norm 0.2777, swav 0.0000 LR: 8.706e-02 Score 92.901 Data time: 0.1953, Forward time: 2.2672, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 4.2773 [2020-11-12 16:55:51,459][root][INFO] - ===> Epoch[110](2855/26): Loss -0.4891, Sem 0.1852, dir -0.9332, norm 0.2590, swav 0.0000 LR: 8.706e-02 Score 94.106 Data time: 0.2667, Forward time: 2.2673, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.4523 [2020-11-12 16:55:57,587][root][INFO] - ===> Epoch[110](2856/26): Loss -0.4213, Sem 0.2349, dir -0.9252, norm 0.2691, swav 0.0000 LR: 8.705e-02 Score 92.748 Data time: 0.3205, Forward time: 2.2675, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 6.0028 [2020-11-12 16:56:02,882][root][INFO] - ===> Epoch[110](2857/26): Loss -0.4259, Sem 0.2248, dir -0.9370, norm 0.2864, swav 0.0000 LR: 8.705e-02 Score 92.706 Data time: 0.2242, Forward time: 2.2676, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.1617 [2020-11-12 16:56:08,035][root][INFO] - ===> Epoch[110](2858/26): Loss -0.4637, Sem 0.2294, dir -0.9353, norm 0.2422, swav 0.0000 LR: 8.704e-02 Score 92.767 Data time: 0.2155, Forward time: 2.2676, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.0515 [2020-11-12 16:56:13,298][root][INFO] - ===> Epoch[110](2859/26): Loss -0.4992, Sem 0.1956, dir -0.9341, norm 0.2393, swav 0.0000 LR: 8.704e-02 Score 93.434 Data time: 0.2121, Forward time: 2.2676, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.1647 [2020-11-12 16:56:19,157][root][INFO] - ===> Epoch[110](2860/26): Loss -0.4652, Sem 0.2219, dir -0.9325, norm 0.2454, swav 0.0000 LR: 8.703e-02 Score 93.038 Data time: 0.2397, Forward time: 2.2677, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.7534 [2020-11-12 16:56:25,359][root][INFO] - ===> Epoch[111](2861/26): Loss -0.4583, Sem 0.2159, dir -0.9300, norm 0.2557, swav 0.0000 LR: 8.703e-02 Score 92.881 Data time: 0.1952, Forward time: 2.2677, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 6.0806 [2020-11-12 16:56:30,368][root][INFO] - ===> Epoch[111](2862/26): Loss -0.4222, Sem 0.2387, dir -0.9283, norm 0.2675, swav 0.0000 LR: 8.702e-02 Score 92.819 Data time: 0.2551, Forward time: 2.2678, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.9136 [2020-11-12 16:56:37,464][root][INFO] - ===> Epoch[111](2863/26): Loss -0.4243, Sem 0.2320, dir -0.9162, norm 0.2599, swav 0.0000 LR: 8.702e-02 Score 92.583 Data time: 0.2828, Forward time: 2.2681, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.9838 [2020-11-12 16:56:43,084][root][INFO] - ===> Epoch[111](2864/26): Loss -0.4501, Sem 0.2424, dir -0.9361, norm 0.2436, swav 0.0000 LR: 8.702e-02 Score 92.333 Data time: 0.2621, Forward time: 2.2683, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.4846 [2020-11-12 16:56:48,624][root][INFO] - ===> Epoch[111](2865/26): Loss -0.4573, Sem 0.2454, dir -0.9368, norm 0.2340, swav 0.0000 LR: 8.701e-02 Score 92.126 Data time: 0.1512, Forward time: 2.2681, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.4095 [2020-11-12 16:56:54,963][root][INFO] - ===> Epoch[111](2866/26): Loss -0.3896, Sem 0.2648, dir -0.9173, norm 0.2629, swav 0.0000 LR: 8.701e-02 Score 91.371 Data time: 0.1862, Forward time: 2.2681, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.2430 [2020-11-12 16:57:00,207][root][INFO] - ===> Epoch[111](2867/26): Loss -0.4571, Sem 0.2292, dir -0.9280, norm 0.2417, swav 0.0000 LR: 8.700e-02 Score 92.675 Data time: 0.2202, Forward time: 2.2681, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.1188 [2020-11-12 16:57:05,585][root][INFO] - ===> Epoch[111](2868/26): Loss -0.4470, Sem 0.2400, dir -0.9303, norm 0.2433, swav 0.0000 LR: 8.700e-02 Score 91.946 Data time: 0.1950, Forward time: 2.2680, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.2516 [2020-11-12 16:57:11,576][root][INFO] - ===> Epoch[111](2869/26): Loss -0.3885, Sem 0.2680, dir -0.9373, norm 0.2808, swav 0.0000 LR: 8.699e-02 Score 92.293 Data time: 0.2035, Forward time: 2.2680, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.8961 [2020-11-12 16:57:16,635][root][INFO] - ===> Epoch[111](2870/26): Loss -0.4979, Sem 0.2241, dir -0.9351, norm 0.2130, swav 0.0000 LR: 8.699e-02 Score 92.412 Data time: 0.1455, Forward time: 2.2677, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.9431 [2020-11-12 16:57:22,310][root][INFO] - ===> Epoch[111](2871/26): Loss -0.3419, Sem 0.2513, dir -0.9132, norm 0.3200, swav 0.0000 LR: 8.698e-02 Score 91.805 Data time: 0.2367, Forward time: 2.2677, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.5938 [2020-11-12 16:57:27,371][root][INFO] - ===> Epoch[111](2872/26): Loss -0.4695, Sem 0.2307, dir -0.9315, norm 0.2313, swav 0.0000 LR: 8.698e-02 Score 92.918 Data time: 0.2477, Forward time: 2.2678, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 4.9489 [2020-11-12 16:57:34,854][root][INFO] - ===> Epoch[111](2873/26): Loss -0.4835, Sem 0.2023, dir -0.9327, norm 0.2468, swav 0.0000 LR: 8.697e-02 Score 93.374 Data time: 0.2699, Forward time: 2.2680, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 7.3699 [2020-11-12 16:57:41,360][root][INFO] - ===> Epoch[111](2874/26): Loss -0.4718, Sem 0.2198, dir -0.9403, norm 0.2487, swav 0.0000 LR: 8.697e-02 Score 92.805 Data time: 0.3530, Forward time: 2.2684, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.3718 [2020-11-12 16:57:49,103][root][INFO] - ===> Epoch[111](2875/26): Loss -0.4781, Sem 0.2052, dir -0.9259, norm 0.2425, swav 0.0000 LR: 8.696e-02 Score 93.197 Data time: 0.2328, Forward time: 2.2685, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 7.5948 [2020-11-12 16:57:55,143][root][INFO] - ===> Epoch[111](2876/26): Loss -0.4921, Sem 0.2132, dir -0.9434, norm 0.2380, swav 0.0000 LR: 8.696e-02 Score 93.217 Data time: 0.1999, Forward time: 2.2684, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.9079 [2020-11-12 16:58:01,393][root][INFO] - ===> Epoch[111](2877/26): Loss -0.4481, Sem 0.2460, dir -0.9369, norm 0.2428, swav 0.0000 LR: 8.696e-02 Score 92.318 Data time: 0.2999, Forward time: 2.2687, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 6.1734 [2020-11-12 16:58:06,254][root][INFO] - ===> Epoch[111](2878/26): Loss -0.4319, Sem 0.2488, dir -0.9277, norm 0.2471, swav 0.0000 LR: 8.695e-02 Score 92.057 Data time: 0.2396, Forward time: 2.2688, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 4.7411 [2020-11-12 16:58:11,217][root][INFO] - ===> Epoch[111](2879/26): Loss -0.4044, Sem 0.2527, dir -0.9317, norm 0.2746, swav 0.0000 LR: 8.695e-02 Score 91.907 Data time: 0.2646, Forward time: 2.2689, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 4.8541 [2020-11-12 16:58:16,529][root][INFO] - ===> Epoch[111](2880/26): Loss -0.4765, Sem 0.2168, dir -0.9334, norm 0.2401, swav 0.0000 LR: 8.694e-02 Score 93.093 Data time: 0.2019, Forward time: 2.2689, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.1987 [2020-11-12 16:58:22,737][root][INFO] - ===> Epoch[111](2881/26): Loss -0.3736, Sem 0.2546, dir -0.9113, norm 0.2830, swav 0.0000 LR: 8.694e-02 Score 92.125 Data time: 0.1738, Forward time: 2.2687, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.1111 [2020-11-12 16:58:29,103][root][INFO] - ===> Epoch[111](2882/26): Loss -0.4569, Sem 0.2116, dir -0.9267, norm 0.2582, swav 0.0000 LR: 8.693e-02 Score 93.311 Data time: 0.1842, Forward time: 2.2687, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 6.3002 [2020-11-12 16:58:34,156][root][INFO] - ===> Epoch[111](2883/26): Loss -0.5012, Sem 0.2026, dir -0.9393, norm 0.2355, swav 0.0000 LR: 8.693e-02 Score 93.529 Data time: 0.1789, Forward time: 2.2686, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 4.9395 [2020-11-12 16:58:39,590][root][INFO] - ===> Epoch[111](2884/26): Loss -0.4837, Sem 0.2149, dir -0.9338, norm 0.2352, swav 0.0000 LR: 8.692e-02 Score 93.444 Data time: 0.2553, Forward time: 2.2687, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.3565 [2020-11-12 16:58:44,868][root][INFO] - ===> Epoch[111](2885/26): Loss -0.4396, Sem 0.2161, dir -0.9274, norm 0.2718, swav 0.0000 LR: 8.692e-02 Score 93.074 Data time: 0.2471, Forward time: 2.2689, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.1593 [2020-11-12 16:58:51,903][root][INFO] - ===> Epoch[111](2886/26): Loss -0.4627, Sem 0.2087, dir -0.9317, norm 0.2602, swav 0.0000 LR: 8.691e-02 Score 92.947 Data time: 0.1828, Forward time: 2.2688, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 6.9306 [2020-11-12 16:58:58,275][root][INFO] - ===> Epoch[112](2887/26): Loss -0.4011, Sem 0.2390, dir -0.9247, norm 0.2846, swav 0.0000 LR: 8.691e-02 Score 92.562 Data time: 0.1505, Forward time: 2.2686, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.2794 [2020-11-12 16:59:02,741][root][INFO] - ===> Epoch[112](2888/26): Loss -0.3973, Sem 0.2584, dir -0.9250, norm 0.2693, swav 0.0000 LR: 8.691e-02 Score 92.011 Data time: 0.1705, Forward time: 2.2685, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 4.3951 [2020-11-12 16:59:09,125][root][INFO] - ===> Epoch[112](2889/26): Loss -0.4087, Sem 0.2670, dir -0.9297, norm 0.2540, swav 0.0000 LR: 8.690e-02 Score 91.101 Data time: 0.2075, Forward time: 2.2685, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.2959 [2020-11-12 16:59:14,649][root][INFO] - ===> Epoch[112](2890/26): Loss -0.4350, Sem 0.2228, dir -0.9314, norm 0.2737, swav 0.0000 LR: 8.690e-02 Score 92.740 Data time: 0.2488, Forward time: 2.2686, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.4104 [2020-11-12 16:59:20,644][root][INFO] - ===> Epoch[112](2891/26): Loss -0.4877, Sem 0.2186, dir -0.9349, norm 0.2287, swav 0.0000 LR: 8.689e-02 Score 92.859 Data time: 0.2247, Forward time: 2.2687, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.8569 [2020-11-12 16:59:25,731][root][INFO] - ===> Epoch[112](2892/26): Loss -0.3947, Sem 0.2443, dir -0.9204, norm 0.2814, swav 0.0000 LR: 8.689e-02 Score 92.283 Data time: 0.1685, Forward time: 2.2686, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 4.9812 [2020-11-12 16:59:32,488][root][INFO] - ===> Epoch[112](2893/26): Loss -0.4430, Sem 0.2241, dir -0.9263, norm 0.2593, swav 0.0000 LR: 8.688e-02 Score 92.857 Data time: 0.1565, Forward time: 2.2684, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.6451 [2020-11-12 16:59:37,137][root][INFO] - ===> Epoch[112](2894/26): Loss -0.4665, Sem 0.2202, dir -0.9293, norm 0.2426, swav 0.0000 LR: 8.688e-02 Score 92.986 Data time: 0.1601, Forward time: 2.2682, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 4.5597 [2020-11-12 16:59:42,521][root][INFO] - ===> Epoch[112](2895/26): Loss -0.4391, Sem 0.2258, dir -0.9283, norm 0.2634, swav 0.0000 LR: 8.687e-02 Score 92.640 Data time: 0.1786, Forward time: 2.2681, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.3031 [2020-11-12 16:59:48,566][root][INFO] - ===> Epoch[112](2896/26): Loss -0.4511, Sem 0.2142, dir -0.9277, norm 0.2625, swav 0.0000 LR: 8.687e-02 Score 93.342 Data time: 0.1874, Forward time: 2.2680, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.9423 [2020-11-12 16:59:54,663][root][INFO] - ===> Epoch[112](2897/26): Loss -0.4498, Sem 0.2045, dir -0.9240, norm 0.2697, swav 0.0000 LR: 8.686e-02 Score 93.476 Data time: 0.2944, Forward time: 2.2683, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.9826 [2020-11-12 17:00:00,574][root][INFO] - ===> Epoch[112](2898/26): Loss -0.5156, Sem 0.1854, dir -0.9350, norm 0.2340, swav 0.0000 LR: 8.686e-02 Score 93.985 Data time: 0.2205, Forward time: 2.2683, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.7702 [2020-11-12 17:00:06,248][root][INFO] - ===> Epoch[112](2899/26): Loss -0.4245, Sem 0.2379, dir -0.9288, norm 0.2664, swav 0.0000 LR: 8.686e-02 Score 92.963 Data time: 0.2227, Forward time: 2.2683, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.5453 [2020-11-12 17:00:13,277][root][INFO] - ===> Epoch[112](2900/26): Loss -0.4576, Sem 0.2305, dir -0.9350, norm 0.2469, swav 0.0000 LR: 8.685e-02 Score 92.444 Data time: 0.3667, Forward time: 2.2687, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.9096 [2020-11-12 17:00:19,272][root][INFO] - ===> Epoch[112](2901/26): Loss -0.4687, Sem 0.2283, dir -0.9364, norm 0.2394, swav 0.0000 LR: 8.685e-02 Score 92.964 Data time: 0.1477, Forward time: 2.2686, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.8225 [2020-11-12 17:00:25,705][root][INFO] - ===> Epoch[112](2902/26): Loss -0.4442, Sem 0.2243, dir -0.9255, norm 0.2570, swav 0.0000 LR: 8.684e-02 Score 92.530 Data time: 0.1635, Forward time: 2.2684, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 6.3533 [2020-11-12 17:00:31,877][root][INFO] - ===> Epoch[112](2903/26): Loss -0.4725, Sem 0.2287, dir -0.9397, norm 0.2384, swav 0.0000 LR: 8.684e-02 Score 92.582 Data time: 0.1490, Forward time: 2.2682, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.1325 [2020-11-12 17:00:37,672][root][INFO] - ===> Epoch[112](2904/26): Loss -0.4758, Sem 0.2153, dir -0.9388, norm 0.2476, swav 0.0000 LR: 8.683e-02 Score 93.475 Data time: 0.1950, Forward time: 2.2681, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.7461 [2020-11-12 17:00:44,306][root][INFO] - ===> Epoch[112](2905/26): Loss -0.4685, Sem 0.2257, dir -0.9306, norm 0.2364, swav 0.0000 LR: 8.683e-02 Score 92.264 Data time: 0.1969, Forward time: 2.2681, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.5314 [2020-11-12 17:00:52,006][root][INFO] - ===> Epoch[112](2906/26): Loss -0.4746, Sem 0.2287, dir -0.9390, norm 0.2357, swav 0.0000 LR: 8.682e-02 Score 93.118 Data time: 0.2197, Forward time: 2.2680, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 7.6256 [2020-11-12 17:00:57,866][root][INFO] - ===> Epoch[112](2907/26): Loss -0.4218, Sem 0.2531, dir -0.9310, norm 0.2561, swav 0.0000 LR: 8.682e-02 Score 91.836 Data time: 0.2310, Forward time: 2.2681, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.7602 [2020-11-12 17:01:02,705][root][INFO] - ===> Epoch[112](2908/26): Loss -0.4483, Sem 0.2016, dir -0.9223, norm 0.2724, swav 0.0000 LR: 8.681e-02 Score 93.724 Data time: 0.1698, Forward time: 2.2680, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 4.7174 [2020-11-12 17:01:07,796][root][INFO] - ===> Epoch[112](2909/26): Loss -0.4701, Sem 0.2223, dir -0.9243, norm 0.2319, swav 0.0000 LR: 8.681e-02 Score 93.016 Data time: 0.2429, Forward time: 2.2681, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.0206 [2020-11-12 17:01:13,823][root][INFO] - ===> Epoch[112](2910/26): Loss -0.5071, Sem 0.1923, dir -0.9367, norm 0.2374, swav 0.0000 LR: 8.680e-02 Score 93.732 Data time: 0.2591, Forward time: 2.2683, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.9343 [2020-11-12 17:01:18,575][root][INFO] - ===> Epoch[112](2911/26): Loss -0.3869, Sem 0.2516, dir -0.9265, norm 0.2881, swav 0.0000 LR: 8.680e-02 Score 91.917 Data time: 0.2228, Forward time: 2.2683, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 4.6400 [2020-11-12 17:01:24,102][root][INFO] - ===> Epoch[112](2912/26): Loss -0.4159, Sem 0.2497, dir -0.9338, norm 0.2682, swav 0.0000 LR: 8.680e-02 Score 91.971 Data time: 0.1621, Forward time: 2.2681, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.4300 [2020-11-12 17:01:29,555][root][INFO] - ===> Epoch[113](2913/26): Loss -0.4264, Sem 0.2356, dir -0.9306, norm 0.2686, swav 0.0000 LR: 8.679e-02 Score 92.544 Data time: 0.1686, Forward time: 2.2679, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.3573 [2020-11-12 17:01:35,818][root][INFO] - ===> Epoch[113](2914/26): Loss -0.4528, Sem 0.2359, dir -0.9299, norm 0.2412, swav 0.0000 LR: 8.679e-02 Score 92.302 Data time: 0.1723, Forward time: 2.2677, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.1907 [2020-11-12 17:01:41,358][root][INFO] - ===> Epoch[113](2915/26): Loss -0.4904, Sem 0.1880, dir -0.9297, norm 0.2513, swav 0.0000 LR: 8.678e-02 Score 93.969 Data time: 0.2871, Forward time: 2.2679, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.4542 [2020-11-12 17:01:46,594][root][INFO] - ===> Epoch[113](2916/26): Loss -0.4476, Sem 0.2296, dir -0.9297, norm 0.2524, swav 0.0000 LR: 8.678e-02 Score 92.704 Data time: 0.2162, Forward time: 2.2678, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.1298 [2020-11-12 17:01:52,130][root][INFO] - ===> Epoch[113](2917/26): Loss -0.4253, Sem 0.2474, dir -0.9352, norm 0.2625, swav 0.0000 LR: 8.677e-02 Score 92.005 Data time: 0.2749, Forward time: 2.2680, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.4003 [2020-11-12 17:01:57,018][root][INFO] - ===> Epoch[113](2918/26): Loss -0.4024, Sem 0.2623, dir -0.9287, norm 0.2640, swav 0.0000 LR: 8.677e-02 Score 92.203 Data time: 0.2332, Forward time: 2.2681, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 4.7628 [2020-11-12 17:02:02,198][root][INFO] - ===> Epoch[113](2919/26): Loss -0.4657, Sem 0.2128, dir -0.9275, norm 0.2490, swav 0.0000 LR: 8.676e-02 Score 92.988 Data time: 0.1782, Forward time: 2.2680, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.0709 [2020-11-12 17:02:07,710][root][INFO] - ===> Epoch[113](2920/26): Loss -0.4233, Sem 0.2596, dir -0.9300, norm 0.2471, swav 0.0000 LR: 8.676e-02 Score 91.860 Data time: 0.1721, Forward time: 2.2679, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.4256 [2020-11-12 17:02:14,039][root][INFO] - ===> Epoch[113](2921/26): Loss -0.4704, Sem 0.1971, dir -0.9333, norm 0.2658, swav 0.0000 LR: 8.675e-02 Score 93.820 Data time: 0.2482, Forward time: 2.2679, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 6.2209 [2020-11-12 17:02:19,274][root][INFO] - ===> Epoch[113](2922/26): Loss -0.4690, Sem 0.2119, dir -0.9303, norm 0.2495, swav 0.0000 LR: 8.675e-02 Score 93.153 Data time: 0.2381, Forward time: 2.2681, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.1052 [2020-11-12 17:02:26,035][root][INFO] - ===> Epoch[113](2923/26): Loss -0.4757, Sem 0.2071, dir -0.9292, norm 0.2464, swav 0.0000 LR: 8.675e-02 Score 93.502 Data time: 0.1723, Forward time: 2.2679, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.6481 [2020-11-12 17:02:31,459][root][INFO] - ===> Epoch[113](2924/26): Loss -0.4711, Sem 0.2033, dir -0.9359, norm 0.2616, swav 0.0000 LR: 8.674e-02 Score 93.646 Data time: 0.1791, Forward time: 2.2678, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.3246 [2020-11-12 17:02:36,233][root][INFO] - ===> Epoch[113](2925/26): Loss -0.4533, Sem 0.2411, dir -0.9309, norm 0.2365, swav 0.0000 LR: 8.674e-02 Score 92.132 Data time: 0.2076, Forward time: 2.2678, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 4.6647 [2020-11-12 17:02:42,294][root][INFO] - ===> Epoch[113](2926/26): Loss -0.4409, Sem 0.2142, dir -0.9300, norm 0.2749, swav 0.0000 LR: 8.673e-02 Score 93.568 Data time: 0.1813, Forward time: 2.2677, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.9339 [2020-11-12 17:02:49,301][root][INFO] - ===> Epoch[113](2927/26): Loss -0.4413, Sem 0.2382, dir -0.9340, norm 0.2545, swav 0.0000 LR: 8.673e-02 Score 92.533 Data time: 0.2183, Forward time: 2.2676, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.9143 [2020-11-12 17:02:56,056][root][INFO] - ===> Epoch[113](2928/26): Loss -0.4808, Sem 0.1953, dir -0.9209, norm 0.2448, swav 0.0000 LR: 8.672e-02 Score 93.702 Data time: 0.3643, Forward time: 2.2680, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.6534 [2020-11-12 17:03:01,155][root][INFO] - ===> Epoch[113](2929/26): Loss -0.4677, Sem 0.2235, dir -0.9332, norm 0.2420, swav 0.0000 LR: 8.672e-02 Score 92.706 Data time: 0.2139, Forward time: 2.2681, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.9634 [2020-11-12 17:03:06,631][root][INFO] - ===> Epoch[113](2930/26): Loss -0.4958, Sem 0.2173, dir -0.9436, norm 0.2306, swav 0.0000 LR: 8.671e-02 Score 93.118 Data time: 0.2387, Forward time: 2.2682, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.3715 [2020-11-12 17:03:12,265][root][INFO] - ===> Epoch[113](2931/26): Loss -0.4626, Sem 0.2330, dir -0.9370, norm 0.2414, swav 0.0000 LR: 8.671e-02 Score 92.527 Data time: 0.2686, Forward time: 2.2683, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.4977 [2020-11-12 17:03:17,930][root][INFO] - ===> Epoch[113](2932/26): Loss -0.4760, Sem 0.2263, dir -0.9339, norm 0.2317, swav 0.0000 LR: 8.670e-02 Score 92.821 Data time: 0.2066, Forward time: 2.2683, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.5516 [2020-11-12 17:03:24,095][root][INFO] - ===> Epoch[113](2933/26): Loss -0.4813, Sem 0.1998, dir -0.9316, norm 0.2506, swav 0.0000 LR: 8.670e-02 Score 93.598 Data time: 0.2038, Forward time: 2.2683, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.0414 [2020-11-12 17:03:29,501][root][INFO] - ===> Epoch[113](2934/26): Loss -0.4820, Sem 0.2177, dir -0.9363, norm 0.2366, swav 0.0000 LR: 8.670e-02 Score 93.232 Data time: 0.1846, Forward time: 2.2682, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.2969 [2020-11-12 17:03:35,367][root][INFO] - ===> Epoch[113](2935/26): Loss -0.4625, Sem 0.2218, dir -0.9315, norm 0.2472, swav 0.0000 LR: 8.669e-02 Score 92.788 Data time: 0.2188, Forward time: 2.2682, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.7709 [2020-11-12 17:03:40,707][root][INFO] - ===> Epoch[113](2936/26): Loss -0.4602, Sem 0.2118, dir -0.9318, norm 0.2599, swav 0.0000 LR: 8.669e-02 Score 92.858 Data time: 0.2579, Forward time: 2.2683, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.2217 [2020-11-12 17:03:47,449][root][INFO] - ===> Epoch[113](2937/26): Loss -0.4945, Sem 0.2208, dir -0.9402, norm 0.2250, swav 0.0000 LR: 8.668e-02 Score 92.992 Data time: 0.2551, Forward time: 2.2684, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.6201 [2020-11-12 17:03:54,077][root][INFO] - ===> Epoch[113](2938/26): Loss -0.4927, Sem 0.2077, dir -0.9376, norm 0.2372, swav 0.0000 LR: 8.668e-02 Score 93.420 Data time: 0.1408, Forward time: 2.2682, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.5179 [2020-11-12 17:03:59,973][root][INFO] - ===> Epoch[114](2939/26): Loss -0.4076, Sem 0.2417, dir -0.9174, norm 0.2681, swav 0.0000 LR: 8.667e-02 Score 92.676 Data time: 0.2087, Forward time: 2.2682, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.8324 [2020-11-12 17:04:06,316][root][INFO] - ===> Epoch[114](2940/26): Loss -0.4035, Sem 0.2611, dir -0.9277, norm 0.2632, swav 0.0000 LR: 8.667e-02 Score 92.026 Data time: 0.2110, Forward time: 2.2681, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.2403 [2020-11-12 17:04:11,450][root][INFO] - ===> Epoch[114](2941/26): Loss -0.4163, Sem 0.2258, dir -0.9249, norm 0.2828, swav 0.0000 LR: 8.666e-02 Score 92.853 Data time: 0.1885, Forward time: 2.2681, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.0232 [2020-11-12 17:04:18,243][root][INFO] - ===> Epoch[114](2942/26): Loss -0.5174, Sem 0.1936, dir -0.9387, norm 0.2277, swav 0.0000 LR: 8.666e-02 Score 93.556 Data time: 0.1558, Forward time: 2.2679, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.6874 [2020-11-12 17:04:23,072][root][INFO] - ===> Epoch[114](2943/26): Loss -0.4145, Sem 0.2639, dir -0.9369, norm 0.2585, swav 0.0000 LR: 8.665e-02 Score 91.772 Data time: 0.1742, Forward time: 2.2678, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 4.7692 [2020-11-12 17:04:29,484][root][INFO] - ===> Epoch[114](2944/26): Loss -0.4434, Sem 0.2357, dir -0.9284, norm 0.2492, swav 0.0000 LR: 8.665e-02 Score 92.249 Data time: 0.1881, Forward time: 2.2677, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.2964 [2020-11-12 17:04:35,971][root][INFO] - ===> Epoch[114](2945/26): Loss -0.4898, Sem 0.2032, dir -0.9250, norm 0.2320, swav 0.0000 LR: 8.664e-02 Score 93.402 Data time: 0.1666, Forward time: 2.2675, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.3688 [2020-11-12 17:04:41,576][root][INFO] - ===> Epoch[114](2946/26): Loss -0.5515, Sem 0.1725, dir -0.9405, norm 0.2166, swav 0.0000 LR: 8.664e-02 Score 94.520 Data time: 0.1713, Forward time: 2.2674, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.5460 [2020-11-12 17:04:47,435][root][INFO] - ===> Epoch[114](2947/26): Loss -0.4891, Sem 0.1963, dir -0.9282, norm 0.2428, swav 0.0000 LR: 8.664e-02 Score 93.687 Data time: 0.2030, Forward time: 2.2674, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.7463 [2020-11-12 17:04:54,770][root][INFO] - ===> Epoch[114](2948/26): Loss -0.4534, Sem 0.2360, dir -0.9332, norm 0.2438, swav 0.0000 LR: 8.663e-02 Score 92.667 Data time: 0.2111, Forward time: 2.2674, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 7.2115 [2020-11-12 17:05:00,777][root][INFO] - ===> Epoch[114](2949/26): Loss -0.4623, Sem 0.2239, dir -0.9323, norm 0.2461, swav 0.0000 LR: 8.663e-02 Score 92.740 Data time: 0.2306, Forward time: 2.2675, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.8862 [2020-11-12 17:05:06,428][root][INFO] - ===> Epoch[114](2950/26): Loss -0.4314, Sem 0.2235, dir -0.9286, norm 0.2737, swav 0.0000 LR: 8.662e-02 Score 92.570 Data time: 0.2614, Forward time: 2.2677, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.5117 [2020-11-12 17:05:11,586][root][INFO] - ===> Epoch[114](2951/26): Loss -0.4693, Sem 0.2134, dir -0.9335, norm 0.2508, swav 0.0000 LR: 8.662e-02 Score 93.004 Data time: 0.2184, Forward time: 2.2677, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.0226 [2020-11-12 17:05:17,858][root][INFO] - ===> Epoch[114](2952/26): Loss -0.4684, Sem 0.2090, dir -0.9299, norm 0.2524, swav 0.0000 LR: 8.661e-02 Score 93.310 Data time: 0.3101, Forward time: 2.2680, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.1629 [2020-11-12 17:05:23,638][root][INFO] - ===> Epoch[114](2953/26): Loss -0.4365, Sem 0.2101, dir -0.9233, norm 0.2767, swav 0.0000 LR: 8.661e-02 Score 93.250 Data time: 0.2195, Forward time: 2.2680, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.6531 [2020-11-12 17:05:30,129][root][INFO] - ===> Epoch[114](2954/26): Loss -0.4671, Sem 0.2112, dir -0.9340, norm 0.2557, swav 0.0000 LR: 8.660e-02 Score 93.284 Data time: 0.3601, Forward time: 2.2684, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.3783 [2020-11-12 17:05:37,461][root][INFO] - ===> Epoch[114](2955/26): Loss -0.4628, Sem 0.2258, dir -0.9342, norm 0.2456, swav 0.0000 LR: 8.660e-02 Score 92.562 Data time: 0.3526, Forward time: 2.2689, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 7.1917 [2020-11-12 17:05:42,752][root][INFO] - ===> Epoch[114](2956/26): Loss -0.4582, Sem 0.2192, dir -0.9275, norm 0.2500, swav 0.0000 LR: 8.659e-02 Score 93.014 Data time: 0.1685, Forward time: 2.2688, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.1418 [2020-11-12 17:05:48,716][root][INFO] - ===> Epoch[114](2957/26): Loss -0.4682, Sem 0.1930, dir -0.9241, norm 0.2629, swav 0.0000 LR: 8.659e-02 Score 93.652 Data time: 0.2178, Forward time: 2.2688, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.8637 [2020-11-12 17:05:55,015][root][INFO] - ===> Epoch[114](2958/26): Loss -0.4870, Sem 0.2146, dir -0.9323, norm 0.2307, swav 0.0000 LR: 8.659e-02 Score 93.003 Data time: 0.1630, Forward time: 2.2686, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.1819 [2020-11-12 17:05:59,870][root][INFO] - ===> Epoch[114](2959/26): Loss -0.4357, Sem 0.2396, dir -0.9348, norm 0.2596, swav 0.0000 LR: 8.658e-02 Score 92.204 Data time: 0.1997, Forward time: 2.2685, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.7976 [2020-11-12 17:06:06,083][root][INFO] - ===> Epoch[114](2960/26): Loss -0.4200, Sem 0.2370, dir -0.9293, norm 0.2723, swav 0.0000 LR: 8.658e-02 Score 92.986 Data time: 0.2208, Forward time: 2.2686, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.0871 [2020-11-12 17:06:12,479][root][INFO] - ===> Epoch[114](2961/26): Loss -0.4491, Sem 0.2252, dir -0.9194, norm 0.2451, swav 0.0000 LR: 8.657e-02 Score 92.765 Data time: 0.2023, Forward time: 2.2685, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.2627 [2020-11-12 17:06:17,322][root][INFO] - ===> Epoch[114](2962/26): Loss -0.4653, Sem 0.2195, dir -0.9257, norm 0.2408, swav 0.0000 LR: 8.657e-02 Score 92.891 Data time: 0.2598, Forward time: 2.2686, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.7386 [2020-11-12 17:06:21,904][root][INFO] - ===> Epoch[114](2963/26): Loss -0.3756, Sem 0.2651, dir -0.9186, norm 0.2778, swav 0.0000 LR: 8.656e-02 Score 91.747 Data time: 0.1949, Forward time: 2.2685, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 4.4701 [2020-11-12 17:06:27,212][root][INFO] - ===> Epoch[114](2964/26): Loss -0.4574, Sem 0.2153, dir -0.9311, norm 0.2584, swav 0.0000 LR: 8.656e-02 Score 93.146 Data time: 0.2257, Forward time: 2.2686, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.1991 [2020-11-12 17:06:32,579][root][INFO] - ===> Epoch[115](2965/26): Loss -0.3897, Sem 0.2574, dir -0.9280, norm 0.2808, swav 0.0000 LR: 8.655e-02 Score 92.250 Data time: 0.2201, Forward time: 2.2686, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.2740 [2020-11-12 17:06:38,356][root][INFO] - ===> Epoch[115](2966/26): Loss -0.4932, Sem 0.2044, dir -0.9318, norm 0.2342, swav 0.0000 LR: 8.655e-02 Score 93.235 Data time: 0.2301, Forward time: 2.2686, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.6671 [2020-11-12 17:06:45,097][root][INFO] - ===> Epoch[115](2967/26): Loss -0.4480, Sem 0.2350, dir -0.9309, norm 0.2479, swav 0.0000 LR: 8.654e-02 Score 92.678 Data time: 0.1246, Forward time: 2.2683, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.6251 [2020-11-12 17:06:50,375][root][INFO] - ===> Epoch[115](2968/26): Loss -0.4618, Sem 0.2280, dir -0.9357, norm 0.2459, swav 0.0000 LR: 8.654e-02 Score 92.817 Data time: 0.1937, Forward time: 2.2682, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.2139 [2020-11-12 17:06:56,182][root][INFO] - ===> Epoch[115](2969/26): Loss -0.4920, Sem 0.1820, dir -0.9500, norm 0.2759, swav 0.0000 LR: 8.654e-02 Score 94.429 Data time: 0.3054, Forward time: 2.2685, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.6992 [2020-11-12 17:07:01,508][root][INFO] - ===> Epoch[115](2970/26): Loss -0.4118, Sem 0.2642, dir -0.9296, norm 0.2537, swav 0.0000 LR: 8.653e-02 Score 91.907 Data time: 0.2023, Forward time: 2.2684, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.1908 [2020-11-12 17:07:06,983][root][INFO] - ===> Epoch[115](2971/26): Loss -0.4379, Sem 0.2418, dir -0.9342, norm 0.2545, swav 0.0000 LR: 8.653e-02 Score 91.911 Data time: 0.2544, Forward time: 2.2685, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.3887 [2020-11-12 17:07:13,774][root][INFO] - ===> Epoch[115](2972/26): Loss -0.4788, Sem 0.2184, dir -0.9344, norm 0.2372, swav 0.0000 LR: 8.652e-02 Score 92.813 Data time: 0.2281, Forward time: 2.2686, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.6693 [2020-11-12 17:07:20,225][root][INFO] - ===> Epoch[115](2973/26): Loss -0.4699, Sem 0.2329, dir -0.9399, norm 0.2371, swav 0.0000 LR: 8.652e-02 Score 92.503 Data time: 0.1355, Forward time: 2.2683, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.3287 [2020-11-12 17:07:26,356][root][INFO] - ===> Epoch[115](2974/26): Loss -0.4131, Sem 0.2549, dir -0.9310, norm 0.2630, swav 0.0000 LR: 8.651e-02 Score 92.040 Data time: 0.2663, Forward time: 2.2685, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.0729 [2020-11-12 17:07:31,682][root][INFO] - ===> Epoch[115](2975/26): Loss -0.4481, Sem 0.2230, dir -0.9297, norm 0.2585, swav 0.0000 LR: 8.651e-02 Score 93.347 Data time: 0.2086, Forward time: 2.2685, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.1951 [2020-11-12 17:07:37,728][root][INFO] - ===> Epoch[115](2976/26): Loss -0.4870, Sem 0.2005, dir -0.9287, norm 0.2413, swav 0.0000 LR: 8.650e-02 Score 93.243 Data time: 0.1519, Forward time: 2.2683, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.9379 [2020-11-12 17:07:42,618][root][INFO] - ===> Epoch[115](2977/26): Loss -0.4804, Sem 0.1916, dir -0.9284, norm 0.2564, swav 0.0000 LR: 8.650e-02 Score 93.672 Data time: 0.1831, Forward time: 2.2682, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.8249 [2020-11-12 17:07:48,964][root][INFO] - ===> Epoch[115](2978/26): Loss -0.4861, Sem 0.1955, dir -0.9308, norm 0.2492, swav 0.0000 LR: 8.649e-02 Score 94.162 Data time: 0.2343, Forward time: 2.2683, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.2487 [2020-11-12 17:07:56,228][root][INFO] - ===> Epoch[115](2979/26): Loss -0.3908, Sem 0.2490, dir -0.9312, norm 0.2914, swav 0.0000 LR: 8.649e-02 Score 92.005 Data time: 0.2212, Forward time: 2.2683, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 7.1412 [2020-11-12 17:08:01,220][root][INFO] - ===> Epoch[115](2980/26): Loss -0.4735, Sem 0.2203, dir -0.9306, norm 0.2368, swav 0.0000 LR: 8.648e-02 Score 92.935 Data time: 0.2013, Forward time: 2.2683, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 4.9035 [2020-11-12 17:08:06,409][root][INFO] - ===> Epoch[115](2981/26): Loss -0.4526, Sem 0.2239, dir -0.9286, norm 0.2521, swav 0.0000 LR: 8.648e-02 Score 92.478 Data time: 0.2455, Forward time: 2.2684, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.0728 [2020-11-12 17:08:12,424][root][INFO] - ===> Epoch[115](2982/26): Loss -0.4248, Sem 0.2443, dir -0.9300, norm 0.2609, swav 0.0000 LR: 8.648e-02 Score 92.759 Data time: 0.2202, Forward time: 2.2684, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.9028 [2020-11-12 17:08:20,218][root][INFO] - ===> Epoch[115](2983/26): Loss -0.4306, Sem 0.2233, dir -0.9242, norm 0.2703, swav 0.0000 LR: 8.647e-02 Score 92.866 Data time: 0.1631, Forward time: 2.2683, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 7.6866 [2020-11-12 17:08:25,523][root][INFO] - ===> Epoch[115](2984/26): Loss -0.4508, Sem 0.2187, dir -0.9279, norm 0.2584, swav 0.0000 LR: 8.647e-02 Score 92.696 Data time: 0.1648, Forward time: 2.2681, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.2427 [2020-11-12 17:08:30,587][root][INFO] - ===> Epoch[115](2985/26): Loss -0.5017, Sem 0.1980, dir -0.9365, norm 0.2368, swav 0.0000 LR: 8.646e-02 Score 93.836 Data time: 0.2278, Forward time: 2.2681, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.9695 [2020-11-12 17:08:38,187][root][INFO] - ===> Epoch[115](2986/26): Loss -0.4229, Sem 0.2230, dir -0.9317, norm 0.2858, swav 0.0000 LR: 8.646e-02 Score 93.055 Data time: 0.4065, Forward time: 2.2686, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 7.5020 [2020-11-12 17:08:43,443][root][INFO] - ===> Epoch[115](2987/26): Loss -0.4848, Sem 0.2222, dir -0.9342, norm 0.2272, swav 0.0000 LR: 8.645e-02 Score 93.201 Data time: 0.2324, Forward time: 2.2687, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.1236 [2020-11-12 17:08:48,682][root][INFO] - ===> Epoch[115](2988/26): Loss -0.4207, Sem 0.2566, dir -0.9307, norm 0.2534, swav 0.0000 LR: 8.645e-02 Score 91.802 Data time: 0.2089, Forward time: 2.2687, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.1391 [2020-11-12 17:08:55,292][root][INFO] - ===> Epoch[115](2989/26): Loss -0.4523, Sem 0.2185, dir -0.9291, norm 0.2583, swav 0.0000 LR: 8.644e-02 Score 93.104 Data time: 0.3234, Forward time: 2.2691, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.5107 [2020-11-12 17:09:01,302][root][INFO] - ===> Epoch[115](2990/26): Loss -0.4357, Sem 0.2403, dir -0.9265, norm 0.2506, swav 0.0000 LR: 8.644e-02 Score 92.299 Data time: 0.2247, Forward time: 2.2690, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.8630 [2020-11-12 17:09:06,332][root][INFO] - ===> Epoch[116](2991/26): Loss -0.4927, Sem 0.2056, dir -0.9336, norm 0.2353, swav 0.0000 LR: 8.643e-02 Score 93.589 Data time: 0.1603, Forward time: 2.2688, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.9433 [2020-11-12 17:09:11,484][root][INFO] - ===> Epoch[116](2992/26): Loss -0.4851, Sem 0.1944, dir -0.9262, norm 0.2467, swav 0.0000 LR: 8.643e-02 Score 93.901 Data time: 0.1449, Forward time: 2.2686, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.0950 [2020-11-12 17:09:16,710][root][INFO] - ===> Epoch[116](2993/26): Loss -0.4665, Sem 0.2285, dir -0.9327, norm 0.2377, swav 0.0000 LR: 8.643e-02 Score 92.746 Data time: 0.2199, Forward time: 2.2687, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.1506 [2020-11-12 17:09:22,833][root][INFO] - ===> Epoch[116](2994/26): Loss -0.4690, Sem 0.2291, dir -0.9388, norm 0.2407, swav 0.0000 LR: 8.642e-02 Score 92.956 Data time: 0.2136, Forward time: 2.2687, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.0028 [2020-11-12 17:09:28,024][root][INFO] - ===> Epoch[116](2995/26): Loss -0.5275, Sem 0.1925, dir -0.9415, norm 0.2215, swav 0.0000 LR: 8.642e-02 Score 93.841 Data time: 0.2079, Forward time: 2.2687, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.0752 [2020-11-12 17:09:33,785][root][INFO] - ===> Epoch[116](2996/26): Loss -0.4991, Sem 0.2026, dir -0.9392, norm 0.2376, swav 0.0000 LR: 8.641e-02 Score 93.518 Data time: 0.1978, Forward time: 2.2687, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.6570 [2020-11-12 17:09:39,095][root][INFO] - ===> Epoch[116](2997/26): Loss -0.5248, Sem 0.1942, dir -0.9420, norm 0.2230, swav 0.0000 LR: 8.641e-02 Score 93.583 Data time: 0.1904, Forward time: 2.2686, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.1971 [2020-11-12 17:09:44,152][root][INFO] - ===> Epoch[116](2998/26): Loss -0.5379, Sem 0.1722, dir -0.9378, norm 0.2278, swav 0.0000 LR: 8.640e-02 Score 94.519 Data time: 0.1952, Forward time: 2.2685, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 4.9677 [2020-11-12 17:09:50,428][root][INFO] - ===> Epoch[116](2999/26): Loss -0.4864, Sem 0.2041, dir -0.9328, norm 0.2423, swav 0.0000 LR: 8.640e-02 Score 93.394 Data time: 0.1793, Forward time: 2.2684, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.1685 [2020-11-12 17:09:55,003][root][INFO] - ===> Epoch[116](3000/26): Loss -0.4554, Sem 0.2191, dir -0.9294, norm 0.2550, swav 0.0000 LR: 8.639e-02 Score 92.848 Data time: 0.2063, Forward time: 2.2684, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 4.5002 [2020-11-12 17:09:56,792][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 17:09:56,939][root][INFO] - ===> Start testing [2020-11-12 17:11:25,834][root][INFO] - 101/312: Data time: 0.0096, Iter time: 0.5835 Loss 0.557 (AVG: 0.458) Score 86.966 (AVG: 88.324) mIOU 68.347 mAP 74.277 mAcc 76.182 IOU: 82.404 96.455 61.414 84.658 90.159 86.142 67.285 62.662 57.557 77.760 29.547 63.063 59.372 55.766 31.804 59.089 88.408 68.683 86.483 58.219 mAP: 81.543 95.201 56.185 75.083 90.708 76.099 68.714 73.418 67.142 71.629 58.722 66.893 65.193 77.298 48.430 90.210 96.197 83.774 83.737 59.366 mAcc: 95.212 98.668 74.820 89.048 93.337 90.299 75.286 70.303 66.551 84.909 43.538 71.401 82.348 62.415 33.773 62.235 89.109 80.294 89.248 70.837 [2020-11-12 17:12:53,137][root][INFO] - 201/312: Data time: 0.0043, Iter time: 0.2286 Loss 0.148 (AVG: 0.460) Score 95.710 (AVG: 88.477) mIOU 67.615 mAP 74.222 mAcc 75.725 IOU: 83.615 96.342 59.055 83.161 91.061 85.493 67.575 58.578 56.012 77.979 30.322 60.777 59.397 63.543 39.313 45.693 89.014 68.601 83.704 53.073 mAP: 82.356 95.902 58.534 74.802 91.590 77.616 75.204 71.488 67.578 71.993 55.569 59.840 67.582 78.930 51.330 86.670 96.556 83.941 77.989 58.963 mAcc: 95.589 98.586 75.731 87.314 94.214 91.617 75.697 66.678 66.612 88.177 41.034 67.226 84.362 71.530 42.098 48.081 89.888 79.293 87.457 63.322 [2020-11-12 17:14:16,315][root][INFO] - 301/312: Data time: 0.0067, Iter time: 0.2877 Loss 0.129 (AVG: 0.440) Score 95.966 (AVG: 88.805) mIOU 68.360 mAP 75.112 mAcc 76.703 IOU: 84.212 96.407 60.574 82.424 91.235 85.924 68.554 59.663 55.738 78.834 29.532 61.233 57.608 64.980 45.844 49.389 89.469 65.071 86.167 54.343 mAP: 82.122 95.758 62.221 72.858 91.345 78.635 75.118 71.048 68.993 72.363 55.149 62.183 68.041 80.625 55.307 88.229 96.328 83.669 83.541 58.714 mAcc: 95.466 98.565 79.314 86.719 94.014 93.075 76.144 67.750 67.052 89.337 38.453 69.707 83.061 72.439 50.437 54.914 90.656 73.414 88.827 64.724 [2020-11-12 17:14:27,863][root][INFO] - 312/312: Data time: 0.0058, Iter time: 0.7166 Loss 0.212 (AVG: 0.437) Score 93.975 (AVG: 88.772) mIOU 68.699 mAP 75.458 mAcc 77.101 IOU: 84.281 96.399 60.583 82.294 91.143 85.960 68.091 59.942 55.743 78.737 29.929 63.033 56.922 67.100 46.641 51.542 89.393 66.042 86.735 53.463 mAP: 82.175 95.808 62.314 73.358 91.398 78.885 74.383 71.538 68.398 72.869 56.493 62.398 67.691 81.474 57.765 88.548 96.118 84.083 84.553 58.920 mAcc: 95.382 98.548 79.575 86.511 93.910 93.293 75.611 68.190 67.123 89.495 39.171 71.348 83.415 74.015 51.329 56.932 90.651 74.468 89.288 63.765 [2020-11-12 17:14:27,865][root][INFO] - Finished test. Elapsed time: 270.9239 [2020-11-12 17:14:38,573][root][INFO] - [2020-11-12 17:14:38,574][root][INFO] - ################################################################ [2020-11-12 17:14:38,574][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 17:14:38,574][root][INFO] - ################################################################ [2020-11-12 17:14:38,574][root][INFO] - cabinet : 0.244 0.478 0.678 [2020-11-12 17:14:38,574][root][INFO] - bed : 0.402 0.704 0.849 [2020-11-12 17:14:38,574][root][INFO] - chair : 0.692 0.838 0.890 [2020-11-12 17:14:38,574][root][INFO] - sofa : 0.431 0.664 0.859 [2020-11-12 17:14:38,575][root][INFO] - table : 0.397 0.629 0.718 [2020-11-12 17:14:38,575][root][INFO] - door : 0.233 0.429 0.552 [2020-11-12 17:14:38,575][root][INFO] - window : 0.173 0.344 0.549 [2020-11-12 17:14:38,575][root][INFO] - bookshelf : 0.237 0.598 0.773 [2020-11-12 17:14:38,575][root][INFO] - picture : 0.150 0.280 0.440 [2020-11-12 17:14:38,575][root][INFO] - counter : 0.072 0.284 0.651 [2020-11-12 17:14:38,575][root][INFO] - desk : 0.077 0.275 0.616 [2020-11-12 17:14:38,575][root][INFO] - curtain : 0.210 0.340 0.567 [2020-11-12 17:14:38,575][root][INFO] - refrigerator : 0.318 0.415 0.431 [2020-11-12 17:14:38,575][root][INFO] - shower curtain : 0.438 0.676 0.704 [2020-11-12 17:14:38,575][root][INFO] - toilet : 0.814 0.965 0.983 [2020-11-12 17:14:38,575][root][INFO] - sink : 0.271 0.588 0.856 [2020-11-12 17:14:38,575][root][INFO] - bathtub : 0.448 0.665 0.841 [2020-11-12 17:14:38,575][root][INFO] - otherfurniture : 0.333 0.513 0.649 [2020-11-12 17:14:38,575][root][INFO] - ---------------------------------------------------------------- [2020-11-12 17:14:38,575][root][INFO] - average : 0.330 0.538 0.700 [2020-11-12 17:14:38,575][root][INFO] - [2020-11-12 17:14:38,775][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 17:14:39,723][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 17:14:39,847][root][INFO] - Current best mIoU: 68.699 at iter 3000 [2020-11-12 17:14:43,290][root][INFO] - ===> Epoch[116](3001/26): Loss -0.3991, Sem 0.2500, dir -0.9330, norm 0.2840, swav 0.0000 LR: 8.639e-02 Score 92.787 Data time: 0.1594, Forward time: 2.2682, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 3.4341 [2020-11-12 17:14:49,582][root][INFO] - ===> Epoch[116](3002/26): Loss -0.4496, Sem 0.2137, dir -0.9280, norm 0.2647, swav 0.0000 LR: 8.638e-02 Score 93.311 Data time: 0.2746, Forward time: 2.2684, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.2177 [2020-11-12 17:14:56,907][root][INFO] - ===> Epoch[116](3003/26): Loss -0.4695, Sem 0.2203, dir -0.9311, norm 0.2414, swav 0.0000 LR: 8.638e-02 Score 93.002 Data time: 0.3627, Forward time: 2.2689, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 7.2035 [2020-11-12 17:15:02,312][root][INFO] - ===> Epoch[116](3004/26): Loss -0.4431, Sem 0.2430, dir -0.9312, norm 0.2451, swav 0.0000 LR: 8.638e-02 Score 92.383 Data time: 0.2510, Forward time: 2.2690, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.2586 [2020-11-12 17:15:07,772][root][INFO] - ===> Epoch[116](3005/26): Loss -0.5403, Sem 0.1715, dir -0.9382, norm 0.2264, swav 0.0000 LR: 8.637e-02 Score 94.636 Data time: 0.2812, Forward time: 2.2691, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.3574 [2020-11-12 17:15:13,779][root][INFO] - ===> Epoch[116](3006/26): Loss -0.4488, Sem 0.2340, dir -0.9293, norm 0.2465, swav 0.0000 LR: 8.637e-02 Score 92.385 Data time: 0.1631, Forward time: 2.2690, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.8971 [2020-11-12 17:15:19,459][root][INFO] - ===> Epoch[116](3007/26): Loss -0.4212, Sem 0.2256, dir -0.9203, norm 0.2735, swav 0.0000 LR: 8.636e-02 Score 92.550 Data time: 0.1831, Forward time: 2.2690, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.5860 [2020-11-12 17:15:24,950][root][INFO] - ===> Epoch[116](3008/26): Loss -0.4357, Sem 0.2422, dir -0.9242, norm 0.2463, swav 0.0000 LR: 8.636e-02 Score 92.114 Data time: 0.1525, Forward time: 2.2688, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.4062 [2020-11-12 17:15:31,181][root][INFO] - ===> Epoch[116](3009/26): Loss -0.4926, Sem 0.2124, dir -0.9355, norm 0.2304, swav 0.0000 LR: 8.635e-02 Score 93.442 Data time: 0.2186, Forward time: 2.2688, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.1807 [2020-11-12 17:15:38,431][root][INFO] - ===> Epoch[116](3010/26): Loss -0.5013, Sem 0.1999, dir -0.9340, norm 0.2328, swav 0.0000 LR: 8.635e-02 Score 93.583 Data time: 0.1795, Forward time: 2.2687, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 7.1393 [2020-11-12 17:15:44,906][root][INFO] - ===> Epoch[116](3011/26): Loss -0.4787, Sem 0.2202, dir -0.9346, norm 0.2357, swav 0.0000 LR: 8.634e-02 Score 93.036 Data time: 0.1617, Forward time: 2.2686, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.4099 [2020-11-12 17:15:49,816][root][INFO] - ===> Epoch[116](3012/26): Loss -0.4677, Sem 0.2377, dir -0.9416, norm 0.2362, swav 0.0000 LR: 8.634e-02 Score 92.468 Data time: 0.2143, Forward time: 2.2684, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 4.8567 [2020-11-12 17:15:55,316][root][INFO] - ===> Epoch[116](3013/26): Loss -0.4802, Sem 0.2332, dir -0.9385, norm 0.2251, swav 0.0000 LR: 8.633e-02 Score 92.233 Data time: 0.1979, Forward time: 2.2685, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.4207 [2020-11-12 17:16:00,361][root][INFO] - ===> Epoch[116](3014/26): Loss -0.4773, Sem 0.2025, dir -0.9378, norm 0.2579, swav 0.0000 LR: 8.633e-02 Score 93.880 Data time: 0.1484, Forward time: 2.2683, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 4.9444 [2020-11-12 17:16:05,678][root][INFO] - ===> Epoch[116](3015/26): Loss -0.4834, Sem 0.2029, dir -0.9340, norm 0.2477, swav 0.0000 LR: 8.632e-02 Score 93.879 Data time: 0.1929, Forward time: 2.2682, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.2487 [2020-11-12 17:16:12,082][root][INFO] - ===> Epoch[116](3016/26): Loss -0.5079, Sem 0.1899, dir -0.9408, norm 0.2430, swav 0.0000 LR: 8.632e-02 Score 93.958 Data time: 0.2490, Forward time: 2.2683, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.2994 [2020-11-12 17:16:18,470][root][INFO] - ===> Epoch[117](3017/26): Loss -0.4602, Sem 0.2187, dir -0.9215, norm 0.2426, swav 0.0000 LR: 8.632e-02 Score 93.081 Data time: 0.2305, Forward time: 2.2684, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.2752 [2020-11-12 17:16:25,836][root][INFO] - ===> Epoch[117](3018/26): Loss -0.4849, Sem 0.2006, dir -0.9301, norm 0.2446, swav 0.0000 LR: 8.631e-02 Score 93.479 Data time: 0.1778, Forward time: 2.2683, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 7.2363 [2020-11-12 17:16:32,162][root][INFO] - ===> Epoch[117](3019/26): Loss -0.4258, Sem 0.2333, dir -0.9264, norm 0.2673, swav 0.0000 LR: 8.631e-02 Score 92.321 Data time: 0.1803, Forward time: 2.2682, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.2444 [2020-11-12 17:16:40,466][root][INFO] - ===> Epoch[117](3020/26): Loss -0.4342, Sem 0.2389, dir -0.9273, norm 0.2542, swav 0.0000 LR: 8.630e-02 Score 92.342 Data time: 0.2135, Forward time: 2.2682, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 8.1928 [2020-11-12 17:16:45,922][root][INFO] - ===> Epoch[117](3021/26): Loss -0.4972, Sem 0.2063, dir -0.9357, norm 0.2322, swav 0.0000 LR: 8.630e-02 Score 93.334 Data time: 0.2527, Forward time: 2.2683, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.3471 [2020-11-12 17:16:50,817][root][INFO] - ===> Epoch[117](3022/26): Loss -0.4352, Sem 0.2481, dir -0.9411, norm 0.2578, swav 0.0000 LR: 8.629e-02 Score 92.103 Data time: 0.2209, Forward time: 2.2684, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.7695 [2020-11-12 17:16:56,091][root][INFO] - ===> Epoch[117](3023/26): Loss -0.4969, Sem 0.1978, dir -0.9385, norm 0.2438, swav 0.0000 LR: 8.629e-02 Score 93.523 Data time: 0.2380, Forward time: 2.2685, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.1661 [2020-11-12 17:17:02,321][root][INFO] - ===> Epoch[117](3024/26): Loss -0.4757, Sem 0.2216, dir -0.9307, norm 0.2334, swav 0.0000 LR: 8.628e-02 Score 92.694 Data time: 0.2077, Forward time: 2.2685, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.1062 [2020-11-12 17:17:07,551][root][INFO] - ===> Epoch[117](3025/26): Loss -0.4961, Sem 0.2047, dir -0.9411, norm 0.2403, swav 0.0000 LR: 8.628e-02 Score 93.560 Data time: 0.2164, Forward time: 2.2685, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.1140 [2020-11-12 17:17:11,632][root][INFO] - ===> Epoch[117](3026/26): Loss -0.4319, Sem 0.2447, dir -0.9335, norm 0.2570, swav 0.0000 LR: 8.627e-02 Score 92.250 Data time: 0.1904, Forward time: 2.2684, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 3.9639 [2020-11-12 17:17:18,235][root][INFO] - ===> Epoch[117](3027/26): Loss -0.5012, Sem 0.2001, dir -0.9313, norm 0.2299, swav 0.0000 LR: 8.627e-02 Score 93.595 Data time: 0.2026, Forward time: 2.2684, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.5102 [2020-11-12 17:17:24,067][root][INFO] - ===> Epoch[117](3028/26): Loss -0.5071, Sem 0.1847, dir -0.9373, norm 0.2455, swav 0.0000 LR: 8.627e-02 Score 94.198 Data time: 0.2675, Forward time: 2.2686, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.7371 [2020-11-12 17:17:29,347][root][INFO] - ===> Epoch[117](3029/26): Loss -0.4655, Sem 0.2131, dir -0.9294, norm 0.2508, swav 0.0000 LR: 8.626e-02 Score 93.084 Data time: 0.2243, Forward time: 2.2685, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.1676 [2020-11-12 17:17:35,964][root][INFO] - ===> Epoch[117](3030/26): Loss -0.5278, Sem 0.1729, dir -0.9385, norm 0.2378, swav 0.0000 LR: 8.626e-02 Score 94.325 Data time: 0.3466, Forward time: 2.2688, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 6.5289 [2020-11-12 17:17:42,131][root][INFO] - ===> Epoch[117](3031/26): Loss -0.5248, Sem 0.1947, dir -0.9368, norm 0.2173, swav 0.0000 LR: 8.625e-02 Score 93.826 Data time: 0.2035, Forward time: 2.2688, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.0338 [2020-11-12 17:17:47,922][root][INFO] - ===> Epoch[117](3032/26): Loss -0.4435, Sem 0.2468, dir -0.9330, norm 0.2428, swav 0.0000 LR: 8.625e-02 Score 92.590 Data time: 0.1838, Forward time: 2.2687, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.6985 [2020-11-12 17:17:53,313][root][INFO] - ===> Epoch[117](3033/26): Loss -0.4469, Sem 0.2406, dir -0.9347, norm 0.2472, swav 0.0000 LR: 8.624e-02 Score 92.795 Data time: 0.1891, Forward time: 2.2687, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.3172 [2020-11-12 17:17:59,888][root][INFO] - ===> Epoch[117](3034/26): Loss -0.4533, Sem 0.2072, dir -0.9290, norm 0.2685, swav 0.0000 LR: 8.624e-02 Score 93.173 Data time: 0.1517, Forward time: 2.2685, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.4789 [2020-11-12 17:18:06,416][root][INFO] - ===> Epoch[117](3035/26): Loss -0.4795, Sem 0.2052, dir -0.9275, norm 0.2428, swav 0.0000 LR: 8.623e-02 Score 93.385 Data time: 0.2422, Forward time: 2.2686, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.4729 [2020-11-12 17:18:12,276][root][INFO] - ===> Epoch[117](3036/26): Loss -0.4481, Sem 0.2231, dir -0.9392, norm 0.2680, swav 0.0000 LR: 8.623e-02 Score 92.965 Data time: 0.2228, Forward time: 2.2686, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.7596 [2020-11-12 17:18:18,739][root][INFO] - ===> Epoch[117](3037/26): Loss -0.4418, Sem 0.2422, dir -0.9288, norm 0.2448, swav 0.0000 LR: 8.622e-02 Score 92.534 Data time: 0.3568, Forward time: 2.2689, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.3621 [2020-11-12 17:18:25,006][root][INFO] - ===> Epoch[117](3038/26): Loss -0.4263, Sem 0.2307, dir -0.9264, norm 0.2694, swav 0.0000 LR: 8.622e-02 Score 93.018 Data time: 0.2851, Forward time: 2.2692, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.1428 [2020-11-12 17:18:30,737][root][INFO] - ===> Epoch[117](3039/26): Loss -0.4545, Sem 0.2320, dir -0.9288, norm 0.2424, swav 0.0000 LR: 8.621e-02 Score 93.124 Data time: 0.2486, Forward time: 2.2692, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.5966 [2020-11-12 17:18:36,160][root][INFO] - ===> Epoch[117](3040/26): Loss -0.4852, Sem 0.2313, dir -0.9429, norm 0.2264, swav 0.0000 LR: 8.621e-02 Score 92.568 Data time: 0.2580, Forward time: 2.2694, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.3238 [2020-11-12 17:18:41,581][root][INFO] - ===> Epoch[117](3041/26): Loss -0.4259, Sem 0.2581, dir -0.9307, norm 0.2466, swav 0.0000 LR: 8.621e-02 Score 91.916 Data time: 0.1694, Forward time: 2.2692, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.3133 [2020-11-12 17:18:47,486][root][INFO] - ===> Epoch[117](3042/26): Loss -0.4493, Sem 0.2274, dir -0.9408, norm 0.2641, swav 0.0000 LR: 8.620e-02 Score 92.947 Data time: 0.3113, Forward time: 2.2694, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.8220 [2020-11-12 17:18:53,764][root][INFO] - ===> Epoch[118](3043/26): Loss -0.5035, Sem 0.1969, dir -0.9284, norm 0.2281, swav 0.0000 LR: 8.620e-02 Score 93.356 Data time: 0.1715, Forward time: 2.2693, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.1534 [2020-11-12 17:18:58,985][root][INFO] - ===> Epoch[118](3044/26): Loss -0.4301, Sem 0.2525, dir -0.9360, norm 0.2534, swav 0.0000 LR: 8.619e-02 Score 92.272 Data time: 0.1625, Forward time: 2.2691, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.1324 [2020-11-12 17:19:04,746][root][INFO] - ===> Epoch[118](3045/26): Loss -0.5077, Sem 0.2040, dir -0.9341, norm 0.2224, swav 0.0000 LR: 8.619e-02 Score 93.329 Data time: 0.2540, Forward time: 2.2693, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.7056 [2020-11-12 17:19:12,573][root][INFO] - ===> Epoch[118](3046/26): Loss -0.5304, Sem 0.1949, dir -0.9402, norm 0.2150, swav 0.0000 LR: 8.618e-02 Score 94.032 Data time: 0.2090, Forward time: 2.2693, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 7.7227 [2020-11-12 17:19:19,034][root][INFO] - ===> Epoch[118](3047/26): Loss -0.5061, Sem 0.1976, dir -0.9386, norm 0.2348, swav 0.0000 LR: 8.618e-02 Score 93.621 Data time: 0.1787, Forward time: 2.2693, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.3629 [2020-11-12 17:19:23,889][root][INFO] - ===> Epoch[118](3048/26): Loss -0.5204, Sem 0.1993, dir -0.9407, norm 0.2210, swav 0.0000 LR: 8.617e-02 Score 93.819 Data time: 0.1320, Forward time: 2.2690, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.7325 [2020-11-12 17:19:32,216][root][INFO] - ===> Epoch[118](3049/26): Loss -0.4940, Sem 0.1999, dir -0.9379, norm 0.2440, swav 0.0000 LR: 8.617e-02 Score 93.609 Data time: 0.1865, Forward time: 2.2690, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 8.2284 [2020-11-12 17:19:38,240][root][INFO] - ===> Epoch[118](3050/26): Loss -0.4304, Sem 0.2042, dir -0.9280, norm 0.2935, swav 0.0000 LR: 8.616e-02 Score 93.586 Data time: 0.2469, Forward time: 2.2691, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.8846 [2020-11-12 17:19:43,963][root][INFO] - ===> Epoch[118](3051/26): Loss -0.4761, Sem 0.2120, dir -0.9342, norm 0.2461, swav 0.0000 LR: 8.616e-02 Score 93.276 Data time: 0.2600, Forward time: 2.2693, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.5823 [2020-11-12 17:19:49,069][root][INFO] - ===> Epoch[118](3052/26): Loss -0.4318, Sem 0.2574, dir -0.9301, norm 0.2409, swav 0.0000 LR: 8.616e-02 Score 92.538 Data time: 0.1474, Forward time: 2.2691, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 4.9713 [2020-11-12 17:19:54,059][root][INFO] - ===> Epoch[118](3053/26): Loss -0.5131, Sem 0.1955, dir -0.9356, norm 0.2270, swav 0.0000 LR: 8.615e-02 Score 93.784 Data time: 0.1978, Forward time: 2.2691, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 4.8871 [2020-11-12 17:19:59,383][root][INFO] - ===> Epoch[118](3054/26): Loss -0.4802, Sem 0.2183, dir -0.9350, norm 0.2365, swav 0.0000 LR: 8.615e-02 Score 93.245 Data time: 0.2328, Forward time: 2.2690, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.2114 [2020-11-12 17:20:06,109][root][INFO] - ===> Epoch[118](3055/26): Loss -0.4514, Sem 0.2305, dir -0.9290, norm 0.2471, swav 0.0000 LR: 8.614e-02 Score 92.873 Data time: 0.2208, Forward time: 2.2690, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 6.6320 [2020-11-12 17:20:11,858][root][INFO] - ===> Epoch[118](3056/26): Loss -0.4947, Sem 0.2000, dir -0.9308, norm 0.2361, swav 0.0000 LR: 8.614e-02 Score 93.764 Data time: 0.2351, Forward time: 2.2691, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.6214 [2020-11-12 17:20:18,271][root][INFO] - ===> Epoch[118](3057/26): Loss -0.4688, Sem 0.2227, dir -0.9313, norm 0.2398, swav 0.0000 LR: 8.613e-02 Score 92.966 Data time: 0.2528, Forward time: 2.2692, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.3019 [2020-11-12 17:20:23,453][root][INFO] - ===> Epoch[118](3058/26): Loss -0.5214, Sem 0.1837, dir -0.9318, norm 0.2267, swav 0.0000 LR: 8.613e-02 Score 94.091 Data time: 0.2283, Forward time: 2.2694, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.0500 [2020-11-12 17:20:28,535][root][INFO] - ===> Epoch[118](3059/26): Loss -0.4673, Sem 0.2199, dir -0.9352, norm 0.2480, swav 0.0000 LR: 8.612e-02 Score 92.766 Data time: 0.2436, Forward time: 2.2694, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 4.9686 [2020-11-12 17:20:34,308][root][INFO] - ===> Epoch[118](3060/26): Loss -0.5206, Sem 0.1831, dir -0.9358, norm 0.2320, swav 0.0000 LR: 8.612e-02 Score 93.757 Data time: 0.2661, Forward time: 2.2696, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.6706 [2020-11-12 17:20:40,707][root][INFO] - ===> Epoch[118](3061/26): Loss -0.4244, Sem 0.2584, dir -0.9298, norm 0.2470, swav 0.0000 LR: 8.611e-02 Score 92.116 Data time: 0.2443, Forward time: 2.2698, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.2739 [2020-11-12 17:20:47,199][root][INFO] - ===> Epoch[118](3062/26): Loss -0.4752, Sem 0.1985, dir -0.9216, norm 0.2479, swav 0.0000 LR: 8.611e-02 Score 93.469 Data time: 0.2017, Forward time: 2.2697, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.3651 [2020-11-12 17:20:54,099][root][INFO] - ===> Epoch[118](3063/26): Loss -0.4003, Sem 0.2588, dir -0.9296, norm 0.2705, swav 0.0000 LR: 8.611e-02 Score 92.216 Data time: 0.3469, Forward time: 2.2700, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.8244 [2020-11-12 17:20:59,970][root][INFO] - ===> Epoch[118](3064/26): Loss -0.4681, Sem 0.2241, dir -0.9338, norm 0.2416, swav 0.0000 LR: 8.610e-02 Score 92.843 Data time: 0.2244, Forward time: 2.2700, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.7445 [2020-11-12 17:21:05,375][root][INFO] - ===> Epoch[118](3065/26): Loss -0.4507, Sem 0.2335, dir -0.9276, norm 0.2435, swav 0.0000 LR: 8.610e-02 Score 92.629 Data time: 0.2524, Forward time: 2.2702, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.2956 [2020-11-12 17:21:10,626][root][INFO] - ===> Epoch[118](3066/26): Loss -0.4847, Sem 0.2091, dir -0.9396, norm 0.2457, swav 0.0000 LR: 8.609e-02 Score 93.647 Data time: 0.2037, Forward time: 2.2702, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.1288 [2020-11-12 17:21:15,636][root][INFO] - ===> Epoch[118](3067/26): Loss -0.4901, Sem 0.2084, dir -0.9380, norm 0.2395, swav 0.0000 LR: 8.609e-02 Score 93.511 Data time: 0.1595, Forward time: 2.2700, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 4.9028 [2020-11-12 17:21:20,577][root][INFO] - ===> Epoch[118](3068/26): Loss -0.4402, Sem 0.2225, dir -0.9335, norm 0.2708, swav 0.0000 LR: 8.608e-02 Score 92.800 Data time: 0.1813, Forward time: 2.2699, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 4.8664 [2020-11-12 17:21:27,081][root][INFO] - ===> Epoch[119](3069/26): Loss -0.4627, Sem 0.2083, dir -0.9330, norm 0.2620, swav 0.0000 LR: 8.608e-02 Score 93.444 Data time: 0.2037, Forward time: 2.2698, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.4060 [2020-11-12 17:21:32,996][root][INFO] - ===> Epoch[119](3070/26): Loss -0.4522, Sem 0.2446, dir -0.9339, norm 0.2371, swav 0.0000 LR: 8.607e-02 Score 91.863 Data time: 0.1890, Forward time: 2.2698, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.8100 [2020-11-12 17:21:38,993][root][INFO] - ===> Epoch[119](3071/26): Loss -0.4823, Sem 0.2189, dir -0.9369, norm 0.2357, swav 0.0000 LR: 8.607e-02 Score 93.104 Data time: 0.1817, Forward time: 2.2697, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.9017 [2020-11-12 17:21:44,537][root][INFO] - ===> Epoch[119](3072/26): Loss -0.5029, Sem 0.1961, dir -0.9409, norm 0.2419, swav 0.0000 LR: 8.606e-02 Score 93.795 Data time: 0.2282, Forward time: 2.2697, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.4558 [2020-11-12 17:21:51,249][root][INFO] - ===> Epoch[119](3073/26): Loss -0.4587, Sem 0.2285, dir -0.9319, norm 0.2447, swav 0.0000 LR: 8.606e-02 Score 92.446 Data time: 0.2039, Forward time: 2.2697, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.5963 [2020-11-12 17:21:56,005][root][INFO] - ===> Epoch[119](3074/26): Loss -0.5043, Sem 0.2053, dir -0.9421, norm 0.2325, swav 0.0000 LR: 8.605e-02 Score 93.365 Data time: 0.2091, Forward time: 2.2696, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 4.6306 [2020-11-12 17:22:01,705][root][INFO] - ===> Epoch[119](3075/26): Loss -0.4987, Sem 0.1985, dir -0.9354, norm 0.2382, swav 0.0000 LR: 8.605e-02 Score 93.444 Data time: 0.2699, Forward time: 2.2698, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.5977 [2020-11-12 17:22:08,669][root][INFO] - ===> Epoch[119](3076/26): Loss -0.5195, Sem 0.1978, dir -0.9440, norm 0.2267, swav 0.0000 LR: 8.605e-02 Score 93.466 Data time: 0.2173, Forward time: 2.2698, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.8298 [2020-11-12 17:22:13,603][root][INFO] - ===> Epoch[119](3077/26): Loss -0.4708, Sem 0.2363, dir -0.9383, norm 0.2312, swav 0.0000 LR: 8.604e-02 Score 92.359 Data time: 0.2245, Forward time: 2.2699, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.8330 [2020-11-12 17:22:19,765][root][INFO] - ===> Epoch[119](3078/26): Loss -0.4947, Sem 0.1963, dir -0.9396, norm 0.2486, swav 0.0000 LR: 8.604e-02 Score 93.730 Data time: 0.2517, Forward time: 2.2700, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.0512 [2020-11-12 17:22:25,902][root][INFO] - ===> Epoch[119](3079/26): Loss -0.4825, Sem 0.2013, dir -0.9340, norm 0.2501, swav 0.0000 LR: 8.603e-02 Score 93.758 Data time: 0.1959, Forward time: 2.2700, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.9682 [2020-11-12 17:22:32,272][root][INFO] - ===> Epoch[119](3080/26): Loss -0.4527, Sem 0.2178, dir -0.9320, norm 0.2616, swav 0.0000 LR: 8.603e-02 Score 93.184 Data time: 0.3356, Forward time: 2.2703, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.2799 [2020-11-12 17:22:36,920][root][INFO] - ===> Epoch[119](3081/26): Loss -0.4408, Sem 0.2114, dir -0.9220, norm 0.2697, swav 0.0000 LR: 8.602e-02 Score 93.555 Data time: 0.1358, Forward time: 2.2700, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.5364 [2020-11-12 17:22:41,356][root][INFO] - ===> Epoch[119](3082/26): Loss -0.4682, Sem 0.2347, dir -0.9293, norm 0.2264, swav 0.0000 LR: 8.602e-02 Score 92.580 Data time: 0.2074, Forward time: 2.2699, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 4.3758 [2020-11-12 17:22:47,015][root][INFO] - ===> Epoch[119](3083/26): Loss -0.4357, Sem 0.2220, dir -0.9218, norm 0.2641, swav 0.0000 LR: 8.601e-02 Score 93.031 Data time: 0.1750, Forward time: 2.2698, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.5621 [2020-11-12 17:22:53,974][root][INFO] - ===> Epoch[119](3084/26): Loss -0.4868, Sem 0.2238, dir -0.9398, norm 0.2293, swav 0.0000 LR: 8.601e-02 Score 92.867 Data time: 0.1878, Forward time: 2.2697, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.8669 [2020-11-12 17:22:59,497][root][INFO] - ===> Epoch[119](3085/26): Loss -0.4146, Sem 0.2363, dir -0.9204, norm 0.2695, swav 0.0000 LR: 8.600e-02 Score 92.420 Data time: 0.2475, Forward time: 2.2699, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.4175 [2020-11-12 17:23:04,424][root][INFO] - ===> Epoch[119](3086/26): Loss -0.4950, Sem 0.2199, dir -0.9377, norm 0.2228, swav 0.0000 LR: 8.600e-02 Score 92.682 Data time: 0.2152, Forward time: 2.2699, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 4.8083 [2020-11-12 17:23:10,307][root][INFO] - ===> Epoch[119](3087/26): Loss -0.4065, Sem 0.2230, dir -0.9191, norm 0.2896, swav 0.0000 LR: 8.600e-02 Score 93.149 Data time: 0.3236, Forward time: 2.2701, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.7642 [2020-11-12 17:23:16,043][root][INFO] - ===> Epoch[119](3088/26): Loss -0.4416, Sem 0.2232, dir -0.9304, norm 0.2657, swav 0.0000 LR: 8.599e-02 Score 92.830 Data time: 0.2355, Forward time: 2.2701, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.6086 [2020-11-12 17:23:23,165][root][INFO] - ===> Epoch[119](3089/26): Loss -0.4720, Sem 0.2219, dir -0.9312, norm 0.2373, swav 0.0000 LR: 8.599e-02 Score 92.812 Data time: 0.1472, Forward time: 2.2699, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 7.0057 [2020-11-12 17:23:29,605][root][INFO] - ===> Epoch[119](3090/26): Loss -0.4704, Sem 0.1887, dir -0.9309, norm 0.2718, swav 0.0000 LR: 8.598e-02 Score 93.892 Data time: 0.2120, Forward time: 2.2700, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.3676 [2020-11-12 17:23:35,309][root][INFO] - ===> Epoch[119](3091/26): Loss -0.5101, Sem 0.1938, dir -0.9376, norm 0.2337, swav 0.0000 LR: 8.598e-02 Score 94.035 Data time: 0.2712, Forward time: 2.2702, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.5787 [2020-11-12 17:23:41,758][root][INFO] - ===> Epoch[119](3092/26): Loss -0.4863, Sem 0.2070, dir -0.9295, norm 0.2362, swav 0.0000 LR: 8.597e-02 Score 93.365 Data time: 0.1967, Forward time: 2.2701, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.3319 [2020-11-12 17:23:47,732][root][INFO] - ===> Epoch[119](3093/26): Loss -0.4977, Sem 0.2077, dir -0.9331, norm 0.2277, swav 0.0000 LR: 8.597e-02 Score 93.352 Data time: 0.3134, Forward time: 2.2703, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.8794 [2020-11-12 17:23:55,716][root][INFO] - ===> Epoch[119](3094/26): Loss -0.4501, Sem 0.2254, dir -0.9302, norm 0.2547, swav 0.0000 LR: 8.596e-02 Score 93.048 Data time: 0.4207, Forward time: 2.2709, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 7.8586 [2020-11-12 17:24:00,970][root][INFO] - ===> Epoch[120](3095/26): Loss -0.4447, Sem 0.2240, dir -0.9328, norm 0.2641, swav 0.0000 LR: 8.596e-02 Score 93.264 Data time: 0.2393, Forward time: 2.2710, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.1172 [2020-11-12 17:24:07,960][root][INFO] - ===> Epoch[120](3096/26): Loss -0.4935, Sem 0.2107, dir -0.9339, norm 0.2297, swav 0.0000 LR: 8.595e-02 Score 92.967 Data time: 0.2495, Forward time: 2.2710, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 6.8859 [2020-11-12 17:24:12,902][root][INFO] - ===> Epoch[120](3097/26): Loss -0.4718, Sem 0.2226, dir -0.9299, norm 0.2355, swav 0.0000 LR: 8.595e-02 Score 92.980 Data time: 0.1938, Forward time: 2.2709, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.8461 [2020-11-12 17:24:18,927][root][INFO] - ===> Epoch[120](3098/26): Loss -0.4202, Sem 0.2277, dir -0.9308, norm 0.2829, swav 0.0000 LR: 8.595e-02 Score 92.670 Data time: 0.1511, Forward time: 2.2707, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.9170 [2020-11-12 17:24:25,050][root][INFO] - ===> Epoch[120](3099/26): Loss -0.4761, Sem 0.1912, dir -0.9344, norm 0.2671, swav 0.0000 LR: 8.594e-02 Score 94.082 Data time: 0.1958, Forward time: 2.2707, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.0389 [2020-11-12 17:24:31,099][root][INFO] - ===> Epoch[120](3100/26): Loss -0.4300, Sem 0.2216, dir -0.9209, norm 0.2693, swav 0.0000 LR: 8.594e-02 Score 93.119 Data time: 0.1917, Forward time: 2.2706, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.9398 [2020-11-12 17:24:36,611][root][INFO] - ===> Epoch[120](3101/26): Loss -0.4613, Sem 0.2145, dir -0.9334, norm 0.2575, swav 0.0000 LR: 8.593e-02 Score 93.195 Data time: 0.2495, Forward time: 2.2708, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.4234 [2020-11-12 17:24:42,467][root][INFO] - ===> Epoch[120](3102/26): Loss -0.4541, Sem 0.2244, dir -0.9314, norm 0.2529, swav 0.0000 LR: 8.593e-02 Score 92.510 Data time: 0.2217, Forward time: 2.2708, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.7274 [2020-11-12 17:24:49,749][root][INFO] - ===> Epoch[120](3103/26): Loss -0.5025, Sem 0.2129, dir -0.9353, norm 0.2199, swav 0.0000 LR: 8.592e-02 Score 93.438 Data time: 0.2244, Forward time: 2.2708, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 7.1677 [2020-11-12 17:24:54,784][root][INFO] - ===> Epoch[120](3104/26): Loss -0.4850, Sem 0.2014, dir -0.9352, norm 0.2488, swav 0.0000 LR: 8.592e-02 Score 93.680 Data time: 0.1980, Forward time: 2.2707, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 4.9460 [2020-11-12 17:25:01,546][root][INFO] - ===> Epoch[120](3105/26): Loss -0.4603, Sem 0.2409, dir -0.9370, norm 0.2358, swav 0.0000 LR: 8.591e-02 Score 92.471 Data time: 0.3521, Forward time: 2.2711, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.6570 [2020-11-12 17:25:08,072][root][INFO] - ===> Epoch[120](3106/26): Loss -0.4354, Sem 0.2423, dir -0.9267, norm 0.2490, swav 0.0000 LR: 8.591e-02 Score 92.608 Data time: 0.1971, Forward time: 2.2711, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.3857 [2020-11-12 17:25:14,411][root][INFO] - ===> Epoch[120](3107/26): Loss -0.4678, Sem 0.2427, dir -0.9390, norm 0.2285, swav 0.0000 LR: 8.590e-02 Score 92.513 Data time: 0.2606, Forward time: 2.2712, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 6.2271 [2020-11-12 17:25:20,523][root][INFO] - ===> Epoch[120](3108/26): Loss -0.4535, Sem 0.2056, dir -0.9234, norm 0.2643, swav 0.0000 LR: 8.590e-02 Score 93.419 Data time: 0.3078, Forward time: 2.2714, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.0061 [2020-11-12 17:25:25,662][root][INFO] - ===> Epoch[120](3109/26): Loss -0.3880, Sem 0.2635, dir -0.9220, norm 0.2705, swav 0.0000 LR: 8.589e-02 Score 91.777 Data time: 0.2322, Forward time: 2.2715, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.0088 [2020-11-12 17:25:32,020][root][INFO] - ===> Epoch[120](3110/26): Loss -0.5038, Sem 0.1993, dir -0.9418, norm 0.2387, swav 0.0000 LR: 8.589e-02 Score 93.404 Data time: 0.2405, Forward time: 2.2715, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.2413 [2020-11-12 17:25:37,151][root][INFO] - ===> Epoch[120](3111/26): Loss -0.4554, Sem 0.2161, dir -0.9303, norm 0.2588, swav 0.0000 LR: 8.589e-02 Score 93.221 Data time: 0.2218, Forward time: 2.2715, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.0106 [2020-11-12 17:25:43,232][root][INFO] - ===> Epoch[120](3112/26): Loss -0.4590, Sem 0.2066, dir -0.9337, norm 0.2681, swav 0.0000 LR: 8.588e-02 Score 93.156 Data time: 0.1478, Forward time: 2.2713, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.9670 [2020-11-12 17:25:48,738][root][INFO] - ===> Epoch[120](3113/26): Loss -0.4767, Sem 0.2157, dir -0.9315, norm 0.2391, swav 0.0000 LR: 8.588e-02 Score 93.097 Data time: 0.2695, Forward time: 2.2714, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.4253 [2020-11-12 17:25:54,301][root][INFO] - ===> Epoch[120](3114/26): Loss -0.4547, Sem 0.2330, dir -0.9261, norm 0.2383, swav 0.0000 LR: 8.587e-02 Score 92.617 Data time: 0.2495, Forward time: 2.2716, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.4626 [2020-11-12 17:26:00,041][root][INFO] - ===> Epoch[120](3115/26): Loss -0.4482, Sem 0.2352, dir -0.9274, norm 0.2439, swav 0.0000 LR: 8.587e-02 Score 93.004 Data time: 0.1371, Forward time: 2.2713, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.6347 [2020-11-12 17:26:05,430][root][INFO] - ===> Epoch[120](3116/26): Loss -0.4623, Sem 0.2153, dir -0.9303, norm 0.2527, swav 0.0000 LR: 8.586e-02 Score 93.317 Data time: 0.2106, Forward time: 2.2714, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.3368 [2020-11-12 17:26:11,263][root][INFO] - ===> Epoch[120](3117/26): Loss -0.5004, Sem 0.2135, dir -0.9412, norm 0.2273, swav 0.0000 LR: 8.586e-02 Score 93.207 Data time: 0.1904, Forward time: 2.2713, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.7337 [2020-11-12 17:26:17,032][root][INFO] - ===> Epoch[120](3118/26): Loss -0.4707, Sem 0.2142, dir -0.9349, norm 0.2500, swav 0.0000 LR: 8.585e-02 Score 93.404 Data time: 0.1508, Forward time: 2.2711, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.6845 [2020-11-12 17:26:22,142][root][INFO] - ===> Epoch[120](3119/26): Loss -0.5392, Sem 0.1870, dir -0.9432, norm 0.2170, swav 0.0000 LR: 8.585e-02 Score 93.905 Data time: 0.2181, Forward time: 2.2711, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.0643 [2020-11-12 17:26:27,964][root][INFO] - ===> Epoch[120](3120/26): Loss -0.4645, Sem 0.2091, dir -0.9318, norm 0.2582, swav 0.0000 LR: 8.584e-02 Score 93.415 Data time: 0.2835, Forward time: 2.2714, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.7307 [2020-11-12 17:26:34,506][root][INFO] - ===> Epoch[121](3121/26): Loss -0.4506, Sem 0.2226, dir -0.9259, norm 0.2528, swav 0.0000 LR: 8.584e-02 Score 93.064 Data time: 0.2695, Forward time: 2.2715, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 6.4214 [2020-11-12 17:26:41,687][root][INFO] - ===> Epoch[121](3122/26): Loss -0.4663, Sem 0.2004, dir -0.9328, norm 0.2662, swav 0.0000 LR: 8.584e-02 Score 93.430 Data time: 0.2102, Forward time: 2.2716, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 7.0789 [2020-11-12 17:26:47,360][root][INFO] - ===> Epoch[121](3123/26): Loss -0.5074, Sem 0.1935, dir -0.9309, norm 0.2300, swav 0.0000 LR: 8.583e-02 Score 93.639 Data time: 0.1631, Forward time: 2.2714, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.5601 [2020-11-12 17:26:52,279][root][INFO] - ===> Epoch[121](3124/26): Loss -0.4214, Sem 0.2471, dir -0.9278, norm 0.2593, swav 0.0000 LR: 8.583e-02 Score 92.060 Data time: 0.1855, Forward time: 2.2713, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 4.8551 [2020-11-12 17:26:57,925][root][INFO] - ===> Epoch[121](3125/26): Loss -0.4627, Sem 0.2011, dir -0.9349, norm 0.2712, swav 0.0000 LR: 8.582e-02 Score 93.564 Data time: 0.2969, Forward time: 2.2715, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.5394 [2020-11-12 17:27:03,136][root][INFO] - ===> Epoch[121](3126/26): Loss -0.4940, Sem 0.2029, dir -0.9350, norm 0.2380, swav 0.0000 LR: 8.582e-02 Score 93.339 Data time: 0.2489, Forward time: 2.2716, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.0995 [2020-11-12 17:27:07,940][root][INFO] - ===> Epoch[121](3127/26): Loss -0.4201, Sem 0.2264, dir -0.9226, norm 0.2761, swav 0.0000 LR: 8.581e-02 Score 92.790 Data time: 0.2224, Forward time: 2.2717, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 4.6995 [2020-11-12 17:27:14,072][root][INFO] - ===> Epoch[121](3128/26): Loss -0.4741, Sem 0.2054, dir -0.9290, norm 0.2495, swav 0.0000 LR: 8.581e-02 Score 93.185 Data time: 0.2299, Forward time: 2.2718, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.0183 [2020-11-12 17:27:19,026][root][INFO] - ===> Epoch[121](3129/26): Loss -0.4497, Sem 0.2249, dir -0.9324, norm 0.2578, swav 0.0000 LR: 8.580e-02 Score 92.787 Data time: 0.2266, Forward time: 2.2719, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.8355 [2020-11-12 17:27:25,717][root][INFO] - ===> Epoch[121](3130/26): Loss -0.5173, Sem 0.1901, dir -0.9383, norm 0.2309, swav 0.0000 LR: 8.580e-02 Score 93.963 Data time: 0.2503, Forward time: 2.2720, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.5774 [2020-11-12 17:27:31,227][root][INFO] - ===> Epoch[121](3131/26): Loss -0.5196, Sem 0.2013, dir -0.9393, norm 0.2183, swav 0.0000 LR: 8.579e-02 Score 93.614 Data time: 0.2626, Forward time: 2.2722, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.3671 [2020-11-12 17:27:36,066][root][INFO] - ===> Epoch[121](3132/26): Loss -0.4886, Sem 0.1962, dir -0.9267, norm 0.2418, swav 0.0000 LR: 8.579e-02 Score 93.602 Data time: 0.1974, Forward time: 2.2722, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.7392 [2020-11-12 17:27:42,829][root][INFO] - ===> Epoch[121](3133/26): Loss -0.4785, Sem 0.1998, dir -0.9340, norm 0.2558, swav 0.0000 LR: 8.578e-02 Score 93.735 Data time: 0.1558, Forward time: 2.2720, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 6.6552 [2020-11-12 17:27:49,356][root][INFO] - ===> Epoch[121](3134/26): Loss -0.5048, Sem 0.2008, dir -0.9361, norm 0.2305, swav 0.0000 LR: 8.578e-02 Score 93.682 Data time: 0.1590, Forward time: 2.2718, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 6.4682 [2020-11-12 17:27:54,630][root][INFO] - ===> Epoch[121](3135/26): Loss -0.4816, Sem 0.2115, dir -0.9318, norm 0.2386, swav 0.0000 LR: 8.578e-02 Score 92.728 Data time: 0.2127, Forward time: 2.2718, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.2118 [2020-11-12 17:27:59,843][root][INFO] - ===> Epoch[121](3136/26): Loss -0.4191, Sem 0.2301, dir -0.9306, norm 0.2814, swav 0.0000 LR: 8.577e-02 Score 92.806 Data time: 0.1556, Forward time: 2.2716, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.0881 [2020-11-12 17:28:04,680][root][INFO] - ===> Epoch[121](3137/26): Loss -0.4323, Sem 0.2333, dir -0.9309, norm 0.2654, swav 0.0000 LR: 8.577e-02 Score 93.104 Data time: 0.2255, Forward time: 2.2717, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.7594 [2020-11-12 17:28:11,309][root][INFO] - ===> Epoch[121](3138/26): Loss -0.4985, Sem 0.2136, dir -0.9376, norm 0.2255, swav 0.0000 LR: 8.576e-02 Score 93.058 Data time: 0.3326, Forward time: 2.2720, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 6.5273 [2020-11-12 17:28:17,061][root][INFO] - ===> Epoch[121](3139/26): Loss -0.5087, Sem 0.1881, dir -0.9334, norm 0.2365, swav 0.0000 LR: 8.576e-02 Score 94.113 Data time: 0.1725, Forward time: 2.2719, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.6159 [2020-11-12 17:28:22,446][root][INFO] - ===> Epoch[121](3140/26): Loss -0.4720, Sem 0.2043, dir -0.9316, norm 0.2553, swav 0.0000 LR: 8.575e-02 Score 93.779 Data time: 0.1697, Forward time: 2.2718, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.2832 [2020-11-12 17:28:28,499][root][INFO] - ===> Epoch[121](3141/26): Loss -0.5117, Sem 0.2031, dir -0.9416, norm 0.2268, swav 0.0000 LR: 8.575e-02 Score 93.140 Data time: 0.2063, Forward time: 2.2716, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.9534 [2020-11-12 17:28:33,784][root][INFO] - ===> Epoch[121](3142/26): Loss -0.4764, Sem 0.2195, dir -0.9324, norm 0.2365, swav 0.0000 LR: 8.574e-02 Score 92.473 Data time: 0.2293, Forward time: 2.2717, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.2261 [2020-11-12 17:28:38,606][root][INFO] - ===> Epoch[121](3143/26): Loss -0.4746, Sem 0.2238, dir -0.9434, norm 0.2450, swav 0.0000 LR: 8.574e-02 Score 92.731 Data time: 0.2224, Forward time: 2.2717, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.7094 [2020-11-12 17:28:44,837][root][INFO] - ===> Epoch[121](3144/26): Loss -0.4724, Sem 0.2204, dir -0.9347, norm 0.2419, swav 0.0000 LR: 8.573e-02 Score 93.496 Data time: 0.2347, Forward time: 2.2718, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 6.1251 [2020-11-12 17:28:50,633][root][INFO] - ===> Epoch[121](3145/26): Loss -0.4851, Sem 0.2095, dir -0.9344, norm 0.2398, swav 0.0000 LR: 8.573e-02 Score 93.342 Data time: 0.3255, Forward time: 2.2720, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.6720 [2020-11-12 17:28:55,173][root][INFO] - ===> Epoch[121](3146/26): Loss -0.5489, Sem 0.1917, dir -0.9422, norm 0.2017, swav 0.0000 LR: 8.573e-02 Score 93.907 Data time: 0.1522, Forward time: 2.2718, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 4.4044 [2020-11-12 17:29:01,765][root][INFO] - ===> Epoch[122](3147/26): Loss -0.4321, Sem 0.2367, dir -0.9282, norm 0.2595, swav 0.0000 LR: 8.572e-02 Score 92.343 Data time: 0.1986, Forward time: 2.2718, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 6.5214 [2020-11-12 17:29:07,498][root][INFO] - ===> Epoch[122](3148/26): Loss -0.5221, Sem 0.1879, dir -0.9381, norm 0.2281, swav 0.0000 LR: 8.572e-02 Score 94.023 Data time: 0.2204, Forward time: 2.2718, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 5.6266 [2020-11-12 17:29:12,855][root][INFO] - ===> Epoch[122](3149/26): Loss -0.4751, Sem 0.2078, dir -0.9337, norm 0.2508, swav 0.0000 LR: 8.571e-02 Score 93.427 Data time: 0.2556, Forward time: 2.2719, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.2556 [2020-11-12 17:29:17,869][root][INFO] - ===> Epoch[122](3150/26): Loss -0.5100, Sem 0.2086, dir -0.9432, norm 0.2247, swav 0.0000 LR: 8.571e-02 Score 93.581 Data time: 0.2047, Forward time: 2.2718, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 4.9024 [2020-11-12 17:29:23,637][root][INFO] - ===> Epoch[122](3151/26): Loss -0.4463, Sem 0.2092, dir -0.9253, norm 0.2698, swav 0.0000 LR: 8.570e-02 Score 93.461 Data time: 0.2219, Forward time: 2.2719, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.6593 [2020-11-12 17:29:28,455][root][INFO] - ===> Epoch[122](3152/26): Loss -0.5234, Sem 0.1895, dir -0.9386, norm 0.2258, swav 0.0000 LR: 8.570e-02 Score 93.748 Data time: 0.1989, Forward time: 2.2719, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 4.6992 [2020-11-12 17:29:35,473][root][INFO] - ===> Epoch[122](3153/26): Loss -0.4704, Sem 0.2133, dir -0.9297, norm 0.2461, swav 0.0000 LR: 8.569e-02 Score 93.429 Data time: 0.1466, Forward time: 2.2716, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 6.8987 [2020-11-12 17:29:40,136][root][INFO] - ===> Epoch[122](3154/26): Loss -0.4975, Sem 0.2088, dir -0.9279, norm 0.2216, swav 0.0000 LR: 8.569e-02 Score 93.376 Data time: 0.1556, Forward time: 2.2714, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 4.6185 [2020-11-12 17:29:46,065][root][INFO] - ===> Epoch[122](3155/26): Loss -0.4953, Sem 0.2261, dir -0.9397, norm 0.2182, swav 0.0000 LR: 8.568e-02 Score 92.733 Data time: 0.1826, Forward time: 2.2713, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.8544 [2020-11-12 17:29:52,500][root][INFO] - ===> Epoch[122](3156/26): Loss -0.4379, Sem 0.2029, dir -0.9196, norm 0.2787, swav 0.0000 LR: 8.568e-02 Score 93.484 Data time: 0.1825, Forward time: 2.2712, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.3419 [2020-11-12 17:30:00,160][root][INFO] - ===> Epoch[122](3157/26): Loss -0.4902, Sem 0.2210, dir -0.9339, norm 0.2226, swav 0.0000 LR: 8.568e-02 Score 92.869 Data time: 0.2165, Forward time: 2.2712, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 7.5452 [2020-11-12 17:30:06,482][root][INFO] - ===> Epoch[122](3158/26): Loss -0.4677, Sem 0.1985, dir -0.9310, norm 0.2648, swav 0.0000 LR: 8.567e-02 Score 93.519 Data time: 0.2386, Forward time: 2.2714, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 6.1938 [2020-11-12 17:30:12,064][root][INFO] - ===> Epoch[122](3159/26): Loss -0.4895, Sem 0.2149, dir -0.9425, norm 0.2381, swav 0.0000 LR: 8.567e-02 Score 93.640 Data time: 0.2105, Forward time: 2.2714, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.4390 [2020-11-12 17:30:19,124][root][INFO] - ===> Epoch[122](3160/26): Loss -0.4737, Sem 0.2051, dir -0.9333, norm 0.2545, swav 0.0000 LR: 8.566e-02 Score 93.649 Data time: 0.1791, Forward time: 2.2713, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 6.9468 [2020-11-12 17:30:24,523][root][INFO] - ===> Epoch[122](3161/26): Loss -0.4964, Sem 0.2039, dir -0.9355, norm 0.2353, swav 0.0000 LR: 8.566e-02 Score 93.622 Data time: 0.2216, Forward time: 2.2714, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.2963 [2020-11-12 17:30:30,820][root][INFO] - ===> Epoch[122](3162/26): Loss -0.4451, Sem 0.2464, dir -0.9351, norm 0.2435, swav 0.0000 LR: 8.565e-02 Score 92.381 Data time: 0.2024, Forward time: 2.2714, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 6.1849 [2020-11-12 17:30:36,980][root][INFO] - ===> Epoch[122](3163/26): Loss -0.5372, Sem 0.1681, dir -0.9431, norm 0.2378, swav 0.0000 LR: 8.565e-02 Score 94.562 Data time: 0.1957, Forward time: 2.2713, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 6.0782 [2020-11-12 17:30:42,208][root][INFO] - ===> Epoch[122](3164/26): Loss -0.4764, Sem 0.2107, dir -0.9346, norm 0.2475, swav 0.0000 LR: 8.564e-02 Score 93.288 Data time: 0.1683, Forward time: 2.2712, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.1251 [2020-11-12 17:30:47,986][root][INFO] - ===> Epoch[122](3165/26): Loss -0.4533, Sem 0.2381, dir -0.9356, norm 0.2443, swav 0.0000 LR: 8.564e-02 Score 92.740 Data time: 0.1587, Forward time: 2.2710, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.7259 [2020-11-12 17:30:54,525][root][INFO] - ===> Epoch[122](3166/26): Loss -0.4897, Sem 0.2174, dir -0.9345, norm 0.2274, swav 0.0000 LR: 8.563e-02 Score 92.923 Data time: 0.1636, Forward time: 2.2709, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.4727 [2020-11-12 17:31:00,134][root][INFO] - ===> Epoch[122](3167/26): Loss -0.5008, Sem 0.1837, dir -0.9390, norm 0.2545, swav 0.0000 LR: 8.563e-02 Score 94.213 Data time: 0.2763, Forward time: 2.2711, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.5444 [2020-11-12 17:31:07,841][root][INFO] - ===> Epoch[122](3168/26): Loss -0.4762, Sem 0.2306, dir -0.9407, norm 0.2338, swav 0.0000 LR: 8.562e-02 Score 92.349 Data time: 0.3441, Forward time: 2.2714, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 7.5965 [2020-11-12 17:31:12,445][root][INFO] - ===> Epoch[122](3169/26): Loss -0.4388, Sem 0.2428, dir -0.9384, norm 0.2568, swav 0.0000 LR: 8.562e-02 Score 92.293 Data time: 0.1991, Forward time: 2.2714, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.4414 [2020-11-12 17:31:17,470][root][INFO] - ===> Epoch[122](3170/26): Loss -0.4663, Sem 0.2114, dir -0.9221, norm 0.2445, swav 0.0000 LR: 8.562e-02 Score 93.236 Data time: 0.1665, Forward time: 2.2712, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.9157 [2020-11-12 17:31:23,156][root][INFO] - ===> Epoch[122](3171/26): Loss -0.4806, Sem 0.1973, dir -0.9272, norm 0.2493, swav 0.0000 LR: 8.561e-02 Score 93.712 Data time: 0.2580, Forward time: 2.2713, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.6328 [2020-11-12 17:31:27,946][root][INFO] - ===> Epoch[122](3172/26): Loss -0.4980, Sem 0.1932, dir -0.9324, norm 0.2412, swav 0.0000 LR: 8.561e-02 Score 94.099 Data time: 0.1816, Forward time: 2.2712, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 4.6781 [2020-11-12 17:31:33,831][root][INFO] - ===> Epoch[123](3173/26): Loss -0.5059, Sem 0.1797, dir -0.9350, norm 0.2494, swav 0.0000 LR: 8.560e-02 Score 94.104 Data time: 0.2546, Forward time: 2.2714, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.7890 [2020-11-12 17:31:39,202][root][INFO] - ===> Epoch[123](3174/26): Loss -0.5249, Sem 0.1998, dir -0.9406, norm 0.2158, swav 0.0000 LR: 8.560e-02 Score 93.414 Data time: 0.2062, Forward time: 2.2714, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.2451 [2020-11-12 17:31:45,084][root][INFO] - ===> Epoch[123](3175/26): Loss -0.4728, Sem 0.2281, dir -0.9380, norm 0.2370, swav 0.0000 LR: 8.559e-02 Score 92.760 Data time: 0.2635, Forward time: 2.2716, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.7886 [2020-11-12 17:31:49,595][root][INFO] - ===> Epoch[123](3176/26): Loss -0.5323, Sem 0.1872, dir -0.9401, norm 0.2205, swav 0.0000 LR: 8.559e-02 Score 93.978 Data time: 0.1851, Forward time: 2.2715, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.3823 [2020-11-12 17:31:53,676][root][INFO] - ===> Epoch[123](3177/26): Loss -0.4702, Sem 0.1954, dir -0.9197, norm 0.2541, swav 0.0000 LR: 8.558e-02 Score 93.732 Data time: 0.2032, Forward time: 2.2715, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 3.9752 [2020-11-12 17:32:00,568][root][INFO] - ===> Epoch[123](3178/26): Loss -0.4976, Sem 0.1820, dir -0.9386, norm 0.2590, swav 0.0000 LR: 8.558e-02 Score 94.081 Data time: 0.2878, Forward time: 2.2718, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.7972 [2020-11-12 17:32:07,256][root][INFO] - ===> Epoch[123](3179/26): Loss -0.5208, Sem 0.1928, dir -0.9393, norm 0.2257, swav 0.0000 LR: 8.557e-02 Score 93.656 Data time: 0.2664, Forward time: 2.2720, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.5585 [2020-11-12 17:32:14,656][root][INFO] - ===> Epoch[123](3180/26): Loss -0.4539, Sem 0.2123, dir -0.9261, norm 0.2599, swav 0.0000 LR: 8.557e-02 Score 93.236 Data time: 0.2492, Forward time: 2.2721, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 7.2710 [2020-11-12 17:32:20,062][root][INFO] - ===> Epoch[123](3181/26): Loss -0.4663, Sem 0.2215, dir -0.9349, norm 0.2471, swav 0.0000 LR: 8.557e-02 Score 93.089 Data time: 0.2588, Forward time: 2.2722, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.2983 [2020-11-12 17:32:25,519][root][INFO] - ===> Epoch[123](3182/26): Loss -0.5010, Sem 0.2001, dir -0.9369, norm 0.2358, swav 0.0000 LR: 8.556e-02 Score 93.487 Data time: 0.2273, Forward time: 2.2723, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.3531 [2020-11-12 17:32:30,890][root][INFO] - ===> Epoch[123](3183/26): Loss -0.4078, Sem 0.2588, dir -0.9305, norm 0.2640, swav 0.0000 LR: 8.556e-02 Score 92.129 Data time: 0.1827, Forward time: 2.2722, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.2680 [2020-11-12 17:32:35,993][root][INFO] - ===> Epoch[123](3184/26): Loss -0.5113, Sem 0.2110, dir -0.9468, norm 0.2246, swav 0.0000 LR: 8.555e-02 Score 93.367 Data time: 0.2318, Forward time: 2.2721, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.0162 [2020-11-12 17:32:42,034][root][INFO] - ===> Epoch[123](3185/26): Loss -0.5047, Sem 0.1986, dir -0.9362, norm 0.2329, swav 0.0000 LR: 8.555e-02 Score 93.642 Data time: 0.1664, Forward time: 2.2720, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.9459 [2020-11-12 17:32:48,227][root][INFO] - ===> Epoch[123](3186/26): Loss -0.4972, Sem 0.1927, dir -0.9353, norm 0.2455, swav 0.0000 LR: 8.554e-02 Score 93.959 Data time: 0.1558, Forward time: 2.2718, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 6.1189 [2020-11-12 17:32:53,790][root][INFO] - ===> Epoch[123](3187/26): Loss -0.4597, Sem 0.2372, dir -0.9362, norm 0.2393, swav 0.0000 LR: 8.554e-02 Score 92.573 Data time: 0.1920, Forward time: 2.2718, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.4729 [2020-11-12 17:32:58,749][root][INFO] - ===> Epoch[123](3188/26): Loss -0.5526, Sem 0.1749, dir -0.9459, norm 0.2184, swav 0.0000 LR: 8.553e-02 Score 94.276 Data time: 0.1750, Forward time: 2.2716, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 4.8626 [2020-11-12 17:33:03,884][root][INFO] - ===> Epoch[123](3189/26): Loss -0.5196, Sem 0.2057, dir -0.9397, norm 0.2144, swav 0.0000 LR: 8.553e-02 Score 93.488 Data time: 0.2382, Forward time: 2.2717, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.0873 [2020-11-12 17:33:09,403][root][INFO] - ===> Epoch[123](3190/26): Loss -0.4096, Sem 0.2663, dir -0.9302, norm 0.2543, swav 0.0000 LR: 8.552e-02 Score 91.514 Data time: 0.2577, Forward time: 2.2719, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.3937 [2020-11-12 17:33:15,340][root][INFO] - ===> Epoch[123](3191/26): Loss -0.4696, Sem 0.1994, dir -0.9296, norm 0.2607, swav 0.0000 LR: 8.552e-02 Score 93.547 Data time: 0.1389, Forward time: 2.2717, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.8244 [2020-11-12 17:33:21,240][root][INFO] - ===> Epoch[123](3192/26): Loss -0.4192, Sem 0.2376, dir -0.9354, norm 0.2786, swav 0.0000 LR: 8.551e-02 Score 92.874 Data time: 0.2006, Forward time: 2.2716, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.8276 [2020-11-12 17:33:26,160][root][INFO] - ===> Epoch[123](3193/26): Loss -0.4922, Sem 0.2051, dir -0.9327, norm 0.2354, swav 0.0000 LR: 8.551e-02 Score 93.145 Data time: 0.2080, Forward time: 2.2716, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 4.8424 [2020-11-12 17:33:33,117][root][INFO] - ===> Epoch[123](3194/26): Loss -0.4490, Sem 0.2390, dir -0.9354, norm 0.2474, swav 0.0000 LR: 8.551e-02 Score 92.409 Data time: 0.1879, Forward time: 2.2715, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.8479 [2020-11-12 17:33:39,229][root][INFO] - ===> Epoch[123](3195/26): Loss -0.5233, Sem 0.1768, dir -0.9316, norm 0.2316, swav 0.0000 LR: 8.550e-02 Score 94.379 Data time: 0.2878, Forward time: 2.2717, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 6.0010 [2020-11-12 17:33:45,359][root][INFO] - ===> Epoch[123](3196/26): Loss -0.5061, Sem 0.2037, dir -0.9418, norm 0.2320, swav 0.0000 LR: 8.550e-02 Score 93.332 Data time: 0.1810, Forward time: 2.2716, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 6.0100 [2020-11-12 17:33:50,854][root][INFO] - ===> Epoch[123](3197/26): Loss -0.5120, Sem 0.1953, dir -0.9426, norm 0.2353, swav 0.0000 LR: 8.549e-02 Score 93.670 Data time: 0.2133, Forward time: 2.2716, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.3862 [2020-11-12 17:33:56,730][root][INFO] - ===> Epoch[123](3198/26): Loss -0.4613, Sem 0.2290, dir -0.9331, norm 0.2428, swav 0.0000 LR: 8.549e-02 Score 92.522 Data time: 0.2111, Forward time: 2.2717, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.7737 [2020-11-12 17:34:02,225][root][INFO] - ===> Epoch[124](3199/26): Loss -0.4985, Sem 0.1890, dir -0.9368, norm 0.2493, swav 0.0000 LR: 8.548e-02 Score 93.859 Data time: 0.2458, Forward time: 2.2718, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.3851 [2020-11-12 17:34:08,613][root][INFO] - ===> Epoch[124](3200/26): Loss -0.4909, Sem 0.1856, dir -0.9313, norm 0.2548, swav 0.0000 LR: 8.548e-02 Score 94.291 Data time: 0.3394, Forward time: 2.2721, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 6.2783 [2020-11-12 17:34:14,808][root][INFO] - ===> Epoch[124](3201/26): Loss -0.4781, Sem 0.2157, dir -0.9376, norm 0.2438, swav 0.0000 LR: 8.547e-02 Score 93.296 Data time: 0.2045, Forward time: 2.2721, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 6.0703 [2020-11-12 17:34:20,398][root][INFO] - ===> Epoch[124](3202/26): Loss -0.4279, Sem 0.2604, dir -0.9327, norm 0.2444, swav 0.0000 LR: 8.547e-02 Score 91.510 Data time: 0.1658, Forward time: 2.2719, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.4990 [2020-11-12 17:34:26,022][root][INFO] - ===> Epoch[124](3203/26): Loss -0.4665, Sem 0.2517, dir -0.9445, norm 0.2263, swav 0.0000 LR: 8.546e-02 Score 92.801 Data time: 0.2097, Forward time: 2.2720, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.5655 [2020-11-12 17:34:31,945][root][INFO] - ===> Epoch[124](3204/26): Loss -0.4863, Sem 0.2094, dir -0.9307, norm 0.2349, swav 0.0000 LR: 8.546e-02 Score 93.097 Data time: 0.2048, Forward time: 2.2720, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.8266 [2020-11-12 17:34:39,148][root][INFO] - ===> Epoch[124](3205/26): Loss -0.4706, Sem 0.2186, dir -0.9349, norm 0.2458, swav 0.0000 LR: 8.546e-02 Score 93.229 Data time: 0.1513, Forward time: 2.2718, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 7.0955 [2020-11-12 17:34:44,483][root][INFO] - ===> Epoch[124](3206/26): Loss -0.5047, Sem 0.1960, dir -0.9394, norm 0.2387, swav 0.0000 LR: 8.545e-02 Score 94.021 Data time: 0.1834, Forward time: 2.2717, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.2919 [2020-11-12 17:34:49,975][root][INFO] - ===> Epoch[124](3207/26): Loss -0.4820, Sem 0.2121, dir -0.9357, norm 0.2416, swav 0.0000 LR: 8.545e-02 Score 92.980 Data time: 0.2201, Forward time: 2.2718, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.3973 [2020-11-12 17:34:55,452][root][INFO] - ===> Epoch[124](3208/26): Loss -0.4938, Sem 0.2136, dir -0.9368, norm 0.2293, swav 0.0000 LR: 8.544e-02 Score 93.410 Data time: 0.1836, Forward time: 2.2716, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.3528 [2020-11-12 17:35:00,834][root][INFO] - ===> Epoch[124](3209/26): Loss -0.4687, Sem 0.2352, dir -0.9315, norm 0.2276, swav 0.0000 LR: 8.544e-02 Score 92.834 Data time: 0.1304, Forward time: 2.2713, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.3211 [2020-11-12 17:35:07,086][root][INFO] - ===> Epoch[124](3210/26): Loss -0.4465, Sem 0.2242, dir -0.9268, norm 0.2561, swav 0.0000 LR: 8.543e-02 Score 92.835 Data time: 0.3284, Forward time: 2.2715, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.1941 [2020-11-12 17:35:13,263][root][INFO] - ===> Epoch[124](3211/26): Loss -0.4695, Sem 0.2150, dir -0.9318, norm 0.2474, swav 0.0000 LR: 8.543e-02 Score 93.204 Data time: 0.2095, Forward time: 2.2716, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.0723 [2020-11-12 17:35:20,662][root][INFO] - ===> Epoch[124](3212/26): Loss -0.5084, Sem 0.1922, dir -0.9351, norm 0.2346, swav 0.0000 LR: 8.542e-02 Score 93.921 Data time: 0.1655, Forward time: 2.2715, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 7.2852 [2020-11-12 17:35:26,187][root][INFO] - ===> Epoch[124](3213/26): Loss -0.5009, Sem 0.1954, dir -0.9407, norm 0.2444, swav 0.0000 LR: 8.542e-02 Score 93.385 Data time: 0.2292, Forward time: 2.2716, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.4483 [2020-11-12 17:35:30,715][root][INFO] - ===> Epoch[124](3214/26): Loss -0.5103, Sem 0.1968, dir -0.9359, norm 0.2288, swav 0.0000 LR: 8.541e-02 Score 93.794 Data time: 0.1854, Forward time: 2.2716, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 4.4212 [2020-11-12 17:35:37,253][root][INFO] - ===> Epoch[124](3215/26): Loss -0.4130, Sem 0.2707, dir -0.9343, norm 0.2505, swav 0.0000 LR: 8.541e-02 Score 91.561 Data time: 0.1702, Forward time: 2.2714, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.4419 [2020-11-12 17:35:42,319][root][INFO] - ===> Epoch[124](3216/26): Loss -0.5402, Sem 0.1926, dir -0.9465, norm 0.2136, swav 0.0000 LR: 8.540e-02 Score 93.915 Data time: 0.2140, Forward time: 2.2714, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.9881 [2020-11-12 17:35:49,044][root][INFO] - ===> Epoch[124](3217/26): Loss -0.5381, Sem 0.1871, dir -0.9443, norm 0.2192, swav 0.0000 LR: 8.540e-02 Score 93.903 Data time: 0.2009, Forward time: 2.2714, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 6.6171 [2020-11-12 17:35:54,551][root][INFO] - ===> Epoch[124](3218/26): Loss -0.5428, Sem 0.1914, dir -0.9498, norm 0.2156, swav 0.0000 LR: 8.540e-02 Score 93.733 Data time: 0.1758, Forward time: 2.2713, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.4143 [2020-11-12 17:35:59,718][root][INFO] - ===> Epoch[124](3219/26): Loss -0.4888, Sem 0.2103, dir -0.9368, norm 0.2377, swav 0.0000 LR: 8.539e-02 Score 93.369 Data time: 0.1994, Forward time: 2.2713, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.0769 [2020-11-12 17:36:06,304][root][INFO] - ===> Epoch[124](3220/26): Loss -0.4691, Sem 0.2227, dir -0.9350, norm 0.2433, swav 0.0000 LR: 8.539e-02 Score 93.201 Data time: 0.2004, Forward time: 2.2713, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 6.4927 [2020-11-12 17:36:12,006][root][INFO] - ===> Epoch[124](3221/26): Loss -0.5439, Sem 0.1855, dir -0.9485, norm 0.2192, swav 0.0000 LR: 8.538e-02 Score 94.081 Data time: 0.1986, Forward time: 2.2712, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.5958 [2020-11-12 17:36:17,211][root][INFO] - ===> Epoch[124](3222/26): Loss -0.5121, Sem 0.2069, dir -0.9449, norm 0.2259, swav 0.0000 LR: 8.538e-02 Score 93.188 Data time: 0.1899, Forward time: 2.2711, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.1090 [2020-11-12 17:36:23,720][root][INFO] - ===> Epoch[124](3223/26): Loss -0.4932, Sem 0.1899, dir -0.9343, norm 0.2512, swav 0.0000 LR: 8.537e-02 Score 93.897 Data time: 0.2539, Forward time: 2.2713, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 6.4026 [2020-11-12 17:36:29,432][root][INFO] - ===> Epoch[124](3224/26): Loss -0.4773, Sem 0.2307, dir -0.9337, norm 0.2257, swav 0.0000 LR: 8.537e-02 Score 92.692 Data time: 0.1931, Forward time: 2.2712, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.5785 [2020-11-12 17:36:33,922][root][INFO] - ===> Epoch[125](3225/26): Loss -0.5333, Sem 0.1901, dir -0.9395, norm 0.2161, swav 0.0000 LR: 8.536e-02 Score 93.965 Data time: 0.2608, Forward time: 2.2712, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 4.4207 [2020-11-12 17:36:39,177][root][INFO] - ===> Epoch[125](3226/26): Loss -0.4748, Sem 0.2200, dir -0.9405, norm 0.2457, swav 0.0000 LR: 8.536e-02 Score 92.842 Data time: 0.2314, Forward time: 2.2713, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.1361 [2020-11-12 17:36:43,972][root][INFO] - ===> Epoch[125](3227/26): Loss -0.5213, Sem 0.2020, dir -0.9413, norm 0.2180, swav 0.0000 LR: 8.535e-02 Score 93.873 Data time: 0.2522, Forward time: 2.2712, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 4.6492 [2020-11-12 17:36:49,224][root][INFO] - ===> Epoch[125](3228/26): Loss -0.5582, Sem 0.1779, dir -0.9495, norm 0.2134, swav 0.0000 LR: 8.535e-02 Score 94.534 Data time: 0.1532, Forward time: 2.2710, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.1386 [2020-11-12 17:36:54,742][root][INFO] - ===> Epoch[125](3229/26): Loss -0.5002, Sem 0.2069, dir -0.9393, norm 0.2322, swav 0.0000 LR: 8.535e-02 Score 93.537 Data time: 0.1838, Forward time: 2.2710, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.4549 [2020-11-12 17:36:59,443][root][INFO] - ===> Epoch[125](3230/26): Loss -0.5289, Sem 0.1878, dir -0.9385, norm 0.2218, swav 0.0000 LR: 8.534e-02 Score 93.963 Data time: 0.1851, Forward time: 2.2709, Backward time: 3.1351, DDP time: 0.0038, Total iter time: 4.6059 [2020-11-12 17:37:07,516][root][INFO] - ===> Epoch[125](3231/26): Loss -0.4591, Sem 0.2340, dir -0.9314, norm 0.2383, swav 0.0000 LR: 8.534e-02 Score 92.595 Data time: 0.2237, Forward time: 2.2709, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 7.9776 [2020-11-12 17:37:14,262][root][INFO] - ===> Epoch[125](3232/26): Loss -0.5061, Sem 0.1848, dir -0.9241, norm 0.2333, swav 0.0000 LR: 8.533e-02 Score 93.916 Data time: 0.1868, Forward time: 2.2708, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.6205 [2020-11-12 17:37:19,491][root][INFO] - ===> Epoch[125](3233/26): Loss -0.4674, Sem 0.1949, dir -0.9288, norm 0.2664, swav 0.0000 LR: 8.533e-02 Score 93.866 Data time: 0.2033, Forward time: 2.2708, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.1193 [2020-11-12 17:37:25,253][root][INFO] - ===> Epoch[125](3234/26): Loss -0.5004, Sem 0.2019, dir -0.9392, norm 0.2369, swav 0.0000 LR: 8.532e-02 Score 93.593 Data time: 0.1958, Forward time: 2.2707, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.6283 [2020-11-12 17:37:31,440][root][INFO] - ===> Epoch[125](3235/26): Loss -0.5111, Sem 0.1923, dir -0.9427, norm 0.2393, swav 0.0000 LR: 8.532e-02 Score 93.605 Data time: 0.1856, Forward time: 2.2707, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 6.0553 [2020-11-12 17:37:36,250][root][INFO] - ===> Epoch[125](3236/26): Loss -0.4898, Sem 0.1996, dir -0.9375, norm 0.2481, swav 0.0000 LR: 8.531e-02 Score 93.263 Data time: 0.1708, Forward time: 2.2705, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 4.7236 [2020-11-12 17:37:41,505][root][INFO] - ===> Epoch[125](3237/26): Loss -0.5117, Sem 0.1875, dir -0.9340, norm 0.2348, swav 0.0000 LR: 8.531e-02 Score 94.124 Data time: 0.2287, Forward time: 2.2706, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.1716 [2020-11-12 17:37:47,188][root][INFO] - ===> Epoch[125](3238/26): Loss -0.4388, Sem 0.2493, dir -0.9365, norm 0.2485, swav 0.0000 LR: 8.530e-02 Score 92.226 Data time: 0.2025, Forward time: 2.2706, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.5649 [2020-11-12 17:37:52,225][root][INFO] - ===> Epoch[125](3239/26): Loss -0.5353, Sem 0.1897, dir -0.9402, norm 0.2152, swav 0.0000 LR: 8.530e-02 Score 93.837 Data time: 0.1702, Forward time: 2.2704, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.9332 [2020-11-12 17:37:57,633][root][INFO] - ===> Epoch[125](3240/26): Loss -0.4234, Sem 0.2382, dir -0.9245, norm 0.2629, swav 0.0000 LR: 8.529e-02 Score 92.607 Data time: 0.2180, Forward time: 2.2704, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.3182 [2020-11-12 17:38:04,075][root][INFO] - ===> Epoch[125](3241/26): Loss -0.5048, Sem 0.1814, dir -0.9352, norm 0.2490, swav 0.0000 LR: 8.529e-02 Score 94.112 Data time: 0.1959, Forward time: 2.2703, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 6.3228 [2020-11-12 17:38:10,773][root][INFO] - ===> Epoch[125](3242/26): Loss -0.4557, Sem 0.2130, dir -0.9302, norm 0.2614, swav 0.0000 LR: 8.529e-02 Score 93.379 Data time: 0.2268, Forward time: 2.2704, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.6088 [2020-11-12 17:38:15,937][root][INFO] - ===> Epoch[125](3243/26): Loss -0.5091, Sem 0.2122, dir -0.9419, norm 0.2207, swav 0.0000 LR: 8.528e-02 Score 93.443 Data time: 0.2255, Forward time: 2.2704, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.0173 [2020-11-12 17:38:22,362][root][INFO] - ===> Epoch[125](3244/26): Loss -0.4780, Sem 0.2229, dir -0.9368, norm 0.2360, swav 0.0000 LR: 8.528e-02 Score 92.947 Data time: 0.3677, Forward time: 2.2706, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.2914 [2020-11-12 17:38:27,979][root][INFO] - ===> Epoch[125](3245/26): Loss -0.4896, Sem 0.2164, dir -0.9444, norm 0.2384, swav 0.0000 LR: 8.527e-02 Score 93.084 Data time: 0.2605, Forward time: 2.2708, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.4836 [2020-11-12 17:38:33,616][root][INFO] - ===> Epoch[125](3246/26): Loss -0.4579, Sem 0.2303, dir -0.9276, norm 0.2393, swav 0.0000 LR: 8.527e-02 Score 92.185 Data time: 0.2664, Forward time: 2.2710, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.5221 [2020-11-12 17:38:40,202][root][INFO] - ===> Epoch[125](3247/26): Loss -0.5258, Sem 0.1982, dir -0.9439, norm 0.2199, swav 0.0000 LR: 8.526e-02 Score 93.653 Data time: 0.2371, Forward time: 2.2711, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 6.4688 [2020-11-12 17:38:45,674][root][INFO] - ===> Epoch[125](3248/26): Loss -0.4524, Sem 0.2378, dir -0.9310, norm 0.2408, swav 0.0000 LR: 8.526e-02 Score 92.625 Data time: 0.1890, Forward time: 2.2710, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.3485 [2020-11-12 17:38:51,280][root][INFO] - ===> Epoch[125](3249/26): Loss -0.5051, Sem 0.1913, dir -0.9361, norm 0.2397, swav 0.0000 LR: 8.525e-02 Score 93.752 Data time: 0.1513, Forward time: 2.2708, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.5033 [2020-11-12 17:38:57,154][root][INFO] - ===> Epoch[125](3250/26): Loss -0.5393, Sem 0.1579, dir -0.9471, norm 0.2499, swav 0.0000 LR: 8.525e-02 Score 95.122 Data time: 0.1855, Forward time: 2.2707, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.8042 [2020-11-12 17:39:02,389][root][INFO] - ===> Epoch[126](3251/26): Loss -0.4718, Sem 0.2150, dir -0.9363, norm 0.2494, swav 0.0000 LR: 8.524e-02 Score 92.717 Data time: 0.1839, Forward time: 2.2707, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.1331 [2020-11-12 17:39:08,975][root][INFO] - ===> Epoch[126](3252/26): Loss -0.4841, Sem 0.2090, dir -0.9358, norm 0.2427, swav 0.0000 LR: 8.524e-02 Score 93.166 Data time: 0.2065, Forward time: 2.2706, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.4846 [2020-11-12 17:39:14,225][root][INFO] - ===> Epoch[126](3253/26): Loss -0.4426, Sem 0.2398, dir -0.9301, norm 0.2477, swav 0.0000 LR: 8.524e-02 Score 92.441 Data time: 0.2415, Forward time: 2.2708, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.1227 [2020-11-12 17:39:19,615][root][INFO] - ===> Epoch[126](3254/26): Loss -0.4821, Sem 0.2072, dir -0.9382, norm 0.2489, swav 0.0000 LR: 8.523e-02 Score 93.468 Data time: 0.2081, Forward time: 2.2708, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.2943 [2020-11-12 17:39:26,195][root][INFO] - ===> Epoch[126](3255/26): Loss -0.5252, Sem 0.2018, dir -0.9391, norm 0.2121, swav 0.0000 LR: 8.523e-02 Score 93.654 Data time: 0.1836, Forward time: 2.2707, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 6.4668 [2020-11-12 17:39:32,612][root][INFO] - ===> Epoch[126](3256/26): Loss -0.5775, Sem 0.1628, dir -0.9457, norm 0.2053, swav 0.0000 LR: 8.522e-02 Score 94.618 Data time: 0.1817, Forward time: 2.2707, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 6.2967 [2020-11-12 17:39:38,415][root][INFO] - ===> Epoch[126](3257/26): Loss -0.4830, Sem 0.2013, dir -0.9276, norm 0.2433, swav 0.0000 LR: 8.522e-02 Score 93.490 Data time: 0.1280, Forward time: 2.2704, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.6947 [2020-11-12 17:39:45,255][root][INFO] - ===> Epoch[126](3258/26): Loss -0.4914, Sem 0.2009, dir -0.9344, norm 0.2422, swav 0.0000 LR: 8.521e-02 Score 93.659 Data time: 0.2133, Forward time: 2.2704, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.7678 [2020-11-12 17:39:50,210][root][INFO] - ===> Epoch[126](3259/26): Loss -0.5032, Sem 0.1723, dir -0.9254, norm 0.2499, swav 0.0000 LR: 8.521e-02 Score 94.122 Data time: 0.2047, Forward time: 2.2704, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 4.8579 [2020-11-12 17:39:55,114][root][INFO] - ===> Epoch[126](3260/26): Loss -0.4816, Sem 0.2086, dir -0.9257, norm 0.2354, swav 0.0000 LR: 8.520e-02 Score 93.031 Data time: 0.2068, Forward time: 2.2704, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 4.7913 [2020-11-12 17:40:02,178][root][INFO] - ===> Epoch[126](3261/26): Loss -0.3821, Sem 0.2679, dir -0.9243, norm 0.2743, swav 0.0000 LR: 8.520e-02 Score 91.896 Data time: 0.2014, Forward time: 2.2704, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 6.9483 [2020-11-12 17:40:08,701][root][INFO] - ===> Epoch[126](3262/26): Loss -0.5236, Sem 0.1790, dir -0.9376, norm 0.2350, swav 0.0000 LR: 8.519e-02 Score 94.001 Data time: 0.1057, Forward time: 2.2700, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.4155 [2020-11-12 17:40:13,304][root][INFO] - ===> Epoch[126](3263/26): Loss -0.4855, Sem 0.2216, dir -0.9339, norm 0.2267, swav 0.0000 LR: 8.519e-02 Score 92.786 Data time: 0.1883, Forward time: 2.2700, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.5468 [2020-11-12 17:40:19,178][root][INFO] - ===> Epoch[126](3264/26): Loss -0.4669, Sem 0.2276, dir -0.9360, norm 0.2415, swav 0.0000 LR: 8.519e-02 Score 92.932 Data time: 0.1530, Forward time: 2.2699, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.7816 [2020-11-12 17:40:25,170][root][INFO] - ===> Epoch[126](3265/26): Loss -0.4584, Sem 0.2363, dir -0.9368, norm 0.2421, swav 0.0000 LR: 8.518e-02 Score 93.075 Data time: 0.1994, Forward time: 2.2698, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.8942 [2020-11-12 17:40:30,260][root][INFO] - ===> Epoch[126](3266/26): Loss -0.5312, Sem 0.1750, dir -0.9366, norm 0.2303, swav 0.0000 LR: 8.518e-02 Score 94.465 Data time: 0.2183, Forward time: 2.2698, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 4.9896 [2020-11-12 17:40:37,553][root][INFO] - ===> Epoch[126](3267/26): Loss -0.4981, Sem 0.1953, dir -0.9387, norm 0.2453, swav 0.0000 LR: 8.517e-02 Score 93.787 Data time: 0.3778, Forward time: 2.2703, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 7.1879 [2020-11-12 17:40:43,424][root][INFO] - ===> Epoch[126](3268/26): Loss -0.5491, Sem 0.1927, dir -0.9456, norm 0.2038, swav 0.0000 LR: 8.517e-02 Score 93.625 Data time: 0.1713, Forward time: 2.2702, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.7162 [2020-11-12 17:40:48,523][root][INFO] - ===> Epoch[126](3269/26): Loss -0.5066, Sem 0.1923, dir -0.9362, norm 0.2372, swav 0.0000 LR: 8.516e-02 Score 93.683 Data time: 0.1991, Forward time: 2.2702, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.0049 [2020-11-12 17:40:53,505][root][INFO] - ===> Epoch[126](3270/26): Loss -0.4657, Sem 0.2080, dir -0.9357, norm 0.2620, swav 0.0000 LR: 8.516e-02 Score 93.744 Data time: 0.1800, Forward time: 2.2701, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 4.8843 [2020-11-12 17:41:00,675][root][INFO] - ===> Epoch[126](3271/26): Loss -0.4331, Sem 0.2368, dir -0.9351, norm 0.2652, swav 0.0000 LR: 8.515e-02 Score 92.570 Data time: 0.1880, Forward time: 2.2700, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 7.0892 [2020-11-12 17:41:06,817][root][INFO] - ===> Epoch[126](3272/26): Loss -0.4588, Sem 0.2388, dir -0.9344, norm 0.2368, swav 0.0000 LR: 8.515e-02 Score 92.468 Data time: 0.2208, Forward time: 2.2699, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.0388 [2020-11-12 17:41:12,746][root][INFO] - ===> Epoch[126](3273/26): Loss -0.4891, Sem 0.1986, dir -0.9342, norm 0.2465, swav 0.0000 LR: 8.514e-02 Score 93.539 Data time: 0.1964, Forward time: 2.2699, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.8541 [2020-11-12 17:41:18,150][root][INFO] - ===> Epoch[126](3274/26): Loss -0.4850, Sem 0.2072, dir -0.9340, norm 0.2418, swav 0.0000 LR: 8.514e-02 Score 93.373 Data time: 0.1946, Forward time: 2.2699, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.2988 [2020-11-12 17:41:23,115][root][INFO] - ===> Epoch[126](3275/26): Loss -0.4457, Sem 0.2197, dir -0.9281, norm 0.2627, swav 0.0000 LR: 8.513e-02 Score 93.066 Data time: 0.2228, Forward time: 2.2699, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 4.8587 [2020-11-12 17:41:28,508][root][INFO] - ===> Epoch[126](3276/26): Loss -0.4801, Sem 0.1882, dir -0.9311, norm 0.2628, swav 0.0000 LR: 8.513e-02 Score 94.135 Data time: 0.2007, Forward time: 2.2699, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.2780 [2020-11-12 17:41:34,320][root][INFO] - ===> Epoch[127](3277/26): Loss -0.4943, Sem 0.2015, dir -0.9355, norm 0.2397, swav 0.0000 LR: 8.513e-02 Score 93.485 Data time: 0.1642, Forward time: 2.2697, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.6865 [2020-11-12 17:41:39,487][root][INFO] - ===> Epoch[127](3278/26): Loss -0.5073, Sem 0.2243, dir -0.9425, norm 0.2109, swav 0.0000 LR: 8.512e-02 Score 92.623 Data time: 0.1702, Forward time: 2.2696, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.0821 [2020-11-12 17:41:45,780][root][INFO] - ===> Epoch[127](3279/26): Loss -0.5173, Sem 0.1848, dir -0.9410, norm 0.2389, swav 0.0000 LR: 8.512e-02 Score 94.233 Data time: 0.1000, Forward time: 2.2693, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.1877 [2020-11-12 17:41:52,127][root][INFO] - ===> Epoch[127](3280/26): Loss -0.4954, Sem 0.2097, dir -0.9311, norm 0.2260, swav 0.0000 LR: 8.511e-02 Score 93.434 Data time: 0.1970, Forward time: 2.2692, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.2903 [2020-11-12 17:41:57,320][root][INFO] - ===> Epoch[127](3281/26): Loss -0.4950, Sem 0.2128, dir -0.9401, norm 0.2324, swav 0.0000 LR: 8.511e-02 Score 93.151 Data time: 0.2348, Forward time: 2.2693, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.0924 [2020-11-12 17:42:03,203][root][INFO] - ===> Epoch[127](3282/26): Loss -0.5157, Sem 0.1979, dir -0.9360, norm 0.2223, swav 0.0000 LR: 8.510e-02 Score 93.563 Data time: 0.2346, Forward time: 2.2693, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.7603 [2020-11-12 17:42:08,040][root][INFO] - ===> Epoch[127](3283/26): Loss -0.4698, Sem 0.2279, dir -0.9358, norm 0.2380, swav 0.0000 LR: 8.510e-02 Score 92.708 Data time: 0.1917, Forward time: 2.2693, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 4.7036 [2020-11-12 17:42:15,144][root][INFO] - ===> Epoch[127](3284/26): Loss -0.4451, Sem 0.2366, dir -0.9306, norm 0.2489, swav 0.0000 LR: 8.509e-02 Score 93.058 Data time: 0.1679, Forward time: 2.2692, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.9940 [2020-11-12 17:42:20,371][root][INFO] - ===> Epoch[127](3285/26): Loss -0.5197, Sem 0.1854, dir -0.9395, norm 0.2344, swav 0.0000 LR: 8.509e-02 Score 94.144 Data time: 0.2368, Forward time: 2.2692, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.1108 [2020-11-12 17:42:26,324][root][INFO] - ===> Epoch[127](3286/26): Loss -0.5067, Sem 0.1991, dir -0.9355, norm 0.2298, swav 0.0000 LR: 8.508e-02 Score 93.904 Data time: 0.2900, Forward time: 2.2694, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.8127 [2020-11-12 17:42:33,190][root][INFO] - ===> Epoch[127](3287/26): Loss -0.5027, Sem 0.1940, dir -0.9386, norm 0.2419, swav 0.0000 LR: 8.508e-02 Score 94.055 Data time: 0.2097, Forward time: 2.2695, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.7402 [2020-11-12 17:42:38,862][root][INFO] - ===> Epoch[127](3288/26): Loss -0.4521, Sem 0.2250, dir -0.9240, norm 0.2469, swav 0.0000 LR: 8.508e-02 Score 92.495 Data time: 0.1883, Forward time: 2.2694, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.5700 [2020-11-12 17:42:45,405][root][INFO] - ===> Epoch[127](3289/26): Loss -0.4966, Sem 0.2089, dir -0.9384, norm 0.2328, swav 0.0000 LR: 8.507e-02 Score 93.188 Data time: 0.2571, Forward time: 2.2696, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 6.4385 [2020-11-12 17:42:52,758][root][INFO] - ===> Epoch[127](3290/26): Loss -0.4695, Sem 0.2170, dir -0.9318, norm 0.2453, swav 0.0000 LR: 8.507e-02 Score 93.296 Data time: 0.2384, Forward time: 2.2697, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 7.2155 [2020-11-12 17:42:58,310][root][INFO] - ===> Epoch[127](3291/26): Loss -0.4329, Sem 0.2532, dir -0.9372, norm 0.2511, swav 0.0000 LR: 8.506e-02 Score 92.070 Data time: 0.2083, Forward time: 2.2697, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.4157 [2020-11-12 17:43:03,498][root][INFO] - ===> Epoch[127](3292/26): Loss -0.5446, Sem 0.1724, dir -0.9369, norm 0.2198, swav 0.0000 LR: 8.506e-02 Score 94.406 Data time: 0.2406, Forward time: 2.2698, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 5.0777 [2020-11-12 17:43:09,748][root][INFO] - ===> Epoch[127](3293/26): Loss -0.5436, Sem 0.1981, dir -0.9460, norm 0.2043, swav 0.0000 LR: 8.505e-02 Score 93.452 Data time: 0.3411, Forward time: 2.2701, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 6.1322 [2020-11-12 17:43:15,386][root][INFO] - ===> Epoch[127](3294/26): Loss -0.4574, Sem 0.2006, dir -0.9380, norm 0.2800, swav 0.0000 LR: 8.505e-02 Score 93.618 Data time: 0.2261, Forward time: 2.2702, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 5.5112 [2020-11-12 17:43:21,516][root][INFO] - ===> Epoch[127](3295/26): Loss -0.5633, Sem 0.1669, dir -0.9459, norm 0.2157, swav 0.0000 LR: 8.504e-02 Score 94.490 Data time: 0.1128, Forward time: 2.2699, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.0134 [2020-11-12 17:43:26,563][root][INFO] - ===> Epoch[127](3296/26): Loss -0.3509, Sem 0.2838, dir -0.9297, norm 0.2950, swav 0.0000 LR: 8.504e-02 Score 90.951 Data time: 0.1547, Forward time: 2.2697, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.0000 [2020-11-12 17:43:32,299][root][INFO] - ===> Epoch[127](3297/26): Loss -0.4232, Sem 0.2492, dir -0.9252, norm 0.2527, swav 0.0000 LR: 8.503e-02 Score 92.547 Data time: 0.1523, Forward time: 2.2696, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.6566 [2020-11-12 17:43:37,408][root][INFO] - ===> Epoch[127](3298/26): Loss -0.4862, Sem 0.2019, dir -0.9299, norm 0.2418, swav 0.0000 LR: 8.503e-02 Score 93.499 Data time: 0.1820, Forward time: 2.2695, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.0095 [2020-11-12 17:43:42,575][root][INFO] - ===> Epoch[127](3299/26): Loss -0.4375, Sem 0.2408, dir -0.9303, norm 0.2521, swav 0.0000 LR: 8.502e-02 Score 92.368 Data time: 0.2156, Forward time: 2.2696, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.0576 [2020-11-12 17:43:48,338][root][INFO] - ===> Epoch[127](3300/26): Loss -0.4994, Sem 0.2117, dir -0.9445, norm 0.2335, swav 0.0000 LR: 8.502e-02 Score 93.458 Data time: 0.2101, Forward time: 2.2696, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.6393 [2020-11-12 17:43:54,274][root][INFO] - ===> Epoch[127](3301/26): Loss -0.5195, Sem 0.1844, dir -0.9284, norm 0.2245, swav 0.0000 LR: 8.502e-02 Score 93.954 Data time: 0.2361, Forward time: 2.2697, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.8237 [2020-11-12 17:44:00,001][root][INFO] - ===> Epoch[127](3302/26): Loss -0.4927, Sem 0.2041, dir -0.9400, norm 0.2432, swav 0.0000 LR: 8.501e-02 Score 93.566 Data time: 0.2126, Forward time: 2.2697, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.5878 [2020-11-12 17:44:05,859][root][INFO] - ===> Epoch[128](3303/26): Loss -0.4398, Sem 0.2131, dir -0.9298, norm 0.2769, swav 0.0000 LR: 8.501e-02 Score 93.041 Data time: 0.2795, Forward time: 2.2699, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.7671 [2020-11-12 17:44:12,578][root][INFO] - ===> Epoch[128](3304/26): Loss -0.4309, Sem 0.2273, dir -0.9266, norm 0.2685, swav 0.0000 LR: 8.500e-02 Score 92.784 Data time: 0.2216, Forward time: 2.2700, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.6056 [2020-11-12 17:44:17,851][root][INFO] - ===> Epoch[128](3305/26): Loss -0.5293, Sem 0.2051, dir -0.9444, norm 0.2100, swav 0.0000 LR: 8.500e-02 Score 93.080 Data time: 0.1988, Forward time: 2.2701, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.1577 [2020-11-12 17:44:24,901][root][INFO] - ===> Epoch[128](3306/26): Loss -0.4873, Sem 0.2345, dir -0.9358, norm 0.2140, swav 0.0000 LR: 8.499e-02 Score 92.862 Data time: 0.1215, Forward time: 2.2698, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.9473 [2020-11-12 17:44:31,436][root][INFO] - ===> Epoch[128](3307/26): Loss -0.5812, Sem 0.1719, dir -0.9508, norm 0.1977, swav 0.0000 LR: 8.499e-02 Score 94.449 Data time: 0.1719, Forward time: 2.2696, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.4479 [2020-11-12 17:44:38,412][root][INFO] - ===> Epoch[128](3308/26): Loss -0.4382, Sem 0.2352, dir -0.9333, norm 0.2599, swav 0.0000 LR: 8.498e-02 Score 93.198 Data time: 0.2388, Forward time: 2.2697, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 6.9056 [2020-11-12 17:44:43,989][root][INFO] - ===> Epoch[128](3309/26): Loss -0.4955, Sem 0.2085, dir -0.9292, norm 0.2251, swav 0.0000 LR: 8.498e-02 Score 93.109 Data time: 0.1920, Forward time: 2.2697, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.4482 [2020-11-12 17:44:49,700][root][INFO] - ===> Epoch[128](3310/26): Loss -0.4524, Sem 0.2042, dir -0.9276, norm 0.2710, swav 0.0000 LR: 8.497e-02 Score 93.509 Data time: 0.1740, Forward time: 2.2696, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.6095 [2020-11-12 17:44:57,880][root][INFO] - ===> Epoch[128](3311/26): Loss -0.4321, Sem 0.2328, dir -0.9296, norm 0.2647, swav 0.0000 LR: 8.497e-02 Score 92.542 Data time: 0.1642, Forward time: 2.2695, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 8.1009 [2020-11-12 17:45:02,979][root][INFO] - ===> Epoch[128](3312/26): Loss -0.5403, Sem 0.1844, dir -0.9378, norm 0.2131, swav 0.0000 LR: 8.497e-02 Score 93.845 Data time: 0.2016, Forward time: 2.2695, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 5.0116 [2020-11-12 17:45:09,743][root][INFO] - ===> Epoch[128](3313/26): Loss -0.4776, Sem 0.2147, dir -0.9315, norm 0.2392, swav 0.0000 LR: 8.496e-02 Score 93.019 Data time: 0.1672, Forward time: 2.2693, Backward time: 3.1393, DDP time: 0.0038, Total iter time: 6.6551 [2020-11-12 17:45:15,891][root][INFO] - ===> Epoch[128](3314/26): Loss -0.5013, Sem 0.1729, dir -0.9383, norm 0.2641, swav 0.0000 LR: 8.496e-02 Score 94.533 Data time: 0.2142, Forward time: 2.2693, Backward time: 3.1394, DDP time: 0.0038, Total iter time: 6.0535 [2020-11-12 17:45:22,797][root][INFO] - ===> Epoch[128](3315/26): Loss -0.4743, Sem 0.2234, dir -0.9396, norm 0.2420, swav 0.0000 LR: 8.495e-02 Score 92.866 Data time: 0.3448, Forward time: 2.2696, Backward time: 3.1394, DDP time: 0.0038, Total iter time: 6.7995 [2020-11-12 17:45:28,505][root][INFO] - ===> Epoch[128](3316/26): Loss -0.4419, Sem 0.2296, dir -0.9291, norm 0.2576, swav 0.0000 LR: 8.495e-02 Score 93.035 Data time: 0.1263, Forward time: 2.2694, Backward time: 3.1395, DDP time: 0.0038, Total iter time: 5.5513 [2020-11-12 17:45:33,313][root][INFO] - ===> Epoch[128](3317/26): Loss -0.4641, Sem 0.2422, dir -0.9323, norm 0.2260, swav 0.0000 LR: 8.494e-02 Score 92.480 Data time: 0.1382, Forward time: 2.2692, Backward time: 3.1395, DDP time: 0.0038, Total iter time: 4.7188 [2020-11-12 17:45:38,372][root][INFO] - ===> Epoch[128](3318/26): Loss -0.4004, Sem 0.2208, dir -0.9264, norm 0.3052, swav 0.0000 LR: 8.494e-02 Score 92.873 Data time: 0.2151, Forward time: 2.2692, Backward time: 3.1393, DDP time: 0.0038, Total iter time: 4.9973 [2020-11-12 17:45:43,268][root][INFO] - ===> Epoch[128](3319/26): Loss -0.5118, Sem 0.1954, dir -0.9340, norm 0.2268, swav 0.0000 LR: 8.493e-02 Score 93.697 Data time: 0.2309, Forward time: 2.2693, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 4.7861 [2020-11-12 17:45:48,719][root][INFO] - ===> Epoch[128](3320/26): Loss -0.4511, Sem 0.2274, dir -0.9334, norm 0.2549, swav 0.0000 LR: 8.493e-02 Score 93.018 Data time: 0.2120, Forward time: 2.2692, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 5.3407 [2020-11-12 17:45:54,024][root][INFO] - ===> Epoch[128](3321/26): Loss -0.4811, Sem 0.2120, dir -0.9381, norm 0.2450, swav 0.0000 LR: 8.492e-02 Score 92.976 Data time: 0.2366, Forward time: 2.2694, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.1874 [2020-11-12 17:45:59,766][root][INFO] - ===> Epoch[128](3322/26): Loss -0.4895, Sem 0.2022, dir -0.9302, norm 0.2385, swav 0.0000 LR: 8.492e-02 Score 93.039 Data time: 0.2665, Forward time: 2.2695, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.6059 [2020-11-12 17:46:05,390][root][INFO] - ===> Epoch[128](3323/26): Loss -0.4590, Sem 0.2209, dir -0.9328, norm 0.2530, swav 0.0000 LR: 8.491e-02 Score 92.683 Data time: 0.1566, Forward time: 2.2693, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.4873 [2020-11-12 17:46:10,394][root][INFO] - ===> Epoch[128](3324/26): Loss -0.4996, Sem 0.2205, dir -0.9406, norm 0.2205, swav 0.0000 LR: 8.491e-02 Score 93.074 Data time: 0.1791, Forward time: 2.2692, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 4.9495 [2020-11-12 17:46:16,085][root][INFO] - ===> Epoch[128](3325/26): Loss -0.4633, Sem 0.2206, dir -0.9257, norm 0.2419, swav 0.0000 LR: 8.491e-02 Score 92.875 Data time: 0.1683, Forward time: 2.2691, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.6047 [2020-11-12 17:46:21,427][root][INFO] - ===> Epoch[128](3326/26): Loss -0.4616, Sem 0.2317, dir -0.9337, norm 0.2404, swav 0.0000 LR: 8.490e-02 Score 92.501 Data time: 0.2125, Forward time: 2.2691, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.2440 [2020-11-12 17:46:27,635][root][INFO] - ===> Epoch[128](3327/26): Loss -0.4698, Sem 0.2015, dir -0.9259, norm 0.2547, swav 0.0000 LR: 8.490e-02 Score 93.524 Data time: 0.2956, Forward time: 2.2693, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 6.1133 [2020-11-12 17:46:33,868][root][INFO] - ===> Epoch[128](3328/26): Loss -0.4960, Sem 0.1879, dir -0.9332, norm 0.2493, swav 0.0000 LR: 8.489e-02 Score 94.033 Data time: 0.2156, Forward time: 2.2693, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 6.1112 [2020-11-12 17:46:40,428][root][INFO] - ===> Epoch[129](3329/26): Loss -0.5333, Sem 0.1959, dir -0.9455, norm 0.2162, swav 0.0000 LR: 8.489e-02 Score 93.609 Data time: 0.2096, Forward time: 2.2694, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 6.4569 [2020-11-12 17:46:46,632][root][INFO] - ===> Epoch[129](3330/26): Loss -0.5339, Sem 0.1780, dir -0.9350, norm 0.2231, swav 0.0000 LR: 8.488e-02 Score 94.087 Data time: 0.2151, Forward time: 2.2694, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 6.1195 [2020-11-12 17:46:52,463][root][INFO] - ===> Epoch[129](3331/26): Loss -0.4925, Sem 0.2010, dir -0.9319, norm 0.2384, swav 0.0000 LR: 8.488e-02 Score 93.586 Data time: 0.2399, Forward time: 2.2694, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.7012 [2020-11-12 17:46:58,488][root][INFO] - ===> Epoch[129](3332/26): Loss -0.5044, Sem 0.1822, dir -0.9451, norm 0.2585, swav 0.0000 LR: 8.487e-02 Score 94.256 Data time: 0.2761, Forward time: 2.2696, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.9081 [2020-11-12 17:47:04,719][root][INFO] - ===> Epoch[129](3333/26): Loss -0.4676, Sem 0.2320, dir -0.9384, norm 0.2389, swav 0.0000 LR: 8.487e-02 Score 92.865 Data time: 0.1987, Forward time: 2.2697, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 6.1125 [2020-11-12 17:47:12,588][root][INFO] - ===> Epoch[129](3334/26): Loss -0.4740, Sem 0.2161, dir -0.9368, norm 0.2467, swav 0.0000 LR: 8.486e-02 Score 93.336 Data time: 0.2131, Forward time: 2.2697, Backward time: 3.1392, DDP time: 0.0038, Total iter time: 7.7840 [2020-11-12 17:47:18,067][root][INFO] - ===> Epoch[129](3335/26): Loss -0.4968, Sem 0.2181, dir -0.9410, norm 0.2261, swav 0.0000 LR: 8.486e-02 Score 93.137 Data time: 0.2160, Forward time: 2.2697, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 5.3752 [2020-11-12 17:47:23,369][root][INFO] - ===> Epoch[129](3336/26): Loss -0.5607, Sem 0.1717, dir -0.9440, norm 0.2116, swav 0.0000 LR: 8.486e-02 Score 94.371 Data time: 0.2493, Forward time: 2.2698, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.1787 [2020-11-12 17:47:29,343][root][INFO] - ===> Epoch[129](3337/26): Loss -0.5342, Sem 0.1857, dir -0.9375, norm 0.2176, swav 0.0000 LR: 8.485e-02 Score 93.958 Data time: 0.2388, Forward time: 2.2699, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.8396 [2020-11-12 17:47:34,297][root][INFO] - ===> Epoch[129](3338/26): Loss -0.4674, Sem 0.2275, dir -0.9308, norm 0.2358, swav 0.0000 LR: 8.485e-02 Score 92.802 Data time: 0.2252, Forward time: 2.2700, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 4.8484 [2020-11-12 17:47:41,087][root][INFO] - ===> Epoch[129](3339/26): Loss -0.5006, Sem 0.2140, dir -0.9416, norm 0.2270, swav 0.0000 LR: 8.484e-02 Score 93.337 Data time: 0.1870, Forward time: 2.2699, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 6.6958 [2020-11-12 17:47:47,273][root][INFO] - ===> Epoch[129](3340/26): Loss -0.5203, Sem 0.1981, dir -0.9430, norm 0.2246, swav 0.0000 LR: 8.484e-02 Score 93.763 Data time: 0.2014, Forward time: 2.2698, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 6.0849 [2020-11-12 17:47:53,023][root][INFO] - ===> Epoch[129](3341/26): Loss -0.5153, Sem 0.1977, dir -0.9363, norm 0.2233, swav 0.0000 LR: 8.483e-02 Score 93.521 Data time: 0.2589, Forward time: 2.2700, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.6354 [2020-11-12 17:47:59,146][root][INFO] - ===> Epoch[129](3342/26): Loss -0.4879, Sem 0.1857, dir -0.9330, norm 0.2594, swav 0.0000 LR: 8.483e-02 Score 93.825 Data time: 0.2032, Forward time: 2.2700, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 5.9939 [2020-11-12 17:48:05,106][root][INFO] - ===> Epoch[129](3343/26): Loss -0.4387, Sem 0.2151, dir -0.9335, norm 0.2797, swav 0.0000 LR: 8.482e-02 Score 93.293 Data time: 0.2350, Forward time: 2.2700, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 5.8670 [2020-11-12 17:48:10,654][root][INFO] - ===> Epoch[129](3344/26): Loss -0.5097, Sem 0.2112, dir -0.9449, norm 0.2241, swav 0.0000 LR: 8.482e-02 Score 93.275 Data time: 0.2045, Forward time: 2.2699, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 5.4348 [2020-11-12 17:48:16,017][root][INFO] - ===> Epoch[129](3345/26): Loss -0.4553, Sem 0.2197, dir -0.9280, norm 0.2530, swav 0.0000 LR: 8.481e-02 Score 93.252 Data time: 0.1625, Forward time: 2.2697, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 5.2888 [2020-11-12 17:48:21,725][root][INFO] - ===> Epoch[129](3346/26): Loss -0.4872, Sem 0.2103, dir -0.9372, norm 0.2397, swav 0.0000 LR: 8.481e-02 Score 93.064 Data time: 0.2644, Forward time: 2.2698, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 5.6134 [2020-11-12 17:48:26,656][root][INFO] - ===> Epoch[129](3347/26): Loss -0.4600, Sem 0.2286, dir -0.9325, norm 0.2438, swav 0.0000 LR: 8.480e-02 Score 92.478 Data time: 0.2135, Forward time: 2.2698, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 4.7984 [2020-11-12 17:48:33,504][root][INFO] - ===> Epoch[129](3348/26): Loss -0.5117, Sem 0.1990, dir -0.9394, norm 0.2286, swav 0.0000 LR: 8.480e-02 Score 93.763 Data time: 0.2324, Forward time: 2.2699, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 6.7417 [2020-11-12 17:48:39,144][root][INFO] - ===> Epoch[129](3349/26): Loss -0.5064, Sem 0.1854, dir -0.9364, norm 0.2447, swav 0.0000 LR: 8.480e-02 Score 94.112 Data time: 0.2220, Forward time: 2.2699, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.5296 [2020-11-12 17:48:44,839][root][INFO] - ===> Epoch[129](3350/26): Loss -0.4862, Sem 0.2023, dir -0.9371, norm 0.2487, swav 0.0000 LR: 8.479e-02 Score 93.604 Data time: 0.2584, Forward time: 2.2701, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.5780 [2020-11-12 17:48:50,875][root][INFO] - ===> Epoch[129](3351/26): Loss -0.4859, Sem 0.1977, dir -0.9324, norm 0.2487, swav 0.0000 LR: 8.479e-02 Score 93.709 Data time: 0.1982, Forward time: 2.2701, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.9091 [2020-11-12 17:48:56,828][root][INFO] - ===> Epoch[129](3352/26): Loss -0.4644, Sem 0.1963, dir -0.9325, norm 0.2719, swav 0.0000 LR: 8.478e-02 Score 93.785 Data time: 0.1923, Forward time: 2.2701, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.8588 [2020-11-12 17:49:02,079][root][INFO] - ===> Epoch[129](3353/26): Loss -0.5171, Sem 0.1921, dir -0.9370, norm 0.2278, swav 0.0000 LR: 8.478e-02 Score 93.791 Data time: 0.2148, Forward time: 2.2701, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.1560 [2020-11-12 17:49:08,373][root][INFO] - ===> Epoch[129](3354/26): Loss -0.5153, Sem 0.2049, dir -0.9420, norm 0.2217, swav 0.0000 LR: 8.477e-02 Score 93.417 Data time: 0.2723, Forward time: 2.2701, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 6.1634 [2020-11-12 17:49:14,007][root][INFO] - ===> Epoch[130](3355/26): Loss -0.4735, Sem 0.2221, dir -0.9369, norm 0.2413, swav 0.0000 LR: 8.477e-02 Score 92.814 Data time: 0.1915, Forward time: 2.2701, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.5153 [2020-11-12 17:49:19,332][root][INFO] - ===> Epoch[130](3356/26): Loss -0.5340, Sem 0.1653, dir -0.9386, norm 0.2394, swav 0.0000 LR: 8.476e-02 Score 94.737 Data time: 0.2217, Forward time: 2.2701, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.2134 [2020-11-12 17:49:25,052][root][INFO] - ===> Epoch[130](3357/26): Loss -0.5240, Sem 0.1920, dir -0.9381, norm 0.2221, swav 0.0000 LR: 8.476e-02 Score 93.882 Data time: 0.2081, Forward time: 2.2701, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.6009 [2020-11-12 17:49:29,510][root][INFO] - ===> Epoch[130](3358/26): Loss -0.4921, Sem 0.2040, dir -0.9358, norm 0.2397, swav 0.0000 LR: 8.475e-02 Score 93.271 Data time: 0.1462, Forward time: 2.2699, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 4.3542 [2020-11-12 17:49:35,148][root][INFO] - ===> Epoch[130](3359/26): Loss -0.4742, Sem 0.2191, dir -0.9341, norm 0.2408, swav 0.0000 LR: 8.475e-02 Score 93.500 Data time: 0.1773, Forward time: 2.2698, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.5387 [2020-11-12 17:49:41,183][root][INFO] - ===> Epoch[130](3360/26): Loss -0.5467, Sem 0.1817, dir -0.9449, norm 0.2166, swav 0.0000 LR: 8.475e-02 Score 94.126 Data time: 0.1751, Forward time: 2.2697, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.9131 [2020-11-12 17:49:47,982][root][INFO] - ===> Epoch[130](3361/26): Loss -0.4542, Sem 0.2099, dir -0.9224, norm 0.2582, swav 0.0000 LR: 8.474e-02 Score 93.214 Data time: 0.2068, Forward time: 2.2697, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 6.7003 [2020-11-12 17:49:54,843][root][INFO] - ===> Epoch[130](3362/26): Loss -0.4864, Sem 0.2129, dir -0.9385, norm 0.2392, swav 0.0000 LR: 8.474e-02 Score 93.052 Data time: 0.3711, Forward time: 2.2700, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 6.7445 [2020-11-12 17:50:00,536][root][INFO] - ===> Epoch[130](3363/26): Loss -0.4879, Sem 0.2150, dir -0.9371, norm 0.2342, swav 0.0000 LR: 8.473e-02 Score 93.093 Data time: 0.2702, Forward time: 2.2702, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.5550 [2020-11-12 17:50:07,193][root][INFO] - ===> Epoch[130](3364/26): Loss -0.4855, Sem 0.2023, dir -0.9349, norm 0.2471, swav 0.0000 LR: 8.473e-02 Score 93.278 Data time: 0.1750, Forward time: 2.2701, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 6.5288 [2020-11-12 17:50:12,714][root][INFO] - ===> Epoch[130](3365/26): Loss -0.5232, Sem 0.1969, dir -0.9447, norm 0.2245, swav 0.0000 LR: 8.472e-02 Score 93.305 Data time: 0.2246, Forward time: 2.2701, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.4142 [2020-11-12 17:50:18,511][root][INFO] - ===> Epoch[130](3366/26): Loss -0.5196, Sem 0.1954, dir -0.9351, norm 0.2202, swav 0.0000 LR: 8.472e-02 Score 93.741 Data time: 0.2628, Forward time: 2.2703, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.6977 [2020-11-12 17:50:23,069][root][INFO] - ===> Epoch[130](3367/26): Loss -0.4964, Sem 0.2228, dir -0.9412, norm 0.2220, swav 0.0000 LR: 8.471e-02 Score 92.957 Data time: 0.1908, Forward time: 2.2702, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 4.4318 [2020-11-12 17:50:28,497][root][INFO] - ===> Epoch[130](3368/26): Loss -0.5098, Sem 0.2034, dir -0.9394, norm 0.2262, swav 0.0000 LR: 8.471e-02 Score 93.034 Data time: 0.1767, Forward time: 2.2700, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.3349 [2020-11-12 17:50:33,348][root][INFO] - ===> Epoch[130](3369/26): Loss -0.5196, Sem 0.1954, dir -0.9346, norm 0.2196, swav 0.0000 LR: 8.470e-02 Score 93.616 Data time: 0.1527, Forward time: 2.2698, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 4.7931 [2020-11-12 17:50:39,049][root][INFO] - ===> Epoch[130](3370/26): Loss -0.4413, Sem 0.2332, dir -0.9283, norm 0.2538, swav 0.0000 LR: 8.470e-02 Score 92.454 Data time: 0.2113, Forward time: 2.2698, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.6317 [2020-11-12 17:50:44,654][root][INFO] - ===> Epoch[130](3371/26): Loss -0.4924, Sem 0.2017, dir -0.9410, norm 0.2469, swav 0.0000 LR: 8.469e-02 Score 93.482 Data time: 0.2527, Forward time: 2.2699, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.4982 [2020-11-12 17:50:53,107][root][INFO] - ===> Epoch[130](3372/26): Loss -0.5039, Sem 0.1935, dir -0.9413, norm 0.2439, swav 0.0000 LR: 8.469e-02 Score 93.781 Data time: 0.3367, Forward time: 2.2702, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 8.3323 [2020-11-12 17:50:58,623][root][INFO] - ===> Epoch[130](3373/26): Loss -0.4902, Sem 0.2144, dir -0.9352, norm 0.2306, swav 0.0000 LR: 8.469e-02 Score 93.236 Data time: 0.1768, Forward time: 2.2702, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.3750 [2020-11-12 17:51:04,282][root][INFO] - ===> Epoch[130](3374/26): Loss -0.5679, Sem 0.1749, dir -0.9507, norm 0.2078, swav 0.0000 LR: 8.468e-02 Score 94.122 Data time: 0.1958, Forward time: 2.2701, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.5745 [2020-11-12 17:51:11,335][root][INFO] - ===> Epoch[130](3375/26): Loss -0.4739, Sem 0.2009, dir -0.9401, norm 0.2653, swav 0.0000 LR: 8.468e-02 Score 93.372 Data time: 0.2197, Forward time: 2.2702, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 6.9330 [2020-11-12 17:51:17,979][root][INFO] - ===> Epoch[130](3376/26): Loss -0.5147, Sem 0.1923, dir -0.9378, norm 0.2309, swav 0.0000 LR: 8.467e-02 Score 93.693 Data time: 0.3244, Forward time: 2.2704, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 6.5229 [2020-11-12 17:51:22,735][root][INFO] - ===> Epoch[130](3377/26): Loss -0.5212, Sem 0.1983, dir -0.9366, norm 0.2171, swav 0.0000 LR: 8.467e-02 Score 93.443 Data time: 0.2189, Forward time: 2.2704, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 4.6322 [2020-11-12 17:51:30,347][root][INFO] - ===> Epoch[130](3378/26): Loss -0.4655, Sem 0.1956, dir -0.9324, norm 0.2713, swav 0.0000 LR: 8.466e-02 Score 93.392 Data time: 0.2321, Forward time: 2.2705, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 7.5098 [2020-11-12 17:51:38,521][root][INFO] - ===> Epoch[130](3379/26): Loss -0.4857, Sem 0.2034, dir -0.9315, norm 0.2424, swav 0.0000 LR: 8.466e-02 Score 93.478 Data time: 0.2580, Forward time: 2.2707, Backward time: 3.1394, DDP time: 0.0038, Total iter time: 8.0534 [2020-11-12 17:51:43,584][root][INFO] - ===> Epoch[130](3380/26): Loss -0.4848, Sem 0.2069, dir -0.9327, norm 0.2409, swav 0.0000 LR: 8.465e-02 Score 93.343 Data time: 0.2156, Forward time: 2.2707, Backward time: 3.1392, DDP time: 0.0038, Total iter time: 4.9308 [2020-11-12 17:51:48,959][root][INFO] - ===> Epoch[131](3381/26): Loss -0.5146, Sem 0.1918, dir -0.9366, norm 0.2302, swav 0.0000 LR: 8.465e-02 Score 93.900 Data time: 0.2079, Forward time: 2.2707, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 5.2515 [2020-11-12 17:51:54,684][root][INFO] - ===> Epoch[131](3382/26): Loss -0.5250, Sem 0.1832, dir -0.9433, norm 0.2351, swav 0.0000 LR: 8.464e-02 Score 93.845 Data time: 0.2172, Forward time: 2.2708, Backward time: 3.1390, DDP time: 0.0038, Total iter time: 5.6179 [2020-11-12 17:51:59,677][root][INFO] - ===> Epoch[131](3383/26): Loss -0.5126, Sem 0.2029, dir -0.9358, norm 0.2203, swav 0.0000 LR: 8.464e-02 Score 93.442 Data time: 0.2381, Forward time: 2.2708, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 4.8638 [2020-11-12 17:52:05,080][root][INFO] - ===> Epoch[131](3384/26): Loss -0.5315, Sem 0.1968, dir -0.9424, norm 0.2141, swav 0.0000 LR: 8.464e-02 Score 93.137 Data time: 0.2206, Forward time: 2.2709, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.2865 [2020-11-12 17:52:12,101][root][INFO] - ===> Epoch[131](3385/26): Loss -0.4978, Sem 0.1945, dir -0.9399, norm 0.2475, swav 0.0000 LR: 8.463e-02 Score 93.708 Data time: 0.3507, Forward time: 2.2712, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 6.8811 [2020-11-12 17:52:17,554][root][INFO] - ===> Epoch[131](3386/26): Loss -0.5194, Sem 0.1946, dir -0.9422, norm 0.2283, swav 0.0000 LR: 8.463e-02 Score 93.618 Data time: 0.1617, Forward time: 2.2711, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.2944 [2020-11-12 17:52:23,052][root][INFO] - ===> Epoch[131](3387/26): Loss -0.5207, Sem 0.1877, dir -0.9425, norm 0.2341, swav 0.0000 LR: 8.462e-02 Score 93.856 Data time: 0.2278, Forward time: 2.2711, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.4035 [2020-11-12 17:52:28,397][root][INFO] - ===> Epoch[131](3388/26): Loss -0.4745, Sem 0.2196, dir -0.9332, norm 0.2391, swav 0.0000 LR: 8.462e-02 Score 92.748 Data time: 0.2584, Forward time: 2.2713, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.2450 [2020-11-12 17:52:33,891][root][INFO] - ===> Epoch[131](3389/26): Loss -0.4978, Sem 0.2109, dir -0.9403, norm 0.2316, swav 0.0000 LR: 8.461e-02 Score 93.213 Data time: 0.2610, Forward time: 2.2714, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.3630 [2020-11-12 17:52:37,947][root][INFO] - ===> Epoch[131](3390/26): Loss -0.4943, Sem 0.2124, dir -0.9329, norm 0.2262, swav 0.0000 LR: 8.461e-02 Score 92.830 Data time: 0.1805, Forward time: 2.2714, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 3.9381 [2020-11-12 17:52:42,363][root][INFO] - ===> Epoch[131](3391/26): Loss -0.4856, Sem 0.1926, dir -0.9326, norm 0.2544, swav 0.0000 LR: 8.460e-02 Score 93.697 Data time: 0.2182, Forward time: 2.2713, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 4.3282 [2020-11-12 17:52:47,707][root][INFO] - ===> Epoch[131](3392/26): Loss -0.4906, Sem 0.1965, dir -0.9352, norm 0.2481, swav 0.0000 LR: 8.460e-02 Score 93.822 Data time: 0.2345, Forward time: 2.2714, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.2350 [2020-11-12 17:52:52,921][root][INFO] - ===> Epoch[131](3393/26): Loss -0.5032, Sem 0.1891, dir -0.9350, norm 0.2427, swav 0.0000 LR: 8.459e-02 Score 94.128 Data time: 0.2528, Forward time: 2.2715, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.0926 [2020-11-12 17:52:59,143][root][INFO] - ===> Epoch[131](3394/26): Loss -0.5490, Sem 0.1772, dir -0.9370, norm 0.2108, swav 0.0000 LR: 8.459e-02 Score 94.314 Data time: 0.3455, Forward time: 2.2717, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.1029 [2020-11-12 17:53:05,440][root][INFO] - ===> Epoch[131](3395/26): Loss -0.5040, Sem 0.2026, dir -0.9411, norm 0.2345, swav 0.0000 LR: 8.458e-02 Score 93.451 Data time: 0.2010, Forward time: 2.2717, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.1738 [2020-11-12 17:53:11,119][root][INFO] - ===> Epoch[131](3396/26): Loss -0.4841, Sem 0.2378, dir -0.9337, norm 0.2117, swav 0.0000 LR: 8.458e-02 Score 93.173 Data time: 0.2267, Forward time: 2.2718, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.5848 [2020-11-12 17:53:16,785][root][INFO] - ===> Epoch[131](3397/26): Loss -0.4674, Sem 0.2346, dir -0.9375, norm 0.2355, swav 0.0000 LR: 8.458e-02 Score 93.142 Data time: 0.1458, Forward time: 2.2716, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 5.5537 [2020-11-12 17:53:22,008][root][INFO] - ===> Epoch[131](3398/26): Loss -0.5117, Sem 0.2077, dir -0.9386, norm 0.2192, swav 0.0000 LR: 8.457e-02 Score 93.180 Data time: 0.2217, Forward time: 2.2717, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.1519 [2020-11-12 17:53:28,058][root][INFO] - ===> Epoch[131](3399/26): Loss -0.5064, Sem 0.2080, dir -0.9393, norm 0.2249, swav 0.0000 LR: 8.457e-02 Score 93.349 Data time: 0.1982, Forward time: 2.2717, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.9529 [2020-11-12 17:53:33,904][root][INFO] - ===> Epoch[131](3400/26): Loss -0.5139, Sem 0.1925, dir -0.9359, norm 0.2295, swav 0.0000 LR: 8.456e-02 Score 93.650 Data time: 0.1964, Forward time: 2.2717, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.7359 [2020-11-12 17:53:38,948][root][INFO] - ===> Epoch[131](3401/26): Loss -0.5133, Sem 0.1782, dir -0.9404, norm 0.2489, swav 0.0000 LR: 8.456e-02 Score 94.400 Data time: 0.1939, Forward time: 2.2716, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 4.9566 [2020-11-12 17:53:46,081][root][INFO] - ===> Epoch[131](3402/26): Loss -0.5205, Sem 0.1949, dir -0.9367, norm 0.2213, swav 0.0000 LR: 8.455e-02 Score 93.715 Data time: 0.2424, Forward time: 2.2718, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 7.0482 [2020-11-12 17:53:53,371][root][INFO] - ===> Epoch[131](3403/26): Loss -0.5316, Sem 0.1878, dir -0.9438, norm 0.2244, swav 0.0000 LR: 8.455e-02 Score 93.725 Data time: 0.1637, Forward time: 2.2716, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 7.1623 [2020-11-12 17:53:59,243][root][INFO] - ===> Epoch[131](3404/26): Loss -0.4638, Sem 0.2034, dir -0.9335, norm 0.2662, swav 0.0000 LR: 8.454e-02 Score 93.324 Data time: 0.2015, Forward time: 2.2716, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.8024 [2020-11-12 17:54:03,924][root][INFO] - ===> Epoch[131](3405/26): Loss -0.5617, Sem 0.1712, dir -0.9455, norm 0.2126, swav 0.0000 LR: 8.454e-02 Score 94.449 Data time: 0.2053, Forward time: 2.2715, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 4.5727 [2020-11-12 17:54:09,541][root][INFO] - ===> Epoch[131](3406/26): Loss -0.3960, Sem 0.2556, dir -0.9275, norm 0.2759, swav 0.0000 LR: 8.453e-02 Score 92.566 Data time: 0.2682, Forward time: 2.2717, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 5.5203 [2020-11-12 17:54:15,813][root][INFO] - ===> Epoch[132](3407/26): Loss -0.4513, Sem 0.2130, dir -0.9286, norm 0.2643, swav 0.0000 LR: 8.453e-02 Score 93.023 Data time: 0.2218, Forward time: 2.2717, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.1452 [2020-11-12 17:54:21,370][root][INFO] - ===> Epoch[132](3408/26): Loss -0.5244, Sem 0.1901, dir -0.9406, norm 0.2261, swav 0.0000 LR: 8.453e-02 Score 94.042 Data time: 0.1664, Forward time: 2.2715, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.4508 [2020-11-12 17:54:28,232][root][INFO] - ===> Epoch[132](3409/26): Loss -0.5416, Sem 0.1733, dir -0.9458, norm 0.2309, swav 0.0000 LR: 8.452e-02 Score 94.479 Data time: 0.3322, Forward time: 2.2719, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.7837 [2020-11-12 17:54:34,652][root][INFO] - ===> Epoch[132](3410/26): Loss -0.5144, Sem 0.2156, dir -0.9437, norm 0.2136, swav 0.0000 LR: 8.452e-02 Score 93.531 Data time: 0.1905, Forward time: 2.2719, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.3084 [2020-11-12 17:54:40,163][root][INFO] - ===> Epoch[132](3411/26): Loss -0.4330, Sem 0.2214, dir -0.9272, norm 0.2729, swav 0.0000 LR: 8.451e-02 Score 92.840 Data time: 0.2245, Forward time: 2.2720, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.4080 [2020-11-12 17:54:46,829][root][INFO] - ===> Epoch[132](3412/26): Loss -0.5183, Sem 0.2007, dir -0.9373, norm 0.2183, swav 0.0000 LR: 8.451e-02 Score 93.396 Data time: 0.1709, Forward time: 2.2718, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.5440 [2020-11-12 17:54:53,856][root][INFO] - ===> Epoch[132](3413/26): Loss -0.5291, Sem 0.1955, dir -0.9454, norm 0.2208, swav 0.0000 LR: 8.450e-02 Score 93.612 Data time: 0.2343, Forward time: 2.2719, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 6.9536 [2020-11-12 17:54:58,805][root][INFO] - ===> Epoch[132](3414/26): Loss -0.4768, Sem 0.1972, dir -0.9333, norm 0.2593, swav 0.0000 LR: 8.450e-02 Score 93.649 Data time: 0.2101, Forward time: 2.2719, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 4.8337 [2020-11-12 17:55:04,472][root][INFO] - ===> Epoch[132](3415/26): Loss -0.4779, Sem 0.2063, dir -0.9296, norm 0.2454, swav 0.0000 LR: 8.449e-02 Score 93.621 Data time: 0.2639, Forward time: 2.2721, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.5620 [2020-11-12 17:55:10,964][root][INFO] - ===> Epoch[132](3416/26): Loss -0.4519, Sem 0.2355, dir -0.9342, norm 0.2468, swav 0.0000 LR: 8.449e-02 Score 92.471 Data time: 0.2856, Forward time: 2.2722, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.3682 [2020-11-12 17:55:16,456][root][INFO] - ===> Epoch[132](3417/26): Loss -0.4924, Sem 0.2297, dir -0.9404, norm 0.2184, swav 0.0000 LR: 8.448e-02 Score 92.541 Data time: 0.1805, Forward time: 2.2722, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.3631 [2020-11-12 17:55:22,040][root][INFO] - ===> Epoch[132](3418/26): Loss -0.5292, Sem 0.1993, dir -0.9432, norm 0.2146, swav 0.0000 LR: 8.448e-02 Score 93.524 Data time: 0.1504, Forward time: 2.2720, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.4868 [2020-11-12 17:55:28,892][root][INFO] - ===> Epoch[132](3419/26): Loss -0.5132, Sem 0.1804, dir -0.9330, norm 0.2394, swav 0.0000 LR: 8.447e-02 Score 94.426 Data time: 0.1996, Forward time: 2.2720, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.7853 [2020-11-12 17:55:35,803][root][INFO] - ===> Epoch[132](3420/26): Loss -0.4852, Sem 0.2117, dir -0.9321, norm 0.2352, swav 0.0000 LR: 8.447e-02 Score 93.056 Data time: 0.2434, Forward time: 2.2721, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.8010 [2020-11-12 17:55:41,289][root][INFO] - ===> Epoch[132](3421/26): Loss -0.4896, Sem 0.2030, dir -0.9344, norm 0.2418, swav 0.0000 LR: 8.447e-02 Score 93.612 Data time: 0.2444, Forward time: 2.2723, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.3781 [2020-11-12 17:55:47,787][root][INFO] - ===> Epoch[132](3422/26): Loss -0.4637, Sem 0.2394, dir -0.9336, norm 0.2304, swav 0.0000 LR: 8.446e-02 Score 92.582 Data time: 0.2141, Forward time: 2.2723, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.3676 [2020-11-12 17:55:53,899][root][INFO] - ===> Epoch[132](3423/26): Loss -0.5158, Sem 0.1931, dir -0.9394, norm 0.2305, swav 0.0000 LR: 8.446e-02 Score 93.748 Data time: 0.1885, Forward time: 2.2722, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 6.0216 [2020-11-12 17:55:58,543][root][INFO] - ===> Epoch[132](3424/26): Loss -0.5626, Sem 0.1647, dir -0.9436, norm 0.2163, swav 0.0000 LR: 8.445e-02 Score 94.542 Data time: 0.1621, Forward time: 2.2721, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 4.5544 [2020-11-12 17:56:04,672][root][INFO] - ===> Epoch[132](3425/26): Loss -0.5053, Sem 0.1849, dir -0.9316, norm 0.2414, swav 0.0000 LR: 8.445e-02 Score 94.066 Data time: 0.2095, Forward time: 2.2720, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 6.0358 [2020-11-12 17:56:10,382][root][INFO] - ===> Epoch[132](3426/26): Loss -0.4901, Sem 0.1898, dir -0.9297, norm 0.2498, swav 0.0000 LR: 8.444e-02 Score 93.625 Data time: 0.1705, Forward time: 2.2719, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.6124 [2020-11-12 17:56:15,722][root][INFO] - ===> Epoch[132](3427/26): Loss -0.4950, Sem 0.1969, dir -0.9346, norm 0.2427, swav 0.0000 LR: 8.444e-02 Score 93.678 Data time: 0.2282, Forward time: 2.2719, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.2531 [2020-11-12 17:56:22,019][root][INFO] - ===> Epoch[132](3428/26): Loss -0.4922, Sem 0.1929, dir -0.9320, norm 0.2469, swav 0.0000 LR: 8.443e-02 Score 93.984 Data time: 0.2854, Forward time: 2.2721, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.1947 [2020-11-12 17:56:28,894][root][INFO] - ===> Epoch[132](3429/26): Loss -0.5331, Sem 0.1943, dir -0.9489, norm 0.2215, swav 0.0000 LR: 8.443e-02 Score 93.861 Data time: 0.2322, Forward time: 2.2722, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.7351 [2020-11-12 17:56:34,838][root][INFO] - ===> Epoch[132](3430/26): Loss -0.5198, Sem 0.2098, dir -0.9425, norm 0.2129, swav 0.0000 LR: 8.442e-02 Score 92.780 Data time: 0.1909, Forward time: 2.2721, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.8106 [2020-11-12 17:56:40,142][root][INFO] - ===> Epoch[132](3431/26): Loss -0.5027, Sem 0.2089, dir -0.9358, norm 0.2243, swav 0.0000 LR: 8.442e-02 Score 93.513 Data time: 0.1755, Forward time: 2.2721, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.2168 [2020-11-12 17:56:45,709][root][INFO] - ===> Epoch[132](3432/26): Loss -0.4979, Sem 0.2130, dir -0.9422, norm 0.2313, swav 0.0000 LR: 8.442e-02 Score 93.526 Data time: 0.1732, Forward time: 2.2720, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.5017 [2020-11-12 17:56:52,083][root][INFO] - ===> Epoch[133](3433/26): Loss -0.4832, Sem 0.2191, dir -0.9386, norm 0.2362, swav 0.0000 LR: 8.441e-02 Score 93.357 Data time: 0.1448, Forward time: 2.2718, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 6.3353 [2020-11-12 17:56:58,057][root][INFO] - ===> Epoch[133](3434/26): Loss -0.4465, Sem 0.2468, dir -0.9320, norm 0.2387, swav 0.0000 LR: 8.441e-02 Score 92.552 Data time: 0.2620, Forward time: 2.2720, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.8963 [2020-11-12 17:57:03,357][root][INFO] - ===> Epoch[133](3435/26): Loss -0.4786, Sem 0.2173, dir -0.9308, norm 0.2350, swav 0.0000 LR: 8.440e-02 Score 93.016 Data time: 0.1586, Forward time: 2.2718, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.1867 [2020-11-12 17:57:10,251][root][INFO] - ===> Epoch[133](3436/26): Loss -0.4950, Sem 0.2153, dir -0.9362, norm 0.2259, swav 0.0000 LR: 8.440e-02 Score 93.058 Data time: 0.2781, Forward time: 2.2721, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 6.8131 [2020-11-12 17:57:16,103][root][INFO] - ===> Epoch[133](3437/26): Loss -0.4890, Sem 0.2085, dir -0.9364, norm 0.2390, swav 0.0000 LR: 8.439e-02 Score 93.555 Data time: 0.1831, Forward time: 2.2720, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.7513 [2020-11-12 17:57:21,679][root][INFO] - ===> Epoch[133](3438/26): Loss -0.4599, Sem 0.1965, dir -0.9251, norm 0.2686, swav 0.0000 LR: 8.439e-02 Score 93.734 Data time: 0.1683, Forward time: 2.2718, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.4818 [2020-11-12 17:57:27,247][root][INFO] - ===> Epoch[133](3439/26): Loss -0.5157, Sem 0.2100, dir -0.9367, norm 0.2111, swav 0.0000 LR: 8.438e-02 Score 92.979 Data time: 0.2430, Forward time: 2.2720, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.4980 [2020-11-12 17:57:33,473][root][INFO] - ===> Epoch[133](3440/26): Loss -0.4621, Sem 0.2283, dir -0.9356, norm 0.2452, swav 0.0000 LR: 8.438e-02 Score 92.659 Data time: 0.2240, Forward time: 2.2720, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 6.1044 [2020-11-12 17:57:40,706][root][INFO] - ===> Epoch[133](3441/26): Loss -0.4731, Sem 0.2301, dir -0.9380, norm 0.2348, swav 0.0000 LR: 8.437e-02 Score 92.684 Data time: 0.2161, Forward time: 2.2721, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 7.0942 [2020-11-12 17:57:46,051][root][INFO] - ===> Epoch[133](3442/26): Loss -0.5363, Sem 0.1712, dir -0.9438, norm 0.2363, swav 0.0000 LR: 8.437e-02 Score 94.496 Data time: 0.1828, Forward time: 2.2720, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.2440 [2020-11-12 17:57:51,264][root][INFO] - ===> Epoch[133](3443/26): Loss -0.4937, Sem 0.2095, dir -0.9376, norm 0.2345, swav 0.0000 LR: 8.436e-02 Score 93.482 Data time: 0.2100, Forward time: 2.2720, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.0935 [2020-11-12 17:57:56,940][root][INFO] - ===> Epoch[133](3444/26): Loss -0.4859, Sem 0.2000, dir -0.9316, norm 0.2457, swav 0.0000 LR: 8.436e-02 Score 93.665 Data time: 0.2126, Forward time: 2.2721, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.5748 [2020-11-12 17:58:02,348][root][INFO] - ===> Epoch[133](3445/26): Loss -0.4909, Sem 0.1858, dir -0.9351, norm 0.2584, swav 0.0000 LR: 8.436e-02 Score 94.395 Data time: 0.1887, Forward time: 2.2720, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.2952 [2020-11-12 17:58:07,275][root][INFO] - ===> Epoch[133](3446/26): Loss -0.4944, Sem 0.2144, dir -0.9387, norm 0.2300, swav 0.0000 LR: 8.435e-02 Score 92.898 Data time: 0.2488, Forward time: 2.2721, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 4.8353 [2020-11-12 17:58:13,804][root][INFO] - ===> Epoch[133](3447/26): Loss -0.4879, Sem 0.2052, dir -0.9355, norm 0.2424, swav 0.0000 LR: 8.435e-02 Score 93.251 Data time: 0.3602, Forward time: 2.2723, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.4082 [2020-11-12 17:58:19,293][root][INFO] - ===> Epoch[133](3448/26): Loss -0.4828, Sem 0.2007, dir -0.9364, norm 0.2529, swav 0.0000 LR: 8.434e-02 Score 93.981 Data time: 0.1871, Forward time: 2.2723, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.3566 [2020-11-12 17:58:24,858][root][INFO] - ===> Epoch[133](3449/26): Loss -0.5301, Sem 0.1962, dir -0.9424, norm 0.2162, swav 0.0000 LR: 8.434e-02 Score 93.611 Data time: 0.1956, Forward time: 2.2723, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.4496 [2020-11-12 17:58:31,133][root][INFO] - ===> Epoch[133](3450/26): Loss -0.4942, Sem 0.1962, dir -0.9362, norm 0.2458, swav 0.0000 LR: 8.433e-02 Score 93.917 Data time: 0.1762, Forward time: 2.2722, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 6.1583 [2020-11-12 17:58:37,494][root][INFO] - ===> Epoch[133](3451/26): Loss -0.4724, Sem 0.2179, dir -0.9339, norm 0.2435, swav 0.0000 LR: 8.433e-02 Score 93.124 Data time: 0.3315, Forward time: 2.2725, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.2706 [2020-11-12 17:58:46,368][root][INFO] - ===> Epoch[133](3452/26): Loss -0.4676, Sem 0.2091, dir -0.9272, norm 0.2505, swav 0.0000 LR: 8.432e-02 Score 93.275 Data time: 0.2191, Forward time: 2.2725, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 8.7275 [2020-11-12 17:58:52,333][root][INFO] - ===> Epoch[133](3453/26): Loss -0.5446, Sem 0.1888, dir -0.9462, norm 0.2128, swav 0.0000 LR: 8.432e-02 Score 93.938 Data time: 0.1952, Forward time: 2.2725, Backward time: 3.1389, DDP time: 0.0038, Total iter time: 5.8480 [2020-11-12 17:58:58,265][root][INFO] - ===> Epoch[133](3454/26): Loss -0.4638, Sem 0.2113, dir -0.9403, norm 0.2653, swav 0.0000 LR: 8.431e-02 Score 93.432 Data time: 0.2765, Forward time: 2.2727, Backward time: 3.1387, DDP time: 0.0038, Total iter time: 5.8218 [2020-11-12 17:59:03,238][root][INFO] - ===> Epoch[133](3455/26): Loss -0.4861, Sem 0.1964, dir -0.9317, norm 0.2493, swav 0.0000 LR: 8.431e-02 Score 93.972 Data time: 0.1969, Forward time: 2.2727, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 4.8418 [2020-11-12 17:59:08,742][root][INFO] - ===> Epoch[133](3456/26): Loss -0.5272, Sem 0.1957, dir -0.9405, norm 0.2176, swav 0.0000 LR: 8.431e-02 Score 94.323 Data time: 0.1669, Forward time: 2.2726, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 5.4013 [2020-11-12 17:59:14,395][root][INFO] - ===> Epoch[133](3457/26): Loss -0.4779, Sem 0.2152, dir -0.9336, norm 0.2405, swav 0.0000 LR: 8.430e-02 Score 93.552 Data time: 0.1725, Forward time: 2.2725, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.5688 [2020-11-12 17:59:19,104][root][INFO] - ===> Epoch[133](3458/26): Loss -0.5526, Sem 0.1857, dir -0.9504, norm 0.2121, swav 0.0000 LR: 8.430e-02 Score 94.153 Data time: 0.2086, Forward time: 2.2724, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 4.5942 [2020-11-12 17:59:24,775][root][INFO] - ===> Epoch[134](3459/26): Loss -0.5299, Sem 0.1982, dir -0.9452, norm 0.2170, swav 0.0000 LR: 8.429e-02 Score 93.366 Data time: 0.2492, Forward time: 2.2726, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.5408 [2020-11-12 17:59:29,914][root][INFO] - ===> Epoch[134](3460/26): Loss -0.5201, Sem 0.1951, dir -0.9373, norm 0.2220, swav 0.0000 LR: 8.429e-02 Score 93.900 Data time: 0.2327, Forward time: 2.2726, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 4.9946 [2020-11-12 17:59:36,686][root][INFO] - ===> Epoch[134](3461/26): Loss -0.5266, Sem 0.1964, dir -0.9352, norm 0.2123, swav 0.0000 LR: 8.428e-02 Score 93.704 Data time: 0.2392, Forward time: 2.2727, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.6476 [2020-11-12 17:59:43,506][root][INFO] - ===> Epoch[134](3462/26): Loss -0.4299, Sem 0.2551, dir -0.9396, norm 0.2545, swav 0.0000 LR: 8.428e-02 Score 92.237 Data time: 0.2008, Forward time: 2.2727, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 6.7056 [2020-11-12 17:59:49,612][root][INFO] - ===> Epoch[134](3463/26): Loss -0.4707, Sem 0.2283, dir -0.9393, norm 0.2403, swav 0.0000 LR: 8.427e-02 Score 92.926 Data time: 0.2309, Forward time: 2.2727, Backward time: 3.1384, DDP time: 0.0038, Total iter time: 5.9933 [2020-11-12 17:59:54,912][root][INFO] - ===> Epoch[134](3464/26): Loss -0.4959, Sem 0.2314, dir -0.9398, norm 0.2124, swav 0.0000 LR: 8.427e-02 Score 92.794 Data time: 0.1742, Forward time: 2.2726, Backward time: 3.1383, DDP time: 0.0038, Total iter time: 5.1841 [2020-11-12 18:00:00,118][root][INFO] - ===> Epoch[134](3465/26): Loss -0.5275, Sem 0.1860, dir -0.9401, norm 0.2265, swav 0.0000 LR: 8.426e-02 Score 94.166 Data time: 0.2145, Forward time: 2.2727, Backward time: 3.1382, DDP time: 0.0038, Total iter time: 5.1106 [2020-11-12 18:00:05,388][root][INFO] - ===> Epoch[134](3466/26): Loss -0.5142, Sem 0.2018, dir -0.9394, norm 0.2235, swav 0.0000 LR: 8.426e-02 Score 93.518 Data time: 0.2244, Forward time: 2.2727, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.1519 [2020-11-12 18:00:09,919][root][INFO] - ===> Epoch[134](3467/26): Loss -0.4824, Sem 0.2152, dir -0.9379, norm 0.2402, swav 0.0000 LR: 8.425e-02 Score 92.761 Data time: 0.2252, Forward time: 2.2727, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 4.4259 [2020-11-12 18:00:17,171][root][INFO] - ===> Epoch[134](3468/26): Loss -0.5053, Sem 0.2076, dir -0.9376, norm 0.2247, swav 0.0000 LR: 8.425e-02 Score 93.288 Data time: 0.2665, Forward time: 2.2729, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 7.1367 [2020-11-12 18:00:22,838][root][INFO] - ===> Epoch[134](3469/26): Loss -0.5289, Sem 0.1856, dir -0.9433, norm 0.2287, swav 0.0000 LR: 8.425e-02 Score 94.216 Data time: 0.2292, Forward time: 2.2730, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.5207 [2020-11-12 18:00:28,766][root][INFO] - ===> Epoch[134](3470/26): Loss -0.5174, Sem 0.2038, dir -0.9450, norm 0.2238, swav 0.0000 LR: 8.424e-02 Score 93.538 Data time: 0.1669, Forward time: 2.2729, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.8170 [2020-11-12 18:00:35,108][root][INFO] - ===> Epoch[134](3471/26): Loss -0.5246, Sem 0.2110, dir -0.9421, norm 0.2065, swav 0.0000 LR: 8.424e-02 Score 93.202 Data time: 0.2792, Forward time: 2.2730, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 6.2381 [2020-11-12 18:00:39,945][root][INFO] - ===> Epoch[134](3472/26): Loss -0.5069, Sem 0.1918, dir -0.9349, norm 0.2361, swav 0.0000 LR: 8.423e-02 Score 93.368 Data time: 0.1946, Forward time: 2.2730, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 4.7189 [2020-11-12 18:00:46,468][root][INFO] - ===> Epoch[134](3473/26): Loss -0.4823, Sem 0.1981, dir -0.9283, norm 0.2479, swav 0.0000 LR: 8.423e-02 Score 93.746 Data time: 0.1575, Forward time: 2.2728, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 6.4146 [2020-11-12 18:00:52,283][root][INFO] - ===> Epoch[134](3474/26): Loss -0.4978, Sem 0.2073, dir -0.9421, norm 0.2370, swav 0.0000 LR: 8.422e-02 Score 93.512 Data time: 0.1959, Forward time: 2.2728, Backward time: 3.1380, DDP time: 0.0038, Total iter time: 5.7164 [2020-11-12 18:00:57,589][root][INFO] - ===> Epoch[134](3475/26): Loss -0.4719, Sem 0.2119, dir -0.9249, norm 0.2411, swav 0.0000 LR: 8.422e-02 Score 93.029 Data time: 0.2045, Forward time: 2.2728, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.1897 [2020-11-12 18:01:03,303][root][INFO] - ===> Epoch[134](3476/26): Loss -0.5078, Sem 0.1854, dir -0.9358, norm 0.2426, swav 0.0000 LR: 8.421e-02 Score 94.166 Data time: 0.2212, Forward time: 2.2728, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.6137 [2020-11-12 18:01:10,282][root][INFO] - ===> Epoch[134](3477/26): Loss -0.4945, Sem 0.2100, dir -0.9303, norm 0.2258, swav 0.0000 LR: 8.421e-02 Score 93.231 Data time: 0.3824, Forward time: 2.2731, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.8655 [2020-11-12 18:01:14,803][root][INFO] - ===> Epoch[134](3478/26): Loss -0.5248, Sem 0.1859, dir -0.9359, norm 0.2251, swav 0.0000 LR: 8.420e-02 Score 93.694 Data time: 0.1508, Forward time: 2.2730, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 4.4065 [2020-11-12 18:01:19,335][root][INFO] - ===> Epoch[134](3479/26): Loss -0.4774, Sem 0.2184, dir -0.9318, norm 0.2360, swav 0.0000 LR: 8.420e-02 Score 92.971 Data time: 0.2128, Forward time: 2.2730, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 4.4393 [2020-11-12 18:01:25,614][root][INFO] - ===> Epoch[134](3480/26): Loss -0.5067, Sem 0.2248, dir -0.9459, norm 0.2145, swav 0.0000 LR: 8.419e-02 Score 93.003 Data time: 0.1883, Forward time: 2.2730, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.1628 [2020-11-12 18:01:30,552][root][INFO] - ===> Epoch[134](3481/26): Loss -0.5027, Sem 0.2112, dir -0.9365, norm 0.2226, swav 0.0000 LR: 8.419e-02 Score 93.559 Data time: 0.1453, Forward time: 2.2728, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 4.8564 [2020-11-12 18:01:36,580][root][INFO] - ===> Epoch[134](3482/26): Loss -0.4852, Sem 0.1944, dir -0.9432, norm 0.2635, swav 0.0000 LR: 8.419e-02 Score 93.363 Data time: 0.1522, Forward time: 2.2726, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.9585 [2020-11-12 18:01:42,121][root][INFO] - ===> Epoch[134](3483/26): Loss -0.4565, Sem 0.2282, dir -0.9345, norm 0.2498, swav 0.0000 LR: 8.418e-02 Score 92.942 Data time: 0.1656, Forward time: 2.2725, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.4779 [2020-11-12 18:01:47,370][root][INFO] - ===> Epoch[134](3484/26): Loss -0.5005, Sem 0.2178, dir -0.9375, norm 0.2192, swav 0.0000 LR: 8.418e-02 Score 92.664 Data time: 0.1585, Forward time: 2.2724, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.1569 [2020-11-12 18:01:52,214][root][INFO] - ===> Epoch[135](3485/26): Loss -0.5210, Sem 0.1979, dir -0.9408, norm 0.2219, swav 0.0000 LR: 8.417e-02 Score 93.791 Data time: 0.2454, Forward time: 2.2723, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 4.7957 [2020-11-12 18:01:58,820][root][INFO] - ===> Epoch[135](3486/26): Loss -0.4333, Sem 0.2387, dir -0.9292, norm 0.2571, swav 0.0000 LR: 8.417e-02 Score 92.362 Data time: 0.3659, Forward time: 2.2726, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 6.4923 [2020-11-12 18:02:04,241][root][INFO] - ===> Epoch[135](3487/26): Loss -0.5340, Sem 0.1838, dir -0.9389, norm 0.2211, swav 0.0000 LR: 8.416e-02 Score 93.882 Data time: 0.2276, Forward time: 2.2727, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 5.2832 [2020-11-12 18:02:09,053][root][INFO] - ===> Epoch[135](3488/26): Loss -0.5282, Sem 0.1977, dir -0.9448, norm 0.2189, swav 0.0000 LR: 8.416e-02 Score 93.586 Data time: 0.2190, Forward time: 2.2727, Backward time: 3.1368, DDP time: 0.0038, Total iter time: 4.7026 [2020-11-12 18:02:13,861][root][INFO] - ===> Epoch[135](3489/26): Loss -0.5122, Sem 0.1924, dir -0.9355, norm 0.2308, swav 0.0000 LR: 8.415e-02 Score 93.753 Data time: 0.1868, Forward time: 2.2726, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 4.6948 [2020-11-12 18:02:19,978][root][INFO] - ===> Epoch[135](3490/26): Loss -0.5359, Sem 0.2082, dir -0.9514, norm 0.2073, swav 0.0000 LR: 8.415e-02 Score 93.719 Data time: 0.2508, Forward time: 2.2727, Backward time: 3.1367, DDP time: 0.0038, Total iter time: 6.0292 [2020-11-12 18:02:26,218][root][INFO] - ===> Epoch[135](3491/26): Loss -0.5390, Sem 0.1887, dir -0.9452, norm 0.2175, swav 0.0000 LR: 8.414e-02 Score 93.859 Data time: 0.2971, Forward time: 2.2730, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 6.1235 [2020-11-12 18:02:33,137][root][INFO] - ===> Epoch[135](3492/26): Loss -0.5039, Sem 0.2128, dir -0.9383, norm 0.2216, swav 0.0000 LR: 8.414e-02 Score 92.517 Data time: 0.1517, Forward time: 2.2728, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 6.7958 [2020-11-12 18:02:38,987][root][INFO] - ===> Epoch[135](3493/26): Loss -0.4499, Sem 0.2238, dir -0.9322, norm 0.2584, swav 0.0000 LR: 8.414e-02 Score 92.907 Data time: 0.1975, Forward time: 2.2728, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.7908 [2020-11-12 18:02:45,700][root][INFO] - ===> Epoch[135](3494/26): Loss -0.5219, Sem 0.2010, dir -0.9391, norm 0.2161, swav 0.0000 LR: 8.413e-02 Score 93.682 Data time: 0.2449, Forward time: 2.2729, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.6021 [2020-11-12 18:02:52,669][root][INFO] - ===> Epoch[135](3495/26): Loss -0.5435, Sem 0.1801, dir -0.9442, norm 0.2206, swav 0.0000 LR: 8.413e-02 Score 94.374 Data time: 0.3450, Forward time: 2.2732, Backward time: 3.1371, DDP time: 0.0038, Total iter time: 6.8467 [2020-11-12 18:02:59,118][root][INFO] - ===> Epoch[135](3496/26): Loss -0.4848, Sem 0.2038, dir -0.9327, norm 0.2440, swav 0.0000 LR: 8.412e-02 Score 93.403 Data time: 0.2335, Forward time: 2.2733, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.3262 [2020-11-12 18:03:05,296][root][INFO] - ===> Epoch[135](3497/26): Loss -0.5282, Sem 0.1736, dir -0.9360, norm 0.2341, swav 0.0000 LR: 8.412e-02 Score 94.238 Data time: 0.2999, Forward time: 2.2736, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 6.0676 [2020-11-12 18:03:10,859][root][INFO] - ===> Epoch[135](3498/26): Loss -0.5230, Sem 0.1747, dir -0.9353, norm 0.2376, swav 0.0000 LR: 8.411e-02 Score 94.218 Data time: 0.2045, Forward time: 2.2736, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.4337 [2020-11-12 18:03:16,524][root][INFO] - ===> Epoch[135](3499/26): Loss -0.5672, Sem 0.1585, dir -0.9481, norm 0.2224, swav 0.0000 LR: 8.411e-02 Score 94.773 Data time: 0.1872, Forward time: 2.2736, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 5.5904 [2020-11-12 18:03:22,195][root][INFO] - ===> Epoch[135](3500/26): Loss -0.4855, Sem 0.2037, dir -0.9306, norm 0.2413, swav 0.0000 LR: 8.410e-02 Score 93.471 Data time: 0.2256, Forward time: 2.2736, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.5759 [2020-11-12 18:03:23,215][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 18:03:23,347][root][INFO] - ===> Start testing [2020-11-12 18:04:54,740][root][INFO] - 101/312: Data time: 0.0110, Iter time: 0.3002 Loss 0.358 (AVG: 0.469) Score 92.340 (AVG: 88.178) mIOU 65.141 mAP 73.368 mAcc 74.554 IOU: 85.104 96.756 60.348 84.870 88.161 77.633 63.356 56.177 49.059 82.844 19.867 55.505 52.602 57.556 35.190 61.720 93.618 55.341 89.932 37.177 mAP: 81.163 93.571 64.267 80.504 89.446 74.316 70.212 71.479 64.164 76.134 42.762 55.218 63.231 76.902 49.169 92.439 96.488 80.904 85.635 59.357 mAcc: 95.326 98.901 74.377 90.784 92.236 92.322 80.327 62.259 69.687 91.811 22.914 72.642 70.854 81.399 38.264 70.146 94.830 58.288 93.014 40.693 [2020-11-12 18:06:25,030][root][INFO] - 201/312: Data time: 0.0070, Iter time: 0.2043 Loss 0.292 (AVG: 0.446) Score 86.952 (AVG: 88.792) mIOU 66.455 mAP 74.473 mAcc 76.095 IOU: 85.740 96.208 59.702 80.076 89.279 80.014 68.066 61.771 58.925 77.875 26.170 55.521 58.744 63.795 34.234 57.388 91.405 56.796 84.578 42.819 mAP: 82.882 93.352 65.707 78.105 90.527 78.927 70.959 73.152 65.166 73.611 55.757 54.156 67.964 81.454 52.780 88.842 96.197 79.887 81.482 58.560 mAcc: 94.726 98.808 74.953 88.764 93.838 91.913 82.489 71.073 76.598 90.205 30.402 73.138 77.918 85.507 36.784 65.978 93.054 58.989 90.823 45.947 [2020-11-12 18:07:51,510][root][INFO] - 301/312: Data time: 0.0058, Iter time: 0.2411 Loss 0.318 (AVG: 0.447) Score 90.426 (AVG: 88.920) mIOU 68.249 mAP 75.045 mAcc 77.321 IOU: 85.186 96.217 62.451 78.542 89.799 82.411 69.660 61.331 59.353 78.591 22.169 64.159 58.973 65.417 46.460 58.094 91.254 57.867 87.026 50.019 mAP: 82.819 94.329 65.343 76.033 90.524 80.852 70.407 72.777 66.438 72.914 53.126 59.767 70.140 78.799 62.718 86.875 96.168 78.566 83.632 58.679 mAcc: 94.746 98.782 77.239 85.829 94.203 92.896 82.811 71.735 77.684 89.172 24.532 77.527 79.655 82.529 50.120 67.104 93.899 59.892 92.737 53.333 [2020-11-12 18:07:57,983][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1217 Loss 0.178 (AVG: 0.450) Score 93.577 (AVG: 88.876) mIOU 68.064 mAP 74.988 mAcc 77.205 IOU: 85.078 96.230 62.422 78.360 89.796 82.509 69.822 61.188 59.396 78.746 20.800 63.377 58.786 64.722 46.923 57.123 90.548 58.595 87.460 49.409 mAP: 82.903 94.410 65.983 76.042 90.411 81.121 70.908 71.739 66.996 72.457 52.997 60.654 69.903 78.799 62.445 84.795 96.304 78.514 83.707 58.670 mAcc: 94.658 98.777 77.197 85.926 94.212 92.941 83.121 71.669 77.861 89.116 23.165 77.486 79.680 82.529 50.561 66.036 93.024 60.658 92.815 52.667 [2020-11-12 18:07:57,983][root][INFO] - Finished test. Elapsed time: 274.6353 [2020-11-12 18:08:08,774][root][INFO] - [2020-11-12 18:08:08,776][root][INFO] - ################################################################ [2020-11-12 18:08:08,776][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 18:08:08,776][root][INFO] - ################################################################ [2020-11-12 18:08:08,776][root][INFO] - cabinet : 0.250 0.506 0.706 [2020-11-12 18:08:08,776][root][INFO] - bed : 0.389 0.718 0.849 [2020-11-12 18:08:08,776][root][INFO] - chair : 0.691 0.849 0.902 [2020-11-12 18:08:08,776][root][INFO] - sofa : 0.431 0.660 0.830 [2020-11-12 18:08:08,776][root][INFO] - table : 0.415 0.664 0.781 [2020-11-12 18:08:08,777][root][INFO] - door : 0.249 0.458 0.571 [2020-11-12 18:08:08,777][root][INFO] - window : 0.179 0.350 0.579 [2020-11-12 18:08:08,777][root][INFO] - bookshelf : 0.190 0.541 0.824 [2020-11-12 18:08:08,777][root][INFO] - picture : 0.076 0.151 0.260 [2020-11-12 18:08:08,777][root][INFO] - counter : 0.078 0.244 0.605 [2020-11-12 18:08:08,777][root][INFO] - desk : 0.069 0.257 0.731 [2020-11-12 18:08:08,777][root][INFO] - curtain : 0.251 0.410 0.599 [2020-11-12 18:08:08,777][root][INFO] - refrigerator : 0.279 0.427 0.466 [2020-11-12 18:08:08,777][root][INFO] - shower curtain : 0.398 0.597 0.668 [2020-11-12 18:08:08,777][root][INFO] - toilet : 0.843 0.966 1.000 [2020-11-12 18:08:08,777][root][INFO] - sink : 0.202 0.462 0.747 [2020-11-12 18:08:08,777][root][INFO] - bathtub : 0.558 0.748 0.844 [2020-11-12 18:08:08,777][root][INFO] - otherfurniture : 0.257 0.413 0.575 [2020-11-12 18:08:08,777][root][INFO] - ---------------------------------------------------------------- [2020-11-12 18:08:08,777][root][INFO] - average : 0.322 0.523 0.696 [2020-11-12 18:08:08,777][root][INFO] - [2020-11-12 18:08:08,918][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 18:08:08,919][root][INFO] - Current best mIoU: 68.699 at iter 3000 [2020-11-12 18:08:12,177][root][INFO] - ===> Epoch[135](3501/26): Loss -0.4624, Sem 0.2025, dir -0.9337, norm 0.2689, swav 0.0000 LR: 8.410e-02 Score 93.760 Data time: 0.1333, Forward time: 2.2733, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 3.2512 [2020-11-12 18:08:17,243][root][INFO] - ===> Epoch[135](3502/26): Loss -0.5487, Sem 0.1792, dir -0.9449, norm 0.2171, swav 0.0000 LR: 8.409e-02 Score 94.334 Data time: 0.1673, Forward time: 2.2732, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.0121 [2020-11-12 18:08:23,932][root][INFO] - ===> Epoch[135](3503/26): Loss -0.4772, Sem 0.1954, dir -0.9357, norm 0.2631, swav 0.0000 LR: 8.409e-02 Score 93.575 Data time: 0.3487, Forward time: 2.2735, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 6.5821 [2020-11-12 18:08:29,750][root][INFO] - ===> Epoch[135](3504/26): Loss -0.5428, Sem 0.1842, dir -0.9435, norm 0.2166, swav 0.0000 LR: 8.408e-02 Score 94.163 Data time: 0.2545, Forward time: 2.2737, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.7050 [2020-11-12 18:08:35,234][root][INFO] - ===> Epoch[135](3505/26): Loss -0.4266, Sem 0.2346, dir -0.9353, norm 0.2741, swav 0.0000 LR: 8.408e-02 Score 92.418 Data time: 0.2446, Forward time: 2.2738, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.3644 [2020-11-12 18:08:40,836][root][INFO] - ===> Epoch[135](3506/26): Loss -0.4980, Sem 0.2025, dir -0.9350, norm 0.2345, swav 0.0000 LR: 8.408e-02 Score 93.677 Data time: 0.2209, Forward time: 2.2739, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.5097 [2020-11-12 18:08:46,369][root][INFO] - ===> Epoch[135](3507/26): Loss -0.5217, Sem 0.1944, dir -0.9390, norm 0.2229, swav 0.0000 LR: 8.407e-02 Score 93.654 Data time: 0.1717, Forward time: 2.2738, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.4573 [2020-11-12 18:08:53,125][root][INFO] - ===> Epoch[135](3508/26): Loss -0.4494, Sem 0.2256, dir -0.9241, norm 0.2491, swav 0.0000 LR: 8.407e-02 Score 92.896 Data time: 0.2225, Forward time: 2.2739, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.6883 [2020-11-12 18:08:58,692][root][INFO] - ===> Epoch[135](3509/26): Loss -0.5143, Sem 0.2081, dir -0.9413, norm 0.2190, swav 0.0000 LR: 8.406e-02 Score 93.774 Data time: 0.2477, Forward time: 2.2740, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 5.4518 [2020-11-12 18:09:04,750][root][INFO] - ===> Epoch[135](3510/26): Loss -0.4873, Sem 0.2034, dir -0.9270, norm 0.2363, swav 0.0000 LR: 8.406e-02 Score 93.595 Data time: 0.1787, Forward time: 2.2738, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.9158 [2020-11-12 18:09:10,490][root][INFO] - ===> Epoch[136](3511/26): Loss -0.5004, Sem 0.2085, dir -0.9377, norm 0.2288, swav 0.0000 LR: 8.405e-02 Score 93.209 Data time: 0.2325, Forward time: 2.2739, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.6603 [2020-11-12 18:09:15,447][root][INFO] - ===> Epoch[136](3512/26): Loss -0.5350, Sem 0.1649, dir -0.9400, norm 0.2401, swav 0.0000 LR: 8.405e-02 Score 94.673 Data time: 0.1435, Forward time: 2.2737, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 4.8527 [2020-11-12 18:09:20,375][root][INFO] - ===> Epoch[136](3513/26): Loss -0.4987, Sem 0.2064, dir -0.9324, norm 0.2273, swav 0.0000 LR: 8.404e-02 Score 93.812 Data time: 0.2021, Forward time: 2.2737, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.8827 [2020-11-12 18:09:27,381][root][INFO] - ===> Epoch[136](3514/26): Loss -0.4709, Sem 0.2166, dir -0.9418, norm 0.2543, swav 0.0000 LR: 8.404e-02 Score 93.192 Data time: 0.2113, Forward time: 2.2737, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.8810 [2020-11-12 18:09:33,453][root][INFO] - ===> Epoch[136](3515/26): Loss -0.5120, Sem 0.2124, dir -0.9431, norm 0.2188, swav 0.0000 LR: 8.403e-02 Score 93.344 Data time: 0.2144, Forward time: 2.2737, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 5.9849 [2020-11-12 18:09:39,526][root][INFO] - ===> Epoch[136](3516/26): Loss -0.4763, Sem 0.2262, dir -0.9373, norm 0.2348, swav 0.0000 LR: 8.403e-02 Score 92.889 Data time: 0.2160, Forward time: 2.2737, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.9505 [2020-11-12 18:09:45,253][root][INFO] - ===> Epoch[136](3517/26): Loss -0.4554, Sem 0.2303, dir -0.9378, norm 0.2521, swav 0.0000 LR: 8.403e-02 Score 92.658 Data time: 0.2779, Forward time: 2.2739, Backward time: 3.1360, DDP time: 0.0038, Total iter time: 5.6273 [2020-11-12 18:09:50,042][root][INFO] - ===> Epoch[136](3518/26): Loss -0.4042, Sem 0.2648, dir -0.9317, norm 0.2627, swav 0.0000 LR: 8.402e-02 Score 92.000 Data time: 0.1978, Forward time: 2.2739, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 4.6675 [2020-11-12 18:09:55,451][root][INFO] - ===> Epoch[136](3519/26): Loss -0.4914, Sem 0.1964, dir -0.9297, norm 0.2420, swav 0.0000 LR: 8.402e-02 Score 93.859 Data time: 0.1806, Forward time: 2.2738, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.3230 [2020-11-12 18:10:01,081][root][INFO] - ===> Epoch[136](3520/26): Loss -0.4948, Sem 0.2187, dir -0.9377, norm 0.2242, swav 0.0000 LR: 8.401e-02 Score 92.934 Data time: 0.2025, Forward time: 2.2738, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.5346 [2020-11-12 18:10:06,947][root][INFO] - ===> Epoch[136](3521/26): Loss -0.4045, Sem 0.2586, dir -0.9341, norm 0.2710, swav 0.0000 LR: 8.401e-02 Score 91.996 Data time: 0.1654, Forward time: 2.2737, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.7563 [2020-11-12 18:10:11,739][root][INFO] - ===> Epoch[136](3522/26): Loss -0.4938, Sem 0.2131, dir -0.9373, norm 0.2304, swav 0.0000 LR: 8.400e-02 Score 93.116 Data time: 0.1341, Forward time: 2.2734, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 4.7145 [2020-11-12 18:10:17,389][root][INFO] - ===> Epoch[136](3523/26): Loss -0.4901, Sem 0.2096, dir -0.9322, norm 0.2325, swav 0.0000 LR: 8.400e-02 Score 93.227 Data time: 0.1805, Forward time: 2.2733, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.5662 [2020-11-12 18:10:22,962][root][INFO] - ===> Epoch[136](3524/26): Loss -0.5244, Sem 0.2090, dir -0.9470, norm 0.2136, swav 0.0000 LR: 8.399e-02 Score 92.883 Data time: 0.2205, Forward time: 2.2733, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.4680 [2020-11-12 18:10:29,318][root][INFO] - ===> Epoch[136](3525/26): Loss -0.4991, Sem 0.2030, dir -0.9387, norm 0.2367, swav 0.0000 LR: 8.399e-02 Score 93.319 Data time: 0.2468, Forward time: 2.2735, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.2474 [2020-11-12 18:10:35,202][root][INFO] - ===> Epoch[136](3526/26): Loss -0.5046, Sem 0.2051, dir -0.9387, norm 0.2290, swav 0.0000 LR: 8.398e-02 Score 93.578 Data time: 0.2065, Forward time: 2.2735, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.7530 [2020-11-12 18:10:41,515][root][INFO] - ===> Epoch[136](3527/26): Loss -0.4815, Sem 0.2214, dir -0.9403, norm 0.2375, swav 0.0000 LR: 8.398e-02 Score 92.680 Data time: 0.1822, Forward time: 2.2734, Backward time: 3.1360, DDP time: 0.0039, Total iter time: 6.1794 [2020-11-12 18:10:46,269][root][INFO] - ===> Epoch[136](3528/26): Loss -0.4832, Sem 0.1963, dir -0.9281, norm 0.2487, swav 0.0000 LR: 8.397e-02 Score 93.631 Data time: 0.2034, Forward time: 2.2733, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 4.6606 [2020-11-12 18:10:51,829][root][INFO] - ===> Epoch[136](3529/26): Loss -0.4481, Sem 0.2274, dir -0.9341, norm 0.2587, swav 0.0000 LR: 8.397e-02 Score 92.818 Data time: 0.2528, Forward time: 2.2735, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.4487 [2020-11-12 18:10:59,047][root][INFO] - ===> Epoch[136](3530/26): Loss -0.4852, Sem 0.2007, dir -0.9360, norm 0.2501, swav 0.0000 LR: 8.397e-02 Score 93.647 Data time: 0.2138, Forward time: 2.2735, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 7.0751 [2020-11-12 18:11:05,372][root][INFO] - ===> Epoch[136](3531/26): Loss -0.4622, Sem 0.2131, dir -0.9315, norm 0.2562, swav 0.0000 LR: 8.396e-02 Score 93.143 Data time: 0.2729, Forward time: 2.2737, Backward time: 3.1359, DDP time: 0.0038, Total iter time: 6.1980 [2020-11-12 18:11:10,601][root][INFO] - ===> Epoch[136](3532/26): Loss -0.5181, Sem 0.2139, dir -0.9463, norm 0.2143, swav 0.0000 LR: 8.396e-02 Score 93.017 Data time: 0.2274, Forward time: 2.2737, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.0938 [2020-11-12 18:11:16,816][root][INFO] - ===> Epoch[136](3533/26): Loss -0.4817, Sem 0.2146, dir -0.9299, norm 0.2335, swav 0.0000 LR: 8.395e-02 Score 93.238 Data time: 0.2748, Forward time: 2.2739, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 6.1055 [2020-11-12 18:11:21,737][root][INFO] - ===> Epoch[136](3534/26): Loss -0.5319, Sem 0.1774, dir -0.9401, norm 0.2309, swav 0.0000 LR: 8.395e-02 Score 94.415 Data time: 0.1680, Forward time: 2.2738, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 4.8073 [2020-11-12 18:11:28,310][root][INFO] - ===> Epoch[136](3535/26): Loss -0.5350, Sem 0.1807, dir -0.9383, norm 0.2225, swav 0.0000 LR: 8.394e-02 Score 94.484 Data time: 0.1427, Forward time: 2.2736, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 6.4715 [2020-11-12 18:11:34,555][root][INFO] - ===> Epoch[136](3536/26): Loss -0.4935, Sem 0.2101, dir -0.9371, norm 0.2335, swav 0.0000 LR: 8.394e-02 Score 93.089 Data time: 0.1653, Forward time: 2.2735, Backward time: 3.1361, DDP time: 0.0039, Total iter time: 6.1765 [2020-11-12 18:11:39,932][root][INFO] - ===> Epoch[137](3537/26): Loss -0.5132, Sem 0.1938, dir -0.9371, norm 0.2301, swav 0.0000 LR: 8.393e-02 Score 93.786 Data time: 0.1563, Forward time: 2.2734, Backward time: 3.1361, DDP time: 0.0039, Total iter time: 5.3038 [2020-11-12 18:11:45,234][root][INFO] - ===> Epoch[137](3538/26): Loss -0.5031, Sem 0.1972, dir -0.9279, norm 0.2276, swav 0.0000 LR: 8.393e-02 Score 93.520 Data time: 0.1793, Forward time: 2.2733, Backward time: 3.1360, DDP time: 0.0039, Total iter time: 5.2289 [2020-11-12 18:11:50,873][root][INFO] - ===> Epoch[137](3539/26): Loss -0.5081, Sem 0.2072, dir -0.9392, norm 0.2239, swav 0.0000 LR: 8.392e-02 Score 93.526 Data time: 0.1617, Forward time: 2.2731, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.5160 [2020-11-12 18:11:57,802][root][INFO] - ===> Epoch[137](3540/26): Loss -0.4935, Sem 0.2083, dir -0.9345, norm 0.2327, swav 0.0000 LR: 8.392e-02 Score 93.547 Data time: 0.3723, Forward time: 2.2735, Backward time: 3.1361, DDP time: 0.0038, Total iter time: 6.8528 [2020-11-12 18:12:02,988][root][INFO] - ===> Epoch[137](3541/26): Loss -0.5094, Sem 0.1821, dir -0.9276, norm 0.2361, swav 0.0000 LR: 8.392e-02 Score 94.058 Data time: 0.2517, Forward time: 2.2736, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.0320 [2020-11-12 18:12:09,812][root][INFO] - ===> Epoch[137](3542/26): Loss -0.4945, Sem 0.2085, dir -0.9399, norm 0.2368, swav 0.0000 LR: 8.391e-02 Score 93.483 Data time: 0.3674, Forward time: 2.2739, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 6.7063 [2020-11-12 18:12:15,908][root][INFO] - ===> Epoch[137](3543/26): Loss -0.4740, Sem 0.1931, dir -0.9370, norm 0.2699, swav 0.0000 LR: 8.391e-02 Score 93.672 Data time: 0.2694, Forward time: 2.2741, Backward time: 3.1356, DDP time: 0.0038, Total iter time: 5.9414 [2020-11-12 18:12:20,994][root][INFO] - ===> Epoch[137](3544/26): Loss -0.4969, Sem 0.2026, dir -0.9359, norm 0.2364, swav 0.0000 LR: 8.390e-02 Score 93.534 Data time: 0.1975, Forward time: 2.2741, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 4.9595 [2020-11-12 18:12:25,900][root][INFO] - ===> Epoch[137](3545/26): Loss -0.5037, Sem 0.2148, dir -0.9445, norm 0.2260, swav 0.0000 LR: 8.390e-02 Score 93.155 Data time: 0.2094, Forward time: 2.2742, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 4.8104 [2020-11-12 18:12:31,666][root][INFO] - ===> Epoch[137](3546/26): Loss -0.5675, Sem 0.1583, dir -0.9387, norm 0.2129, swav 0.0000 LR: 8.389e-02 Score 95.027 Data time: 0.1398, Forward time: 2.2739, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 5.6466 [2020-11-12 18:12:37,523][root][INFO] - ===> Epoch[137](3547/26): Loss -0.4826, Sem 0.1980, dir -0.9289, norm 0.2482, swav 0.0000 LR: 8.389e-02 Score 93.791 Data time: 0.2458, Forward time: 2.2741, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 5.7992 [2020-11-12 18:12:42,763][root][INFO] - ===> Epoch[137](3548/26): Loss -0.5326, Sem 0.1807, dir -0.9414, norm 0.2281, swav 0.0000 LR: 8.388e-02 Score 94.329 Data time: 0.1708, Forward time: 2.2740, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 5.1237 [2020-11-12 18:12:49,051][root][INFO] - ===> Epoch[137](3549/26): Loss -0.5571, Sem 0.1657, dir -0.9415, norm 0.2187, swav 0.0000 LR: 8.388e-02 Score 94.628 Data time: 0.2143, Forward time: 2.2740, Backward time: 3.1353, DDP time: 0.0039, Total iter time: 6.2017 [2020-11-12 18:12:54,085][root][INFO] - ===> Epoch[137](3550/26): Loss -0.4948, Sem 0.1914, dir -0.9279, norm 0.2417, swav 0.0000 LR: 8.387e-02 Score 94.062 Data time: 0.1796, Forward time: 2.2739, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 4.8907 [2020-11-12 18:12:59,741][root][INFO] - ===> Epoch[137](3551/26): Loss -0.5156, Sem 0.2064, dir -0.9380, norm 0.2159, swav 0.0000 LR: 8.387e-02 Score 93.227 Data time: 0.1597, Forward time: 2.2738, Backward time: 3.1353, DDP time: 0.0039, Total iter time: 5.5919 [2020-11-12 18:13:06,587][root][INFO] - ===> Epoch[137](3552/26): Loss -0.4760, Sem 0.1944, dir -0.9393, norm 0.2689, swav 0.0000 LR: 8.386e-02 Score 93.892 Data time: 0.1675, Forward time: 2.2737, Backward time: 3.1357, DDP time: 0.0039, Total iter time: 6.7868 [2020-11-12 18:13:12,377][root][INFO] - ===> Epoch[137](3553/26): Loss -0.4475, Sem 0.2147, dir -0.9211, norm 0.2589, swav 0.0000 LR: 8.386e-02 Score 92.964 Data time: 0.1796, Forward time: 2.2736, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.7035 [2020-11-12 18:13:18,136][root][INFO] - ===> Epoch[137](3554/26): Loss -0.5204, Sem 0.1824, dir -0.9443, norm 0.2415, swav 0.0000 LR: 8.386e-02 Score 94.052 Data time: 0.1995, Forward time: 2.2736, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.6812 [2020-11-12 18:13:23,807][root][INFO] - ===> Epoch[137](3555/26): Loss -0.5062, Sem 0.1946, dir -0.9333, norm 0.2325, swav 0.0000 LR: 8.385e-02 Score 93.883 Data time: 0.1803, Forward time: 2.2735, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.5576 [2020-11-12 18:13:29,441][root][INFO] - ===> Epoch[137](3556/26): Loss -0.4504, Sem 0.2242, dir -0.9268, norm 0.2523, swav 0.0000 LR: 8.385e-02 Score 92.825 Data time: 0.1614, Forward time: 2.2734, Backward time: 3.1359, DDP time: 0.0039, Total iter time: 5.5359 [2020-11-12 18:13:34,855][root][INFO] - ===> Epoch[137](3557/26): Loss -0.5483, Sem 0.1843, dir -0.9451, norm 0.2125, swav 0.0000 LR: 8.384e-02 Score 93.872 Data time: 0.1698, Forward time: 2.2733, Backward time: 3.1359, DDP time: 0.0039, Total iter time: 5.3125 [2020-11-12 18:13:40,211][root][INFO] - ===> Epoch[137](3558/26): Loss -0.4378, Sem 0.2354, dir -0.9266, norm 0.2534, swav 0.0000 LR: 8.384e-02 Score 92.623 Data time: 0.1670, Forward time: 2.2731, Backward time: 3.1360, DDP time: 0.0039, Total iter time: 5.2807 [2020-11-12 18:13:46,289][root][INFO] - ===> Epoch[137](3559/26): Loss -0.5347, Sem 0.1752, dir -0.9394, norm 0.2295, swav 0.0000 LR: 8.383e-02 Score 94.348 Data time: 0.2486, Forward time: 2.2731, Backward time: 3.1361, DDP time: 0.0039, Total iter time: 5.9934 [2020-11-12 18:13:52,471][root][INFO] - ===> Epoch[137](3560/26): Loss -0.5081, Sem 0.1916, dir -0.9355, norm 0.2358, swav 0.0000 LR: 8.383e-02 Score 94.158 Data time: 0.3023, Forward time: 2.2733, Backward time: 3.1360, DDP time: 0.0039, Total iter time: 6.0818 [2020-11-12 18:13:57,664][root][INFO] - ===> Epoch[137](3561/26): Loss -0.5234, Sem 0.1854, dir -0.9381, norm 0.2293, swav 0.0000 LR: 8.382e-02 Score 94.065 Data time: 0.1982, Forward time: 2.2733, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.0684 [2020-11-12 18:14:03,510][root][INFO] - ===> Epoch[137](3562/26): Loss -0.5525, Sem 0.1789, dir -0.9457, norm 0.2142, swav 0.0000 LR: 8.382e-02 Score 94.329 Data time: 0.1997, Forward time: 2.2732, Backward time: 3.1359, DDP time: 0.0039, Total iter time: 5.7432 [2020-11-12 18:14:09,530][root][INFO] - ===> Epoch[138](3563/26): Loss -0.4845, Sem 0.2028, dir -0.9367, norm 0.2494, swav 0.0000 LR: 8.381e-02 Score 93.547 Data time: 0.1909, Forward time: 2.2732, Backward time: 3.1360, DDP time: 0.0039, Total iter time: 5.9164 [2020-11-12 18:14:14,743][root][INFO] - ===> Epoch[138](3564/26): Loss -0.4635, Sem 0.2347, dir -0.9381, norm 0.2399, swav 0.0000 LR: 8.381e-02 Score 92.562 Data time: 0.2101, Forward time: 2.2732, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.1168 [2020-11-12 18:14:19,383][root][INFO] - ===> Epoch[138](3565/26): Loss -0.5414, Sem 0.1726, dir -0.9439, norm 0.2298, swav 0.0000 LR: 8.381e-02 Score 94.522 Data time: 0.2488, Forward time: 2.2732, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 4.5287 [2020-11-12 18:14:25,118][root][INFO] - ===> Epoch[138](3566/26): Loss -0.5158, Sem 0.1814, dir -0.9343, norm 0.2372, swav 0.0000 LR: 8.380e-02 Score 94.150 Data time: 0.2693, Forward time: 2.2734, Backward time: 3.1353, DDP time: 0.0039, Total iter time: 5.6411 [2020-11-12 18:14:30,748][root][INFO] - ===> Epoch[138](3567/26): Loss -0.5033, Sem 0.1834, dir -0.9435, norm 0.2569, swav 0.0000 LR: 8.380e-02 Score 94.024 Data time: 0.2278, Forward time: 2.2735, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 5.5323 [2020-11-12 18:14:36,569][root][INFO] - ===> Epoch[138](3568/26): Loss -0.4926, Sem 0.1978, dir -0.9329, norm 0.2425, swav 0.0000 LR: 8.379e-02 Score 93.501 Data time: 0.2198, Forward time: 2.2735, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 5.7121 [2020-11-12 18:14:43,149][root][INFO] - ===> Epoch[138](3569/26): Loss -0.5383, Sem 0.1866, dir -0.9425, norm 0.2175, swav 0.0000 LR: 8.379e-02 Score 93.829 Data time: 0.1792, Forward time: 2.2734, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 6.4869 [2020-11-12 18:14:49,446][root][INFO] - ===> Epoch[138](3570/26): Loss -0.5360, Sem 0.1814, dir -0.9364, norm 0.2189, swav 0.0000 LR: 8.378e-02 Score 93.831 Data time: 0.3531, Forward time: 2.2736, Backward time: 3.1353, DDP time: 0.0039, Total iter time: 6.2070 [2020-11-12 18:14:55,283][root][INFO] - ===> Epoch[138](3571/26): Loss -0.5144, Sem 0.1881, dir -0.9386, norm 0.2361, swav 0.0000 LR: 8.378e-02 Score 93.601 Data time: 0.2766, Forward time: 2.2738, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 5.7187 [2020-11-12 18:15:02,008][root][INFO] - ===> Epoch[138](3572/26): Loss -0.5290, Sem 0.1813, dir -0.9357, norm 0.2254, swav 0.0000 LR: 8.377e-02 Score 94.275 Data time: 0.1968, Forward time: 2.2738, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 6.6186 [2020-11-12 18:15:07,244][root][INFO] - ===> Epoch[138](3573/26): Loss -0.5003, Sem 0.2033, dir -0.9395, norm 0.2359, swav 0.0000 LR: 8.377e-02 Score 93.397 Data time: 0.2319, Forward time: 2.2739, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 5.1452 [2020-11-12 18:15:12,506][root][INFO] - ===> Epoch[138](3574/26): Loss -0.4675, Sem 0.2230, dir -0.9337, norm 0.2432, swav 0.0000 LR: 8.376e-02 Score 93.125 Data time: 0.2280, Forward time: 2.2739, Backward time: 3.1350, DDP time: 0.0039, Total iter time: 5.1324 [2020-11-12 18:15:17,930][root][INFO] - ===> Epoch[138](3575/26): Loss -0.5658, Sem 0.1766, dir -0.9442, norm 0.2018, swav 0.0000 LR: 8.376e-02 Score 94.207 Data time: 0.2697, Forward time: 2.2741, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 5.3075 [2020-11-12 18:15:23,442][root][INFO] - ===> Epoch[138](3576/26): Loss -0.5647, Sem 0.1649, dir -0.9427, norm 0.2131, swav 0.0000 LR: 8.375e-02 Score 94.646 Data time: 0.2329, Forward time: 2.2741, Backward time: 3.1346, DDP time: 0.0039, Total iter time: 5.3878 [2020-11-12 18:15:29,653][root][INFO] - ===> Epoch[138](3577/26): Loss -0.5073, Sem 0.1946, dir -0.9412, norm 0.2394, swav 0.0000 LR: 8.375e-02 Score 93.771 Data time: 0.1435, Forward time: 2.2740, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 6.1030 [2020-11-12 18:15:34,625][root][INFO] - ===> Epoch[138](3578/26): Loss -0.5364, Sem 0.1916, dir -0.9461, norm 0.2181, swav 0.0000 LR: 8.375e-02 Score 93.738 Data time: 0.1668, Forward time: 2.2738, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 4.9079 [2020-11-12 18:15:39,535][root][INFO] - ===> Epoch[138](3579/26): Loss -0.5184, Sem 0.2002, dir -0.9371, norm 0.2185, swav 0.0000 LR: 8.374e-02 Score 93.423 Data time: 0.2083, Forward time: 2.2738, Backward time: 3.1346, DDP time: 0.0039, Total iter time: 4.8113 [2020-11-12 18:15:45,100][root][INFO] - ===> Epoch[138](3580/26): Loss -0.4875, Sem 0.1928, dir -0.9353, norm 0.2550, swav 0.0000 LR: 8.374e-02 Score 93.798 Data time: 0.2219, Forward time: 2.2738, Backward time: 3.1345, DDP time: 0.0039, Total iter time: 5.4636 [2020-11-12 18:15:51,229][root][INFO] - ===> Epoch[138](3581/26): Loss -0.5059, Sem 0.2094, dir -0.9375, norm 0.2222, swav 0.0000 LR: 8.373e-02 Score 93.045 Data time: 0.2173, Forward time: 2.2739, Backward time: 3.1345, DDP time: 0.0039, Total iter time: 6.0206 [2020-11-12 18:15:56,890][root][INFO] - ===> Epoch[138](3582/26): Loss -0.4866, Sem 0.1959, dir -0.9345, norm 0.2520, swav 0.0000 LR: 8.373e-02 Score 93.785 Data time: 0.1605, Forward time: 2.2737, Backward time: 3.1346, DDP time: 0.0039, Total iter time: 5.5452 [2020-11-12 18:16:02,039][root][INFO] - ===> Epoch[138](3583/26): Loss -0.5359, Sem 0.1874, dir -0.9425, norm 0.2192, swav 0.0000 LR: 8.372e-02 Score 93.752 Data time: 0.1343, Forward time: 2.2736, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 5.0984 [2020-11-12 18:16:09,009][root][INFO] - ===> Epoch[138](3584/26): Loss -0.5445, Sem 0.1872, dir -0.9466, norm 0.2149, swav 0.0000 LR: 8.372e-02 Score 93.979 Data time: 0.1787, Forward time: 2.2735, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 6.9131 [2020-11-12 18:16:14,743][root][INFO] - ===> Epoch[138](3585/26): Loss -0.5277, Sem 0.1885, dir -0.9418, norm 0.2255, swav 0.0000 LR: 8.371e-02 Score 94.330 Data time: 0.2079, Forward time: 2.2735, Backward time: 3.1350, DDP time: 0.0039, Total iter time: 5.6556 [2020-11-12 18:16:19,894][root][INFO] - ===> Epoch[138](3586/26): Loss -0.4949, Sem 0.1904, dir -0.9375, norm 0.2523, swav 0.0000 LR: 8.371e-02 Score 94.050 Data time: 0.1877, Forward time: 2.2734, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 5.0137 [2020-11-12 18:16:25,962][root][INFO] - ===> Epoch[138](3587/26): Loss -0.4793, Sem 0.2049, dir -0.9363, norm 0.2522, swav 0.0000 LR: 8.370e-02 Score 93.325 Data time: 0.2656, Forward time: 2.2736, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 5.9653 [2020-11-12 18:16:31,658][root][INFO] - ===> Epoch[138](3588/26): Loss -0.5151, Sem 0.1990, dir -0.9426, norm 0.2285, swav 0.0000 LR: 8.370e-02 Score 93.649 Data time: 0.2027, Forward time: 2.2736, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 5.5759 [2020-11-12 18:16:36,781][root][INFO] - ===> Epoch[139](3589/26): Loss -0.5157, Sem 0.1855, dir -0.9373, norm 0.2362, swav 0.0000 LR: 8.369e-02 Score 94.184 Data time: 0.1941, Forward time: 2.2735, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 4.9989 [2020-11-12 18:16:43,095][root][INFO] - ===> Epoch[139](3590/26): Loss -0.4862, Sem 0.2042, dir -0.9395, norm 0.2490, swav 0.0000 LR: 8.369e-02 Score 93.445 Data time: 0.2507, Forward time: 2.2737, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 6.2200 [2020-11-12 18:16:49,163][root][INFO] - ===> Epoch[139](3591/26): Loss -0.4985, Sem 0.2051, dir -0.9400, norm 0.2364, swav 0.0000 LR: 8.369e-02 Score 93.501 Data time: 0.1585, Forward time: 2.2735, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 5.9414 [2020-11-12 18:16:54,949][root][INFO] - ===> Epoch[139](3592/26): Loss -0.5182, Sem 0.1853, dir -0.9376, norm 0.2341, swav 0.0000 LR: 8.368e-02 Score 93.838 Data time: 0.2428, Forward time: 2.2736, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 5.6882 [2020-11-12 18:17:00,420][root][INFO] - ===> Epoch[139](3593/26): Loss -0.5115, Sem 0.2039, dir -0.9359, norm 0.2204, swav 0.0000 LR: 8.368e-02 Score 93.276 Data time: 0.1608, Forward time: 2.2735, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 5.3496 [2020-11-12 18:17:07,219][root][INFO] - ===> Epoch[139](3594/26): Loss -0.4724, Sem 0.2116, dir -0.9426, norm 0.2586, swav 0.0000 LR: 8.367e-02 Score 93.539 Data time: 0.2005, Forward time: 2.2734, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 6.7049 [2020-11-12 18:17:13,936][root][INFO] - ===> Epoch[139](3595/26): Loss -0.5275, Sem 0.1914, dir -0.9435, norm 0.2246, swav 0.0000 LR: 8.367e-02 Score 93.928 Data time: 0.3540, Forward time: 2.2737, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 6.6082 [2020-11-12 18:17:20,709][root][INFO] - ===> Epoch[139](3596/26): Loss -0.5046, Sem 0.1912, dir -0.9336, norm 0.2378, swav 0.0000 LR: 8.366e-02 Score 93.969 Data time: 0.2734, Forward time: 2.2739, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 6.6294 [2020-11-12 18:17:26,593][root][INFO] - ===> Epoch[139](3597/26): Loss -0.5272, Sem 0.1689, dir -0.9421, norm 0.2460, swav 0.0000 LR: 8.366e-02 Score 94.740 Data time: 0.2891, Forward time: 2.2741, Backward time: 3.1350, DDP time: 0.0039, Total iter time: 5.7444 [2020-11-12 18:17:32,734][root][INFO] - ===> Epoch[139](3598/26): Loss -0.5177, Sem 0.1843, dir -0.9301, norm 0.2282, swav 0.0000 LR: 8.365e-02 Score 94.068 Data time: 0.2604, Forward time: 2.2743, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 6.0222 [2020-11-12 18:17:38,236][root][INFO] - ===> Epoch[139](3599/26): Loss -0.5328, Sem 0.1835, dir -0.9394, norm 0.2230, swav 0.0000 LR: 8.365e-02 Score 94.060 Data time: 0.2053, Forward time: 2.2743, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 5.3859 [2020-11-12 18:17:43,480][root][INFO] - ===> Epoch[139](3600/26): Loss -0.5517, Sem 0.1676, dir -0.9383, norm 0.2190, swav 0.0000 LR: 8.364e-02 Score 94.524 Data time: 0.1600, Forward time: 2.2742, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 5.1461 [2020-11-12 18:17:49,278][root][INFO] - ===> Epoch[139](3601/26): Loss -0.5369, Sem 0.1997, dir -0.9472, norm 0.2106, swav 0.0000 LR: 8.364e-02 Score 93.460 Data time: 0.1923, Forward time: 2.2741, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 5.7204 [2020-11-12 18:17:54,012][root][INFO] - ===> Epoch[139](3602/26): Loss -0.5418, Sem 0.1714, dir -0.9319, norm 0.2187, swav 0.0000 LR: 8.364e-02 Score 94.365 Data time: 0.1990, Forward time: 2.2741, Backward time: 3.1346, DDP time: 0.0039, Total iter time: 4.6285 [2020-11-12 18:17:58,933][root][INFO] - ===> Epoch[139](3603/26): Loss -0.4601, Sem 0.2000, dir -0.9355, norm 0.2754, swav 0.0000 LR: 8.363e-02 Score 93.410 Data time: 0.2112, Forward time: 2.2741, Backward time: 3.1343, DDP time: 0.0039, Total iter time: 4.8117 [2020-11-12 18:18:05,722][root][INFO] - ===> Epoch[139](3604/26): Loss -0.4804, Sem 0.1970, dir -0.9364, norm 0.2590, swav 0.0000 LR: 8.363e-02 Score 93.863 Data time: 0.1325, Forward time: 2.2739, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 6.6552 [2020-11-12 18:18:10,968][root][INFO] - ===> Epoch[139](3605/26): Loss -0.5331, Sem 0.1858, dir -0.9435, norm 0.2246, swav 0.0000 LR: 8.362e-02 Score 93.715 Data time: 0.2112, Forward time: 2.2739, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 5.1869 [2020-11-12 18:18:17,554][root][INFO] - ===> Epoch[139](3606/26): Loss -0.4866, Sem 0.1909, dir -0.9357, norm 0.2582, swav 0.0000 LR: 8.362e-02 Score 94.214 Data time: 0.3097, Forward time: 2.2742, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 6.4909 [2020-11-12 18:18:24,259][root][INFO] - ===> Epoch[139](3607/26): Loss -0.4863, Sem 0.2169, dir -0.9365, norm 0.2333, swav 0.0000 LR: 8.361e-02 Score 92.799 Data time: 0.2340, Forward time: 2.2742, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 6.5739 [2020-11-12 18:18:30,658][root][INFO] - ===> Epoch[139](3608/26): Loss -0.5075, Sem 0.1920, dir -0.9419, norm 0.2424, swav 0.0000 LR: 8.361e-02 Score 93.404 Data time: 0.1718, Forward time: 2.2741, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 6.2658 [2020-11-12 18:18:36,679][root][INFO] - ===> Epoch[139](3609/26): Loss -0.5246, Sem 0.1988, dir -0.9410, norm 0.2176, swav 0.0000 LR: 8.360e-02 Score 93.478 Data time: 0.2418, Forward time: 2.2743, Backward time: 3.1350, DDP time: 0.0039, Total iter time: 5.9240 [2020-11-12 18:18:42,475][root][INFO] - ===> Epoch[139](3610/26): Loss -0.5705, Sem 0.1597, dir -0.9468, norm 0.2166, swav 0.0000 LR: 8.360e-02 Score 95.093 Data time: 0.1493, Forward time: 2.2741, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 5.6756 [2020-11-12 18:18:48,811][root][INFO] - ===> Epoch[139](3611/26): Loss -0.5516, Sem 0.1750, dir -0.9456, norm 0.2190, swav 0.0000 LR: 8.359e-02 Score 94.168 Data time: 0.1397, Forward time: 2.2739, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 6.2386 [2020-11-12 18:18:53,679][root][INFO] - ===> Epoch[139](3612/26): Loss -0.4699, Sem 0.2192, dir -0.9420, norm 0.2529, swav 0.0000 LR: 8.359e-02 Score 93.303 Data time: 0.1607, Forward time: 2.2738, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 4.7774 [2020-11-12 18:18:59,662][root][INFO] - ===> Epoch[139](3613/26): Loss -0.5737, Sem 0.1577, dir -0.9452, norm 0.2138, swav 0.0000 LR: 8.358e-02 Score 94.873 Data time: 0.2046, Forward time: 2.2737, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.8700 [2020-11-12 18:19:05,265][root][INFO] - ===> Epoch[139](3614/26): Loss -0.5019, Sem 0.2070, dir -0.9393, norm 0.2304, swav 0.0000 LR: 8.358e-02 Score 93.642 Data time: 0.1866, Forward time: 2.2737, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.4662 [2020-11-12 18:19:10,521][root][INFO] - ===> Epoch[140](3615/26): Loss -0.4900, Sem 0.2066, dir -0.9358, norm 0.2392, swav 0.0000 LR: 8.358e-02 Score 93.360 Data time: 0.1789, Forward time: 2.2736, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.1379 [2020-11-12 18:19:15,911][root][INFO] - ===> Epoch[140](3616/26): Loss -0.4973, Sem 0.1852, dir -0.9345, norm 0.2520, swav 0.0000 LR: 8.357e-02 Score 93.898 Data time: 0.1438, Forward time: 2.2734, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.2691 [2020-11-12 18:19:21,961][root][INFO] - ===> Epoch[140](3617/26): Loss -0.4737, Sem 0.2059, dir -0.9312, norm 0.2516, swav 0.0000 LR: 8.357e-02 Score 93.450 Data time: 0.2456, Forward time: 2.2735, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.9771 [2020-11-12 18:19:28,733][root][INFO] - ===> Epoch[140](3618/26): Loss -0.5505, Sem 0.1551, dir -0.9328, norm 0.2272, swav 0.0000 LR: 8.356e-02 Score 95.050 Data time: 0.2578, Forward time: 2.2737, Backward time: 3.1356, DDP time: 0.0039, Total iter time: 6.6414 [2020-11-12 18:19:34,833][root][INFO] - ===> Epoch[140](3619/26): Loss -0.4843, Sem 0.2101, dir -0.9358, norm 0.2414, swav 0.0000 LR: 8.356e-02 Score 93.512 Data time: 0.2916, Forward time: 2.2739, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.9651 [2020-11-12 18:19:40,201][root][INFO] - ===> Epoch[140](3620/26): Loss -0.4980, Sem 0.1963, dir -0.9360, norm 0.2417, swav 0.0000 LR: 8.355e-02 Score 93.523 Data time: 0.1805, Forward time: 2.2738, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.2576 [2020-11-12 18:19:47,016][root][INFO] - ===> Epoch[140](3621/26): Loss -0.4663, Sem 0.2133, dir -0.9355, norm 0.2559, swav 0.0000 LR: 8.355e-02 Score 93.278 Data time: 0.1891, Forward time: 2.2737, Backward time: 3.1357, DDP time: 0.0039, Total iter time: 6.7142 [2020-11-12 18:19:53,341][root][INFO] - ===> Epoch[140](3622/26): Loss -0.4999, Sem 0.2014, dir -0.9342, norm 0.2329, swav 0.0000 LR: 8.354e-02 Score 93.842 Data time: 0.2476, Forward time: 2.2738, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 6.2336 [2020-11-12 18:19:59,637][root][INFO] - ===> Epoch[140](3623/26): Loss -0.5190, Sem 0.2056, dir -0.9447, norm 0.2202, swav 0.0000 LR: 8.354e-02 Score 93.429 Data time: 0.2309, Forward time: 2.2739, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 6.1693 [2020-11-12 18:20:06,798][root][INFO] - ===> Epoch[140](3624/26): Loss -0.4977, Sem 0.1919, dir -0.9377, norm 0.2482, swav 0.0000 LR: 8.353e-02 Score 94.045 Data time: 0.1630, Forward time: 2.2738, Backward time: 3.1363, DDP time: 0.0039, Total iter time: 7.0303 [2020-11-12 18:20:12,433][root][INFO] - ===> Epoch[140](3625/26): Loss -0.5551, Sem 0.1729, dir -0.9466, norm 0.2185, swav 0.0000 LR: 8.353e-02 Score 94.416 Data time: 0.1560, Forward time: 2.2737, Backward time: 3.1364, DDP time: 0.0039, Total iter time: 5.5465 [2020-11-12 18:20:17,390][root][INFO] - ===> Epoch[140](3626/26): Loss -0.5455, Sem 0.1854, dir -0.9421, norm 0.2112, swav 0.0000 LR: 8.353e-02 Score 93.996 Data time: 0.1419, Forward time: 2.2735, Backward time: 3.1364, DDP time: 0.0039, Total iter time: 4.8355 [2020-11-12 18:20:22,440][root][INFO] - ===> Epoch[140](3627/26): Loss -0.5755, Sem 0.1662, dir -0.9451, norm 0.2034, swav 0.0000 LR: 8.352e-02 Score 94.647 Data time: 0.1578, Forward time: 2.2733, Backward time: 3.1363, DDP time: 0.0039, Total iter time: 4.9518 [2020-11-12 18:20:27,317][root][INFO] - ===> Epoch[140](3628/26): Loss -0.5051, Sem 0.2224, dir -0.9425, norm 0.2150, swav 0.0000 LR: 8.352e-02 Score 93.007 Data time: 0.1822, Forward time: 2.2732, Backward time: 3.1362, DDP time: 0.0039, Total iter time: 4.7877 [2020-11-12 18:20:33,630][root][INFO] - ===> Epoch[140](3629/26): Loss -0.4582, Sem 0.2129, dir -0.9347, norm 0.2636, swav 0.0000 LR: 8.351e-02 Score 93.270 Data time: 0.2338, Forward time: 2.2732, Backward time: 3.1363, DDP time: 0.0039, Total iter time: 6.2118 [2020-11-12 18:20:39,454][root][INFO] - ===> Epoch[140](3630/26): Loss -0.5191, Sem 0.1834, dir -0.9362, norm 0.2337, swav 0.0000 LR: 8.351e-02 Score 94.103 Data time: 0.2269, Forward time: 2.2733, Backward time: 3.1362, DDP time: 0.0039, Total iter time: 5.6542 [2020-11-12 18:20:44,729][root][INFO] - ===> Epoch[140](3631/26): Loss -0.5037, Sem 0.2041, dir -0.9375, norm 0.2297, swav 0.0000 LR: 8.350e-02 Score 93.214 Data time: 0.1966, Forward time: 2.2733, Backward time: 3.1361, DDP time: 0.0039, Total iter time: 5.1261 [2020-11-12 18:20:49,313][root][INFO] - ===> Epoch[140](3632/26): Loss -0.5513, Sem 0.1703, dir -0.9416, norm 0.2199, swav 0.0000 LR: 8.350e-02 Score 94.433 Data time: 0.1525, Forward time: 2.2731, Backward time: 3.1359, DDP time: 0.0039, Total iter time: 4.4687 [2020-11-12 18:20:53,917][root][INFO] - ===> Epoch[140](3633/26): Loss -0.4905, Sem 0.1934, dir -0.9351, norm 0.2512, swav 0.0000 LR: 8.349e-02 Score 93.717 Data time: 0.1683, Forward time: 2.2730, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 4.5179 [2020-11-12 18:21:00,352][root][INFO] - ===> Epoch[140](3634/26): Loss -0.5062, Sem 0.1840, dir -0.9331, norm 0.2429, swav 0.0000 LR: 8.349e-02 Score 94.263 Data time: 0.2413, Forward time: 2.2731, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 6.3384 [2020-11-12 18:21:05,603][root][INFO] - ===> Epoch[140](3635/26): Loss -0.4490, Sem 0.2165, dir -0.9346, norm 0.2692, swav 0.0000 LR: 8.348e-02 Score 93.431 Data time: 0.1891, Forward time: 2.2730, Backward time: 3.1357, DDP time: 0.0039, Total iter time: 5.1260 [2020-11-12 18:21:10,772][root][INFO] - ===> Epoch[140](3636/26): Loss -0.5007, Sem 0.2082, dir -0.9393, norm 0.2304, swav 0.0000 LR: 8.348e-02 Score 93.269 Data time: 0.1876, Forward time: 2.2730, Backward time: 3.1356, DDP time: 0.0039, Total iter time: 5.0527 [2020-11-12 18:21:16,212][root][INFO] - ===> Epoch[140](3637/26): Loss -0.5112, Sem 0.1983, dir -0.9360, norm 0.2265, swav 0.0000 LR: 8.347e-02 Score 93.757 Data time: 0.2020, Forward time: 2.2730, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.3124 [2020-11-12 18:21:20,522][root][INFO] - ===> Epoch[140](3638/26): Loss -0.5125, Sem 0.1808, dir -0.9296, norm 0.2363, swav 0.0000 LR: 8.347e-02 Score 94.292 Data time: 0.1852, Forward time: 2.2728, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 4.1769 [2020-11-12 18:21:25,910][root][INFO] - ===> Epoch[140](3639/26): Loss -0.5461, Sem 0.1903, dir -0.9491, norm 0.2127, swav 0.0000 LR: 8.347e-02 Score 93.803 Data time: 0.2233, Forward time: 2.2728, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 5.2959 [2020-11-12 18:21:31,601][root][INFO] - ===> Epoch[140](3640/26): Loss -0.4679, Sem 0.2076, dir -0.9298, norm 0.2544, swav 0.0000 LR: 8.346e-02 Score 93.114 Data time: 0.2438, Forward time: 2.2729, Backward time: 3.1350, DDP time: 0.0039, Total iter time: 5.5622 [2020-11-12 18:21:38,237][root][INFO] - ===> Epoch[141](3641/26): Loss -0.4955, Sem 0.2245, dir -0.9439, norm 0.2238, swav 0.0000 LR: 8.346e-02 Score 92.904 Data time: 0.1631, Forward time: 2.2727, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 6.5178 [2020-11-12 18:21:43,751][root][INFO] - ===> Epoch[141](3642/26): Loss -0.5211, Sem 0.1776, dir -0.9415, norm 0.2427, swav 0.0000 LR: 8.345e-02 Score 94.410 Data time: 0.2540, Forward time: 2.2729, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 5.4038 [2020-11-12 18:21:50,252][root][INFO] - ===> Epoch[141](3643/26): Loss -0.4575, Sem 0.2419, dir -0.9392, norm 0.2398, swav 0.0000 LR: 8.345e-02 Score 92.439 Data time: 0.2151, Forward time: 2.2729, Backward time: 3.1353, DDP time: 0.0039, Total iter time: 6.3759 [2020-11-12 18:21:56,848][root][INFO] - ===> Epoch[141](3644/26): Loss -0.5176, Sem 0.1878, dir -0.9394, norm 0.2340, swav 0.0000 LR: 8.344e-02 Score 94.520 Data time: 0.2074, Forward time: 2.2729, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 6.4823 [2020-11-12 18:22:04,574][root][INFO] - ===> Epoch[141](3645/26): Loss -0.4616, Sem 0.2089, dir -0.9320, norm 0.2616, swav 0.0000 LR: 8.344e-02 Score 93.602 Data time: 0.2114, Forward time: 2.2729, Backward time: 3.1360, DDP time: 0.0039, Total iter time: 7.6224 [2020-11-12 18:22:11,972][root][INFO] - ===> Epoch[141](3646/26): Loss -0.5250, Sem 0.2096, dir -0.9430, norm 0.2084, swav 0.0000 LR: 8.343e-02 Score 93.080 Data time: 0.2676, Forward time: 2.2730, Backward time: 3.1363, DDP time: 0.0039, Total iter time: 7.2934 [2020-11-12 18:22:18,644][root][INFO] - ===> Epoch[141](3647/26): Loss -0.5523, Sem 0.1817, dir -0.9443, norm 0.2104, swav 0.0000 LR: 8.343e-02 Score 93.965 Data time: 0.1817, Forward time: 2.2729, Backward time: 3.1366, DDP time: 0.0039, Total iter time: 6.5420 [2020-11-12 18:22:24,917][root][INFO] - ===> Epoch[141](3648/26): Loss -0.5313, Sem 0.1947, dir -0.9444, norm 0.2183, swav 0.0000 LR: 8.342e-02 Score 93.797 Data time: 0.1825, Forward time: 2.2729, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 6.1640 [2020-11-12 18:22:33,519][root][INFO] - ===> Epoch[141](3649/26): Loss -0.5119, Sem 0.1903, dir -0.9309, norm 0.2286, swav 0.0000 LR: 8.342e-02 Score 93.686 Data time: 0.2034, Forward time: 2.2728, Backward time: 3.1376, DDP time: 0.0039, Total iter time: 8.5176 [2020-11-12 18:22:39,240][root][INFO] - ===> Epoch[141](3650/26): Loss -0.4984, Sem 0.1689, dir -0.9346, norm 0.2673, swav 0.0000 LR: 8.341e-02 Score 94.809 Data time: 0.2581, Forward time: 2.2730, Backward time: 3.1374, DDP time: 0.0039, Total iter time: 5.6164 [2020-11-12 18:22:44,572][root][INFO] - ===> Epoch[141](3651/26): Loss -0.5543, Sem 0.1770, dir -0.9428, norm 0.2114, swav 0.0000 LR: 8.341e-02 Score 94.485 Data time: 0.1765, Forward time: 2.2729, Backward time: 3.1374, DDP time: 0.0039, Total iter time: 5.2249 [2020-11-12 18:22:49,564][root][INFO] - ===> Epoch[141](3652/26): Loss -0.4158, Sem 0.2174, dir -0.9322, norm 0.2991, swav 0.0000 LR: 8.341e-02 Score 93.170 Data time: 0.1947, Forward time: 2.2728, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 4.8956 [2020-11-12 18:22:56,039][root][INFO] - ===> Epoch[141](3653/26): Loss -0.4690, Sem 0.1885, dir -0.9291, norm 0.2715, swav 0.0000 LR: 8.340e-02 Score 94.017 Data time: 0.1854, Forward time: 2.2727, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 6.3549 [2020-11-12 18:23:01,164][root][INFO] - ===> Epoch[141](3654/26): Loss -0.5621, Sem 0.1741, dir -0.9487, norm 0.2126, swav 0.0000 LR: 8.340e-02 Score 94.455 Data time: 0.2710, Forward time: 2.2728, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 5.0233 [2020-11-12 18:23:08,174][root][INFO] - ===> Epoch[141](3655/26): Loss -0.4995, Sem 0.1885, dir -0.9316, norm 0.2436, swav 0.0000 LR: 8.339e-02 Score 93.430 Data time: 0.2303, Forward time: 2.2729, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 6.8936 [2020-11-12 18:23:13,490][root][INFO] - ===> Epoch[141](3656/26): Loss -0.5440, Sem 0.1872, dir -0.9437, norm 0.2125, swav 0.0000 LR: 8.339e-02 Score 93.921 Data time: 0.2682, Forward time: 2.2729, Backward time: 3.1373, DDP time: 0.0039, Total iter time: 5.2104 [2020-11-12 18:23:18,781][root][INFO] - ===> Epoch[141](3657/26): Loss -0.5580, Sem 0.1713, dir -0.9438, norm 0.2145, swav 0.0000 LR: 8.338e-02 Score 94.606 Data time: 0.2009, Forward time: 2.2729, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 5.1901 [2020-11-12 18:23:25,173][root][INFO] - ===> Epoch[141](3658/26): Loss -0.4938, Sem 0.2075, dir -0.9382, norm 0.2369, swav 0.0000 LR: 8.338e-02 Score 93.376 Data time: 0.2255, Forward time: 2.2729, Backward time: 3.1373, DDP time: 0.0039, Total iter time: 6.2872 [2020-11-12 18:23:31,884][root][INFO] - ===> Epoch[141](3659/26): Loss -0.5492, Sem 0.1620, dir -0.9502, norm 0.2390, swav 0.0000 LR: 8.337e-02 Score 94.992 Data time: 0.2209, Forward time: 2.2729, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 6.5843 [2020-11-12 18:23:36,774][root][INFO] - ===> Epoch[141](3660/26): Loss -0.4820, Sem 0.2181, dir -0.9400, norm 0.2399, swav 0.0000 LR: 8.337e-02 Score 93.569 Data time: 0.1904, Forward time: 2.2729, Backward time: 3.1373, DDP time: 0.0039, Total iter time: 4.7945 [2020-11-12 18:23:43,010][root][INFO] - ===> Epoch[141](3661/26): Loss -0.5184, Sem 0.1993, dir -0.9386, norm 0.2209, swav 0.0000 LR: 8.336e-02 Score 93.517 Data time: 0.2697, Forward time: 2.2730, Backward time: 3.1373, DDP time: 0.0039, Total iter time: 6.1406 [2020-11-12 18:23:48,583][root][INFO] - ===> Epoch[141](3662/26): Loss -0.5353, Sem 0.1837, dir -0.9375, norm 0.2186, swav 0.0000 LR: 8.336e-02 Score 94.198 Data time: 0.2084, Forward time: 2.2731, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 5.4421 [2020-11-12 18:23:55,511][root][INFO] - ===> Epoch[141](3663/26): Loss -0.5309, Sem 0.1827, dir -0.9419, norm 0.2283, swav 0.0000 LR: 8.336e-02 Score 94.248 Data time: 0.1969, Forward time: 2.2731, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 6.8284 [2020-11-12 18:24:00,572][root][INFO] - ===> Epoch[141](3664/26): Loss -0.5025, Sem 0.1919, dir -0.9382, norm 0.2439, swav 0.0000 LR: 8.335e-02 Score 93.686 Data time: 0.2016, Forward time: 2.2730, Backward time: 3.1373, DDP time: 0.0039, Total iter time: 4.9641 [2020-11-12 18:24:06,942][root][INFO] - ===> Epoch[141](3665/26): Loss -0.5090, Sem 0.1877, dir -0.9372, norm 0.2405, swav 0.0000 LR: 8.335e-02 Score 94.154 Data time: 0.2381, Forward time: 2.2731, Backward time: 3.1374, DDP time: 0.0039, Total iter time: 6.2609 [2020-11-12 18:24:13,139][root][INFO] - ===> Epoch[141](3666/26): Loss -0.5523, Sem 0.1699, dir -0.9405, norm 0.2183, swav 0.0000 LR: 8.334e-02 Score 94.493 Data time: 0.2350, Forward time: 2.2732, Backward time: 3.1374, DDP time: 0.0039, Total iter time: 6.0802 [2020-11-12 18:24:18,137][root][INFO] - ===> Epoch[142](3667/26): Loss -0.5267, Sem 0.1858, dir -0.9375, norm 0.2249, swav 0.0000 LR: 8.334e-02 Score 93.850 Data time: 0.2228, Forward time: 2.2732, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 4.8782 [2020-11-12 18:24:23,633][root][INFO] - ===> Epoch[142](3668/26): Loss -0.5181, Sem 0.1824, dir -0.9381, norm 0.2375, swav 0.0000 LR: 8.333e-02 Score 94.161 Data time: 0.2379, Forward time: 2.2733, Backward time: 3.1370, DDP time: 0.0039, Total iter time: 5.3835 [2020-11-12 18:24:29,306][root][INFO] - ===> Epoch[142](3669/26): Loss -0.5326, Sem 0.1685, dir -0.9356, norm 0.2345, swav 0.0000 LR: 8.333e-02 Score 94.402 Data time: 0.2144, Forward time: 2.2733, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 5.5446 [2020-11-12 18:24:35,858][root][INFO] - ===> Epoch[142](3670/26): Loss -0.5089, Sem 0.1812, dir -0.9384, norm 0.2483, swav 0.0000 LR: 8.332e-02 Score 94.298 Data time: 0.1806, Forward time: 2.2733, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 6.4526 [2020-11-12 18:24:40,905][root][INFO] - ===> Epoch[142](3671/26): Loss -0.5635, Sem 0.1744, dir -0.9456, norm 0.2078, swav 0.0000 LR: 8.332e-02 Score 94.474 Data time: 0.2013, Forward time: 2.2732, Backward time: 3.1371, DDP time: 0.0039, Total iter time: 4.9630 [2020-11-12 18:24:46,315][root][INFO] - ===> Epoch[142](3672/26): Loss -0.5071, Sem 0.2023, dir -0.9347, norm 0.2253, swav 0.0000 LR: 8.331e-02 Score 93.546 Data time: 0.2246, Forward time: 2.2732, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 5.2931 [2020-11-12 18:24:51,790][root][INFO] - ===> Epoch[142](3673/26): Loss -0.4960, Sem 0.2008, dir -0.9343, norm 0.2375, swav 0.0000 LR: 8.331e-02 Score 93.571 Data time: 0.2057, Forward time: 2.2732, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 5.3717 [2020-11-12 18:24:58,187][root][INFO] - ===> Epoch[142](3674/26): Loss -0.5228, Sem 0.1807, dir -0.9389, norm 0.2353, swav 0.0000 LR: 8.330e-02 Score 94.252 Data time: 0.1722, Forward time: 2.2731, Backward time: 3.1371, DDP time: 0.0039, Total iter time: 6.2859 [2020-11-12 18:25:03,251][root][INFO] - ===> Epoch[142](3675/26): Loss -0.5316, Sem 0.1918, dir -0.9420, norm 0.2185, swav 0.0000 LR: 8.330e-02 Score 93.490 Data time: 0.2257, Forward time: 2.2732, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 4.9815 [2020-11-12 18:25:09,243][root][INFO] - ===> Epoch[142](3676/26): Loss -0.5685, Sem 0.1775, dir -0.9466, norm 0.2007, swav 0.0000 LR: 8.330e-02 Score 94.595 Data time: 0.2018, Forward time: 2.2732, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 5.8732 [2020-11-12 18:25:14,478][root][INFO] - ===> Epoch[142](3677/26): Loss -0.5308, Sem 0.1750, dir -0.9377, norm 0.2319, swav 0.0000 LR: 8.329e-02 Score 94.522 Data time: 0.1675, Forward time: 2.2730, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 5.1437 [2020-11-12 18:25:22,104][root][INFO] - ===> Epoch[142](3678/26): Loss -0.5493, Sem 0.1814, dir -0.9486, norm 0.2179, swav 0.0000 LR: 8.329e-02 Score 94.055 Data time: 0.1613, Forward time: 2.2729, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 7.5464 [2020-11-12 18:25:27,365][root][INFO] - ===> Epoch[142](3679/26): Loss -0.5250, Sem 0.1881, dir -0.9359, norm 0.2228, swav 0.0000 LR: 8.328e-02 Score 94.042 Data time: 0.1502, Forward time: 2.2727, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 5.1795 [2020-11-12 18:25:33,470][root][INFO] - ===> Epoch[142](3680/26): Loss -0.5160, Sem 0.1957, dir -0.9360, norm 0.2242, swav 0.0000 LR: 8.328e-02 Score 93.580 Data time: 0.1982, Forward time: 2.2727, Backward time: 3.1376, DDP time: 0.0039, Total iter time: 6.0580 [2020-11-12 18:25:40,561][root][INFO] - ===> Epoch[142](3681/26): Loss -0.5403, Sem 0.1837, dir -0.9446, norm 0.2206, swav 0.0000 LR: 8.327e-02 Score 94.176 Data time: 0.1841, Forward time: 2.2727, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 6.9944 [2020-11-12 18:25:47,143][root][INFO] - ===> Epoch[142](3682/26): Loss -0.5235, Sem 0.1856, dir -0.9438, norm 0.2348, swav 0.0000 LR: 8.327e-02 Score 94.021 Data time: 0.1601, Forward time: 2.2725, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 6.4704 [2020-11-12 18:25:51,944][root][INFO] - ===> Epoch[142](3683/26): Loss -0.5451, Sem 0.1785, dir -0.9491, norm 0.2255, swav 0.0000 LR: 8.326e-02 Score 94.123 Data time: 0.1714, Forward time: 2.2724, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 4.7154 [2020-11-12 18:25:56,824][root][INFO] - ===> Epoch[142](3684/26): Loss -0.5321, Sem 0.1850, dir -0.9463, norm 0.2293, swav 0.0000 LR: 8.326e-02 Score 93.811 Data time: 0.1881, Forward time: 2.2723, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 4.7895 [2020-11-12 18:26:01,828][root][INFO] - ===> Epoch[142](3685/26): Loss -0.5199, Sem 0.1780, dir -0.9313, norm 0.2333, swav 0.0000 LR: 8.325e-02 Score 94.270 Data time: 0.2333, Forward time: 2.2722, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 4.8899 [2020-11-12 18:26:08,304][root][INFO] - ===> Epoch[142](3686/26): Loss -0.4887, Sem 0.1997, dir -0.9440, norm 0.2557, swav 0.0000 LR: 8.325e-02 Score 93.784 Data time: 0.1661, Forward time: 2.2721, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 6.3747 [2020-11-12 18:26:13,432][root][INFO] - ===> Epoch[142](3687/26): Loss -0.5215, Sem 0.1974, dir -0.9334, norm 0.2145, swav 0.0000 LR: 8.324e-02 Score 93.331 Data time: 0.1210, Forward time: 2.2719, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 5.0289 [2020-11-12 18:26:19,389][root][INFO] - ===> Epoch[142](3688/26): Loss -0.5310, Sem 0.1836, dir -0.9379, norm 0.2233, swav 0.0000 LR: 8.324e-02 Score 94.088 Data time: 0.1856, Forward time: 2.2718, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.8479 [2020-11-12 18:26:25,002][root][INFO] - ===> Epoch[142](3689/26): Loss -0.5040, Sem 0.1762, dir -0.9373, norm 0.2572, swav 0.0000 LR: 8.324e-02 Score 94.284 Data time: 0.2305, Forward time: 2.2718, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.5071 [2020-11-12 18:26:30,437][root][INFO] - ===> Epoch[142](3690/26): Loss -0.5374, Sem 0.1790, dir -0.9358, norm 0.2194, swav 0.0000 LR: 8.323e-02 Score 94.170 Data time: 0.2427, Forward time: 2.2720, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 5.3096 [2020-11-12 18:26:36,267][root][INFO] - ===> Epoch[142](3691/26): Loss -0.5608, Sem 0.1801, dir -0.9475, norm 0.2066, swav 0.0000 LR: 8.323e-02 Score 94.293 Data time: 0.1584, Forward time: 2.2718, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 5.7148 [2020-11-12 18:26:42,178][root][INFO] - ===> Epoch[142](3692/26): Loss -0.5321, Sem 0.2024, dir -0.9384, norm 0.2039, swav 0.0000 LR: 8.322e-02 Score 93.575 Data time: 0.2925, Forward time: 2.2720, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 5.8130 [2020-11-12 18:26:48,818][root][INFO] - ===> Epoch[143](3693/26): Loss -0.5468, Sem 0.1670, dir -0.9418, norm 0.2279, swav 0.0000 LR: 8.322e-02 Score 94.349 Data time: 0.2061, Forward time: 2.2720, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 6.5185 [2020-11-12 18:26:55,475][root][INFO] - ===> Epoch[143](3694/26): Loss -0.4367, Sem 0.2154, dir -0.9222, norm 0.2701, swav 0.0000 LR: 8.321e-02 Score 93.018 Data time: 0.1930, Forward time: 2.2720, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 6.5450 [2020-11-12 18:27:01,648][root][INFO] - ===> Epoch[143](3695/26): Loss -0.4387, Sem 0.2195, dir -0.9287, norm 0.2706, swav 0.0000 LR: 8.321e-02 Score 93.025 Data time: 0.1962, Forward time: 2.2719, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 6.0695 [2020-11-12 18:27:06,622][root][INFO] - ===> Epoch[143](3696/26): Loss -0.5184, Sem 0.2010, dir -0.9441, norm 0.2247, swav 0.0000 LR: 8.320e-02 Score 93.888 Data time: 0.2469, Forward time: 2.2719, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 4.8625 [2020-11-12 18:27:13,272][root][INFO] - ===> Epoch[143](3697/26): Loss -0.4388, Sem 0.2207, dir -0.9275, norm 0.2680, swav 0.0000 LR: 8.320e-02 Score 92.993 Data time: 0.2341, Forward time: 2.2720, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 6.5327 [2020-11-12 18:27:19,876][root][INFO] - ===> Epoch[143](3698/26): Loss -0.5447, Sem 0.1775, dir -0.9450, norm 0.2229, swav 0.0000 LR: 8.319e-02 Score 94.114 Data time: 0.3467, Forward time: 2.2723, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 6.4989 [2020-11-12 18:27:26,097][root][INFO] - ===> Epoch[143](3699/26): Loss -0.5219, Sem 0.1804, dir -0.9386, norm 0.2364, swav 0.0000 LR: 8.319e-02 Score 94.002 Data time: 0.2045, Forward time: 2.2723, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 6.0674 [2020-11-12 18:27:31,716][root][INFO] - ===> Epoch[143](3700/26): Loss -0.5161, Sem 0.1775, dir -0.9340, norm 0.2404, swav 0.0000 LR: 8.319e-02 Score 94.231 Data time: 0.2170, Forward time: 2.2723, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 5.5068 [2020-11-12 18:27:37,107][root][INFO] - ===> Epoch[143](3701/26): Loss -0.5535, Sem 0.1627, dir -0.9443, norm 0.2282, swav 0.0000 LR: 8.318e-02 Score 94.831 Data time: 0.2145, Forward time: 2.2723, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.2719 [2020-11-12 18:27:42,184][root][INFO] - ===> Epoch[143](3702/26): Loss -0.5860, Sem 0.1488, dir -0.9441, norm 0.2094, swav 0.0000 LR: 8.318e-02 Score 95.293 Data time: 0.2426, Forward time: 2.2724, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 4.9672 [2020-11-12 18:27:47,347][root][INFO] - ===> Epoch[143](3703/26): Loss -0.5286, Sem 0.1951, dir -0.9435, norm 0.2198, swav 0.0000 LR: 8.317e-02 Score 93.599 Data time: 0.2163, Forward time: 2.2724, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 5.0613 [2020-11-12 18:27:53,588][root][INFO] - ===> Epoch[143](3704/26): Loss -0.4818, Sem 0.1872, dir -0.9344, norm 0.2654, swav 0.0000 LR: 8.317e-02 Score 93.753 Data time: 0.2996, Forward time: 2.2726, Backward time: 3.1379, DDP time: 0.0039, Total iter time: 6.1346 [2020-11-12 18:27:58,734][root][INFO] - ===> Epoch[143](3705/26): Loss -0.5466, Sem 0.1732, dir -0.9351, norm 0.2154, swav 0.0000 LR: 8.316e-02 Score 94.338 Data time: 0.2273, Forward time: 2.2727, Backward time: 3.1377, DDP time: 0.0039, Total iter time: 5.0278 [2020-11-12 18:28:04,657][root][INFO] - ===> Epoch[143](3706/26): Loss -0.5136, Sem 0.1877, dir -0.9421, norm 0.2408, swav 0.0000 LR: 8.316e-02 Score 93.913 Data time: 0.1728, Forward time: 2.2726, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 5.8200 [2020-11-12 18:28:11,558][root][INFO] - ===> Epoch[143](3707/26): Loss -0.5249, Sem 0.1916, dir -0.9444, norm 0.2278, swav 0.0000 LR: 8.315e-02 Score 93.395 Data time: 0.2484, Forward time: 2.2726, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 6.8083 [2020-11-12 18:28:18,658][root][INFO] - ===> Epoch[143](3708/26): Loss -0.5031, Sem 0.1922, dir -0.9323, norm 0.2370, swav 0.0000 LR: 8.315e-02 Score 93.618 Data time: 0.3711, Forward time: 2.2730, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 6.9752 [2020-11-12 18:28:25,067][root][INFO] - ===> Epoch[143](3709/26): Loss -0.5085, Sem 0.2043, dir -0.9354, norm 0.2226, swav 0.0000 LR: 8.314e-02 Score 93.518 Data time: 0.2628, Forward time: 2.2731, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 6.2696 [2020-11-12 18:28:30,383][root][INFO] - ===> Epoch[143](3710/26): Loss -0.5199, Sem 0.1981, dir -0.9394, norm 0.2214, swav 0.0000 LR: 8.314e-02 Score 93.621 Data time: 0.1945, Forward time: 2.2730, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 5.1898 [2020-11-12 18:28:36,174][root][INFO] - ===> Epoch[143](3711/26): Loss -0.5149, Sem 0.1902, dir -0.9332, norm 0.2281, swav 0.0000 LR: 8.313e-02 Score 93.967 Data time: 0.1314, Forward time: 2.2728, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 5.6827 [2020-11-12 18:28:42,340][root][INFO] - ===> Epoch[143](3712/26): Loss -0.5179, Sem 0.1978, dir -0.9402, norm 0.2245, swav 0.0000 LR: 8.313e-02 Score 93.643 Data time: 0.1757, Forward time: 2.2727, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 6.1155 [2020-11-12 18:28:47,934][root][INFO] - ===> Epoch[143](3713/26): Loss -0.5310, Sem 0.1871, dir -0.9366, norm 0.2186, swav 0.0000 LR: 8.313e-02 Score 93.926 Data time: 0.2193, Forward time: 2.2727, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.5009 [2020-11-12 18:28:54,496][root][INFO] - ===> Epoch[143](3714/26): Loss -0.5018, Sem 0.2001, dir -0.9381, norm 0.2362, swav 0.0000 LR: 8.312e-02 Score 93.613 Data time: 0.2552, Forward time: 2.2727, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 6.4548 [2020-11-12 18:29:00,865][root][INFO] - ===> Epoch[143](3715/26): Loss -0.5296, Sem 0.1920, dir -0.9465, norm 0.2248, swav 0.0000 LR: 8.312e-02 Score 93.840 Data time: 0.2023, Forward time: 2.2727, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 6.2572 [2020-11-12 18:29:06,654][root][INFO] - ===> Epoch[143](3716/26): Loss -0.5615, Sem 0.1746, dir -0.9455, norm 0.2093, swav 0.0000 LR: 8.311e-02 Score 94.427 Data time: 0.1806, Forward time: 2.2726, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.6888 [2020-11-12 18:29:12,995][root][INFO] - ===> Epoch[143](3717/26): Loss -0.4981, Sem 0.1823, dir -0.9427, norm 0.2624, swav 0.0000 LR: 8.311e-02 Score 94.364 Data time: 0.2291, Forward time: 2.2725, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 6.2438 [2020-11-12 18:29:17,895][root][INFO] - ===> Epoch[143](3718/26): Loss -0.5201, Sem 0.1975, dir -0.9371, norm 0.2195, swav 0.0000 LR: 8.310e-02 Score 93.793 Data time: 0.2284, Forward time: 2.2725, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 4.8087 [2020-11-12 18:29:23,009][root][INFO] - ===> Epoch[144](3719/26): Loss -0.5158, Sem 0.1938, dir -0.9326, norm 0.2231, swav 0.0000 LR: 8.310e-02 Score 93.231 Data time: 0.2220, Forward time: 2.2726, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.0025 [2020-11-12 18:29:28,855][root][INFO] - ===> Epoch[144](3720/26): Loss -0.4845, Sem 0.2122, dir -0.9343, norm 0.2375, swav 0.0000 LR: 8.309e-02 Score 93.601 Data time: 0.2421, Forward time: 2.2726, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.7472 [2020-11-12 18:29:35,488][root][INFO] - ===> Epoch[144](3721/26): Loss -0.5062, Sem 0.2078, dir -0.9428, norm 0.2288, swav 0.0000 LR: 8.309e-02 Score 93.096 Data time: 0.2941, Forward time: 2.2728, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 6.5181 [2020-11-12 18:29:41,419][root][INFO] - ===> Epoch[144](3722/26): Loss -0.5228, Sem 0.2025, dir -0.9421, norm 0.2167, swav 0.0000 LR: 8.308e-02 Score 93.292 Data time: 0.2357, Forward time: 2.2730, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.8116 [2020-11-12 18:29:46,754][root][INFO] - ===> Epoch[144](3723/26): Loss -0.5420, Sem 0.1811, dir -0.9384, norm 0.2153, swav 0.0000 LR: 8.308e-02 Score 94.317 Data time: 0.1865, Forward time: 2.2729, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 5.2318 [2020-11-12 18:29:52,747][root][INFO] - ===> Epoch[144](3724/26): Loss -0.4606, Sem 0.2228, dir -0.9336, norm 0.2502, swav 0.0000 LR: 8.308e-02 Score 93.305 Data time: 0.1595, Forward time: 2.2728, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.9284 [2020-11-12 18:29:57,540][root][INFO] - ===> Epoch[144](3725/26): Loss -0.4997, Sem 0.1927, dir -0.9354, norm 0.2430, swav 0.0000 LR: 8.307e-02 Score 93.865 Data time: 0.1860, Forward time: 2.2727, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 4.7468 [2020-11-12 18:30:02,482][root][INFO] - ===> Epoch[144](3726/26): Loss -0.5385, Sem 0.1795, dir -0.9375, norm 0.2196, swav 0.0000 LR: 8.307e-02 Score 94.082 Data time: 0.1690, Forward time: 2.2726, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 4.8548 [2020-11-12 18:30:08,576][root][INFO] - ===> Epoch[144](3727/26): Loss -0.5037, Sem 0.1979, dir -0.9376, norm 0.2361, swav 0.0000 LR: 8.306e-02 Score 93.464 Data time: 0.1906, Forward time: 2.2724, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.9911 [2020-11-12 18:30:13,733][root][INFO] - ===> Epoch[144](3728/26): Loss -0.4956, Sem 0.2112, dir -0.9344, norm 0.2276, swav 0.0000 LR: 8.306e-02 Score 93.029 Data time: 0.1726, Forward time: 2.2723, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.0863 [2020-11-12 18:30:20,206][root][INFO] - ===> Epoch[144](3729/26): Loss -0.5278, Sem 0.1963, dir -0.9410, norm 0.2168, swav 0.0000 LR: 8.305e-02 Score 93.427 Data time: 0.2771, Forward time: 2.2724, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 6.3638 [2020-11-12 18:30:26,793][root][INFO] - ===> Epoch[144](3730/26): Loss -0.5021, Sem 0.1962, dir -0.9432, norm 0.2450, swav 0.0000 LR: 8.305e-02 Score 93.970 Data time: 0.2077, Forward time: 2.2723, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 6.4605 [2020-11-12 18:30:33,085][root][INFO] - ===> Epoch[144](3731/26): Loss -0.5593, Sem 0.1748, dir -0.9486, norm 0.2145, swav 0.0000 LR: 8.304e-02 Score 94.199 Data time: 0.3082, Forward time: 2.2726, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 6.1820 [2020-11-12 18:30:37,528][root][INFO] - ===> Epoch[144](3732/26): Loss -0.5366, Sem 0.1821, dir -0.9358, norm 0.2170, swav 0.0000 LR: 8.304e-02 Score 94.011 Data time: 0.2055, Forward time: 2.2726, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 4.3005 [2020-11-12 18:30:43,132][root][INFO] - ===> Epoch[144](3733/26): Loss -0.5290, Sem 0.1995, dir -0.9451, norm 0.2167, swav 0.0000 LR: 8.303e-02 Score 93.728 Data time: 0.2161, Forward time: 2.2726, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 5.4965 [2020-11-12 18:30:48,979][root][INFO] - ===> Epoch[144](3734/26): Loss -0.5039, Sem 0.1894, dir -0.9291, norm 0.2358, swav 0.0000 LR: 8.303e-02 Score 93.936 Data time: 0.1848, Forward time: 2.2725, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 5.7304 [2020-11-12 18:30:55,265][root][INFO] - ===> Epoch[144](3735/26): Loss -0.5061, Sem 0.1975, dir -0.9406, norm 0.2370, swav 0.0000 LR: 8.302e-02 Score 93.788 Data time: 0.2280, Forward time: 2.2725, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 6.1837 [2020-11-12 18:31:01,017][root][INFO] - ===> Epoch[144](3736/26): Loss -0.5195, Sem 0.1899, dir -0.9350, norm 0.2257, swav 0.0000 LR: 8.302e-02 Score 93.905 Data time: 0.2044, Forward time: 2.2725, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.6414 [2020-11-12 18:31:06,700][root][INFO] - ===> Epoch[144](3737/26): Loss -0.5316, Sem 0.1847, dir -0.9388, norm 0.2225, swav 0.0000 LR: 8.302e-02 Score 94.002 Data time: 0.2112, Forward time: 2.2725, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.5715 [2020-11-12 18:31:13,288][root][INFO] - ===> Epoch[144](3738/26): Loss -0.5118, Sem 0.2006, dir -0.9438, norm 0.2313, swav 0.0000 LR: 8.301e-02 Score 93.533 Data time: 0.1539, Forward time: 2.2724, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 6.4650 [2020-11-12 18:31:19,611][root][INFO] - ===> Epoch[144](3739/26): Loss -0.5231, Sem 0.1910, dir -0.9378, norm 0.2237, swav 0.0000 LR: 8.301e-02 Score 93.586 Data time: 0.1865, Forward time: 2.2723, Backward time: 3.1389, DDP time: 0.0039, Total iter time: 6.2602 [2020-11-12 18:31:24,688][root][INFO] - ===> Epoch[144](3740/26): Loss -0.5091, Sem 0.2198, dir -0.9485, norm 0.2196, swav 0.0000 LR: 8.300e-02 Score 93.468 Data time: 0.2193, Forward time: 2.2723, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 4.9922 [2020-11-12 18:31:30,615][root][INFO] - ===> Epoch[144](3741/26): Loss -0.4658, Sem 0.2026, dir -0.9301, norm 0.2617, swav 0.0000 LR: 8.300e-02 Score 93.356 Data time: 0.2864, Forward time: 2.2724, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 5.8178 [2020-11-12 18:31:37,079][root][INFO] - ===> Epoch[144](3742/26): Loss -0.5015, Sem 0.1801, dir -0.9278, norm 0.2463, swav 0.0000 LR: 8.299e-02 Score 94.078 Data time: 0.3596, Forward time: 2.2727, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 6.3486 [2020-11-12 18:31:42,502][root][INFO] - ===> Epoch[144](3743/26): Loss -0.5001, Sem 0.2088, dir -0.9408, norm 0.2320, swav 0.0000 LR: 8.299e-02 Score 92.819 Data time: 0.1999, Forward time: 2.2727, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.2782 [2020-11-12 18:31:47,423][root][INFO] - ===> Epoch[144](3744/26): Loss -0.5069, Sem 0.1810, dir -0.9376, norm 0.2497, swav 0.0000 LR: 8.298e-02 Score 93.987 Data time: 0.1867, Forward time: 2.2726, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 4.8238 [2020-11-12 18:31:52,346][root][INFO] - ===> Epoch[145](3745/26): Loss -0.5434, Sem 0.1745, dir -0.9465, norm 0.2286, swav 0.0000 LR: 8.298e-02 Score 94.398 Data time: 0.2008, Forward time: 2.2726, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 4.8339 [2020-11-12 18:31:57,453][root][INFO] - ===> Epoch[145](3746/26): Loss -0.5146, Sem 0.1912, dir -0.9411, norm 0.2353, swav 0.0000 LR: 8.297e-02 Score 94.211 Data time: 0.1553, Forward time: 2.2724, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 5.0029 [2020-11-12 18:32:03,321][root][INFO] - ===> Epoch[145](3747/26): Loss -0.5161, Sem 0.2045, dir -0.9428, norm 0.2221, swav 0.0000 LR: 8.297e-02 Score 93.276 Data time: 0.2112, Forward time: 2.2724, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 5.7939 [2020-11-12 18:32:08,885][root][INFO] - ===> Epoch[145](3748/26): Loss -0.5247, Sem 0.1905, dir -0.9385, norm 0.2232, swav 0.0000 LR: 8.296e-02 Score 93.797 Data time: 0.2158, Forward time: 2.2725, Backward time: 3.1379, DDP time: 0.0039, Total iter time: 5.4512 [2020-11-12 18:32:15,152][root][INFO] - ===> Epoch[145](3749/26): Loss -0.4740, Sem 0.2193, dir -0.9324, norm 0.2392, swav 0.0000 LR: 8.296e-02 Score 92.994 Data time: 0.1925, Forward time: 2.2724, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 6.1687 [2020-11-12 18:32:20,526][root][INFO] - ===> Epoch[145](3750/26): Loss -0.5443, Sem 0.1697, dir -0.9369, norm 0.2229, swav 0.0000 LR: 8.296e-02 Score 94.767 Data time: 0.1856, Forward time: 2.2723, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 5.2759 [2020-11-12 18:32:26,804][root][INFO] - ===> Epoch[145](3751/26): Loss -0.4842, Sem 0.1915, dir -0.9313, norm 0.2556, swav 0.0000 LR: 8.295e-02 Score 94.052 Data time: 0.2772, Forward time: 2.2724, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 6.1968 [2020-11-12 18:32:33,703][root][INFO] - ===> Epoch[145](3752/26): Loss -0.5299, Sem 0.1972, dir -0.9452, norm 0.2182, swav 0.0000 LR: 8.295e-02 Score 93.800 Data time: 0.2487, Forward time: 2.2726, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 6.7532 [2020-11-12 18:32:39,515][root][INFO] - ===> Epoch[145](3753/26): Loss -0.5698, Sem 0.1710, dir -0.9452, norm 0.2044, swav 0.0000 LR: 8.294e-02 Score 94.387 Data time: 0.1289, Forward time: 2.2724, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.6658 [2020-11-12 18:32:45,000][root][INFO] - ===> Epoch[145](3754/26): Loss -0.4843, Sem 0.1993, dir -0.9373, norm 0.2537, swav 0.0000 LR: 8.294e-02 Score 93.819 Data time: 0.1228, Forward time: 2.2721, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.4018 [2020-11-12 18:32:50,776][root][INFO] - ===> Epoch[145](3755/26): Loss -0.5073, Sem 0.1856, dir -0.9408, norm 0.2478, swav 0.0000 LR: 8.293e-02 Score 94.128 Data time: 0.1891, Forward time: 2.2721, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.7308 [2020-11-12 18:32:56,315][root][INFO] - ===> Epoch[145](3756/26): Loss -0.4961, Sem 0.1911, dir -0.9299, norm 0.2426, swav 0.0000 LR: 8.293e-02 Score 93.909 Data time: 0.1718, Forward time: 2.2720, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.4420 [2020-11-12 18:33:02,768][root][INFO] - ===> Epoch[145](3757/26): Loss -0.5422, Sem 0.1761, dir -0.9452, norm 0.2268, swav 0.0000 LR: 8.292e-02 Score 94.209 Data time: 0.2474, Forward time: 2.2721, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 6.3773 [2020-11-12 18:33:08,421][root][INFO] - ===> Epoch[145](3758/26): Loss -0.5246, Sem 0.1700, dir -0.9369, norm 0.2423, swav 0.0000 LR: 8.292e-02 Score 94.421 Data time: 0.1861, Forward time: 2.2720, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.5258 [2020-11-12 18:33:13,834][root][INFO] - ===> Epoch[145](3759/26): Loss -0.5402, Sem 0.1731, dir -0.9421, norm 0.2289, swav 0.0000 LR: 8.291e-02 Score 94.442 Data time: 0.2020, Forward time: 2.2720, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.3179 [2020-11-12 18:33:20,554][root][INFO] - ===> Epoch[145](3760/26): Loss -0.4533, Sem 0.2199, dir -0.9321, norm 0.2589, swav 0.0000 LR: 8.291e-02 Score 93.557 Data time: 0.2002, Forward time: 2.2720, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 6.6084 [2020-11-12 18:33:25,743][root][INFO] - ===> Epoch[145](3761/26): Loss -0.5311, Sem 0.1740, dir -0.9343, norm 0.2291, swav 0.0000 LR: 8.291e-02 Score 94.337 Data time: 0.2317, Forward time: 2.2720, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.0851 [2020-11-12 18:33:31,705][root][INFO] - ===> Epoch[145](3762/26): Loss -0.5806, Sem 0.1603, dir -0.9496, norm 0.2086, swav 0.0000 LR: 8.290e-02 Score 94.576 Data time: 0.2410, Forward time: 2.2721, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.8451 [2020-11-12 18:33:38,343][root][INFO] - ===> Epoch[145](3763/26): Loss -0.5360, Sem 0.1870, dir -0.9411, norm 0.2182, swav 0.0000 LR: 8.290e-02 Score 93.863 Data time: 0.1900, Forward time: 2.2721, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 6.5075 [2020-11-12 18:33:43,695][root][INFO] - ===> Epoch[145](3764/26): Loss -0.5517, Sem 0.1642, dir -0.9511, norm 0.2351, swav 0.0000 LR: 8.289e-02 Score 94.749 Data time: 0.1663, Forward time: 2.2719, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 5.2602 [2020-11-12 18:33:48,770][root][INFO] - ===> Epoch[145](3765/26): Loss -0.5364, Sem 0.1840, dir -0.9432, norm 0.2229, swav 0.0000 LR: 8.289e-02 Score 94.012 Data time: 0.2084, Forward time: 2.2720, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.0098 [2020-11-12 18:33:54,419][root][INFO] - ===> Epoch[145](3766/26): Loss -0.5154, Sem 0.1820, dir -0.9351, norm 0.2377, swav 0.0000 LR: 8.288e-02 Score 94.216 Data time: 0.1635, Forward time: 2.2719, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.5285 [2020-11-12 18:33:59,458][root][INFO] - ===> Epoch[145](3767/26): Loss -0.5175, Sem 0.2003, dir -0.9399, norm 0.2220, swav 0.0000 LR: 8.288e-02 Score 93.933 Data time: 0.1748, Forward time: 2.2718, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 4.9466 [2020-11-12 18:34:06,504][root][INFO] - ===> Epoch[145](3768/26): Loss -0.5300, Sem 0.1797, dir -0.9377, norm 0.2280, swav 0.0000 LR: 8.287e-02 Score 94.140 Data time: 0.1787, Forward time: 2.2717, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 6.9865 [2020-11-12 18:34:11,872][root][INFO] - ===> Epoch[145](3769/26): Loss -0.4847, Sem 0.2194, dir -0.9363, norm 0.2323, swav 0.0000 LR: 8.287e-02 Score 93.443 Data time: 0.2285, Forward time: 2.2717, Backward time: 3.1391, DDP time: 0.0039, Total iter time: 5.2572 [2020-11-12 18:34:17,752][root][INFO] - ===> Epoch[145](3770/26): Loss -0.5280, Sem 0.1705, dir -0.9423, norm 0.2437, swav 0.0000 LR: 8.286e-02 Score 94.632 Data time: 0.3336, Forward time: 2.2719, Backward time: 3.1389, DDP time: 0.0039, Total iter time: 5.7626 [2020-11-12 18:34:24,577][root][INFO] - ===> Epoch[146](3771/26): Loss -0.5082, Sem 0.1891, dir -0.9303, norm 0.2330, swav 0.0000 LR: 8.286e-02 Score 93.931 Data time: 0.2522, Forward time: 2.2720, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 6.6930 [2020-11-12 18:34:28,945][root][INFO] - ===> Epoch[146](3772/26): Loss -0.5006, Sem 0.2020, dir -0.9364, norm 0.2337, swav 0.0000 LR: 8.285e-02 Score 93.690 Data time: 0.2114, Forward time: 2.2720, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 4.2519 [2020-11-12 18:34:34,060][root][INFO] - ===> Epoch[146](3773/26): Loss -0.4894, Sem 0.2097, dir -0.9422, norm 0.2430, swav 0.0000 LR: 8.285e-02 Score 93.367 Data time: 0.2037, Forward time: 2.2720, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.0083 [2020-11-12 18:34:40,438][root][INFO] - ===> Epoch[146](3774/26): Loss -0.4595, Sem 0.1895, dir -0.9247, norm 0.2757, swav 0.0000 LR: 8.285e-02 Score 93.880 Data time: 0.1933, Forward time: 2.2719, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 6.2472 [2020-11-12 18:34:47,188][root][INFO] - ===> Epoch[146](3775/26): Loss -0.4958, Sem 0.2118, dir -0.9418, norm 0.2343, swav 0.0000 LR: 8.284e-02 Score 93.033 Data time: 0.1152, Forward time: 2.2717, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 6.6430 [2020-11-12 18:34:53,256][root][INFO] - ===> Epoch[146](3776/26): Loss -0.4734, Sem 0.2078, dir -0.9278, norm 0.2466, swav 0.0000 LR: 8.284e-02 Score 93.456 Data time: 0.2165, Forward time: 2.2717, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 6.0182 [2020-11-12 18:34:59,551][root][INFO] - ===> Epoch[146](3777/26): Loss -0.5171, Sem 0.1976, dir -0.9380, norm 0.2233, swav 0.0000 LR: 8.283e-02 Score 93.676 Data time: 0.2324, Forward time: 2.2718, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 6.1981 [2020-11-12 18:35:04,933][root][INFO] - ===> Epoch[146](3778/26): Loss -0.5650, Sem 0.1671, dir -0.9512, norm 0.2191, swav 0.0000 LR: 8.283e-02 Score 94.835 Data time: 0.1745, Forward time: 2.2717, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.2623 [2020-11-12 18:35:11,781][root][INFO] - ===> Epoch[146](3779/26): Loss -0.4899, Sem 0.1994, dir -0.9322, norm 0.2430, swav 0.0000 LR: 8.282e-02 Score 93.340 Data time: 0.2611, Forward time: 2.2718, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 6.7596 [2020-11-12 18:35:18,563][root][INFO] - ===> Epoch[146](3780/26): Loss -0.5078, Sem 0.1791, dir -0.9301, norm 0.2432, swav 0.0000 LR: 8.282e-02 Score 93.932 Data time: 0.2296, Forward time: 2.2719, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 6.6591 [2020-11-12 18:35:23,679][root][INFO] - ===> Epoch[146](3781/26): Loss -0.5247, Sem 0.1870, dir -0.9396, norm 0.2279, swav 0.0000 LR: 8.281e-02 Score 94.088 Data time: 0.1775, Forward time: 2.2718, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 4.9923 [2020-11-12 18:35:29,618][root][INFO] - ===> Epoch[146](3782/26): Loss -0.5064, Sem 0.1962, dir -0.9435, norm 0.2409, swav 0.0000 LR: 8.281e-02 Score 93.959 Data time: 0.2418, Forward time: 2.2719, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 5.8373 [2020-11-12 18:35:35,148][root][INFO] - ===> Epoch[146](3783/26): Loss -0.5318, Sem 0.1808, dir -0.9432, norm 0.2305, swav 0.0000 LR: 8.280e-02 Score 94.203 Data time: 0.1793, Forward time: 2.2718, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 5.3970 [2020-11-12 18:35:40,665][root][INFO] - ===> Epoch[146](3784/26): Loss -0.4971, Sem 0.1967, dir -0.9369, norm 0.2431, swav 0.0000 LR: 8.280e-02 Score 93.842 Data time: 0.1681, Forward time: 2.2716, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.4311 [2020-11-12 18:35:46,482][root][INFO] - ===> Epoch[146](3785/26): Loss -0.5057, Sem 0.2055, dir -0.9397, norm 0.2285, swav 0.0000 LR: 8.279e-02 Score 93.962 Data time: 0.1794, Forward time: 2.2716, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.7711 [2020-11-12 18:35:53,097][root][INFO] - ===> Epoch[146](3786/26): Loss -0.4806, Sem 0.1917, dir -0.9297, norm 0.2573, swav 0.0000 LR: 8.279e-02 Score 94.027 Data time: 0.1745, Forward time: 2.2715, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 6.5411 [2020-11-12 18:35:59,993][root][INFO] - ===> Epoch[146](3787/26): Loss -0.5212, Sem 0.1808, dir -0.9385, norm 0.2365, swav 0.0000 LR: 8.279e-02 Score 94.236 Data time: 0.1570, Forward time: 2.2714, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 6.8057 [2020-11-12 18:36:06,579][root][INFO] - ===> Epoch[146](3788/26): Loss -0.4986, Sem 0.2066, dir -0.9439, norm 0.2387, swav 0.0000 LR: 8.278e-02 Score 93.642 Data time: 0.2169, Forward time: 2.2714, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.4949 [2020-11-12 18:36:11,641][root][INFO] - ===> Epoch[146](3789/26): Loss -0.5587, Sem 0.1733, dir -0.9441, norm 0.2122, swav 0.0000 LR: 8.278e-02 Score 94.184 Data time: 0.1961, Forward time: 2.2713, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 4.9416 [2020-11-12 18:36:18,231][root][INFO] - ===> Epoch[146](3790/26): Loss -0.5394, Sem 0.1735, dir -0.9432, norm 0.2302, swav 0.0000 LR: 8.277e-02 Score 94.269 Data time: 0.1714, Forward time: 2.2712, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 6.4708 [2020-11-12 18:36:23,742][root][INFO] - ===> Epoch[146](3791/26): Loss -0.5190, Sem 0.1715, dir -0.9386, norm 0.2481, swav 0.0000 LR: 8.277e-02 Score 94.358 Data time: 0.1876, Forward time: 2.2712, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.4368 [2020-11-12 18:36:29,593][root][INFO] - ===> Epoch[146](3792/26): Loss -0.5292, Sem 0.1696, dir -0.9322, norm 0.2333, swav 0.0000 LR: 8.276e-02 Score 94.125 Data time: 0.1804, Forward time: 2.2711, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.7468 [2020-11-12 18:36:35,134][root][INFO] - ===> Epoch[146](3793/26): Loss -0.5158, Sem 0.2039, dir -0.9381, norm 0.2183, swav 0.0000 LR: 8.276e-02 Score 93.339 Data time: 0.1534, Forward time: 2.2710, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.4560 [2020-11-12 18:36:40,360][root][INFO] - ===> Epoch[146](3794/26): Loss -0.5420, Sem 0.1828, dir -0.9358, norm 0.2110, swav 0.0000 LR: 8.275e-02 Score 94.142 Data time: 0.1806, Forward time: 2.2709, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.1466 [2020-11-12 18:36:46,889][root][INFO] - ===> Epoch[146](3795/26): Loss -0.5294, Sem 0.1805, dir -0.9412, norm 0.2313, swav 0.0000 LR: 8.275e-02 Score 94.267 Data time: 0.1693, Forward time: 2.2708, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.4324 [2020-11-12 18:36:53,355][root][INFO] - ===> Epoch[146](3796/26): Loss -0.5305, Sem 0.1842, dir -0.9500, norm 0.2354, swav 0.0000 LR: 8.274e-02 Score 94.110 Data time: 0.1915, Forward time: 2.2708, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.3669 [2020-11-12 18:36:57,972][root][INFO] - ===> Epoch[147](3797/26): Loss -0.5359, Sem 0.2077, dir -0.9485, norm 0.2049, swav 0.0000 LR: 8.274e-02 Score 93.007 Data time: 0.1896, Forward time: 2.2707, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 4.4922 [2020-11-12 18:37:02,976][root][INFO] - ===> Epoch[147](3798/26): Loss -0.5399, Sem 0.1871, dir -0.9418, norm 0.2148, swav 0.0000 LR: 8.274e-02 Score 94.337 Data time: 0.2236, Forward time: 2.2707, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 4.8987 [2020-11-12 18:37:08,360][root][INFO] - ===> Epoch[147](3799/26): Loss -0.5552, Sem 0.1797, dir -0.9480, norm 0.2132, swav 0.0000 LR: 8.273e-02 Score 94.178 Data time: 0.2262, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.2764 [2020-11-12 18:37:14,619][root][INFO] - ===> Epoch[147](3800/26): Loss -0.5321, Sem 0.1735, dir -0.9392, norm 0.2336, swav 0.0000 LR: 8.273e-02 Score 94.304 Data time: 0.1831, Forward time: 2.2707, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.1250 [2020-11-12 18:37:20,956][root][INFO] - ===> Epoch[147](3801/26): Loss -0.5281, Sem 0.1687, dir -0.9404, norm 0.2437, swav 0.0000 LR: 8.272e-02 Score 94.399 Data time: 0.1933, Forward time: 2.2707, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 6.2160 [2020-11-12 18:37:27,333][root][INFO] - ===> Epoch[147](3802/26): Loss -0.4927, Sem 0.1963, dir -0.9330, norm 0.2440, swav 0.0000 LR: 8.272e-02 Score 93.779 Data time: 0.2817, Forward time: 2.2709, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.2606 [2020-11-12 18:37:32,493][root][INFO] - ===> Epoch[147](3803/26): Loss -0.5727, Sem 0.1544, dir -0.9448, norm 0.2176, swav 0.0000 LR: 8.271e-02 Score 95.072 Data time: 0.2610, Forward time: 2.2709, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.0205 [2020-11-12 18:37:38,648][root][INFO] - ===> Epoch[147](3804/26): Loss -0.5259, Sem 0.2014, dir -0.9476, norm 0.2203, swav 0.0000 LR: 8.271e-02 Score 93.593 Data time: 0.1892, Forward time: 2.2709, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.0130 [2020-11-12 18:37:43,909][root][INFO] - ===> Epoch[147](3805/26): Loss -0.5636, Sem 0.1638, dir -0.9386, norm 0.2112, swav 0.0000 LR: 8.270e-02 Score 94.899 Data time: 0.2107, Forward time: 2.2708, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.1477 [2020-11-12 18:37:49,058][root][INFO] - ===> Epoch[147](3806/26): Loss -0.5304, Sem 0.1906, dir -0.9439, norm 0.2228, swav 0.0000 LR: 8.270e-02 Score 94.186 Data time: 0.2386, Forward time: 2.2709, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.0464 [2020-11-12 18:37:55,027][root][INFO] - ===> Epoch[147](3807/26): Loss -0.5024, Sem 0.2056, dir -0.9430, norm 0.2350, swav 0.0000 LR: 8.269e-02 Score 93.565 Data time: 0.1541, Forward time: 2.2707, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.8632 [2020-11-12 18:38:00,121][root][INFO] - ===> Epoch[147](3808/26): Loss -0.5550, Sem 0.1812, dir -0.9494, norm 0.2132, swav 0.0000 LR: 8.269e-02 Score 94.329 Data time: 0.2157, Forward time: 2.2708, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.0102 [2020-11-12 18:38:07,863][root][INFO] - ===> Epoch[147](3809/26): Loss -0.5270, Sem 0.1824, dir -0.9432, norm 0.2339, swav 0.0000 LR: 8.268e-02 Score 94.395 Data time: 0.2061, Forward time: 2.2707, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 7.6178 [2020-11-12 18:38:13,035][root][INFO] - ===> Epoch[147](3810/26): Loss -0.5346, Sem 0.1626, dir -0.9359, norm 0.2386, swav 0.0000 LR: 8.268e-02 Score 94.644 Data time: 0.2251, Forward time: 2.2708, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.0682 [2020-11-12 18:38:18,642][root][INFO] - ===> Epoch[147](3811/26): Loss -0.4935, Sem 0.2066, dir -0.9424, norm 0.2423, swav 0.0000 LR: 8.268e-02 Score 93.768 Data time: 0.1808, Forward time: 2.2707, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.4925 [2020-11-12 18:38:23,991][root][INFO] - ===> Epoch[147](3812/26): Loss -0.5111, Sem 0.1911, dir -0.9358, norm 0.2336, swav 0.0000 LR: 8.267e-02 Score 93.759 Data time: 0.1917, Forward time: 2.2707, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.2501 [2020-11-12 18:38:29,083][root][INFO] - ===> Epoch[147](3813/26): Loss -0.5292, Sem 0.1838, dir -0.9396, norm 0.2266, swav 0.0000 LR: 8.267e-02 Score 94.225 Data time: 0.1732, Forward time: 2.2706, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 4.9858 [2020-11-12 18:38:33,694][root][INFO] - ===> Epoch[147](3814/26): Loss -0.5200, Sem 0.1891, dir -0.9391, norm 0.2300, swav 0.0000 LR: 8.266e-02 Score 93.798 Data time: 0.1773, Forward time: 2.2705, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 4.5114 [2020-11-12 18:38:38,862][root][INFO] - ===> Epoch[147](3815/26): Loss -0.5484, Sem 0.1756, dir -0.9391, norm 0.2152, swav 0.0000 LR: 8.266e-02 Score 94.356 Data time: 0.1910, Forward time: 2.2705, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.0640 [2020-11-12 18:38:45,494][root][INFO] - ===> Epoch[147](3816/26): Loss -0.5383, Sem 0.1938, dir -0.9429, norm 0.2109, swav 0.0000 LR: 8.265e-02 Score 94.174 Data time: 0.1990, Forward time: 2.2704, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.5105 [2020-11-12 18:38:51,559][root][INFO] - ===> Epoch[147](3817/26): Loss -0.5117, Sem 0.1788, dir -0.9411, norm 0.2506, swav 0.0000 LR: 8.265e-02 Score 94.109 Data time: 0.1727, Forward time: 2.2703, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.9426 [2020-11-12 18:38:57,091][root][INFO] - ===> Epoch[147](3818/26): Loss -0.5377, Sem 0.1984, dir -0.9458, norm 0.2098, swav 0.0000 LR: 8.264e-02 Score 93.324 Data time: 0.1892, Forward time: 2.2703, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.4611 [2020-11-12 18:39:02,345][root][INFO] - ===> Epoch[147](3819/26): Loss -0.5484, Sem 0.1802, dir -0.9441, norm 0.2155, swav 0.0000 LR: 8.264e-02 Score 94.356 Data time: 0.1680, Forward time: 2.2702, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.1582 [2020-11-12 18:39:09,189][root][INFO] - ===> Epoch[147](3820/26): Loss -0.5168, Sem 0.1809, dir -0.9313, norm 0.2336, swav 0.0000 LR: 8.263e-02 Score 94.290 Data time: 0.2142, Forward time: 2.2702, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.7547 [2020-11-12 18:39:14,271][root][INFO] - ===> Epoch[147](3821/26): Loss -0.5643, Sem 0.1717, dir -0.9502, norm 0.2142, swav 0.0000 LR: 8.263e-02 Score 94.088 Data time: 0.2059, Forward time: 2.2702, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 4.9806 [2020-11-12 18:39:20,143][root][INFO] - ===> Epoch[147](3822/26): Loss -0.5326, Sem 0.1744, dir -0.9412, norm 0.2342, swav 0.0000 LR: 8.262e-02 Score 94.496 Data time: 0.1783, Forward time: 2.2702, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.7667 [2020-11-12 18:39:25,376][root][INFO] - ===> Epoch[148](3823/26): Loss -0.5234, Sem 0.2030, dir -0.9385, norm 0.2121, swav 0.0000 LR: 8.262e-02 Score 93.503 Data time: 0.1827, Forward time: 2.2700, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.1271 [2020-11-12 18:39:32,122][root][INFO] - ===> Epoch[148](3824/26): Loss -0.5262, Sem 0.1909, dir -0.9370, norm 0.2199, swav 0.0000 LR: 8.262e-02 Score 93.930 Data time: 0.1934, Forward time: 2.2699, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.6723 [2020-11-12 18:39:37,801][root][INFO] - ===> Epoch[148](3825/26): Loss -0.5496, Sem 0.1681, dir -0.9435, norm 0.2257, swav 0.0000 LR: 8.261e-02 Score 94.702 Data time: 0.2231, Forward time: 2.2699, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.5723 [2020-11-12 18:39:45,047][root][INFO] - ===> Epoch[148](3826/26): Loss -0.4628, Sem 0.1961, dir -0.9287, norm 0.2698, swav 0.0000 LR: 8.261e-02 Score 93.685 Data time: 0.2446, Forward time: 2.2701, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 7.1244 [2020-11-12 18:39:51,375][root][INFO] - ===> Epoch[148](3827/26): Loss -0.5661, Sem 0.1723, dir -0.9494, norm 0.2110, swav 0.0000 LR: 8.260e-02 Score 94.371 Data time: 0.1964, Forward time: 2.2700, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.2033 [2020-11-12 18:39:58,122][root][INFO] - ===> Epoch[148](3828/26): Loss -0.4794, Sem 0.2136, dir -0.9316, norm 0.2387, swav 0.0000 LR: 8.260e-02 Score 92.949 Data time: 0.2750, Forward time: 2.2702, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.6403 [2020-11-12 18:40:04,310][root][INFO] - ===> Epoch[148](3829/26): Loss -0.5455, Sem 0.1799, dir -0.9438, norm 0.2184, swav 0.0000 LR: 8.259e-02 Score 94.025 Data time: 0.2866, Forward time: 2.2704, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.0626 [2020-11-12 18:40:09,248][root][INFO] - ===> Epoch[148](3830/26): Loss -0.5427, Sem 0.1851, dir -0.9414, norm 0.2136, swav 0.0000 LR: 8.259e-02 Score 94.264 Data time: 0.2166, Forward time: 2.2705, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.8012 [2020-11-12 18:40:14,788][root][INFO] - ===> Epoch[148](3831/26): Loss -0.5281, Sem 0.1713, dir -0.9344, norm 0.2350, swav 0.0000 LR: 8.258e-02 Score 94.416 Data time: 0.1876, Forward time: 2.2704, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.4263 [2020-11-12 18:40:20,230][root][INFO] - ===> Epoch[148](3832/26): Loss -0.5083, Sem 0.2008, dir -0.9365, norm 0.2273, swav 0.0000 LR: 8.258e-02 Score 93.712 Data time: 0.2649, Forward time: 2.2705, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.3325 [2020-11-12 18:40:25,358][root][INFO] - ===> Epoch[148](3833/26): Loss -0.5345, Sem 0.1976, dir -0.9435, norm 0.2115, swav 0.0000 LR: 8.257e-02 Score 93.911 Data time: 0.2174, Forward time: 2.2705, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.0051 [2020-11-12 18:40:30,533][root][INFO] - ===> Epoch[148](3834/26): Loss -0.5067, Sem 0.1830, dir -0.9386, norm 0.2489, swav 0.0000 LR: 8.257e-02 Score 93.953 Data time: 0.1900, Forward time: 2.2705, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.0616 [2020-11-12 18:40:36,304][root][INFO] - ===> Epoch[148](3835/26): Loss -0.5233, Sem 0.1884, dir -0.9389, norm 0.2272, swav 0.0000 LR: 8.256e-02 Score 94.073 Data time: 0.1762, Forward time: 2.2704, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.6585 [2020-11-12 18:40:41,854][root][INFO] - ===> Epoch[148](3836/26): Loss -0.5595, Sem 0.1632, dir -0.9453, norm 0.2226, swav 0.0000 LR: 8.256e-02 Score 94.576 Data time: 0.2382, Forward time: 2.2704, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.4420 [2020-11-12 18:40:49,123][root][INFO] - ===> Epoch[148](3837/26): Loss -0.5427, Sem 0.1690, dir -0.9374, norm 0.2258, swav 0.0000 LR: 8.256e-02 Score 94.660 Data time: 0.2331, Forward time: 2.2705, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 7.1408 [2020-11-12 18:40:53,822][root][INFO] - ===> Epoch[148](3838/26): Loss -0.5467, Sem 0.1726, dir -0.9386, norm 0.2193, swav 0.0000 LR: 8.255e-02 Score 94.374 Data time: 0.2055, Forward time: 2.2705, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 4.5762 [2020-11-12 18:40:58,331][root][INFO] - ===> Epoch[148](3839/26): Loss -0.5247, Sem 0.1770, dir -0.9404, norm 0.2387, swav 0.0000 LR: 8.255e-02 Score 94.364 Data time: 0.2061, Forward time: 2.2705, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 4.3810 [2020-11-12 18:41:02,780][root][INFO] - ===> Epoch[148](3840/26): Loss -0.5448, Sem 0.1923, dir -0.9441, norm 0.2069, swav 0.0000 LR: 8.254e-02 Score 93.915 Data time: 0.1549, Forward time: 2.2703, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 4.3352 [2020-11-12 18:41:07,860][root][INFO] - ===> Epoch[148](3841/26): Loss -0.5238, Sem 0.1790, dir -0.9363, norm 0.2334, swav 0.0000 LR: 8.254e-02 Score 94.328 Data time: 0.2596, Forward time: 2.2704, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 4.9977 [2020-11-12 18:41:13,668][root][INFO] - ===> Epoch[148](3842/26): Loss -0.5019, Sem 0.2059, dir -0.9492, norm 0.2414, swav 0.0000 LR: 8.253e-02 Score 93.550 Data time: 0.1805, Forward time: 2.2703, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 5.6696 [2020-11-12 18:41:19,836][root][INFO] - ===> Epoch[148](3843/26): Loss -0.5579, Sem 0.1635, dir -0.9429, norm 0.2215, swav 0.0000 LR: 8.253e-02 Score 94.645 Data time: 0.1912, Forward time: 2.2702, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 6.0403 [2020-11-12 18:41:26,944][root][INFO] - ===> Epoch[148](3844/26): Loss -0.4656, Sem 0.2028, dir -0.9312, norm 0.2628, swav 0.0000 LR: 8.252e-02 Score 93.923 Data time: 0.2072, Forward time: 2.2702, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.9948 [2020-11-12 18:41:32,371][root][INFO] - ===> Epoch[148](3845/26): Loss -0.5421, Sem 0.1787, dir -0.9450, norm 0.2242, swav 0.0000 LR: 8.252e-02 Score 94.227 Data time: 0.2236, Forward time: 2.2702, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.3172 [2020-11-12 18:41:39,355][root][INFO] - ===> Epoch[148](3846/26): Loss -0.4931, Sem 0.1975, dir -0.9273, norm 0.2367, swav 0.0000 LR: 8.251e-02 Score 93.742 Data time: 0.2344, Forward time: 2.2703, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.8672 [2020-11-12 18:41:46,113][root][INFO] - ===> Epoch[148](3847/26): Loss -0.5316, Sem 0.1856, dir -0.9436, norm 0.2263, swav 0.0000 LR: 8.251e-02 Score 93.937 Data time: 0.1828, Forward time: 2.2703, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.6333 [2020-11-12 18:41:52,487][root][INFO] - ===> Epoch[148](3848/26): Loss -0.5604, Sem 0.1581, dir -0.9450, norm 0.2265, swav 0.0000 LR: 8.251e-02 Score 94.949 Data time: 0.2409, Forward time: 2.2704, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.2740 [2020-11-12 18:41:58,146][root][INFO] - ===> Epoch[149](3849/26): Loss -0.5148, Sem 0.1900, dir -0.9408, norm 0.2361, swav 0.0000 LR: 8.250e-02 Score 93.794 Data time: 0.2149, Forward time: 2.2704, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.5160 [2020-11-12 18:42:04,658][root][INFO] - ===> Epoch[149](3850/26): Loss -0.5167, Sem 0.2088, dir -0.9414, norm 0.2160, swav 0.0000 LR: 8.250e-02 Score 93.919 Data time: 0.2662, Forward time: 2.2705, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.3815 [2020-11-12 18:42:10,012][root][INFO] - ===> Epoch[149](3851/26): Loss -0.4675, Sem 0.2096, dir -0.9392, norm 0.2620, swav 0.0000 LR: 8.249e-02 Score 93.402 Data time: 0.2062, Forward time: 2.2705, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.2307 [2020-11-12 18:42:15,424][root][INFO] - ===> Epoch[149](3852/26): Loss -0.5518, Sem 0.1823, dir -0.9428, norm 0.2087, swav 0.0000 LR: 8.249e-02 Score 94.104 Data time: 0.1739, Forward time: 2.2705, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.3071 [2020-11-12 18:42:21,476][root][INFO] - ===> Epoch[149](3853/26): Loss -0.5771, Sem 0.1552, dir -0.9422, norm 0.2100, swav 0.0000 LR: 8.248e-02 Score 94.877 Data time: 0.2001, Forward time: 2.2705, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.9655 [2020-11-12 18:42:28,109][root][INFO] - ===> Epoch[149](3854/26): Loss -0.5160, Sem 0.1932, dir -0.9435, norm 0.2343, swav 0.0000 LR: 8.248e-02 Score 93.677 Data time: 0.1963, Forward time: 2.2704, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 6.5144 [2020-11-12 18:42:34,153][root][INFO] - ===> Epoch[149](3855/26): Loss -0.5089, Sem 0.1840, dir -0.9363, norm 0.2433, swav 0.0000 LR: 8.247e-02 Score 94.107 Data time: 0.1632, Forward time: 2.2703, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.9393 [2020-11-12 18:42:40,362][root][INFO] - ===> Epoch[149](3856/26): Loss -0.4561, Sem 0.2389, dir -0.9360, norm 0.2409, swav 0.0000 LR: 8.247e-02 Score 92.373 Data time: 0.1852, Forward time: 2.2702, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.1149 [2020-11-12 18:42:44,845][root][INFO] - ===> Epoch[149](3857/26): Loss -0.5253, Sem 0.2070, dir -0.9441, norm 0.2118, swav 0.0000 LR: 8.246e-02 Score 93.352 Data time: 0.1460, Forward time: 2.2700, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.3770 [2020-11-12 18:42:50,503][root][INFO] - ===> Epoch[149](3858/26): Loss -0.5251, Sem 0.1951, dir -0.9412, norm 0.2210, swav 0.0000 LR: 8.246e-02 Score 93.461 Data time: 0.2193, Forward time: 2.2701, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.6000 [2020-11-12 18:42:55,845][root][INFO] - ===> Epoch[149](3859/26): Loss -0.5548, Sem 0.1897, dir -0.9444, norm 0.1999, swav 0.0000 LR: 8.245e-02 Score 94.049 Data time: 0.2393, Forward time: 2.2702, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.2014 [2020-11-12 18:43:01,968][root][INFO] - ===> Epoch[149](3860/26): Loss -0.5029, Sem 0.2063, dir -0.9377, norm 0.2285, swav 0.0000 LR: 8.245e-02 Score 93.269 Data time: 0.1381, Forward time: 2.2700, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.0112 [2020-11-12 18:43:08,145][root][INFO] - ===> Epoch[149](3861/26): Loss -0.5494, Sem 0.1850, dir -0.9470, norm 0.2126, swav 0.0000 LR: 8.245e-02 Score 94.033 Data time: 0.1785, Forward time: 2.2699, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.0889 [2020-11-12 18:43:13,984][root][INFO] - ===> Epoch[149](3862/26): Loss -0.4975, Sem 0.2113, dir -0.9426, norm 0.2338, swav 0.0000 LR: 8.244e-02 Score 93.128 Data time: 0.1896, Forward time: 2.2699, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.7414 [2020-11-12 18:43:19,845][root][INFO] - ===> Epoch[149](3863/26): Loss -0.5138, Sem 0.1979, dir -0.9433, norm 0.2317, swav 0.0000 LR: 8.244e-02 Score 93.531 Data time: 0.2250, Forward time: 2.2698, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.7595 [2020-11-12 18:43:24,579][root][INFO] - ===> Epoch[149](3864/26): Loss -0.5303, Sem 0.1976, dir -0.9444, norm 0.2165, swav 0.0000 LR: 8.243e-02 Score 93.666 Data time: 0.2155, Forward time: 2.2697, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 4.6408 [2020-11-12 18:43:30,169][root][INFO] - ===> Epoch[149](3865/26): Loss -0.5252, Sem 0.2019, dir -0.9363, norm 0.2092, swav 0.0000 LR: 8.243e-02 Score 93.366 Data time: 0.2234, Forward time: 2.2698, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.4753 [2020-11-12 18:43:36,029][root][INFO] - ===> Epoch[149](3866/26): Loss -0.5621, Sem 0.1615, dir -0.9518, norm 0.2282, swav 0.0000 LR: 8.242e-02 Score 94.858 Data time: 0.1537, Forward time: 2.2696, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.7357 [2020-11-12 18:43:41,261][root][INFO] - ===> Epoch[149](3867/26): Loss -0.5538, Sem 0.1814, dir -0.9477, norm 0.2125, swav 0.0000 LR: 8.242e-02 Score 94.024 Data time: 0.1573, Forward time: 2.2695, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.1487 [2020-11-12 18:43:47,522][root][INFO] - ===> Epoch[149](3868/26): Loss -0.5023, Sem 0.1977, dir -0.9338, norm 0.2338, swav 0.0000 LR: 8.241e-02 Score 94.159 Data time: 0.1753, Forward time: 2.2694, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.1694 [2020-11-12 18:43:52,866][root][INFO] - ===> Epoch[149](3869/26): Loss -0.5781, Sem 0.1466, dir -0.9392, norm 0.2145, swav 0.0000 LR: 8.241e-02 Score 95.461 Data time: 0.2454, Forward time: 2.2695, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.2686 [2020-11-12 18:43:59,286][root][INFO] - ===> Epoch[149](3870/26): Loss -0.4928, Sem 0.2012, dir -0.9391, norm 0.2451, swav 0.0000 LR: 8.240e-02 Score 93.359 Data time: 0.2867, Forward time: 2.2696, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.3149 [2020-11-12 18:44:04,016][root][INFO] - ===> Epoch[149](3871/26): Loss -0.5310, Sem 0.1933, dir -0.9431, norm 0.2188, swav 0.0000 LR: 8.240e-02 Score 93.907 Data time: 0.1772, Forward time: 2.2695, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.5989 [2020-11-12 18:44:10,791][root][INFO] - ===> Epoch[149](3872/26): Loss -0.5021, Sem 0.2121, dir -0.9409, norm 0.2268, swav 0.0000 LR: 8.239e-02 Score 92.999 Data time: 0.2006, Forward time: 2.2695, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.6828 [2020-11-12 18:44:17,868][root][INFO] - ===> Epoch[149](3873/26): Loss -0.5206, Sem 0.1915, dir -0.9367, norm 0.2246, swav 0.0000 LR: 8.239e-02 Score 93.591 Data time: 0.1906, Forward time: 2.2695, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.9696 [2020-11-12 18:44:23,182][root][INFO] - ===> Epoch[149](3874/26): Loss -0.5196, Sem 0.1818, dir -0.9398, norm 0.2384, swav 0.0000 LR: 8.239e-02 Score 93.926 Data time: 0.2411, Forward time: 2.2696, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.2096 [2020-11-12 18:44:30,094][root][INFO] - ===> Epoch[150](3875/26): Loss -0.5053, Sem 0.1996, dir -0.9356, norm 0.2307, swav 0.0000 LR: 8.238e-02 Score 93.457 Data time: 0.2301, Forward time: 2.2697, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.8093 [2020-11-12 18:44:36,021][root][INFO] - ===> Epoch[150](3876/26): Loss -0.4599, Sem 0.2086, dir -0.9389, norm 0.2705, swav 0.0000 LR: 8.238e-02 Score 93.504 Data time: 0.2176, Forward time: 2.2697, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.8115 [2020-11-12 18:44:41,481][root][INFO] - ===> Epoch[150](3877/26): Loss -0.5041, Sem 0.1847, dir -0.9375, norm 0.2487, swav 0.0000 LR: 8.237e-02 Score 93.918 Data time: 0.2373, Forward time: 2.2698, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.3503 [2020-11-12 18:44:47,555][root][INFO] - ===> Epoch[150](3878/26): Loss -0.5045, Sem 0.1832, dir -0.9377, norm 0.2500, swav 0.0000 LR: 8.237e-02 Score 94.176 Data time: 0.2630, Forward time: 2.2698, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.9595 [2020-11-12 18:44:52,973][root][INFO] - ===> Epoch[150](3879/26): Loss -0.5458, Sem 0.1958, dir -0.9461, norm 0.2045, swav 0.0000 LR: 8.236e-02 Score 94.192 Data time: 0.1560, Forward time: 2.2697, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.3006 [2020-11-12 18:44:58,918][root][INFO] - ===> Epoch[150](3880/26): Loss -0.4899, Sem 0.2002, dir -0.9408, norm 0.2507, swav 0.0000 LR: 8.236e-02 Score 93.587 Data time: 0.2187, Forward time: 2.2698, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.8865 [2020-11-12 18:45:05,128][root][INFO] - ===> Epoch[150](3881/26): Loss -0.5383, Sem 0.1831, dir -0.9495, norm 0.2282, swav 0.0000 LR: 8.235e-02 Score 94.261 Data time: 0.1882, Forward time: 2.2697, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.1031 [2020-11-12 18:45:10,865][root][INFO] - ===> Epoch[150](3882/26): Loss -0.5345, Sem 0.1889, dir -0.9438, norm 0.2204, swav 0.0000 LR: 8.235e-02 Score 93.871 Data time: 0.1940, Forward time: 2.2697, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.6416 [2020-11-12 18:45:17,391][root][INFO] - ===> Epoch[150](3883/26): Loss -0.5670, Sem 0.1687, dir -0.9477, norm 0.2120, swav 0.0000 LR: 8.234e-02 Score 94.337 Data time: 0.1267, Forward time: 2.2695, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.4187 [2020-11-12 18:45:22,963][root][INFO] - ===> Epoch[150](3884/26): Loss -0.5230, Sem 0.1866, dir -0.9400, norm 0.2304, swav 0.0000 LR: 8.234e-02 Score 94.000 Data time: 0.2156, Forward time: 2.2695, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.5252 [2020-11-12 18:45:27,940][root][INFO] - ===> Epoch[150](3885/26): Loss -0.5819, Sem 0.1509, dir -0.9470, norm 0.2142, swav 0.0000 LR: 8.234e-02 Score 95.266 Data time: 0.2046, Forward time: 2.2695, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.8778 [2020-11-12 18:45:34,206][root][INFO] - ===> Epoch[150](3886/26): Loss -0.5497, Sem 0.1786, dir -0.9426, norm 0.2143, swav 0.0000 LR: 8.233e-02 Score 94.414 Data time: 0.1653, Forward time: 2.2693, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.1768 [2020-11-12 18:45:39,878][root][INFO] - ===> Epoch[150](3887/26): Loss -0.5614, Sem 0.1567, dir -0.9431, norm 0.2250, swav 0.0000 LR: 8.233e-02 Score 95.006 Data time: 0.2357, Forward time: 2.2694, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.5883 [2020-11-12 18:45:45,566][root][INFO] - ===> Epoch[150](3888/26): Loss -0.5701, Sem 0.1643, dir -0.9460, norm 0.2116, swav 0.0000 LR: 8.232e-02 Score 94.636 Data time: 0.1901, Forward time: 2.2693, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.5637 [2020-11-12 18:45:52,294][root][INFO] - ===> Epoch[150](3889/26): Loss -0.5439, Sem 0.1750, dir -0.9394, norm 0.2205, swav 0.0000 LR: 8.232e-02 Score 94.336 Data time: 0.1904, Forward time: 2.2693, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 6.6519 [2020-11-12 18:45:57,671][root][INFO] - ===> Epoch[150](3890/26): Loss -0.5056, Sem 0.1988, dir -0.9407, norm 0.2363, swav 0.0000 LR: 8.231e-02 Score 93.864 Data time: 0.2472, Forward time: 2.2694, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.2938 [2020-11-12 18:46:04,032][root][INFO] - ===> Epoch[150](3891/26): Loss -0.5391, Sem 0.1962, dir -0.9405, norm 0.2053, swav 0.0000 LR: 8.231e-02 Score 93.754 Data time: 0.2061, Forward time: 2.2694, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 6.2363 [2020-11-12 18:46:10,412][root][INFO] - ===> Epoch[150](3892/26): Loss -0.5611, Sem 0.1562, dir -0.9349, norm 0.2176, swav 0.0000 LR: 8.230e-02 Score 94.943 Data time: 0.1639, Forward time: 2.2693, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 6.2835 [2020-11-12 18:46:15,527][root][INFO] - ===> Epoch[150](3893/26): Loss -0.5531, Sem 0.1720, dir -0.9461, norm 0.2210, swav 0.0000 LR: 8.230e-02 Score 94.027 Data time: 0.1830, Forward time: 2.2692, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.0628 [2020-11-12 18:46:20,771][root][INFO] - ===> Epoch[150](3894/26): Loss -0.4975, Sem 0.2318, dir -0.9463, norm 0.2170, swav 0.0000 LR: 8.229e-02 Score 92.854 Data time: 0.1777, Forward time: 2.2691, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.1249 [2020-11-12 18:46:26,349][root][INFO] - ===> Epoch[150](3895/26): Loss -0.5459, Sem 0.1919, dir -0.9507, norm 0.2129, swav 0.0000 LR: 8.229e-02 Score 93.634 Data time: 0.2484, Forward time: 2.2692, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 5.4982 [2020-11-12 18:46:33,326][root][INFO] - ===> Epoch[150](3896/26): Loss -0.5195, Sem 0.1802, dir -0.9339, norm 0.2342, swav 0.0000 LR: 8.228e-02 Score 94.130 Data time: 0.2194, Forward time: 2.2692, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 6.8536 [2020-11-12 18:46:38,668][root][INFO] - ===> Epoch[150](3897/26): Loss -0.5706, Sem 0.1636, dir -0.9514, norm 0.2172, swav 0.0000 LR: 8.228e-02 Score 94.709 Data time: 0.2372, Forward time: 2.2693, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.2535 [2020-11-12 18:46:45,133][root][INFO] - ===> Epoch[150](3898/26): Loss -0.5134, Sem 0.1841, dir -0.9333, norm 0.2358, swav 0.0000 LR: 8.228e-02 Score 93.941 Data time: 0.2313, Forward time: 2.2694, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 6.3506 [2020-11-12 18:46:50,113][root][INFO] - ===> Epoch[150](3899/26): Loss -0.5257, Sem 0.1722, dir -0.9412, norm 0.2434, swav 0.0000 LR: 8.227e-02 Score 94.253 Data time: 0.1823, Forward time: 2.2693, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 4.8526 [2020-11-12 18:46:56,121][root][INFO] - ===> Epoch[150](3900/26): Loss -0.5391, Sem 0.1757, dir -0.9297, norm 0.2149, swav 0.0000 LR: 8.227e-02 Score 94.371 Data time: 0.1803, Forward time: 2.2692, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.9232 [2020-11-12 18:47:01,449][root][INFO] - ===> Epoch[151](3901/26): Loss -0.5350, Sem 0.1906, dir -0.9409, norm 0.2153, swav 0.0000 LR: 8.226e-02 Score 94.131 Data time: 0.2597, Forward time: 2.2694, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.2271 [2020-11-12 18:47:08,486][root][INFO] - ===> Epoch[151](3902/26): Loss -0.5137, Sem 0.1821, dir -0.9399, norm 0.2442, swav 0.0000 LR: 8.226e-02 Score 94.479 Data time: 0.2139, Forward time: 2.2694, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 6.9132 [2020-11-12 18:47:13,154][root][INFO] - ===> Epoch[151](3903/26): Loss -0.5733, Sem 0.1730, dir -0.9488, norm 0.2025, swav 0.0000 LR: 8.225e-02 Score 94.398 Data time: 0.1685, Forward time: 2.2693, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 4.5611 [2020-11-12 18:47:17,930][root][INFO] - ===> Epoch[151](3904/26): Loss -0.5612, Sem 0.1825, dir -0.9476, norm 0.2039, swav 0.0000 LR: 8.225e-02 Score 94.115 Data time: 0.2180, Forward time: 2.2692, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 4.6825 [2020-11-12 18:47:23,163][root][INFO] - ===> Epoch[151](3905/26): Loss -0.5176, Sem 0.1711, dir -0.9373, norm 0.2487, swav 0.0000 LR: 8.224e-02 Score 94.313 Data time: 0.2684, Forward time: 2.2693, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.1369 [2020-11-12 18:47:29,531][root][INFO] - ===> Epoch[151](3906/26): Loss -0.5042, Sem 0.1777, dir -0.9372, norm 0.2552, swav 0.0000 LR: 8.224e-02 Score 94.396 Data time: 0.1236, Forward time: 2.2691, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.2489 [2020-11-12 18:47:35,003][root][INFO] - ===> Epoch[151](3907/26): Loss -0.5008, Sem 0.2068, dir -0.9413, norm 0.2337, swav 0.0000 LR: 8.223e-02 Score 93.515 Data time: 0.1186, Forward time: 2.2689, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.3953 [2020-11-12 18:47:39,595][root][INFO] - ===> Epoch[151](3908/26): Loss -0.5449, Sem 0.1815, dir -0.9426, norm 0.2162, swav 0.0000 LR: 8.223e-02 Score 93.961 Data time: 0.1631, Forward time: 2.2688, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 4.5731 [2020-11-12 18:47:45,375][root][INFO] - ===> Epoch[151](3909/26): Loss -0.5164, Sem 0.1874, dir -0.9329, norm 0.2291, swav 0.0000 LR: 8.222e-02 Score 93.845 Data time: 0.1397, Forward time: 2.2686, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.6756 [2020-11-12 18:47:51,034][root][INFO] - ===> Epoch[151](3910/26): Loss -0.5835, Sem 0.1680, dir -0.9475, norm 0.1960, swav 0.0000 LR: 8.222e-02 Score 94.666 Data time: 0.2413, Forward time: 2.2687, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.5785 [2020-11-12 18:47:57,007][root][INFO] - ===> Epoch[151](3911/26): Loss -0.4916, Sem 0.1937, dir -0.9323, norm 0.2469, swav 0.0000 LR: 8.222e-02 Score 93.814 Data time: 0.1808, Forward time: 2.2686, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.8602 [2020-11-12 18:48:02,767][root][INFO] - ===> Epoch[151](3912/26): Loss -0.6018, Sem 0.1513, dir -0.9501, norm 0.1970, swav 0.0000 LR: 8.221e-02 Score 95.003 Data time: 0.2882, Forward time: 2.2687, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.6715 [2020-11-12 18:48:08,299][root][INFO] - ===> Epoch[151](3913/26): Loss -0.5581, Sem 0.1737, dir -0.9463, norm 0.2145, swav 0.0000 LR: 8.221e-02 Score 94.326 Data time: 0.2678, Forward time: 2.2688, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.4023 [2020-11-12 18:48:14,886][root][INFO] - ===> Epoch[151](3914/26): Loss -0.5052, Sem 0.1880, dir -0.9412, norm 0.2481, swav 0.0000 LR: 8.220e-02 Score 94.082 Data time: 0.2214, Forward time: 2.2688, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 6.4751 [2020-11-12 18:48:21,058][root][INFO] - ===> Epoch[151](3915/26): Loss -0.5661, Sem 0.1757, dir -0.9497, norm 0.2079, swav 0.0000 LR: 8.220e-02 Score 94.207 Data time: 0.2385, Forward time: 2.2690, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 6.0630 [2020-11-12 18:48:27,070][root][INFO] - ===> Epoch[151](3916/26): Loss -0.5654, Sem 0.1736, dir -0.9464, norm 0.2074, swav 0.0000 LR: 8.219e-02 Score 94.128 Data time: 0.1935, Forward time: 2.2689, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.8973 [2020-11-12 18:48:33,053][root][INFO] - ===> Epoch[151](3917/26): Loss -0.5228, Sem 0.1962, dir -0.9404, norm 0.2214, swav 0.0000 LR: 8.219e-02 Score 93.694 Data time: 0.2209, Forward time: 2.2690, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.8758 [2020-11-12 18:48:39,021][root][INFO] - ===> Epoch[151](3918/26): Loss -0.5306, Sem 0.1803, dir -0.9364, norm 0.2254, swav 0.0000 LR: 8.218e-02 Score 93.997 Data time: 0.2180, Forward time: 2.2690, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.8425 [2020-11-12 18:48:44,925][root][INFO] - ===> Epoch[151](3919/26): Loss -0.5604, Sem 0.1531, dir -0.9355, norm 0.2220, swav 0.0000 LR: 8.218e-02 Score 95.023 Data time: 0.2043, Forward time: 2.2690, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.7710 [2020-11-12 18:48:50,318][root][INFO] - ===> Epoch[151](3920/26): Loss -0.5565, Sem 0.1737, dir -0.9457, norm 0.2156, swav 0.0000 LR: 8.217e-02 Score 94.423 Data time: 0.1428, Forward time: 2.2689, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.2652 [2020-11-12 18:48:56,891][root][INFO] - ===> Epoch[151](3921/26): Loss -0.5658, Sem 0.1722, dir -0.9391, norm 0.2011, swav 0.0000 LR: 8.217e-02 Score 94.314 Data time: 0.2202, Forward time: 2.2688, Backward time: 3.1427, DDP time: 0.0039, Total iter time: 6.4909 [2020-11-12 18:49:02,309][root][INFO] - ===> Epoch[151](3922/26): Loss -0.5450, Sem 0.1735, dir -0.9404, norm 0.2219, swav 0.0000 LR: 8.216e-02 Score 94.221 Data time: 0.2558, Forward time: 2.2689, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 5.3388 [2020-11-12 18:49:07,402][root][INFO] - ===> Epoch[151](3923/26): Loss -0.4594, Sem 0.2225, dir -0.9389, norm 0.2570, swav 0.0000 LR: 8.216e-02 Score 92.837 Data time: 0.2321, Forward time: 2.2689, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 4.9553 [2020-11-12 18:49:12,876][root][INFO] - ===> Epoch[151](3924/26): Loss -0.5466, Sem 0.1751, dir -0.9415, norm 0.2198, swav 0.0000 LR: 8.216e-02 Score 94.539 Data time: 0.2448, Forward time: 2.2690, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.3676 [2020-11-12 18:49:18,618][root][INFO] - ===> Epoch[151](3925/26): Loss -0.5359, Sem 0.1894, dir -0.9482, norm 0.2229, swav 0.0000 LR: 8.215e-02 Score 93.848 Data time: 0.1712, Forward time: 2.2689, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.6307 [2020-11-12 18:49:23,916][root][INFO] - ===> Epoch[151](3926/26): Loss -0.5504, Sem 0.1830, dir -0.9397, norm 0.2062, swav 0.0000 LR: 8.215e-02 Score 93.967 Data time: 0.1939, Forward time: 2.2689, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.2213 [2020-11-12 18:49:28,974][root][INFO] - ===> Epoch[152](3927/26): Loss -0.5606, Sem 0.1641, dir -0.9446, norm 0.2199, swav 0.0000 LR: 8.214e-02 Score 94.536 Data time: 0.2462, Forward time: 2.2690, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.9639 [2020-11-12 18:49:35,285][root][INFO] - ===> Epoch[152](3928/26): Loss -0.5538, Sem 0.1742, dir -0.9413, norm 0.2133, swav 0.0000 LR: 8.214e-02 Score 94.129 Data time: 0.2911, Forward time: 2.2692, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.2035 [2020-11-12 18:49:41,899][root][INFO] - ===> Epoch[152](3929/26): Loss -0.5233, Sem 0.1729, dir -0.9328, norm 0.2367, swav 0.0000 LR: 8.213e-02 Score 94.332 Data time: 0.1901, Forward time: 2.2692, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 6.4977 [2020-11-12 18:49:48,017][root][INFO] - ===> Epoch[152](3930/26): Loss -0.5074, Sem 0.1925, dir -0.9365, norm 0.2366, swav 0.0000 LR: 8.213e-02 Score 93.395 Data time: 0.1640, Forward time: 2.2691, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.0203 [2020-11-12 18:49:53,234][root][INFO] - ===> Epoch[152](3931/26): Loss -0.5694, Sem 0.1637, dir -0.9454, norm 0.2123, swav 0.0000 LR: 8.212e-02 Score 94.869 Data time: 0.2304, Forward time: 2.2690, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.1373 [2020-11-12 18:49:59,138][root][INFO] - ===> Epoch[152](3932/26): Loss -0.5740, Sem 0.1646, dir -0.9488, norm 0.2102, swav 0.0000 LR: 8.212e-02 Score 94.794 Data time: 0.2639, Forward time: 2.2691, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.7956 [2020-11-12 18:50:04,694][root][INFO] - ===> Epoch[152](3933/26): Loss -0.4880, Sem 0.2007, dir -0.9387, norm 0.2500, swav 0.0000 LR: 8.211e-02 Score 93.545 Data time: 0.2639, Forward time: 2.2693, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.4526 [2020-11-12 18:50:10,064][root][INFO] - ===> Epoch[152](3934/26): Loss -0.5631, Sem 0.1660, dir -0.9475, norm 0.2184, swav 0.0000 LR: 8.211e-02 Score 94.555 Data time: 0.2257, Forward time: 2.2693, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.2493 [2020-11-12 18:50:16,048][root][INFO] - ===> Epoch[152](3935/26): Loss -0.5250, Sem 0.1788, dir -0.9345, norm 0.2308, swav 0.0000 LR: 8.211e-02 Score 94.218 Data time: 0.1563, Forward time: 2.2691, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.8736 [2020-11-12 18:50:22,800][root][INFO] - ===> Epoch[152](3936/26): Loss -0.5251, Sem 0.1806, dir -0.9316, norm 0.2259, swav 0.0000 LR: 8.210e-02 Score 94.188 Data time: 0.1589, Forward time: 2.2690, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.7016 [2020-11-12 18:50:28,271][root][INFO] - ===> Epoch[152](3937/26): Loss -0.5717, Sem 0.1651, dir -0.9469, norm 0.2101, swav 0.0000 LR: 8.210e-02 Score 94.706 Data time: 0.2250, Forward time: 2.2690, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.3826 [2020-11-12 18:50:33,046][root][INFO] - ===> Epoch[152](3938/26): Loss -0.5736, Sem 0.1682, dir -0.9467, norm 0.2049, swav 0.0000 LR: 8.209e-02 Score 94.404 Data time: 0.1845, Forward time: 2.2690, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.6540 [2020-11-12 18:50:39,058][root][INFO] - ===> Epoch[152](3939/26): Loss -0.5798, Sem 0.1801, dir -0.9540, norm 0.1941, swav 0.0000 LR: 8.209e-02 Score 94.121 Data time: 0.1946, Forward time: 2.2689, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.9027 [2020-11-12 18:50:44,543][root][INFO] - ===> Epoch[152](3940/26): Loss -0.5654, Sem 0.1598, dir -0.9417, norm 0.2165, swav 0.0000 LR: 8.208e-02 Score 94.565 Data time: 0.2623, Forward time: 2.2691, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.3763 [2020-11-12 18:50:49,566][root][INFO] - ===> Epoch[152](3941/26): Loss -0.5008, Sem 0.2135, dir -0.9481, norm 0.2337, swav 0.0000 LR: 8.208e-02 Score 93.067 Data time: 0.1958, Forward time: 2.2690, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.8994 [2020-11-12 18:50:55,053][root][INFO] - ===> Epoch[152](3942/26): Loss -0.5944, Sem 0.1518, dir -0.9483, norm 0.2021, swav 0.0000 LR: 8.207e-02 Score 94.950 Data time: 0.1620, Forward time: 2.2689, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.3675 [2020-11-12 18:51:00,444][root][INFO] - ===> Epoch[152](3943/26): Loss -0.5509, Sem 0.1859, dir -0.9435, norm 0.2067, swav 0.0000 LR: 8.207e-02 Score 94.269 Data time: 0.1765, Forward time: 2.2688, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.2923 [2020-11-12 18:51:06,610][root][INFO] - ===> Epoch[152](3944/26): Loss -0.5630, Sem 0.1782, dir -0.9432, norm 0.2020, swav 0.0000 LR: 8.206e-02 Score 94.296 Data time: 0.1877, Forward time: 2.2688, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.0520 [2020-11-12 18:51:11,595][root][INFO] - ===> Epoch[152](3945/26): Loss -0.5733, Sem 0.1599, dir -0.9444, norm 0.2113, swav 0.0000 LR: 8.206e-02 Score 94.741 Data time: 0.1397, Forward time: 2.2686, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 4.8736 [2020-11-12 18:51:17,292][root][INFO] - ===> Epoch[152](3946/26): Loss -0.5292, Sem 0.1908, dir -0.9466, norm 0.2266, swav 0.0000 LR: 8.205e-02 Score 93.849 Data time: 0.1963, Forward time: 2.2685, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.6120 [2020-11-12 18:51:23,850][root][INFO] - ===> Epoch[152](3947/26): Loss -0.5790, Sem 0.1496, dir -0.9431, norm 0.2145, swav 0.0000 LR: 8.205e-02 Score 95.285 Data time: 0.2546, Forward time: 2.2686, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.4497 [2020-11-12 18:51:30,354][root][INFO] - ===> Epoch[152](3948/26): Loss -0.5416, Sem 0.1701, dir -0.9401, norm 0.2284, swav 0.0000 LR: 8.205e-02 Score 94.250 Data time: 0.1901, Forward time: 2.2686, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 6.3637 [2020-11-12 18:51:36,391][root][INFO] - ===> Epoch[152](3949/26): Loss -0.5246, Sem 0.1952, dir -0.9424, norm 0.2226, swav 0.0000 LR: 8.204e-02 Score 93.142 Data time: 0.2209, Forward time: 2.2686, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.9452 [2020-11-12 18:51:41,757][root][INFO] - ===> Epoch[152](3950/26): Loss -0.5570, Sem 0.1611, dir -0.9447, norm 0.2267, swav 0.0000 LR: 8.204e-02 Score 94.918 Data time: 0.1633, Forward time: 2.2685, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.2722 [2020-11-12 18:51:47,150][root][INFO] - ===> Epoch[152](3951/26): Loss -0.5060, Sem 0.2006, dir -0.9344, norm 0.2277, swav 0.0000 LR: 8.203e-02 Score 93.314 Data time: 0.1728, Forward time: 2.2683, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.2645 [2020-11-12 18:51:51,719][root][INFO] - ===> Epoch[152](3952/26): Loss -0.5510, Sem 0.1590, dir -0.9410, norm 0.2311, swav 0.0000 LR: 8.203e-02 Score 94.703 Data time: 0.2172, Forward time: 2.2683, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 4.4952 [2020-11-12 18:51:56,798][root][INFO] - ===> Epoch[153](3953/26): Loss -0.5319, Sem 0.1901, dir -0.9448, norm 0.2228, swav 0.0000 LR: 8.202e-02 Score 93.689 Data time: 0.1602, Forward time: 2.2682, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.9697 [2020-11-12 18:52:03,132][root][INFO] - ===> Epoch[153](3954/26): Loss -0.5555, Sem 0.1855, dir -0.9417, norm 0.2008, swav 0.0000 LR: 8.202e-02 Score 94.154 Data time: 0.1971, Forward time: 2.2681, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 6.2491 [2020-11-12 18:52:09,355][root][INFO] - ===> Epoch[153](3955/26): Loss -0.5457, Sem 0.1743, dir -0.9412, norm 0.2211, swav 0.0000 LR: 8.201e-02 Score 94.374 Data time: 0.2277, Forward time: 2.2682, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 6.1194 [2020-11-12 18:52:15,022][root][INFO] - ===> Epoch[153](3956/26): Loss -0.5449, Sem 0.1819, dir -0.9464, norm 0.2196, swav 0.0000 LR: 8.201e-02 Score 94.185 Data time: 0.2193, Forward time: 2.2682, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.5425 [2020-11-12 18:52:21,473][root][INFO] - ===> Epoch[153](3957/26): Loss -0.5400, Sem 0.1687, dir -0.9430, norm 0.2344, swav 0.0000 LR: 8.200e-02 Score 94.684 Data time: 0.2237, Forward time: 2.2682, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.3552 [2020-11-12 18:52:27,619][root][INFO] - ===> Epoch[153](3958/26): Loss -0.5449, Sem 0.1850, dir -0.9408, norm 0.2109, swav 0.0000 LR: 8.200e-02 Score 93.879 Data time: 0.1925, Forward time: 2.2682, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 6.0280 [2020-11-12 18:52:33,015][root][INFO] - ===> Epoch[153](3959/26): Loss -0.4388, Sem 0.2432, dir -0.9365, norm 0.2545, swav 0.0000 LR: 8.199e-02 Score 92.252 Data time: 0.2196, Forward time: 2.2682, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.2901 [2020-11-12 18:52:40,340][root][INFO] - ===> Epoch[153](3960/26): Loss -0.5201, Sem 0.1944, dir -0.9350, norm 0.2204, swav 0.0000 LR: 8.199e-02 Score 93.807 Data time: 0.1723, Forward time: 2.2681, Backward time: 3.1427, DDP time: 0.0039, Total iter time: 7.2177 [2020-11-12 18:52:45,571][root][INFO] - ===> Epoch[153](3961/26): Loss -0.4993, Sem 0.1900, dir -0.9354, norm 0.2461, swav 0.0000 LR: 8.199e-02 Score 93.921 Data time: 0.2137, Forward time: 2.2681, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.1361 [2020-11-12 18:52:50,976][root][INFO] - ===> Epoch[153](3962/26): Loss -0.4939, Sem 0.1956, dir -0.9439, norm 0.2544, swav 0.0000 LR: 8.198e-02 Score 93.993 Data time: 0.2453, Forward time: 2.2682, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 5.2921 [2020-11-12 18:52:56,880][root][INFO] - ===> Epoch[153](3963/26): Loss -0.4776, Sem 0.2009, dir -0.9340, norm 0.2555, swav 0.0000 LR: 8.198e-02 Score 93.594 Data time: 0.2032, Forward time: 2.2682, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.7917 [2020-11-12 18:53:01,435][root][INFO] - ===> Epoch[153](3964/26): Loss -0.5780, Sem 0.1637, dir -0.9409, norm 0.1992, swav 0.0000 LR: 8.197e-02 Score 94.608 Data time: 0.2041, Forward time: 2.2682, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 4.4347 [2020-11-12 18:53:06,287][root][INFO] - ===> Epoch[153](3965/26): Loss -0.4784, Sem 0.2197, dir -0.9405, norm 0.2425, swav 0.0000 LR: 8.197e-02 Score 93.019 Data time: 0.1930, Forward time: 2.2681, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.7299 [2020-11-12 18:53:11,275][root][INFO] - ===> Epoch[153](3966/26): Loss -0.5272, Sem 0.2138, dir -0.9473, norm 0.2062, swav 0.0000 LR: 8.196e-02 Score 93.564 Data time: 0.2091, Forward time: 2.2681, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 4.8750 [2020-11-12 18:53:17,180][root][INFO] - ===> Epoch[153](3967/26): Loss -0.5657, Sem 0.1604, dir -0.9421, norm 0.2159, swav 0.0000 LR: 8.196e-02 Score 94.876 Data time: 0.2253, Forward time: 2.2682, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.7898 [2020-11-12 18:53:22,770][root][INFO] - ===> Epoch[153](3968/26): Loss -0.5412, Sem 0.1717, dir -0.9383, norm 0.2255, swav 0.0000 LR: 8.195e-02 Score 94.248 Data time: 0.1958, Forward time: 2.2681, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.4699 [2020-11-12 18:53:28,438][root][INFO] - ===> Epoch[153](3969/26): Loss -0.5784, Sem 0.1611, dir -0.9532, norm 0.2136, swav 0.0000 LR: 8.195e-02 Score 94.844 Data time: 0.2001, Forward time: 2.2682, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.5636 [2020-11-12 18:53:34,698][root][INFO] - ===> Epoch[153](3970/26): Loss -0.5197, Sem 0.2133, dir -0.9451, norm 0.2121, swav 0.0000 LR: 8.194e-02 Score 93.559 Data time: 0.2227, Forward time: 2.2681, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.1387 [2020-11-12 18:53:40,176][root][INFO] - ===> Epoch[153](3971/26): Loss -0.5336, Sem 0.1873, dir -0.9430, norm 0.2221, swav 0.0000 LR: 8.194e-02 Score 94.097 Data time: 0.1803, Forward time: 2.2680, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.3709 [2020-11-12 18:53:45,452][root][INFO] - ===> Epoch[153](3972/26): Loss -0.5291, Sem 0.1887, dir -0.9428, norm 0.2249, swav 0.0000 LR: 8.193e-02 Score 93.777 Data time: 0.2228, Forward time: 2.2681, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.1916 [2020-11-12 18:53:51,386][root][INFO] - ===> Epoch[153](3973/26): Loss -0.5322, Sem 0.2018, dir -0.9403, norm 0.2064, swav 0.0000 LR: 8.193e-02 Score 93.592 Data time: 0.1996, Forward time: 2.2680, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.8116 [2020-11-12 18:53:57,406][root][INFO] - ===> Epoch[153](3974/26): Loss -0.5032, Sem 0.2192, dir -0.9434, norm 0.2209, swav 0.0000 LR: 8.193e-02 Score 92.858 Data time: 0.2866, Forward time: 2.2682, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.9164 [2020-11-12 18:54:03,474][root][INFO] - ===> Epoch[153](3975/26): Loss -0.5410, Sem 0.1864, dir -0.9468, norm 0.2195, swav 0.0000 LR: 8.192e-02 Score 94.321 Data time: 0.2850, Forward time: 2.2684, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.9531 [2020-11-12 18:54:10,386][root][INFO] - ===> Epoch[153](3976/26): Loss -0.5294, Sem 0.1773, dir -0.9363, norm 0.2296, swav 0.0000 LR: 8.192e-02 Score 94.114 Data time: 0.2328, Forward time: 2.2685, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.7845 [2020-11-12 18:54:15,973][root][INFO] - ===> Epoch[153](3977/26): Loss -0.5443, Sem 0.1878, dir -0.9505, norm 0.2183, swav 0.0000 LR: 8.191e-02 Score 93.836 Data time: 0.2290, Forward time: 2.2685, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.4679 [2020-11-12 18:54:20,963][root][INFO] - ===> Epoch[153](3978/26): Loss -0.5486, Sem 0.1952, dir -0.9472, norm 0.2034, swav 0.0000 LR: 8.191e-02 Score 93.737 Data time: 0.1926, Forward time: 2.2684, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 4.8864 [2020-11-12 18:54:28,042][root][INFO] - ===> Epoch[154](3979/26): Loss -0.5416, Sem 0.1969, dir -0.9494, norm 0.2109, swav 0.0000 LR: 8.190e-02 Score 93.414 Data time: 0.2259, Forward time: 2.2685, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.9724 [2020-11-12 18:54:33,188][root][INFO] - ===> Epoch[154](3980/26): Loss -0.5235, Sem 0.2080, dir -0.9420, norm 0.2105, swav 0.0000 LR: 8.190e-02 Score 93.741 Data time: 0.1412, Forward time: 2.2684, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.0194 [2020-11-12 18:54:38,942][root][INFO] - ===> Epoch[154](3981/26): Loss -0.5278, Sem 0.2137, dir -0.9472, norm 0.2058, swav 0.0000 LR: 8.189e-02 Score 93.172 Data time: 0.1792, Forward time: 2.2683, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.6734 [2020-11-12 18:54:44,046][root][INFO] - ===> Epoch[154](3982/26): Loss -0.5893, Sem 0.1628, dir -0.9486, norm 0.1965, swav 0.0000 LR: 8.189e-02 Score 94.641 Data time: 0.1741, Forward time: 2.2682, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.0170 [2020-11-12 18:54:49,596][root][INFO] - ===> Epoch[154](3983/26): Loss -0.5429, Sem 0.1835, dir -0.9441, norm 0.2177, swav 0.0000 LR: 8.188e-02 Score 93.914 Data time: 0.1855, Forward time: 2.2681, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.4590 [2020-11-12 18:54:54,320][root][INFO] - ===> Epoch[154](3984/26): Loss -0.4909, Sem 0.2144, dir -0.9416, norm 0.2363, swav 0.0000 LR: 8.188e-02 Score 92.979 Data time: 0.1798, Forward time: 2.2680, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 4.6292 [2020-11-12 18:55:01,536][root][INFO] - ===> Epoch[154](3985/26): Loss -0.5277, Sem 0.1759, dir -0.9428, norm 0.2392, swav 0.0000 LR: 8.188e-02 Score 94.486 Data time: 0.3461, Forward time: 2.2683, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 7.1389 [2020-11-12 18:55:07,622][root][INFO] - ===> Epoch[154](3986/26): Loss -0.5270, Sem 0.1854, dir -0.9473, norm 0.2349, swav 0.0000 LR: 8.187e-02 Score 94.155 Data time: 0.2210, Forward time: 2.2684, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.9704 [2020-11-12 18:55:12,391][root][INFO] - ===> Epoch[154](3987/26): Loss -0.5963, Sem 0.1438, dir -0.9458, norm 0.2057, swav 0.0000 LR: 8.187e-02 Score 95.173 Data time: 0.2400, Forward time: 2.2684, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.6577 [2020-11-12 18:55:16,467][root][INFO] - ===> Epoch[154](3988/26): Loss -0.4889, Sem 0.1948, dir -0.9334, norm 0.2496, swav 0.0000 LR: 8.186e-02 Score 93.549 Data time: 0.1579, Forward time: 2.2683, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 3.9729 [2020-11-12 18:55:24,349][root][INFO] - ===> Epoch[154](3989/26): Loss -0.5318, Sem 0.1869, dir -0.9356, norm 0.2168, swav 0.0000 LR: 8.186e-02 Score 93.734 Data time: 0.1891, Forward time: 2.2682, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 7.8118 [2020-11-12 18:55:30,100][root][INFO] - ===> Epoch[154](3990/26): Loss -0.5282, Sem 0.1653, dir -0.9298, norm 0.2363, swav 0.0000 LR: 8.185e-02 Score 94.877 Data time: 0.2029, Forward time: 2.2682, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.6499 [2020-11-12 18:55:36,659][root][INFO] - ===> Epoch[154](3991/26): Loss -0.5883, Sem 0.1529, dir -0.9488, norm 0.2077, swav 0.0000 LR: 8.185e-02 Score 95.035 Data time: 0.2154, Forward time: 2.2682, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.4652 [2020-11-12 18:55:42,179][root][INFO] - ===> Epoch[154](3992/26): Loss -0.5076, Sem 0.1998, dir -0.9395, norm 0.2321, swav 0.0000 LR: 8.184e-02 Score 93.323 Data time: 0.2079, Forward time: 2.2682, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.4041 [2020-11-12 18:55:47,375][root][INFO] - ===> Epoch[154](3993/26): Loss -0.5048, Sem 0.1970, dir -0.9375, norm 0.2357, swav 0.0000 LR: 8.184e-02 Score 93.528 Data time: 0.1920, Forward time: 2.2682, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.1119 [2020-11-12 18:55:54,419][root][INFO] - ===> Epoch[154](3994/26): Loss -0.5045, Sem 0.2116, dir -0.9416, norm 0.2254, swav 0.0000 LR: 8.183e-02 Score 93.130 Data time: 0.1781, Forward time: 2.2681, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.9481 [2020-11-12 18:56:00,300][root][INFO] - ===> Epoch[154](3995/26): Loss -0.5566, Sem 0.1751, dir -0.9461, norm 0.2144, swav 0.0000 LR: 8.183e-02 Score 94.273 Data time: 0.2232, Forward time: 2.2681, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.7871 [2020-11-12 18:56:06,102][root][INFO] - ===> Epoch[154](3996/26): Loss -0.5600, Sem 0.1727, dir -0.9473, norm 0.2146, swav 0.0000 LR: 8.182e-02 Score 94.555 Data time: 0.2740, Forward time: 2.2683, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.6915 [2020-11-12 18:56:12,476][root][INFO] - ===> Epoch[154](3997/26): Loss -0.5198, Sem 0.2032, dir -0.9418, norm 0.2189, swav 0.0000 LR: 8.182e-02 Score 93.788 Data time: 0.2402, Forward time: 2.2684, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.2584 [2020-11-12 18:56:18,580][root][INFO] - ===> Epoch[154](3998/26): Loss -0.5486, Sem 0.1737, dir -0.9404, norm 0.2181, swav 0.0000 LR: 8.182e-02 Score 94.212 Data time: 0.1888, Forward time: 2.2684, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.9976 [2020-11-12 18:56:23,985][root][INFO] - ===> Epoch[154](3999/26): Loss -0.5797, Sem 0.1682, dir -0.9433, norm 0.1955, swav 0.0000 LR: 8.181e-02 Score 94.720 Data time: 0.1749, Forward time: 2.2683, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.3090 [2020-11-12 18:56:29,939][root][INFO] - ===> Epoch[154](4000/26): Loss -0.4942, Sem 0.1909, dir -0.9371, norm 0.2519, swav 0.0000 LR: 8.181e-02 Score 93.940 Data time: 0.2818, Forward time: 2.2684, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.8784 [2020-11-12 18:56:30,893][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 18:56:31,029][root][INFO] - ===> Start testing [2020-11-12 18:58:03,058][root][INFO] - 101/312: Data time: 0.0111, Iter time: 0.3233 Loss 0.173 (AVG: 0.430) Score 94.454 (AVG: 89.380) mIOU 71.515 mAP 78.276 mAcc 80.836 IOU: 84.790 96.058 68.235 83.425 93.604 87.831 69.875 59.438 59.069 76.923 22.408 67.721 62.934 74.654 54.459 73.074 92.593 73.184 89.763 40.257 mAP: 83.203 94.525 70.901 83.338 91.953 86.705 76.073 70.181 72.660 76.278 56.202 60.601 70.754 88.945 63.466 85.720 95.430 83.351 96.607 58.626 mAcc: 94.491 98.699 83.169 86.526 95.721 97.149 82.198 65.993 74.564 90.338 32.629 76.095 91.113 84.281 56.651 87.591 94.946 83.228 94.026 47.323 [2020-11-12 18:59:24,452][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.2153 Loss 0.212 (AVG: 0.415) Score 91.743 (AVG: 89.130) mIOU 69.866 mAP 75.980 mAcc 78.611 IOU: 84.262 96.271 67.085 79.385 91.596 84.101 69.624 59.883 58.352 83.227 23.253 69.670 62.262 66.564 53.237 56.383 93.281 69.433 86.554 42.905 mAP: 82.823 94.647 66.296 74.762 91.365 82.423 72.145 69.589 71.887 71.130 54.304 61.827 71.282 87.629 63.404 81.850 96.733 83.174 82.360 59.966 mAcc: 94.101 98.680 83.116 84.003 94.333 93.924 81.141 67.978 72.984 92.014 39.491 77.959 82.125 76.660 56.216 63.408 95.890 77.170 90.288 50.741 [2020-11-12 19:00:52,916][root][INFO] - 301/312: Data time: 0.0088, Iter time: 0.5115 Loss 0.187 (AVG: 0.423) Score 94.191 (AVG: 89.125) mIOU 70.394 mAP 76.045 mAcc 79.122 IOU: 83.989 96.376 61.965 82.884 91.407 83.754 71.161 60.639 58.956 81.652 26.455 66.474 62.861 69.128 50.690 61.195 92.499 66.913 87.544 51.343 mAP: 82.453 94.985 64.194 77.088 90.868 82.396 72.029 70.631 69.692 74.582 55.713 59.808 71.591 82.881 61.711 87.372 96.022 82.513 85.088 59.281 mAcc: 94.354 98.636 79.759 86.607 94.402 93.633 81.240 68.846 72.757 92.325 42.084 74.113 83.789 79.242 53.622 67.456 94.622 73.915 92.488 58.555 [2020-11-12 19:01:02,501][root][INFO] - 312/312: Data time: 0.0038, Iter time: 0.3753 Loss 1.262 (AVG: 0.426) Score 68.682 (AVG: 89.077) mIOU 70.039 mAP 75.847 mAcc 78.821 IOU: 84.185 96.392 61.185 82.201 91.271 82.455 71.151 60.950 58.909 81.337 26.668 66.807 62.321 69.013 48.704 60.250 92.455 65.937 87.544 51.036 mAP: 82.749 95.088 64.075 76.579 90.939 81.255 72.257 71.090 69.423 74.992 56.028 60.007 71.736 83.017 59.960 85.361 96.081 81.754 85.088 59.462 mAcc: 94.459 98.651 79.872 85.785 94.246 93.412 81.290 69.171 72.835 92.356 42.244 74.110 83.452 79.060 51.404 66.315 94.550 72.776 92.488 57.944 [2020-11-12 19:01:02,502][root][INFO] - Finished test. Elapsed time: 271.4708 [2020-11-12 19:01:13,364][root][INFO] - [2020-11-12 19:01:13,365][root][INFO] - ################################################################ [2020-11-12 19:01:13,365][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 19:01:13,365][root][INFO] - ################################################################ [2020-11-12 19:01:13,366][root][INFO] - cabinet : 0.251 0.492 0.690 [2020-11-12 19:01:13,366][root][INFO] - bed : 0.379 0.745 0.852 [2020-11-12 19:01:13,366][root][INFO] - chair : 0.699 0.855 0.897 [2020-11-12 19:01:13,366][root][INFO] - sofa : 0.448 0.703 0.850 [2020-11-12 19:01:13,366][root][INFO] - table : 0.414 0.666 0.782 [2020-11-12 19:01:13,366][root][INFO] - door : 0.237 0.443 0.576 [2020-11-12 19:01:13,366][root][INFO] - window : 0.203 0.379 0.590 [2020-11-12 19:01:13,366][root][INFO] - bookshelf : 0.210 0.545 0.778 [2020-11-12 19:01:13,366][root][INFO] - picture : 0.189 0.322 0.423 [2020-11-12 19:01:13,366][root][INFO] - counter : 0.077 0.232 0.597 [2020-11-12 19:01:13,366][root][INFO] - desk : 0.086 0.331 0.741 [2020-11-12 19:01:13,366][root][INFO] - curtain : 0.251 0.386 0.611 [2020-11-12 19:01:13,366][root][INFO] - refrigerator : 0.289 0.364 0.429 [2020-11-12 19:01:13,366][root][INFO] - shower curtain : 0.409 0.637 0.702 [2020-11-12 19:01:13,366][root][INFO] - toilet : 0.819 0.983 0.983 [2020-11-12 19:01:13,366][root][INFO] - sink : 0.333 0.605 0.841 [2020-11-12 19:01:13,366][root][INFO] - bathtub : 0.450 0.628 0.808 [2020-11-12 19:01:13,366][root][INFO] - otherfurniture : 0.333 0.511 0.629 [2020-11-12 19:01:13,366][root][INFO] - ---------------------------------------------------------------- [2020-11-12 19:01:13,366][root][INFO] - average : 0.338 0.546 0.710 [2020-11-12 19:01:13,366][root][INFO] - [2020-11-12 19:01:13,506][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 19:01:14,538][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 19:01:14,645][root][INFO] - Current best mIoU: 70.039 at iter 4000 [2020-11-12 19:01:18,245][root][INFO] - ===> Epoch[154](4001/26): Loss -0.5387, Sem 0.1854, dir -0.9406, norm 0.2165, swav 0.0000 LR: 8.180e-02 Score 93.772 Data time: 0.1542, Forward time: 2.2683, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 3.5942 [2020-11-12 19:01:23,456][root][INFO] - ===> Epoch[154](4002/26): Loss -0.5553, Sem 0.1511, dir -0.9409, norm 0.2344, swav 0.0000 LR: 8.180e-02 Score 95.108 Data time: 0.2090, Forward time: 2.2683, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.1146 [2020-11-12 19:01:30,031][root][INFO] - ===> Epoch[154](4003/26): Loss -0.5168, Sem 0.2019, dir -0.9363, norm 0.2175, swav 0.0000 LR: 8.179e-02 Score 93.696 Data time: 0.1877, Forward time: 2.2682, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.4379 [2020-11-12 19:01:35,885][root][INFO] - ===> Epoch[154](4004/26): Loss -0.5798, Sem 0.1627, dir -0.9468, norm 0.2043, swav 0.0000 LR: 8.179e-02 Score 94.711 Data time: 0.1978, Forward time: 2.2681, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.7445 [2020-11-12 19:01:42,707][root][INFO] - ===> Epoch[155](4005/26): Loss -0.5236, Sem 0.1829, dir -0.9358, norm 0.2293, swav 0.0000 LR: 8.178e-02 Score 94.137 Data time: 0.2602, Forward time: 2.2683, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.7418 [2020-11-12 19:01:49,193][root][INFO] - ===> Epoch[155](4006/26): Loss -0.5431, Sem 0.1764, dir -0.9482, norm 0.2287, swav 0.0000 LR: 8.178e-02 Score 94.338 Data time: 0.1876, Forward time: 2.2682, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.3570 [2020-11-12 19:01:54,615][root][INFO] - ===> Epoch[155](4007/26): Loss -0.5620, Sem 0.1724, dir -0.9434, norm 0.2091, swav 0.0000 LR: 8.177e-02 Score 94.880 Data time: 0.1738, Forward time: 2.2681, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.3433 [2020-11-12 19:02:00,045][root][INFO] - ===> Epoch[155](4008/26): Loss -0.5344, Sem 0.1805, dir -0.9424, norm 0.2275, swav 0.0000 LR: 8.177e-02 Score 94.135 Data time: 0.2524, Forward time: 2.2682, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.3646 [2020-11-12 19:02:06,638][root][INFO] - ===> Epoch[155](4009/26): Loss -0.5250, Sem 0.1847, dir -0.9439, norm 0.2342, swav 0.0000 LR: 8.176e-02 Score 94.119 Data time: 0.2083, Forward time: 2.2682, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.4587 [2020-11-12 19:02:12,517][root][INFO] - ===> Epoch[155](4010/26): Loss -0.5595, Sem 0.1606, dir -0.9423, norm 0.2221, swav 0.0000 LR: 8.176e-02 Score 94.519 Data time: 0.1860, Forward time: 2.2681, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.7648 [2020-11-12 19:02:18,095][root][INFO] - ===> Epoch[155](4011/26): Loss -0.5528, Sem 0.1759, dir -0.9459, norm 0.2172, swav 0.0000 LR: 8.176e-02 Score 94.676 Data time: 0.2419, Forward time: 2.2682, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.4909 [2020-11-12 19:02:24,831][root][INFO] - ===> Epoch[155](4012/26): Loss -0.5799, Sem 0.1546, dir -0.9483, norm 0.2138, swav 0.0000 LR: 8.175e-02 Score 95.077 Data time: 0.1711, Forward time: 2.2681, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.6063 [2020-11-12 19:02:31,586][root][INFO] - ===> Epoch[155](4013/26): Loss -0.5459, Sem 0.1657, dir -0.9389, norm 0.2273, swav 0.0000 LR: 8.175e-02 Score 94.610 Data time: 0.3042, Forward time: 2.2683, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 6.6759 [2020-11-12 19:02:37,643][root][INFO] - ===> Epoch[155](4014/26): Loss -0.5780, Sem 0.1629, dir -0.9524, norm 0.2116, swav 0.0000 LR: 8.174e-02 Score 94.618 Data time: 0.1749, Forward time: 2.2682, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 5.9273 [2020-11-12 19:02:42,556][root][INFO] - ===> Epoch[155](4015/26): Loss -0.5068, Sem 0.1775, dir -0.9355, norm 0.2513, swav 0.0000 LR: 8.174e-02 Score 94.419 Data time: 0.2350, Forward time: 2.2683, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 4.8048 [2020-11-12 19:02:47,652][root][INFO] - ===> Epoch[155](4016/26): Loss -0.5475, Sem 0.1875, dir -0.9485, norm 0.2135, swav 0.0000 LR: 8.173e-02 Score 93.772 Data time: 0.1806, Forward time: 2.2682, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.9864 [2020-11-12 19:02:53,035][root][INFO] - ===> Epoch[155](4017/26): Loss -0.5687, Sem 0.1690, dir -0.9432, norm 0.2055, swav 0.0000 LR: 8.173e-02 Score 94.618 Data time: 0.1863, Forward time: 2.2682, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.2666 [2020-11-12 19:02:58,872][root][INFO] - ===> Epoch[155](4018/26): Loss -0.5488, Sem 0.1689, dir -0.9421, norm 0.2244, swav 0.0000 LR: 8.172e-02 Score 94.313 Data time: 0.1778, Forward time: 2.2681, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.7327 [2020-11-12 19:03:04,031][root][INFO] - ===> Epoch[155](4019/26): Loss -0.5889, Sem 0.1515, dir -0.9475, norm 0.2071, swav 0.0000 LR: 8.172e-02 Score 94.841 Data time: 0.2086, Forward time: 2.2681, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.0712 [2020-11-12 19:03:09,595][root][INFO] - ===> Epoch[155](4020/26): Loss -0.5541, Sem 0.1739, dir -0.9401, norm 0.2121, swav 0.0000 LR: 8.171e-02 Score 94.603 Data time: 0.2350, Forward time: 2.2682, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.4603 [2020-11-12 19:03:15,233][root][INFO] - ===> Epoch[155](4021/26): Loss -0.5348, Sem 0.1585, dir -0.9444, norm 0.2511, swav 0.0000 LR: 8.171e-02 Score 94.870 Data time: 0.2175, Forward time: 2.2682, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.5170 [2020-11-12 19:03:22,232][root][INFO] - ===> Epoch[155](4022/26): Loss -0.5615, Sem 0.1802, dir -0.9460, norm 0.2042, swav 0.0000 LR: 8.170e-02 Score 94.224 Data time: 0.2612, Forward time: 2.2682, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.8862 [2020-11-12 19:03:27,951][root][INFO] - ===> Epoch[155](4023/26): Loss -0.5597, Sem 0.1540, dir -0.9423, norm 0.2285, swav 0.0000 LR: 8.170e-02 Score 95.048 Data time: 0.2647, Forward time: 2.2684, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.6077 [2020-11-12 19:03:33,799][root][INFO] - ===> Epoch[155](4024/26): Loss -0.5719, Sem 0.1705, dir -0.9507, norm 0.2083, swav 0.0000 LR: 8.170e-02 Score 94.440 Data time: 0.2619, Forward time: 2.2685, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.7198 [2020-11-12 19:03:39,496][root][INFO] - ===> Epoch[155](4025/26): Loss -0.5698, Sem 0.1692, dir -0.9451, norm 0.2060, swav 0.0000 LR: 8.169e-02 Score 94.453 Data time: 0.2612, Forward time: 2.2686, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.5661 [2020-11-12 19:03:44,960][root][INFO] - ===> Epoch[155](4026/26): Loss -0.5165, Sem 0.1756, dir -0.9390, norm 0.2469, swav 0.0000 LR: 8.169e-02 Score 94.092 Data time: 0.2030, Forward time: 2.2686, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.3355 [2020-11-12 19:03:49,965][root][INFO] - ===> Epoch[155](4027/26): Loss -0.5805, Sem 0.1485, dir -0.9479, norm 0.2188, swav 0.0000 LR: 8.168e-02 Score 95.014 Data time: 0.2034, Forward time: 2.2686, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.9071 [2020-11-12 19:03:55,351][root][INFO] - ===> Epoch[155](4028/26): Loss -0.5947, Sem 0.1551, dir -0.9513, norm 0.2016, swav 0.0000 LR: 8.168e-02 Score 94.722 Data time: 0.1377, Forward time: 2.2684, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.2638 [2020-11-12 19:04:01,208][root][INFO] - ===> Epoch[155](4029/26): Loss -0.5605, Sem 0.1755, dir -0.9482, norm 0.2122, swav 0.0000 LR: 8.167e-02 Score 94.349 Data time: 0.2026, Forward time: 2.2684, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.7649 [2020-11-12 19:04:07,795][root][INFO] - ===> Epoch[155](4030/26): Loss -0.5665, Sem 0.1651, dir -0.9486, norm 0.2170, swav 0.0000 LR: 8.167e-02 Score 94.466 Data time: 0.2088, Forward time: 2.2684, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.4790 [2020-11-12 19:04:12,938][root][INFO] - ===> Epoch[156](4031/26): Loss -0.5353, Sem 0.1821, dir -0.9414, norm 0.2240, swav 0.0000 LR: 8.166e-02 Score 94.362 Data time: 0.1900, Forward time: 2.2684, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.0342 [2020-11-12 19:04:18,628][root][INFO] - ===> Epoch[156](4032/26): Loss -0.5250, Sem 0.1932, dir -0.9441, norm 0.2258, swav 0.0000 LR: 8.166e-02 Score 93.678 Data time: 0.2182, Forward time: 2.2683, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.5954 [2020-11-12 19:04:23,893][root][INFO] - ===> Epoch[156](4033/26): Loss -0.5510, Sem 0.1567, dir -0.9355, norm 0.2278, swav 0.0000 LR: 8.165e-02 Score 94.710 Data time: 0.2429, Forward time: 2.2684, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.1332 [2020-11-12 19:04:29,439][root][INFO] - ===> Epoch[156](4034/26): Loss -0.5710, Sem 0.1487, dir -0.9402, norm 0.2205, swav 0.0000 LR: 8.165e-02 Score 95.018 Data time: 0.1842, Forward time: 2.2684, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.4288 [2020-11-12 19:04:35,440][root][INFO] - ===> Epoch[156](4035/26): Loss -0.5842, Sem 0.1614, dir -0.9485, norm 0.2029, swav 0.0000 LR: 8.165e-02 Score 95.005 Data time: 0.1795, Forward time: 2.2683, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.8895 [2020-11-12 19:04:41,873][root][INFO] - ===> Epoch[156](4036/26): Loss -0.5729, Sem 0.1650, dir -0.9457, norm 0.2078, swav 0.0000 LR: 8.164e-02 Score 94.573 Data time: 0.2445, Forward time: 2.2683, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.3501 [2020-11-12 19:04:47,984][root][INFO] - ===> Epoch[156](4037/26): Loss -0.5611, Sem 0.1830, dir -0.9458, norm 0.2017, swav 0.0000 LR: 8.164e-02 Score 94.015 Data time: 0.2383, Forward time: 2.2684, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.9699 [2020-11-12 19:04:54,971][root][INFO] - ===> Epoch[156](4038/26): Loss -0.5886, Sem 0.1530, dir -0.9477, norm 0.2062, swav 0.0000 LR: 8.163e-02 Score 95.070 Data time: 0.2329, Forward time: 2.2685, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.8665 [2020-11-12 19:05:00,173][root][INFO] - ===> Epoch[156](4039/26): Loss -0.5583, Sem 0.1551, dir -0.9471, norm 0.2337, swav 0.0000 LR: 8.163e-02 Score 94.673 Data time: 0.2456, Forward time: 2.2685, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.0864 [2020-11-12 19:05:05,219][root][INFO] - ===> Epoch[156](4040/26): Loss -0.5225, Sem 0.1958, dir -0.9330, norm 0.2147, swav 0.0000 LR: 8.162e-02 Score 93.500 Data time: 0.1719, Forward time: 2.2684, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 4.9565 [2020-11-12 19:05:11,654][root][INFO] - ===> Epoch[156](4041/26): Loss -0.5577, Sem 0.1737, dir -0.9437, norm 0.2123, swav 0.0000 LR: 8.162e-02 Score 94.162 Data time: 0.1852, Forward time: 2.2683, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.3340 [2020-11-12 19:05:17,384][root][INFO] - ===> Epoch[156](4042/26): Loss -0.6011, Sem 0.1455, dir -0.9496, norm 0.2030, swav 0.0000 LR: 8.161e-02 Score 95.131 Data time: 0.1911, Forward time: 2.2683, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.6411 [2020-11-12 19:05:22,779][root][INFO] - ===> Epoch[156](4043/26): Loss -0.5666, Sem 0.1602, dir -0.9511, norm 0.2243, swav 0.0000 LR: 8.161e-02 Score 95.123 Data time: 0.2515, Forward time: 2.2684, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.2840 [2020-11-12 19:05:28,228][root][INFO] - ===> Epoch[156](4044/26): Loss -0.5630, Sem 0.1710, dir -0.9494, norm 0.2153, swav 0.0000 LR: 8.160e-02 Score 94.667 Data time: 0.2570, Forward time: 2.2686, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.3402 [2020-11-12 19:05:33,243][root][INFO] - ===> Epoch[156](4045/26): Loss -0.4778, Sem 0.2152, dir -0.9426, norm 0.2496, swav 0.0000 LR: 8.160e-02 Score 93.374 Data time: 0.1905, Forward time: 2.2685, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 4.8754 [2020-11-12 19:05:38,830][root][INFO] - ===> Epoch[156](4046/26): Loss -0.5742, Sem 0.1651, dir -0.9492, norm 0.2099, swav 0.0000 LR: 8.159e-02 Score 94.423 Data time: 0.2712, Forward time: 2.2687, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.5038 [2020-11-12 19:05:44,987][root][INFO] - ===> Epoch[156](4047/26): Loss -0.5358, Sem 0.1670, dir -0.9435, norm 0.2407, swav 0.0000 LR: 8.159e-02 Score 94.601 Data time: 0.2911, Forward time: 2.2689, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.0280 [2020-11-12 19:05:51,006][root][INFO] - ===> Epoch[156](4048/26): Loss -0.5121, Sem 0.1998, dir -0.9360, norm 0.2241, swav 0.0000 LR: 8.159e-02 Score 93.636 Data time: 0.2052, Forward time: 2.2689, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.8804 [2020-11-12 19:05:56,633][root][INFO] - ===> Epoch[156](4049/26): Loss -0.5733, Sem 0.1687, dir -0.9461, norm 0.2041, swav 0.0000 LR: 8.158e-02 Score 94.599 Data time: 0.1474, Forward time: 2.2688, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.5027 [2020-11-12 19:06:04,391][root][INFO] - ===> Epoch[156](4050/26): Loss -0.5098, Sem 0.1999, dir -0.9384, norm 0.2286, swav 0.0000 LR: 8.158e-02 Score 93.558 Data time: 0.2504, Forward time: 2.2689, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 7.6642 [2020-11-12 19:06:12,125][root][INFO] - ===> Epoch[156](4051/26): Loss -0.5400, Sem 0.1590, dir -0.9382, norm 0.2392, swav 0.0000 LR: 8.157e-02 Score 94.721 Data time: 0.2472, Forward time: 2.2690, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 7.6031 [2020-11-12 19:06:17,880][root][INFO] - ===> Epoch[156](4052/26): Loss -0.5513, Sem 0.1789, dir -0.9423, norm 0.2122, swav 0.0000 LR: 8.157e-02 Score 94.276 Data time: 0.2391, Forward time: 2.2691, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.6501 [2020-11-12 19:06:24,368][root][INFO] - ===> Epoch[156](4053/26): Loss -0.5767, Sem 0.1661, dir -0.9445, norm 0.2017, swav 0.0000 LR: 8.156e-02 Score 94.914 Data time: 0.2088, Forward time: 2.2691, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.3897 [2020-11-12 19:06:30,664][root][INFO] - ===> Epoch[156](4054/26): Loss -0.5816, Sem 0.1685, dir -0.9471, norm 0.1969, swav 0.0000 LR: 8.156e-02 Score 94.252 Data time: 0.2611, Forward time: 2.2692, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.1858 [2020-11-12 19:06:37,242][root][INFO] - ===> Epoch[156](4055/26): Loss -0.5696, Sem 0.1661, dir -0.9473, norm 0.2116, swav 0.0000 LR: 8.155e-02 Score 94.648 Data time: 0.3450, Forward time: 2.2695, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.4415 [2020-11-12 19:06:43,076][root][INFO] - ===> Epoch[156](4056/26): Loss -0.5321, Sem 0.1798, dir -0.9444, norm 0.2325, swav 0.0000 LR: 8.155e-02 Score 94.197 Data time: 0.2608, Forward time: 2.2696, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.6953 [2020-11-12 19:06:49,368][root][INFO] - ===> Epoch[157](4057/26): Loss -0.5697, Sem 0.1504, dir -0.9418, norm 0.2217, swav 0.0000 LR: 8.154e-02 Score 95.042 Data time: 0.1725, Forward time: 2.2696, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.1794 [2020-11-12 19:06:54,480][root][INFO] - ===> Epoch[157](4058/26): Loss -0.5396, Sem 0.1559, dir -0.9381, norm 0.2426, swav 0.0000 LR: 8.154e-02 Score 94.977 Data time: 0.1877, Forward time: 2.2694, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.0243 [2020-11-12 19:07:01,412][root][INFO] - ===> Epoch[157](4059/26): Loss -0.5917, Sem 0.1548, dir -0.9463, norm 0.1997, swav 0.0000 LR: 8.153e-02 Score 94.934 Data time: 0.1918, Forward time: 2.2694, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.8655 [2020-11-12 19:07:06,169][root][INFO] - ===> Epoch[157](4060/26): Loss -0.5395, Sem 0.1804, dir -0.9408, norm 0.2209, swav 0.0000 LR: 8.153e-02 Score 94.223 Data time: 0.1923, Forward time: 2.2693, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 4.6399 [2020-11-12 19:07:13,334][root][INFO] - ===> Epoch[157](4061/26): Loss -0.5483, Sem 0.1640, dir -0.9376, norm 0.2252, swav 0.0000 LR: 8.153e-02 Score 94.491 Data time: 0.1791, Forward time: 2.2693, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 7.0652 [2020-11-12 19:07:18,694][root][INFO] - ===> Epoch[157](4062/26): Loss -0.5535, Sem 0.1580, dir -0.9512, norm 0.2397, swav 0.0000 LR: 8.152e-02 Score 94.897 Data time: 0.2065, Forward time: 2.2692, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.2656 [2020-11-12 19:07:24,226][root][INFO] - ===> Epoch[157](4063/26): Loss -0.6113, Sem 0.1445, dir -0.9552, norm 0.1994, swav 0.0000 LR: 8.152e-02 Score 95.322 Data time: 0.1781, Forward time: 2.2692, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.4098 [2020-11-12 19:07:28,953][root][INFO] - ===> Epoch[157](4064/26): Loss -0.5335, Sem 0.1768, dir -0.9435, norm 0.2333, swav 0.0000 LR: 8.151e-02 Score 94.182 Data time: 0.2108, Forward time: 2.2691, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.6348 [2020-11-12 19:07:35,143][root][INFO] - ===> Epoch[157](4065/26): Loss -0.5556, Sem 0.1666, dir -0.9436, norm 0.2214, swav 0.0000 LR: 8.151e-02 Score 94.487 Data time: 0.2921, Forward time: 2.2693, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.0818 [2020-11-12 19:07:40,213][root][INFO] - ===> Epoch[157](4066/26): Loss -0.5540, Sem 0.1753, dir -0.9432, norm 0.2138, swav 0.0000 LR: 8.150e-02 Score 94.238 Data time: 0.1591, Forward time: 2.2692, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 4.9205 [2020-11-12 19:07:47,169][root][INFO] - ===> Epoch[157](4067/26): Loss -0.5798, Sem 0.1640, dir -0.9445, norm 0.2007, swav 0.0000 LR: 8.150e-02 Score 94.709 Data time: 0.1868, Forward time: 2.2691, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.8639 [2020-11-12 19:07:51,802][root][INFO] - ===> Epoch[157](4068/26): Loss -0.5660, Sem 0.1695, dir -0.9447, norm 0.2092, swav 0.0000 LR: 8.149e-02 Score 94.469 Data time: 0.1659, Forward time: 2.2690, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.5439 [2020-11-12 19:07:57,048][root][INFO] - ===> Epoch[157](4069/26): Loss -0.5720, Sem 0.1801, dir -0.9514, norm 0.1993, swav 0.0000 LR: 8.149e-02 Score 93.842 Data time: 0.1856, Forward time: 2.2690, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.1531 [2020-11-12 19:08:02,711][root][INFO] - ===> Epoch[157](4070/26): Loss -0.5776, Sem 0.1737, dir -0.9513, norm 0.2000, swav 0.0000 LR: 8.148e-02 Score 94.244 Data time: 0.2283, Forward time: 2.2690, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.5806 [2020-11-12 19:08:08,629][root][INFO] - ===> Epoch[157](4071/26): Loss -0.5829, Sem 0.1621, dir -0.9495, norm 0.2045, swav 0.0000 LR: 8.148e-02 Score 94.695 Data time: 0.2001, Forward time: 2.2690, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.8026 [2020-11-12 19:08:14,845][root][INFO] - ===> Epoch[157](4072/26): Loss -0.5441, Sem 0.1513, dir -0.9430, norm 0.2476, swav 0.0000 LR: 8.147e-02 Score 95.105 Data time: 0.2826, Forward time: 2.2692, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.1188 [2020-11-12 19:08:20,965][root][INFO] - ===> Epoch[157](4073/26): Loss -0.5664, Sem 0.1621, dir -0.9431, norm 0.2146, swav 0.0000 LR: 8.147e-02 Score 94.568 Data time: 0.2195, Forward time: 2.2692, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.0029 [2020-11-12 19:08:25,866][root][INFO] - ===> Epoch[157](4074/26): Loss -0.5180, Sem 0.1938, dir -0.9422, norm 0.2304, swav 0.0000 LR: 8.147e-02 Score 94.034 Data time: 0.2131, Forward time: 2.2692, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.8000 [2020-11-12 19:08:32,290][root][INFO] - ===> Epoch[157](4075/26): Loss -0.5257, Sem 0.1859, dir -0.9403, norm 0.2286, swav 0.0000 LR: 8.146e-02 Score 94.022 Data time: 0.3172, Forward time: 2.2694, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.3300 [2020-11-12 19:08:38,337][root][INFO] - ===> Epoch[157](4076/26): Loss -0.5521, Sem 0.1865, dir -0.9433, norm 0.2047, swav 0.0000 LR: 8.146e-02 Score 93.831 Data time: 0.2577, Forward time: 2.2696, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.9232 [2020-11-12 19:08:44,519][root][INFO] - ===> Epoch[157](4077/26): Loss -0.5021, Sem 0.2047, dir -0.9395, norm 0.2327, swav 0.0000 LR: 8.145e-02 Score 93.071 Data time: 0.1921, Forward time: 2.2695, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.0681 [2020-11-12 19:08:49,873][root][INFO] - ===> Epoch[157](4078/26): Loss -0.5592, Sem 0.1601, dir -0.9381, norm 0.2188, swav 0.0000 LR: 8.145e-02 Score 94.827 Data time: 0.2185, Forward time: 2.2695, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.2394 [2020-11-12 19:08:56,375][root][INFO] - ===> Epoch[157](4079/26): Loss -0.5460, Sem 0.1809, dir -0.9414, norm 0.2145, swav 0.0000 LR: 8.144e-02 Score 94.302 Data time: 0.3012, Forward time: 2.2696, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.3965 [2020-11-12 19:09:02,937][root][INFO] - ===> Epoch[157](4080/26): Loss -0.4987, Sem 0.2292, dir -0.9443, norm 0.2165, swav 0.0000 LR: 8.144e-02 Score 92.897 Data time: 0.2070, Forward time: 2.2696, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.4286 [2020-11-12 19:09:08,769][root][INFO] - ===> Epoch[157](4081/26): Loss -0.5363, Sem 0.1559, dir -0.9444, norm 0.2522, swav 0.0000 LR: 8.143e-02 Score 94.839 Data time: 0.1992, Forward time: 2.2696, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.7112 [2020-11-12 19:09:15,345][root][INFO] - ===> Epoch[157](4082/26): Loss -0.5551, Sem 0.1769, dir -0.9457, norm 0.2137, swav 0.0000 LR: 8.143e-02 Score 94.141 Data time: 0.1150, Forward time: 2.2694, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.4652 [2020-11-12 19:09:20,839][root][INFO] - ===> Epoch[158](4083/26): Loss -0.5578, Sem 0.1731, dir -0.9440, norm 0.2131, swav 0.0000 LR: 8.142e-02 Score 94.598 Data time: 0.1617, Forward time: 2.2692, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.4397 [2020-11-12 19:09:26,542][root][INFO] - ===> Epoch[158](4084/26): Loss -0.5308, Sem 0.1791, dir -0.9391, norm 0.2292, swav 0.0000 LR: 8.142e-02 Score 94.337 Data time: 0.2331, Forward time: 2.2693, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.6006 [2020-11-12 19:09:31,568][root][INFO] - ===> Epoch[158](4085/26): Loss -0.5159, Sem 0.2012, dir -0.9367, norm 0.2197, swav 0.0000 LR: 8.141e-02 Score 93.498 Data time: 0.2254, Forward time: 2.2693, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.8946 [2020-11-12 19:09:36,991][root][INFO] - ===> Epoch[158](4086/26): Loss -0.5628, Sem 0.1735, dir -0.9465, norm 0.2102, swav 0.0000 LR: 8.141e-02 Score 94.621 Data time: 0.2558, Forward time: 2.2694, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.3268 [2020-11-12 19:09:42,324][root][INFO] - ===> Epoch[158](4087/26): Loss -0.5150, Sem 0.1876, dir -0.9412, norm 0.2385, swav 0.0000 LR: 8.141e-02 Score 93.848 Data time: 0.2407, Forward time: 2.2694, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.2177 [2020-11-12 19:09:48,354][root][INFO] - ===> Epoch[158](4088/26): Loss -0.5538, Sem 0.1873, dir -0.9449, norm 0.2038, swav 0.0000 LR: 8.140e-02 Score 93.863 Data time: 0.3225, Forward time: 2.2696, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.9209 [2020-11-12 19:09:54,756][root][INFO] - ===> Epoch[158](4089/26): Loss -0.5710, Sem 0.1672, dir -0.9446, norm 0.2065, swav 0.0000 LR: 8.140e-02 Score 94.508 Data time: 0.2195, Forward time: 2.2697, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.2707 [2020-11-12 19:10:00,618][root][INFO] - ===> Epoch[158](4090/26): Loss -0.4916, Sem 0.1935, dir -0.9399, norm 0.2549, swav 0.0000 LR: 8.139e-02 Score 93.908 Data time: 0.1603, Forward time: 2.2695, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.7554 [2020-11-12 19:10:07,063][root][INFO] - ===> Epoch[158](4091/26): Loss -0.5382, Sem 0.1718, dir -0.9357, norm 0.2256, swav 0.0000 LR: 8.139e-02 Score 94.193 Data time: 0.1333, Forward time: 2.2694, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.3739 [2020-11-12 19:10:13,621][root][INFO] - ===> Epoch[158](4092/26): Loss -0.5518, Sem 0.1745, dir -0.9469, norm 0.2206, swav 0.0000 LR: 8.138e-02 Score 94.368 Data time: 0.2044, Forward time: 2.2693, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 6.4985 [2020-11-12 19:10:18,972][root][INFO] - ===> Epoch[158](4093/26): Loss -0.5673, Sem 0.1749, dir -0.9480, norm 0.2058, swav 0.0000 LR: 8.138e-02 Score 94.146 Data time: 0.2553, Forward time: 2.2694, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.2845 [2020-11-12 19:10:24,756][root][INFO] - ===> Epoch[158](4094/26): Loss -0.5487, Sem 0.1650, dir -0.9393, norm 0.2256, swav 0.0000 LR: 8.137e-02 Score 94.707 Data time: 0.2325, Forward time: 2.2694, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.6475 [2020-11-12 19:10:30,580][root][INFO] - ===> Epoch[158](4095/26): Loss -0.5410, Sem 0.1805, dir -0.9481, norm 0.2266, swav 0.0000 LR: 8.137e-02 Score 94.351 Data time: 0.2292, Forward time: 2.2695, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.7204 [2020-11-12 19:10:36,785][root][INFO] - ===> Epoch[158](4096/26): Loss -0.5856, Sem 0.1641, dir -0.9490, norm 0.1993, swav 0.0000 LR: 8.136e-02 Score 94.439 Data time: 0.2447, Forward time: 2.2696, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.0908 [2020-11-12 19:10:42,852][root][INFO] - ===> Epoch[158](4097/26): Loss -0.5399, Sem 0.1876, dir -0.9474, norm 0.2199, swav 0.0000 LR: 8.136e-02 Score 93.740 Data time: 0.2130, Forward time: 2.2697, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.9132 [2020-11-12 19:10:47,826][root][INFO] - ===> Epoch[158](4098/26): Loss -0.5639, Sem 0.1716, dir -0.9497, norm 0.2142, swav 0.0000 LR: 8.136e-02 Score 94.592 Data time: 0.1981, Forward time: 2.2696, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 4.8640 [2020-11-12 19:10:53,562][root][INFO] - ===> Epoch[158](4099/26): Loss -0.5118, Sem 0.2040, dir -0.9433, norm 0.2276, swav 0.0000 LR: 8.135e-02 Score 93.210 Data time: 0.2463, Forward time: 2.2697, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.6232 [2020-11-12 19:11:01,486][root][INFO] - ===> Epoch[158](4100/26): Loss -0.5350, Sem 0.1942, dir -0.9462, norm 0.2169, swav 0.0000 LR: 8.135e-02 Score 93.675 Data time: 0.2423, Forward time: 2.2699, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 7.7756 [2020-11-12 19:11:07,100][root][INFO] - ===> Epoch[158](4101/26): Loss -0.5134, Sem 0.1891, dir -0.9373, norm 0.2348, swav 0.0000 LR: 8.134e-02 Score 93.878 Data time: 0.2736, Forward time: 2.2700, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.4805 [2020-11-12 19:11:12,671][root][INFO] - ===> Epoch[158](4102/26): Loss -0.5351, Sem 0.1820, dir -0.9409, norm 0.2238, swav 0.0000 LR: 8.134e-02 Score 93.905 Data time: 0.2180, Forward time: 2.2701, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.4382 [2020-11-12 19:11:18,825][root][INFO] - ===> Epoch[158](4103/26): Loss -0.5700, Sem 0.1747, dir -0.9470, norm 0.2023, swav 0.0000 LR: 8.133e-02 Score 94.466 Data time: 0.2233, Forward time: 2.2701, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.0272 [2020-11-12 19:11:24,111][root][INFO] - ===> Epoch[158](4104/26): Loss -0.5586, Sem 0.1539, dir -0.9431, norm 0.2307, swav 0.0000 LR: 8.133e-02 Score 95.056 Data time: 0.2190, Forward time: 2.2701, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.1609 [2020-11-12 19:11:29,529][root][INFO] - ===> Epoch[158](4105/26): Loss -0.5904, Sem 0.1506, dir -0.9479, norm 0.2069, swav 0.0000 LR: 8.132e-02 Score 95.220 Data time: 0.1948, Forward time: 2.2701, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.2878 [2020-11-12 19:11:35,123][root][INFO] - ===> Epoch[158](4106/26): Loss -0.5594, Sem 0.1791, dir -0.9490, norm 0.2104, swav 0.0000 LR: 8.132e-02 Score 94.213 Data time: 0.2272, Forward time: 2.2701, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.4813 [2020-11-12 19:11:40,591][root][INFO] - ===> Epoch[158](4107/26): Loss -0.5572, Sem 0.1808, dir -0.9455, norm 0.2075, swav 0.0000 LR: 8.131e-02 Score 93.889 Data time: 0.1608, Forward time: 2.2700, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.3774 [2020-11-12 19:11:47,841][root][INFO] - ===> Epoch[158](4108/26): Loss -0.5665, Sem 0.1606, dir -0.9452, norm 0.2181, swav 0.0000 LR: 8.131e-02 Score 94.466 Data time: 0.2428, Forward time: 2.2701, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 7.1806 [2020-11-12 19:11:53,376][root][INFO] - ===> Epoch[159](4109/26): Loss -0.5539, Sem 0.1643, dir -0.9436, norm 0.2253, swav 0.0000 LR: 8.130e-02 Score 94.688 Data time: 0.2299, Forward time: 2.2702, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.4038 [2020-11-12 19:11:58,615][root][INFO] - ===> Epoch[159](4110/26): Loss -0.6087, Sem 0.1400, dir -0.9496, norm 0.2009, swav 0.0000 LR: 8.130e-02 Score 95.321 Data time: 0.2436, Forward time: 2.2703, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.1153 [2020-11-12 19:12:03,852][root][INFO] - ===> Epoch[159](4111/26): Loss -0.5669, Sem 0.1642, dir -0.9412, norm 0.2101, swav 0.0000 LR: 8.130e-02 Score 94.514 Data time: 0.1402, Forward time: 2.2701, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.1237 [2020-11-12 19:12:09,504][root][INFO] - ===> Epoch[159](4112/26): Loss -0.5334, Sem 0.1877, dir -0.9421, norm 0.2209, swav 0.0000 LR: 8.129e-02 Score 93.667 Data time: 0.2446, Forward time: 2.2701, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.5910 [2020-11-12 19:12:14,289][root][INFO] - ===> Epoch[159](4113/26): Loss -0.5371, Sem 0.1825, dir -0.9434, norm 0.2238, swav 0.0000 LR: 8.129e-02 Score 93.995 Data time: 0.1814, Forward time: 2.2701, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 4.6796 [2020-11-12 19:12:20,252][root][INFO] - ===> Epoch[159](4114/26): Loss -0.5061, Sem 0.1727, dir -0.9380, norm 0.2592, swav 0.0000 LR: 8.128e-02 Score 94.355 Data time: 0.1639, Forward time: 2.2700, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.8675 [2020-11-12 19:12:26,327][root][INFO] - ===> Epoch[159](4115/26): Loss -0.5379, Sem 0.1848, dir -0.9447, norm 0.2220, swav 0.0000 LR: 8.128e-02 Score 93.878 Data time: 0.2137, Forward time: 2.2700, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.9981 [2020-11-12 19:12:30,809][root][INFO] - ===> Epoch[159](4116/26): Loss -0.5806, Sem 0.1622, dir -0.9450, norm 0.2022, swav 0.0000 LR: 8.127e-02 Score 94.565 Data time: 0.1948, Forward time: 2.2700, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 4.3801 [2020-11-12 19:12:36,620][root][INFO] - ===> Epoch[159](4117/26): Loss -0.6208, Sem 0.1525, dir -0.9525, norm 0.1791, swav 0.0000 LR: 8.127e-02 Score 95.098 Data time: 0.1505, Forward time: 2.2698, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.7082 [2020-11-12 19:12:42,430][root][INFO] - ===> Epoch[159](4118/26): Loss -0.5577, Sem 0.1647, dir -0.9517, norm 0.2293, swav 0.0000 LR: 8.126e-02 Score 94.447 Data time: 0.2172, Forward time: 2.2699, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.7620 [2020-11-12 19:12:47,110][root][INFO] - ===> Epoch[159](4119/26): Loss -0.5019, Sem 0.1898, dir -0.9350, norm 0.2433, swav 0.0000 LR: 8.126e-02 Score 94.289 Data time: 0.2088, Forward time: 2.2699, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 4.5809 [2020-11-12 19:12:53,478][root][INFO] - ===> Epoch[159](4120/26): Loss -0.5430, Sem 0.1709, dir -0.9366, norm 0.2227, swav 0.0000 LR: 8.125e-02 Score 94.601 Data time: 0.2388, Forward time: 2.2699, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 6.2588 [2020-11-12 19:12:59,924][root][INFO] - ===> Epoch[159](4121/26): Loss -0.5305, Sem 0.1758, dir -0.9451, norm 0.2389, swav 0.0000 LR: 8.125e-02 Score 94.265 Data time: 0.2503, Forward time: 2.2700, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.3181 [2020-11-12 19:13:05,433][root][INFO] - ===> Epoch[159](4122/26): Loss -0.5061, Sem 0.2113, dir -0.9346, norm 0.2172, swav 0.0000 LR: 8.124e-02 Score 93.202 Data time: 0.2462, Forward time: 2.2701, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.3947 [2020-11-12 19:13:11,482][root][INFO] - ===> Epoch[159](4123/26): Loss -0.4653, Sem 0.2065, dir -0.9346, norm 0.2627, swav 0.0000 LR: 8.124e-02 Score 93.501 Data time: 0.2541, Forward time: 2.2703, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.9529 [2020-11-12 19:13:18,572][root][INFO] - ===> Epoch[159](4124/26): Loss -0.4951, Sem 0.2173, dir -0.9392, norm 0.2269, swav 0.0000 LR: 8.124e-02 Score 92.724 Data time: 0.1621, Forward time: 2.2702, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.9711 [2020-11-12 19:13:24,479][root][INFO] - ===> Epoch[159](4125/26): Loss -0.5383, Sem 0.1856, dir -0.9431, norm 0.2192, swav 0.0000 LR: 8.123e-02 Score 94.197 Data time: 0.2830, Forward time: 2.2703, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.8324 [2020-11-12 19:13:29,987][root][INFO] - ===> Epoch[159](4126/26): Loss -0.5251, Sem 0.1743, dir -0.9320, norm 0.2326, swav 0.0000 LR: 8.123e-02 Score 94.407 Data time: 0.2573, Forward time: 2.2704, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.4097 [2020-11-12 19:13:35,701][root][INFO] - ===> Epoch[159](4127/26): Loss -0.5818, Sem 0.1551, dir -0.9519, norm 0.2149, swav 0.0000 LR: 8.122e-02 Score 94.906 Data time: 0.2576, Forward time: 2.2705, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 5.5932 [2020-11-12 19:13:41,411][root][INFO] - ===> Epoch[159](4128/26): Loss -0.5024, Sem 0.1811, dir -0.9238, norm 0.2402, swav 0.0000 LR: 8.122e-02 Score 93.893 Data time: 0.2301, Forward time: 2.2706, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 5.6023 [2020-11-12 19:13:48,200][root][INFO] - ===> Epoch[159](4129/26): Loss -0.5773, Sem 0.1417, dir -0.9508, norm 0.2318, swav 0.0000 LR: 8.121e-02 Score 95.378 Data time: 0.2233, Forward time: 2.2706, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.6851 [2020-11-12 19:13:54,403][root][INFO] - ===> Epoch[159](4130/26): Loss -0.5560, Sem 0.1584, dir -0.9416, norm 0.2273, swav 0.0000 LR: 8.121e-02 Score 94.882 Data time: 0.1396, Forward time: 2.2705, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.1045 [2020-11-12 19:13:59,678][root][INFO] - ===> Epoch[159](4131/26): Loss -0.5200, Sem 0.1827, dir -0.9317, norm 0.2291, swav 0.0000 LR: 8.120e-02 Score 94.146 Data time: 0.1849, Forward time: 2.2705, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.2232 [2020-11-12 19:14:05,246][root][INFO] - ===> Epoch[159](4132/26): Loss -0.5350, Sem 0.1712, dir -0.9408, norm 0.2346, swav 0.0000 LR: 8.120e-02 Score 94.459 Data time: 0.2082, Forward time: 2.2704, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.4650 [2020-11-12 19:14:10,462][root][INFO] - ===> Epoch[159](4133/26): Loss -0.5206, Sem 0.1767, dir -0.9397, norm 0.2424, swav 0.0000 LR: 8.119e-02 Score 94.352 Data time: 0.2677, Forward time: 2.2705, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.1124 [2020-11-12 19:14:15,845][root][INFO] - ===> Epoch[159](4134/26): Loss -0.5845, Sem 0.1536, dir -0.9393, norm 0.2012, swav 0.0000 LR: 8.119e-02 Score 95.017 Data time: 0.2055, Forward time: 2.2705, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 5.2744 [2020-11-12 19:14:22,033][root][INFO] - ===> Epoch[160](4135/26): Loss -0.5576, Sem 0.1626, dir -0.9397, norm 0.2195, swav 0.0000 LR: 8.118e-02 Score 94.591 Data time: 0.2793, Forward time: 2.2707, Backward time: 3.1402, DDP time: 0.0039, Total iter time: 6.0932 [2020-11-12 19:14:28,101][root][INFO] - ===> Epoch[160](4136/26): Loss -0.5009, Sem 0.1908, dir -0.9427, norm 0.2510, swav 0.0000 LR: 8.118e-02 Score 93.634 Data time: 0.2091, Forward time: 2.2707, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.9323 [2020-11-12 19:14:33,406][root][INFO] - ===> Epoch[160](4137/26): Loss -0.5670, Sem 0.1645, dir -0.9475, norm 0.2160, swav 0.0000 LR: 8.118e-02 Score 94.472 Data time: 0.2075, Forward time: 2.2706, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.2131 [2020-11-12 19:14:39,608][root][INFO] - ===> Epoch[160](4138/26): Loss -0.5376, Sem 0.1872, dir -0.9401, norm 0.2153, swav 0.0000 LR: 8.117e-02 Score 93.809 Data time: 0.2926, Forward time: 2.2708, Backward time: 3.1402, DDP time: 0.0039, Total iter time: 6.1323 [2020-11-12 19:14:45,396][root][INFO] - ===> Epoch[160](4139/26): Loss -0.5466, Sem 0.1692, dir -0.9398, norm 0.2240, swav 0.0000 LR: 8.117e-02 Score 94.357 Data time: 0.2249, Forward time: 2.2708, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 5.6452 [2020-11-12 19:14:52,143][root][INFO] - ===> Epoch[160](4140/26): Loss -0.5178, Sem 0.1809, dir -0.9385, norm 0.2398, swav 0.0000 LR: 8.116e-02 Score 93.725 Data time: 0.1524, Forward time: 2.2707, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.6387 [2020-11-12 19:14:58,342][root][INFO] - ===> Epoch[160](4141/26): Loss -0.5650, Sem 0.1725, dir -0.9491, norm 0.2117, swav 0.0000 LR: 8.116e-02 Score 94.127 Data time: 0.1862, Forward time: 2.2707, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.1387 [2020-11-12 19:15:04,693][root][INFO] - ===> Epoch[160](4142/26): Loss -0.5238, Sem 0.1584, dir -0.9332, norm 0.2510, swav 0.0000 LR: 8.115e-02 Score 94.969 Data time: 0.1768, Forward time: 2.2706, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.2338 [2020-11-12 19:15:10,314][root][INFO] - ===> Epoch[160](4143/26): Loss -0.4591, Sem 0.2171, dir -0.9420, norm 0.2657, swav 0.0000 LR: 8.115e-02 Score 93.048 Data time: 0.2031, Forward time: 2.2706, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.5358 [2020-11-12 19:15:16,932][root][INFO] - ===> Epoch[160](4144/26): Loss -0.4926, Sem 0.2044, dir -0.9343, norm 0.2373, swav 0.0000 LR: 8.114e-02 Score 93.425 Data time: 0.2049, Forward time: 2.2705, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.4798 [2020-11-12 19:15:24,297][root][INFO] - ===> Epoch[160](4145/26): Loss -0.5742, Sem 0.1759, dir -0.9548, norm 0.2048, swav 0.0000 LR: 8.114e-02 Score 94.353 Data time: 0.1588, Forward time: 2.2703, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 7.2629 [2020-11-12 19:15:30,242][root][INFO] - ===> Epoch[160](4146/26): Loss -0.4965, Sem 0.2182, dir -0.9409, norm 0.2262, swav 0.0000 LR: 8.113e-02 Score 93.236 Data time: 0.2647, Forward time: 2.2705, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.8590 [2020-11-12 19:15:36,094][root][INFO] - ===> Epoch[160](4147/26): Loss -0.5799, Sem 0.1629, dir -0.9424, norm 0.1997, swav 0.0000 LR: 8.113e-02 Score 94.598 Data time: 0.2021, Forward time: 2.2705, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.7384 [2020-11-12 19:15:40,911][root][INFO] - ===> Epoch[160](4148/26): Loss -0.5571, Sem 0.1844, dir -0.9481, norm 0.2066, swav 0.0000 LR: 8.112e-02 Score 94.287 Data time: 0.2225, Forward time: 2.2705, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.7049 [2020-11-12 19:15:45,911][root][INFO] - ===> Epoch[160](4149/26): Loss -0.5261, Sem 0.1696, dir -0.9342, norm 0.2386, swav 0.0000 LR: 8.112e-02 Score 94.160 Data time: 0.2476, Forward time: 2.2706, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 4.8835 [2020-11-12 19:15:51,652][root][INFO] - ===> Epoch[160](4150/26): Loss -0.5267, Sem 0.2124, dir -0.9449, norm 0.2058, swav 0.0000 LR: 8.112e-02 Score 93.209 Data time: 0.2236, Forward time: 2.2706, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.6298 [2020-11-12 19:15:56,871][root][INFO] - ===> Epoch[160](4151/26): Loss -0.5691, Sem 0.1745, dir -0.9460, norm 0.2024, swav 0.0000 LR: 8.111e-02 Score 94.673 Data time: 0.1451, Forward time: 2.2705, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.1049 [2020-11-12 19:16:02,737][root][INFO] - ===> Epoch[160](4152/26): Loss -0.5145, Sem 0.1739, dir -0.9405, norm 0.2521, swav 0.0000 LR: 8.111e-02 Score 94.735 Data time: 0.2428, Forward time: 2.2705, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.7884 [2020-11-12 19:16:09,320][root][INFO] - ===> Epoch[160](4153/26): Loss -0.5474, Sem 0.1823, dir -0.9409, norm 0.2112, swav 0.0000 LR: 8.110e-02 Score 94.195 Data time: 0.2026, Forward time: 2.2704, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.4555 [2020-11-12 19:16:14,723][root][INFO] - ===> Epoch[160](4154/26): Loss -0.5567, Sem 0.1634, dir -0.9462, norm 0.2260, swav 0.0000 LR: 8.110e-02 Score 94.739 Data time: 0.2340, Forward time: 2.2705, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.3108 [2020-11-12 19:16:19,794][root][INFO] - ===> Epoch[160](4155/26): Loss -0.5458, Sem 0.1638, dir -0.9468, norm 0.2372, swav 0.0000 LR: 8.109e-02 Score 94.388 Data time: 0.2528, Forward time: 2.2706, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 4.9317 [2020-11-12 19:16:26,036][root][INFO] - ===> Epoch[160](4156/26): Loss -0.5831, Sem 0.1668, dir -0.9460, norm 0.1961, swav 0.0000 LR: 8.109e-02 Score 94.370 Data time: 0.3159, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.1274 [2020-11-12 19:16:31,427][root][INFO] - ===> Epoch[160](4157/26): Loss -0.5563, Sem 0.1811, dir -0.9411, norm 0.2037, swav 0.0000 LR: 8.108e-02 Score 93.772 Data time: 0.2354, Forward time: 2.2709, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 5.2599 [2020-11-12 19:16:37,666][root][INFO] - ===> Epoch[160](4158/26): Loss -0.6008, Sem 0.1427, dir -0.9487, norm 0.2052, swav 0.0000 LR: 8.108e-02 Score 95.324 Data time: 0.2363, Forward time: 2.2709, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 6.1263 [2020-11-12 19:16:44,967][root][INFO] - ===> Epoch[160](4159/26): Loss -0.5790, Sem 0.1707, dir -0.9487, norm 0.1991, swav 0.0000 LR: 8.107e-02 Score 94.444 Data time: 0.2087, Forward time: 2.2710, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 7.1709 [2020-11-12 19:16:50,169][root][INFO] - ===> Epoch[160](4160/26): Loss -0.5797, Sem 0.1601, dir -0.9437, norm 0.2039, swav 0.0000 LR: 8.107e-02 Score 94.641 Data time: 0.1854, Forward time: 2.2709, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.1036 [2020-11-12 19:16:55,330][root][INFO] - ===> Epoch[161](4161/26): Loss -0.5488, Sem 0.1719, dir -0.9359, norm 0.2152, swav 0.0000 LR: 8.106e-02 Score 94.633 Data time: 0.1783, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.0737 [2020-11-12 19:17:01,116][root][INFO] - ===> Epoch[161](4162/26): Loss -0.5027, Sem 0.1784, dir -0.9343, norm 0.2532, swav 0.0000 LR: 8.106e-02 Score 94.483 Data time: 0.2375, Forward time: 2.2709, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.6899 [2020-11-12 19:17:06,100][root][INFO] - ===> Epoch[161](4163/26): Loss -0.5825, Sem 0.1466, dir -0.9468, norm 0.2177, swav 0.0000 LR: 8.106e-02 Score 95.121 Data time: 0.2140, Forward time: 2.2709, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 4.8790 [2020-11-12 19:17:12,153][root][INFO] - ===> Epoch[161](4164/26): Loss -0.4770, Sem 0.2168, dir -0.9322, norm 0.2383, swav 0.0000 LR: 8.105e-02 Score 93.288 Data time: 0.1729, Forward time: 2.2708, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.9291 [2020-11-12 19:17:19,363][root][INFO] - ===> Epoch[161](4165/26): Loss -0.5788, Sem 0.1560, dir -0.9461, norm 0.2113, swav 0.0000 LR: 8.105e-02 Score 95.042 Data time: 0.2663, Forward time: 2.2709, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 7.1148 [2020-11-12 19:17:25,174][root][INFO] - ===> Epoch[161](4166/26): Loss -0.5543, Sem 0.1573, dir -0.9427, norm 0.2311, swav 0.0000 LR: 8.104e-02 Score 94.861 Data time: 0.1735, Forward time: 2.2708, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.6810 [2020-11-12 19:17:31,501][root][INFO] - ===> Epoch[161](4167/26): Loss -0.5003, Sem 0.2130, dir -0.9429, norm 0.2295, swav 0.0000 LR: 8.104e-02 Score 93.289 Data time: 0.2179, Forward time: 2.2708, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.2447 [2020-11-12 19:17:35,878][root][INFO] - ===> Epoch[161](4168/26): Loss -0.5602, Sem 0.1679, dir -0.9450, norm 0.2168, swav 0.0000 LR: 8.103e-02 Score 94.359 Data time: 0.1923, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 4.2509 [2020-11-12 19:17:41,088][root][INFO] - ===> Epoch[161](4169/26): Loss -0.5489, Sem 0.1710, dir -0.9417, norm 0.2218, swav 0.0000 LR: 8.103e-02 Score 94.331 Data time: 0.1776, Forward time: 2.2707, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.1043 [2020-11-12 19:17:47,805][root][INFO] - ===> Epoch[161](4170/26): Loss -0.5513, Sem 0.1828, dir -0.9492, norm 0.2151, swav 0.0000 LR: 8.102e-02 Score 94.220 Data time: 0.2561, Forward time: 2.2707, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 6.6068 [2020-11-12 19:17:53,816][root][INFO] - ===> Epoch[161](4171/26): Loss -0.5236, Sem 0.1799, dir -0.9400, norm 0.2364, swav 0.0000 LR: 8.102e-02 Score 93.994 Data time: 0.2741, Forward time: 2.2709, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.8810 [2020-11-12 19:17:59,184][root][INFO] - ===> Epoch[161](4172/26): Loss -0.5725, Sem 0.1568, dir -0.9454, norm 0.2161, swav 0.0000 LR: 8.101e-02 Score 95.040 Data time: 0.1717, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.2001 [2020-11-12 19:18:05,623][root][INFO] - ===> Epoch[161](4173/26): Loss -0.5596, Sem 0.1685, dir -0.9380, norm 0.2099, swav 0.0000 LR: 8.101e-02 Score 94.260 Data time: 0.1803, Forward time: 2.2708, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.3374 [2020-11-12 19:18:11,482][root][INFO] - ===> Epoch[161](4174/26): Loss -0.5415, Sem 0.1719, dir -0.9409, norm 0.2275, swav 0.0000 LR: 8.101e-02 Score 94.259 Data time: 0.1930, Forward time: 2.2707, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.7464 [2020-11-12 19:18:17,247][root][INFO] - ===> Epoch[161](4175/26): Loss -0.5068, Sem 0.2018, dir -0.9392, norm 0.2307, swav 0.0000 LR: 8.100e-02 Score 93.622 Data time: 0.2233, Forward time: 2.2707, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.6507 [2020-11-12 19:18:21,726][root][INFO] - ===> Epoch[161](4176/26): Loss -0.5580, Sem 0.1816, dir -0.9445, norm 0.2049, swav 0.0000 LR: 8.100e-02 Score 94.149 Data time: 0.1870, Forward time: 2.2705, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 4.3593 [2020-11-12 19:18:29,159][root][INFO] - ===> Epoch[161](4177/26): Loss -0.5362, Sem 0.1760, dir -0.9483, norm 0.2361, swav 0.0000 LR: 8.099e-02 Score 94.402 Data time: 0.1869, Forward time: 2.2705, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 7.3604 [2020-11-12 19:18:35,919][root][INFO] - ===> Epoch[161](4178/26): Loss -0.4530, Sem 0.2511, dir -0.9389, norm 0.2348, swav 0.0000 LR: 8.099e-02 Score 92.944 Data time: 0.1450, Forward time: 2.2704, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.6315 [2020-11-12 19:18:41,543][root][INFO] - ===> Epoch[161](4179/26): Loss -0.5574, Sem 0.1760, dir -0.9449, norm 0.2115, swav 0.0000 LR: 8.098e-02 Score 94.013 Data time: 0.1482, Forward time: 2.2702, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.5272 [2020-11-12 19:18:46,988][root][INFO] - ===> Epoch[161](4180/26): Loss -0.5179, Sem 0.1869, dir -0.9416, norm 0.2368, swav 0.0000 LR: 8.098e-02 Score 93.898 Data time: 0.2130, Forward time: 2.2702, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.3884 [2020-11-12 19:18:51,813][root][INFO] - ===> Epoch[161](4181/26): Loss -0.5556, Sem 0.1822, dir -0.9501, norm 0.2124, swav 0.0000 LR: 8.097e-02 Score 93.979 Data time: 0.2118, Forward time: 2.2702, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.7047 [2020-11-12 19:18:57,470][root][INFO] - ===> Epoch[161](4182/26): Loss -0.5356, Sem 0.1810, dir -0.9359, norm 0.2193, swav 0.0000 LR: 8.097e-02 Score 94.401 Data time: 0.1852, Forward time: 2.2702, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.5453 [2020-11-12 19:19:02,857][root][INFO] - ===> Epoch[161](4183/26): Loss -0.5169, Sem 0.1923, dir -0.9403, norm 0.2311, swav 0.0000 LR: 8.096e-02 Score 93.841 Data time: 0.2070, Forward time: 2.2702, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.2915 [2020-11-12 19:19:10,048][root][INFO] - ===> Epoch[161](4184/26): Loss -0.5371, Sem 0.1555, dir -0.9363, norm 0.2437, swav 0.0000 LR: 8.096e-02 Score 94.951 Data time: 0.1716, Forward time: 2.2701, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 7.0750 [2020-11-12 19:19:14,969][root][INFO] - ===> Epoch[161](4185/26): Loss -0.5159, Sem 0.1946, dir -0.9394, norm 0.2290, swav 0.0000 LR: 8.095e-02 Score 93.650 Data time: 0.1909, Forward time: 2.2701, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 4.8422 [2020-11-12 19:19:20,416][root][INFO] - ===> Epoch[161](4186/26): Loss -0.5752, Sem 0.1524, dir -0.9475, norm 0.2199, swav 0.0000 LR: 8.095e-02 Score 95.116 Data time: 0.1813, Forward time: 2.2700, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.3563 [2020-11-12 19:19:25,876][root][INFO] - ===> Epoch[162](4187/26): Loss -0.5213, Sem 0.1949, dir -0.9424, norm 0.2262, swav 0.0000 LR: 8.095e-02 Score 93.397 Data time: 0.1552, Forward time: 2.2699, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.3503 [2020-11-12 19:19:32,236][root][INFO] - ===> Epoch[162](4188/26): Loss -0.5602, Sem 0.1771, dir -0.9492, norm 0.2119, swav 0.0000 LR: 8.094e-02 Score 94.276 Data time: 0.2222, Forward time: 2.2698, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.2607 [2020-11-12 19:19:38,248][root][INFO] - ===> Epoch[162](4189/26): Loss -0.5203, Sem 0.1752, dir -0.9346, norm 0.2391, swav 0.0000 LR: 8.094e-02 Score 94.383 Data time: 0.2177, Forward time: 2.2699, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.9090 [2020-11-12 19:19:44,688][root][INFO] - ===> Epoch[162](4190/26): Loss -0.5598, Sem 0.1678, dir -0.9473, norm 0.2197, swav 0.0000 LR: 8.093e-02 Score 94.364 Data time: 0.2240, Forward time: 2.2699, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.3089 [2020-11-12 19:19:50,536][root][INFO] - ===> Epoch[162](4191/26): Loss -0.5566, Sem 0.1754, dir -0.9498, norm 0.2178, swav 0.0000 LR: 8.093e-02 Score 94.465 Data time: 0.2522, Forward time: 2.2700, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.7198 [2020-11-12 19:19:56,183][root][INFO] - ===> Epoch[162](4192/26): Loss -0.5633, Sem 0.1737, dir -0.9450, norm 0.2080, swav 0.0000 LR: 8.092e-02 Score 94.165 Data time: 0.2506, Forward time: 2.2701, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.5272 [2020-11-12 19:20:02,270][root][INFO] - ===> Epoch[162](4193/26): Loss -0.5763, Sem 0.1622, dir -0.9487, norm 0.2102, swav 0.0000 LR: 8.092e-02 Score 94.795 Data time: 0.3345, Forward time: 2.2702, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.9531 [2020-11-12 19:20:07,545][root][INFO] - ===> Epoch[162](4194/26): Loss -0.5790, Sem 0.1605, dir -0.9457, norm 0.2062, swav 0.0000 LR: 8.091e-02 Score 94.585 Data time: 0.2658, Forward time: 2.2703, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.1432 [2020-11-12 19:20:13,204][root][INFO] - ===> Epoch[162](4195/26): Loss -0.5791, Sem 0.1458, dir -0.9413, norm 0.2164, swav 0.0000 LR: 8.091e-02 Score 95.267 Data time: 0.2624, Forward time: 2.2705, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.5490 [2020-11-12 19:20:19,027][root][INFO] - ===> Epoch[162](4196/26): Loss -0.5368, Sem 0.1793, dir -0.9443, norm 0.2282, swav 0.0000 LR: 8.090e-02 Score 94.063 Data time: 0.1780, Forward time: 2.2704, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.7066 [2020-11-12 19:20:24,566][root][INFO] - ===> Epoch[162](4197/26): Loss -0.5739, Sem 0.1710, dir -0.9495, norm 0.2046, swav 0.0000 LR: 8.090e-02 Score 94.397 Data time: 0.2769, Forward time: 2.2706, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.4280 [2020-11-12 19:20:32,041][root][INFO] - ===> Epoch[162](4198/26): Loss -0.5223, Sem 0.1788, dir -0.9431, norm 0.2420, swav 0.0000 LR: 8.089e-02 Score 94.162 Data time: 0.3049, Forward time: 2.2708, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 7.3610 [2020-11-12 19:20:37,280][root][INFO] - ===> Epoch[162](4199/26): Loss -0.5513, Sem 0.1717, dir -0.9413, norm 0.2183, swav 0.0000 LR: 8.089e-02 Score 94.537 Data time: 0.1624, Forward time: 2.2707, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.1067 [2020-11-12 19:20:42,796][root][INFO] - ===> Epoch[162](4200/26): Loss -0.4870, Sem 0.2190, dir -0.9343, norm 0.2283, swav 0.0000 LR: 8.089e-02 Score 93.074 Data time: 0.1822, Forward time: 2.2706, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.4194 [2020-11-12 19:20:48,744][root][INFO] - ===> Epoch[162](4201/26): Loss -0.5495, Sem 0.1817, dir -0.9492, norm 0.2180, swav 0.0000 LR: 8.088e-02 Score 94.167 Data time: 0.2833, Forward time: 2.2707, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.8851 [2020-11-12 19:20:54,587][root][INFO] - ===> Epoch[162](4202/26): Loss -0.5608, Sem 0.1752, dir -0.9447, norm 0.2087, swav 0.0000 LR: 8.088e-02 Score 94.647 Data time: 0.2756, Forward time: 2.2708, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.7222 [2020-11-12 19:21:00,037][root][INFO] - ===> Epoch[162](4203/26): Loss -0.5290, Sem 0.1783, dir -0.9284, norm 0.2211, swav 0.0000 LR: 8.087e-02 Score 94.224 Data time: 0.1771, Forward time: 2.2708, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.3228 [2020-11-12 19:21:06,479][root][INFO] - ===> Epoch[162](4204/26): Loss -0.5496, Sem 0.1706, dir -0.9452, norm 0.2250, swav 0.0000 LR: 8.087e-02 Score 94.494 Data time: 0.2410, Forward time: 2.2708, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.3516 [2020-11-12 19:21:12,861][root][INFO] - ===> Epoch[162](4205/26): Loss -0.6167, Sem 0.1474, dir -0.9504, norm 0.1863, swav 0.0000 LR: 8.086e-02 Score 95.074 Data time: 0.3052, Forward time: 2.2710, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 6.2556 [2020-11-12 19:21:18,613][root][INFO] - ===> Epoch[162](4206/26): Loss -0.5431, Sem 0.1809, dir -0.9459, norm 0.2219, swav 0.0000 LR: 8.086e-02 Score 94.245 Data time: 0.2198, Forward time: 2.2712, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.6281 [2020-11-12 19:21:24,957][root][INFO] - ===> Epoch[162](4207/26): Loss -0.5125, Sem 0.2008, dir -0.9381, norm 0.2248, swav 0.0000 LR: 8.085e-02 Score 93.849 Data time: 0.1875, Forward time: 2.2711, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.2262 [2020-11-12 19:21:31,511][root][INFO] - ===> Epoch[162](4208/26): Loss -0.5088, Sem 0.2086, dir -0.9447, norm 0.2273, swav 0.0000 LR: 8.085e-02 Score 93.448 Data time: 0.1710, Forward time: 2.2710, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 6.4482 [2020-11-12 19:21:37,705][root][INFO] - ===> Epoch[162](4209/26): Loss -0.5692, Sem 0.1703, dir -0.9436, norm 0.2041, swav 0.0000 LR: 8.084e-02 Score 94.462 Data time: 0.2627, Forward time: 2.2711, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.0898 [2020-11-12 19:21:44,121][root][INFO] - ===> Epoch[162](4210/26): Loss -0.5327, Sem 0.1906, dir -0.9393, norm 0.2161, swav 0.0000 LR: 8.084e-02 Score 93.448 Data time: 0.2288, Forward time: 2.2710, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.3115 [2020-11-12 19:21:50,579][root][INFO] - ===> Epoch[162](4211/26): Loss -0.5363, Sem 0.1838, dir -0.9360, norm 0.2159, swav 0.0000 LR: 8.083e-02 Score 93.909 Data time: 0.2240, Forward time: 2.2711, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.3653 [2020-11-12 19:21:55,536][root][INFO] - ===> Epoch[162](4212/26): Loss -0.5389, Sem 0.1850, dir -0.9413, norm 0.2174, swav 0.0000 LR: 8.083e-02 Score 94.052 Data time: 0.2109, Forward time: 2.2710, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.8578 [2020-11-12 19:22:01,420][root][INFO] - ===> Epoch[163](4213/26): Loss -0.5693, Sem 0.1668, dir -0.9497, norm 0.2136, swav 0.0000 LR: 8.083e-02 Score 94.410 Data time: 0.2233, Forward time: 2.2711, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.7803 [2020-11-12 19:22:07,183][root][INFO] - ===> Epoch[163](4214/26): Loss -0.5426, Sem 0.1773, dir -0.9488, norm 0.2288, swav 0.0000 LR: 8.082e-02 Score 94.105 Data time: 0.2495, Forward time: 2.2712, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.6331 [2020-11-12 19:22:12,078][root][INFO] - ===> Epoch[163](4215/26): Loss -0.5708, Sem 0.1694, dir -0.9476, norm 0.2074, swav 0.0000 LR: 8.082e-02 Score 94.676 Data time: 0.2059, Forward time: 2.2711, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 4.7708 [2020-11-12 19:22:17,514][root][INFO] - ===> Epoch[163](4216/26): Loss -0.4731, Sem 0.2057, dir -0.9342, norm 0.2554, swav 0.0000 LR: 8.081e-02 Score 93.475 Data time: 0.1956, Forward time: 2.2711, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.3285 [2020-11-12 19:22:23,620][root][INFO] - ===> Epoch[163](4217/26): Loss -0.5313, Sem 0.1800, dir -0.9437, norm 0.2324, swav 0.0000 LR: 8.081e-02 Score 94.138 Data time: 0.2249, Forward time: 2.2711, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.0194 [2020-11-12 19:22:30,292][root][INFO] - ===> Epoch[163](4218/26): Loss -0.5331, Sem 0.1851, dir -0.9420, norm 0.2237, swav 0.0000 LR: 8.080e-02 Score 93.944 Data time: 0.1785, Forward time: 2.2710, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.5792 [2020-11-12 19:22:35,140][root][INFO] - ===> Epoch[163](4219/26): Loss -0.4590, Sem 0.2351, dir -0.9387, norm 0.2446, swav 0.0000 LR: 8.080e-02 Score 92.552 Data time: 0.1646, Forward time: 2.2709, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.7524 [2020-11-12 19:22:41,092][root][INFO] - ===> Epoch[163](4220/26): Loss -0.5050, Sem 0.1927, dir -0.9423, norm 0.2446, swav 0.0000 LR: 8.079e-02 Score 93.553 Data time: 0.2958, Forward time: 2.2710, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.8809 [2020-11-12 19:22:46,328][root][INFO] - ===> Epoch[163](4221/26): Loss -0.4788, Sem 0.2152, dir -0.9334, norm 0.2394, swav 0.0000 LR: 8.079e-02 Score 93.396 Data time: 0.1881, Forward time: 2.2710, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.0875 [2020-11-12 19:22:52,113][root][INFO] - ===> Epoch[163](4222/26): Loss -0.5302, Sem 0.1919, dir -0.9402, norm 0.2180, swav 0.0000 LR: 8.078e-02 Score 93.607 Data time: 0.1869, Forward time: 2.2709, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.6689 [2020-11-12 19:22:58,425][root][INFO] - ===> Epoch[163](4223/26): Loss -0.5587, Sem 0.1548, dir -0.9447, norm 0.2311, swav 0.0000 LR: 8.078e-02 Score 94.834 Data time: 0.3019, Forward time: 2.2711, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.1796 [2020-11-12 19:23:03,694][root][INFO] - ===> Epoch[163](4224/26): Loss -0.5428, Sem 0.1712, dir -0.9393, norm 0.2253, swav 0.0000 LR: 8.077e-02 Score 94.387 Data time: 0.2043, Forward time: 2.2711, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.1479 [2020-11-12 19:23:10,259][root][INFO] - ===> Epoch[163](4225/26): Loss -0.5598, Sem 0.1638, dir -0.9466, norm 0.2229, swav 0.0000 LR: 8.077e-02 Score 94.525 Data time: 0.2169, Forward time: 2.2711, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.4526 [2020-11-12 19:23:15,238][root][INFO] - ===> Epoch[163](4226/26): Loss -0.5492, Sem 0.1879, dir -0.9410, norm 0.2038, swav 0.0000 LR: 8.077e-02 Score 93.693 Data time: 0.2092, Forward time: 2.2712, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 4.8602 [2020-11-12 19:23:20,369][root][INFO] - ===> Epoch[163](4227/26): Loss -0.5537, Sem 0.1886, dir -0.9465, norm 0.2042, swav 0.0000 LR: 8.076e-02 Score 93.838 Data time: 0.2180, Forward time: 2.2711, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.0079 [2020-11-12 19:23:25,901][root][INFO] - ===> Epoch[163](4228/26): Loss -0.5510, Sem 0.1613, dir -0.9422, norm 0.2298, swav 0.0000 LR: 8.076e-02 Score 94.725 Data time: 0.2855, Forward time: 2.2712, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 5.4122 [2020-11-12 19:23:32,011][root][INFO] - ===> Epoch[163](4229/26): Loss -0.5901, Sem 0.1491, dir -0.9493, norm 0.2101, swav 0.0000 LR: 8.075e-02 Score 95.088 Data time: 0.2393, Forward time: 2.2713, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.9736 [2020-11-12 19:23:38,241][root][INFO] - ===> Epoch[163](4230/26): Loss -0.5660, Sem 0.1786, dir -0.9476, norm 0.2029, swav 0.0000 LR: 8.075e-02 Score 94.110 Data time: 0.1804, Forward time: 2.2712, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.1080 [2020-11-12 19:23:44,598][root][INFO] - ===> Epoch[163](4231/26): Loss -0.5540, Sem 0.1685, dir -0.9463, norm 0.2238, swav 0.0000 LR: 8.074e-02 Score 94.253 Data time: 0.2552, Forward time: 2.2713, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.2594 [2020-11-12 19:23:51,402][root][INFO] - ===> Epoch[163](4232/26): Loss -0.5634, Sem 0.1575, dir -0.9519, norm 0.2310, swav 0.0000 LR: 8.074e-02 Score 94.853 Data time: 0.2581, Forward time: 2.2714, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.6753 [2020-11-12 19:23:57,112][root][INFO] - ===> Epoch[163](4233/26): Loss -0.5678, Sem 0.1616, dir -0.9418, norm 0.2124, swav 0.0000 LR: 8.073e-02 Score 94.589 Data time: 0.2050, Forward time: 2.2714, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.6011 [2020-11-12 19:24:04,757][root][INFO] - ===> Epoch[163](4234/26): Loss -0.5524, Sem 0.1726, dir -0.9451, norm 0.2201, swav 0.0000 LR: 8.073e-02 Score 94.305 Data time: 0.2001, Forward time: 2.2714, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 7.5384 [2020-11-12 19:24:10,675][root][INFO] - ===> Epoch[163](4235/26): Loss -0.5559, Sem 0.1619, dir -0.9447, norm 0.2268, swav 0.0000 LR: 8.072e-02 Score 94.726 Data time: 0.2735, Forward time: 2.2716, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.8358 [2020-11-12 19:24:16,177][root][INFO] - ===> Epoch[163](4236/26): Loss -0.6073, Sem 0.1465, dir -0.9450, norm 0.1912, swav 0.0000 LR: 8.072e-02 Score 95.275 Data time: 0.1431, Forward time: 2.2714, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.3720 [2020-11-12 19:24:21,757][root][INFO] - ===> Epoch[163](4237/26): Loss -0.5150, Sem 0.1999, dir -0.9421, norm 0.2272, swav 0.0000 LR: 8.071e-02 Score 93.342 Data time: 0.1695, Forward time: 2.2713, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.5161 [2020-11-12 19:24:26,674][root][INFO] - ===> Epoch[163](4238/26): Loss -0.5215, Sem 0.2064, dir -0.9441, norm 0.2162, swav 0.0000 LR: 8.071e-02 Score 93.518 Data time: 0.1817, Forward time: 2.2712, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 4.8093 [2020-11-12 19:24:32,311][root][INFO] - ===> Epoch[164](4239/26): Loss -0.5186, Sem 0.1963, dir -0.9411, norm 0.2262, swav 0.0000 LR: 8.071e-02 Score 93.685 Data time: 0.1610, Forward time: 2.2711, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.5314 [2020-11-12 19:24:38,380][root][INFO] - ===> Epoch[164](4240/26): Loss -0.5119, Sem 0.2094, dir -0.9428, norm 0.2216, swav 0.0000 LR: 8.070e-02 Score 92.968 Data time: 0.2206, Forward time: 2.2711, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.9915 [2020-11-12 19:24:44,406][root][INFO] - ===> Epoch[164](4241/26): Loss -0.5708, Sem 0.1655, dir -0.9450, norm 0.2088, swav 0.0000 LR: 8.070e-02 Score 94.511 Data time: 0.2858, Forward time: 2.2713, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.9164 [2020-11-12 19:24:50,916][root][INFO] - ===> Epoch[164](4242/26): Loss -0.5231, Sem 0.1999, dir -0.9410, norm 0.2180, swav 0.0000 LR: 8.069e-02 Score 93.287 Data time: 0.1903, Forward time: 2.2713, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.3850 [2020-11-12 19:24:56,100][root][INFO] - ===> Epoch[164](4243/26): Loss -0.4511, Sem 0.2384, dir -0.9412, norm 0.2517, swav 0.0000 LR: 8.069e-02 Score 92.695 Data time: 0.1886, Forward time: 2.2712, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.0765 [2020-11-12 19:25:01,243][root][INFO] - ===> Epoch[164](4244/26): Loss -0.5197, Sem 0.1945, dir -0.9464, norm 0.2322, swav 0.0000 LR: 8.068e-02 Score 93.823 Data time: 0.2281, Forward time: 2.2713, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.0575 [2020-11-12 19:25:06,547][root][INFO] - ===> Epoch[164](4245/26): Loss -0.5684, Sem 0.1658, dir -0.9403, norm 0.2061, swav 0.0000 LR: 8.068e-02 Score 94.521 Data time: 0.1587, Forward time: 2.2712, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.1832 [2020-11-12 19:25:12,132][root][INFO] - ===> Epoch[164](4246/26): Loss -0.5047, Sem 0.1947, dir -0.9432, norm 0.2437, swav 0.0000 LR: 8.067e-02 Score 93.609 Data time: 0.2459, Forward time: 2.2713, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.5140 [2020-11-12 19:25:18,674][root][INFO] - ===> Epoch[164](4247/26): Loss -0.5078, Sem 0.1866, dir -0.9354, norm 0.2411, swav 0.0000 LR: 8.067e-02 Score 94.077 Data time: 0.1642, Forward time: 2.2712, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.4299 [2020-11-12 19:25:24,659][root][INFO] - ===> Epoch[164](4248/26): Loss -0.5610, Sem 0.1810, dir -0.9499, norm 0.2080, swav 0.0000 LR: 8.066e-02 Score 94.125 Data time: 0.1866, Forward time: 2.2711, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.9099 [2020-11-12 19:25:29,912][root][INFO] - ===> Epoch[164](4249/26): Loss -0.5788, Sem 0.1610, dir -0.9423, norm 0.2024, swav 0.0000 LR: 8.066e-02 Score 94.801 Data time: 0.1809, Forward time: 2.2711, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.1577 [2020-11-12 19:25:34,315][root][INFO] - ===> Epoch[164](4250/26): Loss -0.5560, Sem 0.1710, dir -0.9443, norm 0.2173, swav 0.0000 LR: 8.065e-02 Score 94.500 Data time: 0.2033, Forward time: 2.2710, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 4.3157 [2020-11-12 19:25:39,945][root][INFO] - ===> Epoch[164](4251/26): Loss -0.5918, Sem 0.1621, dir -0.9514, norm 0.1975, swav 0.0000 LR: 8.065e-02 Score 94.541 Data time: 0.2724, Forward time: 2.2712, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.5206 [2020-11-12 19:25:46,349][root][INFO] - ===> Epoch[164](4252/26): Loss -0.5357, Sem 0.1865, dir -0.9429, norm 0.2208, swav 0.0000 LR: 8.065e-02 Score 93.886 Data time: 0.2443, Forward time: 2.2712, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.2774 [2020-11-12 19:25:52,949][root][INFO] - ===> Epoch[164](4253/26): Loss -0.5508, Sem 0.1680, dir -0.9382, norm 0.2195, swav 0.0000 LR: 8.064e-02 Score 94.686 Data time: 0.3050, Forward time: 2.2715, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.4980 [2020-11-12 19:25:58,762][root][INFO] - ===> Epoch[164](4254/26): Loss -0.5582, Sem 0.1750, dir -0.9472, norm 0.2139, swav 0.0000 LR: 8.064e-02 Score 94.374 Data time: 0.1844, Forward time: 2.2713, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.6964 [2020-11-12 19:26:04,660][root][INFO] - ===> Epoch[164](4255/26): Loss -0.5886, Sem 0.1519, dir -0.9495, norm 0.2090, swav 0.0000 LR: 8.063e-02 Score 95.414 Data time: 0.1549, Forward time: 2.2712, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.8375 [2020-11-12 19:26:09,833][root][INFO] - ===> Epoch[164](4256/26): Loss -0.5176, Sem 0.1623, dir -0.9380, norm 0.2581, swav 0.0000 LR: 8.063e-02 Score 94.441 Data time: 0.1934, Forward time: 2.2712, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.1402 [2020-11-12 19:26:15,947][root][INFO] - ===> Epoch[164](4257/26): Loss -0.5377, Sem 0.1745, dir -0.9406, norm 0.2284, swav 0.0000 LR: 8.062e-02 Score 94.382 Data time: 0.1226, Forward time: 2.2710, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 6.0252 [2020-11-12 19:26:21,766][root][INFO] - ===> Epoch[164](4258/26): Loss -0.5072, Sem 0.1813, dir -0.9326, norm 0.2442, swav 0.0000 LR: 8.062e-02 Score 94.350 Data time: 0.2513, Forward time: 2.2712, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.7798 [2020-11-12 19:26:26,670][root][INFO] - ===> Epoch[164](4259/26): Loss -0.5947, Sem 0.1436, dir -0.9427, norm 0.2043, swav 0.0000 LR: 8.061e-02 Score 95.379 Data time: 0.1921, Forward time: 2.2710, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 4.7949 [2020-11-12 19:26:32,883][root][INFO] - ===> Epoch[164](4260/26): Loss -0.5170, Sem 0.1874, dir -0.9396, norm 0.2353, swav 0.0000 LR: 8.061e-02 Score 94.201 Data time: 0.2070, Forward time: 2.2710, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.1470 [2020-11-12 19:26:39,520][root][INFO] - ===> Epoch[164](4261/26): Loss -0.5175, Sem 0.1915, dir -0.9397, norm 0.2307, swav 0.0000 LR: 8.060e-02 Score 93.558 Data time: 0.2287, Forward time: 2.2711, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 6.5349 [2020-11-12 19:26:44,583][root][INFO] - ===> Epoch[164](4262/26): Loss -0.5793, Sem 0.1459, dir -0.9468, norm 0.2216, swav 0.0000 LR: 8.060e-02 Score 95.194 Data time: 0.1582, Forward time: 2.2710, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 4.9445 [2020-11-12 19:26:49,897][root][INFO] - ===> Epoch[164](4263/26): Loss -0.5071, Sem 0.2004, dir -0.9402, norm 0.2328, swav 0.0000 LR: 8.059e-02 Score 93.566 Data time: 0.2154, Forward time: 2.2710, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.2339 [2020-11-12 19:26:55,564][root][INFO] - ===> Epoch[164](4264/26): Loss -0.5827, Sem 0.1442, dir -0.9502, norm 0.2234, swav 0.0000 LR: 8.059e-02 Score 95.264 Data time: 0.2499, Forward time: 2.2711, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.5595 [2020-11-12 19:27:01,890][root][INFO] - ===> Epoch[165](4265/26): Loss -0.5484, Sem 0.1477, dir -0.9421, norm 0.2460, swav 0.0000 LR: 8.059e-02 Score 95.125 Data time: 0.3127, Forward time: 2.2713, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 6.2105 [2020-11-12 19:27:07,180][root][INFO] - ===> Epoch[165](4266/26): Loss -0.5699, Sem 0.1607, dir -0.9435, norm 0.2129, swav 0.0000 LR: 8.058e-02 Score 94.784 Data time: 0.2558, Forward time: 2.2714, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 5.1505 [2020-11-12 19:27:13,000][root][INFO] - ===> Epoch[165](4267/26): Loss -0.5079, Sem 0.2018, dir -0.9356, norm 0.2259, swav 0.0000 LR: 8.058e-02 Score 93.482 Data time: 0.2681, Forward time: 2.2716, Backward time: 3.1402, DDP time: 0.0039, Total iter time: 5.7243 [2020-11-12 19:27:18,151][root][INFO] - ===> Epoch[165](4268/26): Loss -0.5302, Sem 0.1751, dir -0.9397, norm 0.2344, swav 0.0000 LR: 8.057e-02 Score 94.136 Data time: 0.1911, Forward time: 2.2715, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 5.0479 [2020-11-12 19:27:24,126][root][INFO] - ===> Epoch[165](4269/26): Loss -0.5509, Sem 0.1756, dir -0.9428, norm 0.2164, swav 0.0000 LR: 8.057e-02 Score 93.979 Data time: 0.2274, Forward time: 2.2716, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 5.8974 [2020-11-12 19:27:30,320][root][INFO] - ===> Epoch[165](4270/26): Loss -0.5069, Sem 0.1628, dir -0.9273, norm 0.2575, swav 0.0000 LR: 8.056e-02 Score 94.840 Data time: 0.2258, Forward time: 2.2717, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 6.0868 [2020-11-12 19:27:37,055][root][INFO] - ===> Epoch[165](4271/26): Loss -0.5490, Sem 0.1815, dir -0.9395, norm 0.2090, swav 0.0000 LR: 8.056e-02 Score 94.443 Data time: 0.1341, Forward time: 2.2715, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.6103 [2020-11-12 19:27:43,826][root][INFO] - ===> Epoch[165](4272/26): Loss -0.5097, Sem 0.1736, dir -0.9331, norm 0.2499, swav 0.0000 LR: 8.055e-02 Score 94.172 Data time: 0.1880, Forward time: 2.2714, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.7063 [2020-11-12 19:27:50,861][root][INFO] - ===> Epoch[165](4273/26): Loss -0.6008, Sem 0.1521, dir -0.9512, norm 0.1983, swav 0.0000 LR: 8.055e-02 Score 94.906 Data time: 0.3366, Forward time: 2.2717, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.9348 [2020-11-12 19:27:56,785][root][INFO] - ===> Epoch[165](4274/26): Loss -0.5618, Sem 0.1692, dir -0.9437, norm 0.2127, swav 0.0000 LR: 8.054e-02 Score 94.584 Data time: 0.1768, Forward time: 2.2717, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.7915 [2020-11-12 19:28:01,214][root][INFO] - ===> Epoch[165](4275/26): Loss -0.5234, Sem 0.2065, dir -0.9452, norm 0.2152, swav 0.0000 LR: 8.054e-02 Score 93.619 Data time: 0.1624, Forward time: 2.2715, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 4.3140 [2020-11-12 19:28:06,335][root][INFO] - ===> Epoch[165](4276/26): Loss -0.5682, Sem 0.1608, dir -0.9410, norm 0.2120, swav 0.0000 LR: 8.054e-02 Score 94.719 Data time: 0.2132, Forward time: 2.2715, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.0539 [2020-11-12 19:28:12,135][root][INFO] - ===> Epoch[165](4277/26): Loss -0.4997, Sem 0.1754, dir -0.9312, norm 0.2561, swav 0.0000 LR: 8.053e-02 Score 93.954 Data time: 0.1872, Forward time: 2.2715, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.6899 [2020-11-12 19:28:18,047][root][INFO] - ===> Epoch[165](4278/26): Loss -0.5510, Sem 0.2018, dir -0.9470, norm 0.1942, swav 0.0000 LR: 8.053e-02 Score 94.032 Data time: 0.2044, Forward time: 2.2715, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.8100 [2020-11-12 19:28:25,710][root][INFO] - ===> Epoch[165](4279/26): Loss -0.5176, Sem 0.1587, dir -0.9358, norm 0.2595, swav 0.0000 LR: 8.052e-02 Score 94.794 Data time: 0.2472, Forward time: 2.2716, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 7.5630 [2020-11-12 19:28:31,142][root][INFO] - ===> Epoch[165](4280/26): Loss -0.5346, Sem 0.1855, dir -0.9429, norm 0.2228, swav 0.0000 LR: 8.052e-02 Score 94.098 Data time: 0.1923, Forward time: 2.2716, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.2912 [2020-11-12 19:28:36,924][root][INFO] - ===> Epoch[165](4281/26): Loss -0.5065, Sem 0.1938, dir -0.9316, norm 0.2313, swav 0.0000 LR: 8.051e-02 Score 93.427 Data time: 0.1996, Forward time: 2.2716, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.6816 [2020-11-12 19:28:43,123][root][INFO] - ===> Epoch[165](4282/26): Loss -0.5132, Sem 0.1981, dir -0.9417, norm 0.2305, swav 0.0000 LR: 8.051e-02 Score 93.500 Data time: 0.2204, Forward time: 2.2715, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.1093 [2020-11-12 19:28:48,526][root][INFO] - ===> Epoch[165](4283/26): Loss -0.5630, Sem 0.1909, dir -0.9529, norm 0.1990, swav 0.0000 LR: 8.050e-02 Score 93.939 Data time: 0.1848, Forward time: 2.2716, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.2931 [2020-11-12 19:28:53,798][root][INFO] - ===> Epoch[165](4284/26): Loss -0.5506, Sem 0.1727, dir -0.9402, norm 0.2169, swav 0.0000 LR: 8.050e-02 Score 94.320 Data time: 0.1392, Forward time: 2.2714, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.1830 [2020-11-12 19:28:59,393][root][INFO] - ===> Epoch[165](4285/26): Loss -0.5276, Sem 0.1804, dir -0.9431, norm 0.2351, swav 0.0000 LR: 8.049e-02 Score 94.185 Data time: 0.2510, Forward time: 2.2714, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.5373 [2020-11-12 19:29:05,162][root][INFO] - ===> Epoch[165](4286/26): Loss -0.5778, Sem 0.1553, dir -0.9482, norm 0.2151, swav 0.0000 LR: 8.049e-02 Score 94.827 Data time: 0.2304, Forward time: 2.2715, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.6552 [2020-11-12 19:29:11,398][root][INFO] - ===> Epoch[165](4287/26): Loss -0.5377, Sem 0.1697, dir -0.9437, norm 0.2363, swav 0.0000 LR: 8.048e-02 Score 94.585 Data time: 0.2040, Forward time: 2.2715, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.1169 [2020-11-12 19:29:18,158][root][INFO] - ===> Epoch[165](4288/26): Loss -0.5225, Sem 0.1975, dir -0.9397, norm 0.2197, swav 0.0000 LR: 8.048e-02 Score 93.706 Data time: 0.1702, Forward time: 2.2714, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.6517 [2020-11-12 19:29:24,244][root][INFO] - ===> Epoch[165](4289/26): Loss -0.5646, Sem 0.1736, dir -0.9445, norm 0.2062, swav 0.0000 LR: 8.048e-02 Score 94.165 Data time: 0.1515, Forward time: 2.2712, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.9712 [2020-11-12 19:29:31,793][root][INFO] - ===> Epoch[165](4290/26): Loss -0.5312, Sem 0.1867, dir -0.9432, norm 0.2253, swav 0.0000 LR: 8.047e-02 Score 93.619 Data time: 0.2646, Forward time: 2.2714, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 7.4973 [2020-11-12 19:29:37,570][root][INFO] - ===> Epoch[166](4291/26): Loss -0.5873, Sem 0.1530, dir -0.9483, norm 0.2080, swav 0.0000 LR: 8.047e-02 Score 95.007 Data time: 0.2224, Forward time: 2.2715, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.6419 [2020-11-12 19:29:43,215][root][INFO] - ===> Epoch[166](4292/26): Loss -0.5669, Sem 0.1684, dir -0.9463, norm 0.2110, swav 0.0000 LR: 8.046e-02 Score 94.512 Data time: 0.1705, Forward time: 2.2714, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.5457 [2020-11-12 19:29:50,423][root][INFO] - ===> Epoch[166](4293/26): Loss -0.5220, Sem 0.1826, dir -0.9321, norm 0.2275, swav 0.0000 LR: 8.046e-02 Score 94.069 Data time: 0.2016, Forward time: 2.2713, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 7.1152 [2020-11-12 19:29:56,391][root][INFO] - ===> Epoch[166](4294/26): Loss -0.5691, Sem 0.1746, dir -0.9483, norm 0.2046, swav 0.0000 LR: 8.045e-02 Score 93.931 Data time: 0.2418, Forward time: 2.2713, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.8547 [2020-11-12 19:30:01,453][root][INFO] - ===> Epoch[166](4295/26): Loss -0.4923, Sem 0.2138, dir -0.9331, norm 0.2269, swav 0.0000 LR: 8.045e-02 Score 93.081 Data time: 0.1541, Forward time: 2.2712, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.9548 [2020-11-12 19:30:07,163][root][INFO] - ===> Epoch[166](4296/26): Loss -0.5457, Sem 0.1680, dir -0.9421, norm 0.2283, swav 0.0000 LR: 8.044e-02 Score 94.605 Data time: 0.1836, Forward time: 2.2711, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.6198 [2020-11-12 19:30:12,103][root][INFO] - ===> Epoch[166](4297/26): Loss -0.5283, Sem 0.1931, dir -0.9394, norm 0.2180, swav 0.0000 LR: 8.044e-02 Score 93.921 Data time: 0.2017, Forward time: 2.2711, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 4.8189 [2020-11-12 19:30:17,530][root][INFO] - ===> Epoch[166](4298/26): Loss -0.5449, Sem 0.1777, dir -0.9515, norm 0.2290, swav 0.0000 LR: 8.043e-02 Score 94.191 Data time: 0.2345, Forward time: 2.2711, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.3127 [2020-11-12 19:30:23,637][root][INFO] - ===> Epoch[166](4299/26): Loss -0.5899, Sem 0.1536, dir -0.9441, norm 0.2006, swav 0.0000 LR: 8.043e-02 Score 95.103 Data time: 0.1608, Forward time: 2.2710, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.0007 [2020-11-12 19:30:29,773][root][INFO] - ===> Epoch[166](4300/26): Loss -0.5805, Sem 0.1704, dir -0.9491, norm 0.1983, swav 0.0000 LR: 8.042e-02 Score 94.629 Data time: 0.1377, Forward time: 2.2708, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 6.0427 [2020-11-12 19:30:35,413][root][INFO] - ===> Epoch[166](4301/26): Loss -0.5251, Sem 0.1896, dir -0.9456, norm 0.2309, swav 0.0000 LR: 8.042e-02 Score 93.766 Data time: 0.1305, Forward time: 2.2706, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 5.5778 [2020-11-12 19:30:41,131][root][INFO] - ===> Epoch[166](4302/26): Loss -0.5656, Sem 0.1725, dir -0.9441, norm 0.2060, swav 0.0000 LR: 8.042e-02 Score 94.507 Data time: 0.1745, Forward time: 2.2705, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.6628 [2020-11-12 19:30:46,741][root][INFO] - ===> Epoch[166](4303/26): Loss -0.5260, Sem 0.1759, dir -0.9416, norm 0.2397, swav 0.0000 LR: 8.041e-02 Score 94.307 Data time: 0.2544, Forward time: 2.2706, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 5.5214 [2020-11-12 19:30:53,072][root][INFO] - ===> Epoch[166](4304/26): Loss -0.5976, Sem 0.1493, dir -0.9484, norm 0.2014, swav 0.0000 LR: 8.041e-02 Score 95.225 Data time: 0.1887, Forward time: 2.2706, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 6.1905 [2020-11-12 19:30:58,714][root][INFO] - ===> Epoch[166](4305/26): Loss -0.5555, Sem 0.1651, dir -0.9411, norm 0.2204, swav 0.0000 LR: 8.040e-02 Score 94.621 Data time: 0.1717, Forward time: 2.2705, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 5.5284 [2020-11-12 19:31:03,794][root][INFO] - ===> Epoch[166](4306/26): Loss -0.5562, Sem 0.1675, dir -0.9448, norm 0.2211, swav 0.0000 LR: 8.040e-02 Score 94.557 Data time: 0.1671, Forward time: 2.2704, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.0104 [2020-11-12 19:31:11,813][root][INFO] - ===> Epoch[166](4307/26): Loss -0.5713, Sem 0.1590, dir -0.9439, norm 0.2135, swav 0.0000 LR: 8.039e-02 Score 94.676 Data time: 0.2890, Forward time: 2.2705, Backward time: 3.1428, DDP time: 0.0039, Total iter time: 7.9268 [2020-11-12 19:31:18,123][root][INFO] - ===> Epoch[166](4308/26): Loss -0.5594, Sem 0.1659, dir -0.9394, norm 0.2141, swav 0.0000 LR: 8.039e-02 Score 94.722 Data time: 0.2623, Forward time: 2.2705, Backward time: 3.1429, DDP time: 0.0039, Total iter time: 6.1985 [2020-11-12 19:31:23,102][root][INFO] - ===> Epoch[166](4309/26): Loss -0.5967, Sem 0.1500, dir -0.9419, norm 0.1953, swav 0.0000 LR: 8.038e-02 Score 95.209 Data time: 0.2123, Forward time: 2.2704, Backward time: 3.1428, DDP time: 0.0039, Total iter time: 4.8740 [2020-11-12 19:31:28,300][root][INFO] - ===> Epoch[166](4310/26): Loss -0.5572, Sem 0.1668, dir -0.9416, norm 0.2177, swav 0.0000 LR: 8.038e-02 Score 94.342 Data time: 0.2428, Forward time: 2.2705, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 5.1213 [2020-11-12 19:31:34,952][root][INFO] - ===> Epoch[166](4311/26): Loss -0.5803, Sem 0.1533, dir -0.9484, norm 0.2148, swav 0.0000 LR: 8.037e-02 Score 95.219 Data time: 0.2071, Forward time: 2.2704, Backward time: 3.1428, DDP time: 0.0039, Total iter time: 6.5327 [2020-11-12 19:31:39,654][root][INFO] - ===> Epoch[166](4312/26): Loss -0.5410, Sem 0.1789, dir -0.9433, norm 0.2235, swav 0.0000 LR: 8.037e-02 Score 94.174 Data time: 0.1964, Forward time: 2.2704, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 4.6079 [2020-11-12 19:31:45,749][root][INFO] - ===> Epoch[166](4313/26): Loss -0.5560, Sem 0.1710, dir -0.9447, norm 0.2178, swav 0.0000 LR: 8.036e-02 Score 94.208 Data time: 0.2121, Forward time: 2.2704, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 5.9929 [2020-11-12 19:31:53,350][root][INFO] - ===> Epoch[166](4314/26): Loss -0.4987, Sem 0.2000, dir -0.9367, norm 0.2379, swav 0.0000 LR: 8.036e-02 Score 93.313 Data time: 0.2092, Forward time: 2.2704, Backward time: 3.1430, DDP time: 0.0039, Total iter time: 7.4733 [2020-11-12 19:31:59,829][root][INFO] - ===> Epoch[166](4315/26): Loss -0.5444, Sem 0.1833, dir -0.9481, norm 0.2204, swav 0.0000 LR: 8.036e-02 Score 93.832 Data time: 0.1846, Forward time: 2.2703, Backward time: 3.1433, DDP time: 0.0039, Total iter time: 6.3659 [2020-11-12 19:32:06,121][root][INFO] - ===> Epoch[166](4316/26): Loss -0.5635, Sem 0.1627, dir -0.9467, norm 0.2205, swav 0.0000 LR: 8.035e-02 Score 94.998 Data time: 0.2767, Forward time: 2.2705, Backward time: 3.1432, DDP time: 0.0039, Total iter time: 6.2629 [2020-11-12 19:32:11,483][root][INFO] - ===> Epoch[167](4317/26): Loss -0.5986, Sem 0.1522, dir -0.9536, norm 0.2027, swav 0.0000 LR: 8.035e-02 Score 94.717 Data time: 0.1936, Forward time: 2.2705, Backward time: 3.1431, DDP time: 0.0039, Total iter time: 5.2155 [2020-11-12 19:32:17,537][root][INFO] - ===> Epoch[167](4318/26): Loss -0.5758, Sem 0.1476, dir -0.9392, norm 0.2159, swav 0.0000 LR: 8.034e-02 Score 95.101 Data time: 0.2039, Forward time: 2.2705, Backward time: 3.1432, DDP time: 0.0039, Total iter time: 5.9757 [2020-11-12 19:32:23,276][root][INFO] - ===> Epoch[167](4319/26): Loss -0.5566, Sem 0.1721, dir -0.9463, norm 0.2176, swav 0.0000 LR: 8.034e-02 Score 94.183 Data time: 0.2534, Forward time: 2.2706, Backward time: 3.1431, DDP time: 0.0039, Total iter time: 5.6430 [2020-11-12 19:32:28,149][root][INFO] - ===> Epoch[167](4320/26): Loss -0.5787, Sem 0.1702, dir -0.9495, norm 0.2006, swav 0.0000 LR: 8.033e-02 Score 94.569 Data time: 0.2321, Forward time: 2.2707, Backward time: 3.1428, DDP time: 0.0039, Total iter time: 4.7562 [2020-11-12 19:32:33,346][root][INFO] - ===> Epoch[167](4321/26): Loss -0.5794, Sem 0.1562, dir -0.9459, norm 0.2102, swav 0.0000 LR: 8.033e-02 Score 94.790 Data time: 0.2023, Forward time: 2.2707, Backward time: 3.1427, DDP time: 0.0039, Total iter time: 5.0847 [2020-11-12 19:32:38,823][root][INFO] - ===> Epoch[167](4322/26): Loss -0.5288, Sem 0.1796, dir -0.9376, norm 0.2292, swav 0.0000 LR: 8.032e-02 Score 94.117 Data time: 0.2153, Forward time: 2.2707, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 5.3719 [2020-11-12 19:32:43,893][root][INFO] - ===> Epoch[167](4323/26): Loss -0.5225, Sem 0.1835, dir -0.9401, norm 0.2341, swav 0.0000 LR: 8.032e-02 Score 94.023 Data time: 0.2488, Forward time: 2.2707, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 4.9455 [2020-11-12 19:32:49,667][root][INFO] - ===> Epoch[167](4324/26): Loss -0.4954, Sem 0.2045, dir -0.9368, norm 0.2369, swav 0.0000 LR: 8.031e-02 Score 93.228 Data time: 0.2061, Forward time: 2.2707, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.6783 [2020-11-12 19:32:54,713][root][INFO] - ===> Epoch[167](4325/26): Loss -0.5479, Sem 0.1823, dir -0.9473, norm 0.2170, swav 0.0000 LR: 8.031e-02 Score 93.837 Data time: 0.1798, Forward time: 2.2707, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 4.9402 [2020-11-12 19:32:59,696][root][INFO] - ===> Epoch[167](4326/26): Loss -0.6099, Sem 0.1519, dir -0.9522, norm 0.1904, swav 0.0000 LR: 8.030e-02 Score 95.042 Data time: 0.1816, Forward time: 2.2706, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 4.8850 [2020-11-12 19:33:05,547][root][INFO] - ===> Epoch[167](4327/26): Loss -0.6026, Sem 0.1493, dir -0.9514, norm 0.1995, swav 0.0000 LR: 8.030e-02 Score 95.128 Data time: 0.2807, Forward time: 2.2707, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.7647 [2020-11-12 19:33:10,961][root][INFO] - ===> Epoch[167](4328/26): Loss -0.5215, Sem 0.2020, dir -0.9464, norm 0.2229, swav 0.0000 LR: 8.030e-02 Score 93.829 Data time: 0.2115, Forward time: 2.2707, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.2990 [2020-11-12 19:33:16,462][root][INFO] - ===> Epoch[167](4329/26): Loss -0.5356, Sem 0.1974, dir -0.9510, norm 0.2180, swav 0.0000 LR: 8.029e-02 Score 93.885 Data time: 0.2334, Forward time: 2.2708, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.4109 [2020-11-12 19:33:23,834][root][INFO] - ===> Epoch[167](4330/26): Loss -0.5514, Sem 0.1674, dir -0.9492, norm 0.2304, swav 0.0000 LR: 8.029e-02 Score 94.458 Data time: 0.2096, Forward time: 2.2708, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 7.2450 [2020-11-12 19:33:29,196][root][INFO] - ===> Epoch[167](4331/26): Loss -0.5566, Sem 0.1734, dir -0.9414, norm 0.2115, swav 0.0000 LR: 8.028e-02 Score 94.386 Data time: 0.2021, Forward time: 2.2708, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.2769 [2020-11-12 19:33:33,818][root][INFO] - ===> Epoch[167](4332/26): Loss -0.5648, Sem 0.1621, dir -0.9443, norm 0.2174, swav 0.0000 LR: 8.028e-02 Score 94.813 Data time: 0.1534, Forward time: 2.2707, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 4.5507 [2020-11-12 19:33:39,956][root][INFO] - ===> Epoch[167](4333/26): Loss -0.5820, Sem 0.1525, dir -0.9491, norm 0.2146, swav 0.0000 LR: 8.027e-02 Score 94.889 Data time: 0.1855, Forward time: 2.2706, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 6.0453 [2020-11-12 19:33:45,224][root][INFO] - ===> Epoch[167](4334/26): Loss -0.5395, Sem 0.1926, dir -0.9404, norm 0.2083, swav 0.0000 LR: 8.027e-02 Score 93.829 Data time: 0.1697, Forward time: 2.2705, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.1617 [2020-11-12 19:33:50,116][root][INFO] - ===> Epoch[167](4335/26): Loss -0.5597, Sem 0.1732, dir -0.9427, norm 0.2098, swav 0.0000 LR: 8.026e-02 Score 94.384 Data time: 0.2380, Forward time: 2.2705, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 4.8338 [2020-11-12 19:33:55,492][root][INFO] - ===> Epoch[167](4336/26): Loss -0.5427, Sem 0.1733, dir -0.9389, norm 0.2229, swav 0.0000 LR: 8.026e-02 Score 94.550 Data time: 0.2526, Forward time: 2.2706, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.2470 [2020-11-12 19:34:00,851][root][INFO] - ===> Epoch[167](4337/26): Loss -0.5327, Sem 0.1898, dir -0.9431, norm 0.2206, swav 0.0000 LR: 8.025e-02 Score 93.806 Data time: 0.2512, Forward time: 2.2707, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.2424 [2020-11-12 19:34:08,206][root][INFO] - ===> Epoch[167](4338/26): Loss -0.5722, Sem 0.1651, dir -0.9492, norm 0.2119, swav 0.0000 LR: 8.025e-02 Score 94.661 Data time: 0.3595, Forward time: 2.2710, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 7.2346 [2020-11-12 19:34:14,326][root][INFO] - ===> Epoch[167](4339/26): Loss -0.5854, Sem 0.1532, dir -0.9538, norm 0.2152, swav 0.0000 LR: 8.024e-02 Score 94.903 Data time: 0.2082, Forward time: 2.2711, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.9968 [2020-11-12 19:34:19,275][root][INFO] - ===> Epoch[167](4340/26): Loss -0.5774, Sem 0.1749, dir -0.9481, norm 0.1958, swav 0.0000 LR: 8.024e-02 Score 94.504 Data time: 0.1688, Forward time: 2.2710, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 4.8243 [2020-11-12 19:34:25,296][root][INFO] - ===> Epoch[167](4341/26): Loss -0.5779, Sem 0.1632, dir -0.9514, norm 0.2103, swav 0.0000 LR: 8.024e-02 Score 94.580 Data time: 0.2348, Forward time: 2.2710, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.9172 [2020-11-12 19:34:31,085][root][INFO] - ===> Epoch[167](4342/26): Loss -0.5904, Sem 0.1674, dir -0.9540, norm 0.1963, swav 0.0000 LR: 8.023e-02 Score 94.383 Data time: 0.2238, Forward time: 2.2710, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.6515 [2020-11-12 19:34:36,482][root][INFO] - ===> Epoch[168](4343/26): Loss -0.5401, Sem 0.1910, dir -0.9432, norm 0.2120, swav 0.0000 LR: 8.023e-02 Score 93.653 Data time: 0.2225, Forward time: 2.2711, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.2898 [2020-11-12 19:34:41,560][root][INFO] - ===> Epoch[168](4344/26): Loss -0.5338, Sem 0.1917, dir -0.9415, norm 0.2161, swav 0.0000 LR: 8.022e-02 Score 93.663 Data time: 0.1375, Forward time: 2.2709, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.9582 [2020-11-12 19:34:46,650][root][INFO] - ===> Epoch[168](4345/26): Loss -0.5689, Sem 0.1614, dir -0.9496, norm 0.2193, swav 0.0000 LR: 8.022e-02 Score 94.976 Data time: 0.1574, Forward time: 2.2708, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.9980 [2020-11-12 19:34:52,570][root][INFO] - ===> Epoch[168](4346/26): Loss -0.5591, Sem 0.1691, dir -0.9436, norm 0.2154, swav 0.0000 LR: 8.021e-02 Score 94.373 Data time: 0.2041, Forward time: 2.2708, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.8148 [2020-11-12 19:34:59,514][root][INFO] - ===> Epoch[168](4347/26): Loss -0.4888, Sem 0.2221, dir -0.9446, norm 0.2337, swav 0.0000 LR: 8.021e-02 Score 92.861 Data time: 0.1827, Forward time: 2.2707, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.8118 [2020-11-12 19:35:04,528][root][INFO] - ===> Epoch[168](4348/26): Loss -0.5838, Sem 0.1549, dir -0.9509, norm 0.2122, swav 0.0000 LR: 8.020e-02 Score 94.814 Data time: 0.2198, Forward time: 2.2707, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 4.9122 [2020-11-12 19:35:10,154][root][INFO] - ===> Epoch[168](4349/26): Loss -0.5808, Sem 0.1598, dir -0.9502, norm 0.2097, swav 0.0000 LR: 8.020e-02 Score 94.735 Data time: 0.2651, Forward time: 2.2708, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.5133 [2020-11-12 19:35:16,684][root][INFO] - ===> Epoch[168](4350/26): Loss -0.5447, Sem 0.1835, dir -0.9407, norm 0.2125, swav 0.0000 LR: 8.019e-02 Score 93.657 Data time: 0.1911, Forward time: 2.2708, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.4113 [2020-11-12 19:35:22,201][root][INFO] - ===> Epoch[168](4351/26): Loss -0.5888, Sem 0.1658, dir -0.9544, norm 0.1997, swav 0.0000 LR: 8.019e-02 Score 94.669 Data time: 0.2498, Forward time: 2.2708, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.3982 [2020-11-12 19:35:27,230][root][INFO] - ===> Epoch[168](4352/26): Loss -0.5709, Sem 0.1709, dir -0.9464, norm 0.2046, swav 0.0000 LR: 8.018e-02 Score 94.223 Data time: 0.2610, Forward time: 2.2709, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 4.9074 [2020-11-12 19:35:32,431][root][INFO] - ===> Epoch[168](4353/26): Loss -0.5408, Sem 0.1791, dir -0.9404, norm 0.2205, swav 0.0000 LR: 8.018e-02 Score 94.274 Data time: 0.1520, Forward time: 2.2708, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.0692 [2020-11-12 19:35:37,840][root][INFO] - ===> Epoch[168](4354/26): Loss -0.5587, Sem 0.1681, dir -0.9446, norm 0.2178, swav 0.0000 LR: 8.018e-02 Score 94.579 Data time: 0.2230, Forward time: 2.2708, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.3615 [2020-11-12 19:35:44,611][root][INFO] - ===> Epoch[168](4355/26): Loss -0.5699, Sem 0.1690, dir -0.9473, norm 0.2084, swav 0.0000 LR: 8.017e-02 Score 94.462 Data time: 0.2304, Forward time: 2.2709, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 6.6622 [2020-11-12 19:35:50,583][root][INFO] - ===> Epoch[168](4356/26): Loss -0.5655, Sem 0.1788, dir -0.9509, norm 0.2065, swav 0.0000 LR: 8.017e-02 Score 94.075 Data time: 0.1968, Forward time: 2.2709, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 5.8658 [2020-11-12 19:35:56,727][root][INFO] - ===> Epoch[168](4357/26): Loss -0.5922, Sem 0.1691, dir -0.9494, norm 0.1881, swav 0.0000 LR: 8.016e-02 Score 94.485 Data time: 0.1590, Forward time: 2.2708, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.0329 [2020-11-12 19:36:02,141][root][INFO] - ===> Epoch[168](4358/26): Loss -0.5570, Sem 0.1750, dir -0.9435, norm 0.2115, swav 0.0000 LR: 8.016e-02 Score 93.967 Data time: 0.1487, Forward time: 2.2707, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.3688 [2020-11-12 19:36:08,735][root][INFO] - ===> Epoch[168](4359/26): Loss -0.6033, Sem 0.1513, dir -0.9525, norm 0.1979, swav 0.0000 LR: 8.015e-02 Score 95.235 Data time: 0.1224, Forward time: 2.2705, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.5474 [2020-11-12 19:36:15,407][root][INFO] - ===> Epoch[168](4360/26): Loss -0.5656, Sem 0.1706, dir -0.9446, norm 0.2084, swav 0.0000 LR: 8.015e-02 Score 94.199 Data time: 0.1783, Forward time: 2.2704, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.6441 [2020-11-12 19:36:21,182][root][INFO] - ===> Epoch[168](4361/26): Loss -0.5489, Sem 0.1647, dir -0.9377, norm 0.2241, swav 0.0000 LR: 8.014e-02 Score 94.521 Data time: 0.2712, Forward time: 2.2705, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.6886 [2020-11-12 19:36:27,385][root][INFO] - ===> Epoch[168](4362/26): Loss -0.5630, Sem 0.1866, dir -0.9478, norm 0.1981, swav 0.0000 LR: 8.014e-02 Score 93.671 Data time: 0.2336, Forward time: 2.2705, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.0725 [2020-11-12 19:36:33,771][root][INFO] - ===> Epoch[168](4363/26): Loss -0.5378, Sem 0.1732, dir -0.9450, norm 0.2340, swav 0.0000 LR: 8.013e-02 Score 94.330 Data time: 0.2755, Forward time: 2.2707, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.2789 [2020-11-12 19:36:39,682][root][INFO] - ===> Epoch[168](4364/26): Loss -0.5342, Sem 0.2042, dir -0.9494, norm 0.2110, swav 0.0000 LR: 8.013e-02 Score 93.510 Data time: 0.2086, Forward time: 2.2707, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.8081 [2020-11-12 19:36:44,220][root][INFO] - ===> Epoch[168](4365/26): Loss -0.6035, Sem 0.1437, dir -0.9504, norm 0.2032, swav 0.0000 LR: 8.012e-02 Score 95.196 Data time: 0.1932, Forward time: 2.2707, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.4481 [2020-11-12 19:36:50,710][root][INFO] - ===> Epoch[168](4366/26): Loss -0.4913, Sem 0.2278, dir -0.9483, norm 0.2292, swav 0.0000 LR: 8.012e-02 Score 93.574 Data time: 0.2156, Forward time: 2.2707, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.3925 [2020-11-12 19:36:56,575][root][INFO] - ===> Epoch[168](4367/26): Loss -0.5557, Sem 0.1650, dir -0.9411, norm 0.2204, swav 0.0000 LR: 8.012e-02 Score 94.686 Data time: 0.2042, Forward time: 2.2707, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.7272 [2020-11-12 19:37:02,387][root][INFO] - ===> Epoch[168](4368/26): Loss -0.5341, Sem 0.1631, dir -0.9388, norm 0.2416, swav 0.0000 LR: 8.011e-02 Score 94.659 Data time: 0.1414, Forward time: 2.2706, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.7008 [2020-11-12 19:37:08,239][root][INFO] - ===> Epoch[169](4369/26): Loss -0.5254, Sem 0.1935, dir -0.9406, norm 0.2216, swav 0.0000 LR: 8.011e-02 Score 93.889 Data time: 0.1642, Forward time: 2.2705, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.7921 [2020-11-12 19:37:13,926][root][INFO] - ===> Epoch[169](4370/26): Loss -0.5135, Sem 0.2081, dir -0.9369, norm 0.2152, swav 0.0000 LR: 8.010e-02 Score 93.051 Data time: 0.2086, Forward time: 2.2705, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.5832 [2020-11-12 19:37:21,369][root][INFO] - ===> Epoch[169](4371/26): Loss -0.5423, Sem 0.1831, dir -0.9440, norm 0.2186, swav 0.0000 LR: 8.010e-02 Score 94.137 Data time: 0.1597, Forward time: 2.2704, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 7.3698 [2020-11-12 19:37:26,517][root][INFO] - ===> Epoch[169](4372/26): Loss -0.5336, Sem 0.1847, dir -0.9455, norm 0.2272, swav 0.0000 LR: 8.009e-02 Score 94.030 Data time: 0.1793, Forward time: 2.2703, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.0769 [2020-11-12 19:37:31,460][root][INFO] - ===> Epoch[169](4373/26): Loss -0.5500, Sem 0.1780, dir -0.9431, norm 0.2151, swav 0.0000 LR: 8.009e-02 Score 94.053 Data time: 0.2319, Forward time: 2.2704, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 4.8375 [2020-11-12 19:37:37,295][root][INFO] - ===> Epoch[169](4374/26): Loss -0.5849, Sem 0.1536, dir -0.9446, norm 0.2061, swav 0.0000 LR: 8.008e-02 Score 94.961 Data time: 0.1447, Forward time: 2.2702, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.7066 [2020-11-12 19:37:43,279][root][INFO] - ===> Epoch[169](4375/26): Loss -0.5011, Sem 0.1756, dir -0.9365, norm 0.2598, swav 0.0000 LR: 8.008e-02 Score 94.338 Data time: 0.2675, Forward time: 2.2703, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.8923 [2020-11-12 19:37:49,305][root][INFO] - ===> Epoch[169](4376/26): Loss -0.5573, Sem 0.1738, dir -0.9486, norm 0.2176, swav 0.0000 LR: 8.007e-02 Score 94.198 Data time: 0.2128, Forward time: 2.2704, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.9147 [2020-11-12 19:37:54,400][root][INFO] - ===> Epoch[169](4377/26): Loss -0.5024, Sem 0.2060, dir -0.9353, norm 0.2269, swav 0.0000 LR: 8.007e-02 Score 93.463 Data time: 0.2103, Forward time: 2.2704, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 4.9766 [2020-11-12 19:37:59,608][root][INFO] - ===> Epoch[169](4378/26): Loss -0.5157, Sem 0.1980, dir -0.9436, norm 0.2300, swav 0.0000 LR: 8.006e-02 Score 93.635 Data time: 0.1932, Forward time: 2.2703, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.0863 [2020-11-12 19:38:05,644][root][INFO] - ===> Epoch[169](4379/26): Loss -0.5517, Sem 0.1808, dir -0.9468, norm 0.2143, swav 0.0000 LR: 8.006e-02 Score 94.248 Data time: 0.1911, Forward time: 2.2702, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.9306 [2020-11-12 19:38:11,328][root][INFO] - ===> Epoch[169](4380/26): Loss -0.4714, Sem 0.2083, dir -0.9376, norm 0.2579, swav 0.0000 LR: 8.006e-02 Score 92.994 Data time: 0.2035, Forward time: 2.2702, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.5887 [2020-11-12 19:38:17,502][root][INFO] - ===> Epoch[169](4381/26): Loss -0.5535, Sem 0.1819, dir -0.9459, norm 0.2105, swav 0.0000 LR: 8.005e-02 Score 93.941 Data time: 0.2990, Forward time: 2.2704, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 6.0612 [2020-11-12 19:38:22,720][root][INFO] - ===> Epoch[169](4382/26): Loss -0.5574, Sem 0.1690, dir -0.9421, norm 0.2157, swav 0.0000 LR: 8.005e-02 Score 94.488 Data time: 0.2068, Forward time: 2.2704, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.0864 [2020-11-12 19:38:29,245][root][INFO] - ===> Epoch[169](4383/26): Loss -0.5218, Sem 0.1894, dir -0.9364, norm 0.2252, swav 0.0000 LR: 8.004e-02 Score 93.974 Data time: 0.2213, Forward time: 2.2704, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 6.4279 [2020-11-12 19:38:34,525][root][INFO] - ===> Epoch[169](4384/26): Loss -0.5332, Sem 0.1790, dir -0.9425, norm 0.2302, swav 0.0000 LR: 8.004e-02 Score 94.206 Data time: 0.2194, Forward time: 2.2704, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.1925 [2020-11-12 19:38:40,001][root][INFO] - ===> Epoch[169](4385/26): Loss -0.5264, Sem 0.1963, dir -0.9408, norm 0.2181, swav 0.0000 LR: 8.003e-02 Score 93.981 Data time: 0.2435, Forward time: 2.2705, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.3530 [2020-11-12 19:38:45,289][root][INFO] - ===> Epoch[169](4386/26): Loss -0.5229, Sem 0.1916, dir -0.9390, norm 0.2245, swav 0.0000 LR: 8.003e-02 Score 93.770 Data time: 0.2031, Forward time: 2.2705, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.1586 [2020-11-12 19:38:49,885][root][INFO] - ===> Epoch[169](4387/26): Loss -0.5634, Sem 0.1624, dir -0.9419, norm 0.2161, swav 0.0000 LR: 8.002e-02 Score 94.839 Data time: 0.1547, Forward time: 2.2704, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 4.4902 [2020-11-12 19:38:55,014][root][INFO] - ===> Epoch[169](4388/26): Loss -0.5502, Sem 0.1856, dir -0.9439, norm 0.2081, swav 0.0000 LR: 8.002e-02 Score 93.830 Data time: 0.1621, Forward time: 2.2702, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.0559 [2020-11-12 19:39:00,944][root][INFO] - ===> Epoch[169](4389/26): Loss -0.5357, Sem 0.2008, dir -0.9461, norm 0.2096, swav 0.0000 LR: 8.001e-02 Score 93.644 Data time: 0.2025, Forward time: 2.2702, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.8608 [2020-11-12 19:39:07,504][root][INFO] - ===> Epoch[169](4390/26): Loss -0.5216, Sem 0.1978, dir -0.9423, norm 0.2229, swav 0.0000 LR: 8.001e-02 Score 93.340 Data time: 0.2349, Forward time: 2.2703, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.4475 [2020-11-12 19:39:13,547][root][INFO] - ===> Epoch[169](4391/26): Loss -0.4832, Sem 0.1935, dir -0.9350, norm 0.2582, swav 0.0000 LR: 8.000e-02 Score 94.224 Data time: 0.1608, Forward time: 2.2702, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.9205 [2020-11-12 19:39:18,829][root][INFO] - ===> Epoch[169](4392/26): Loss -0.5173, Sem 0.1817, dir -0.9383, norm 0.2393, swav 0.0000 LR: 8.000e-02 Score 94.254 Data time: 0.1711, Forward time: 2.2701, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.1766 [2020-11-12 19:39:23,372][root][INFO] - ===> Epoch[169](4393/26): Loss -0.6043, Sem 0.1405, dir -0.9449, norm 0.2001, swav 0.0000 LR: 8.000e-02 Score 95.466 Data time: 0.1652, Forward time: 2.2700, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.4399 [2020-11-12 19:39:30,447][root][INFO] - ===> Epoch[169](4394/26): Loss -0.4500, Sem 0.2319, dir -0.9403, norm 0.2584, swav 0.0000 LR: 7.999e-02 Score 93.198 Data time: 0.1802, Forward time: 2.2699, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.9886 [2020-11-12 19:39:37,539][root][INFO] - ===> Epoch[170](4395/26): Loss -0.5748, Sem 0.1576, dir -0.9471, norm 0.2148, swav 0.0000 LR: 7.999e-02 Score 94.978 Data time: 0.2240, Forward time: 2.2700, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 7.0006 [2020-11-12 19:39:42,941][root][INFO] - ===> Epoch[170](4396/26): Loss -0.5466, Sem 0.1826, dir -0.9448, norm 0.2156, swav 0.0000 LR: 7.998e-02 Score 94.451 Data time: 0.1479, Forward time: 2.2699, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.2732 [2020-11-12 19:39:50,298][root][INFO] - ===> Epoch[170](4397/26): Loss -0.5329, Sem 0.1933, dir -0.9491, norm 0.2229, swav 0.0000 LR: 7.998e-02 Score 94.020 Data time: 0.1392, Forward time: 2.2697, Backward time: 3.1426, DDP time: 0.0039, Total iter time: 7.2679 [2020-11-12 19:39:55,893][root][INFO] - ===> Epoch[170](4398/26): Loss -0.5224, Sem 0.2020, dir -0.9431, norm 0.2186, swav 0.0000 LR: 7.997e-02 Score 93.462 Data time: 0.1602, Forward time: 2.2696, Backward time: 3.1428, DDP time: 0.0039, Total iter time: 5.5297 [2020-11-12 19:40:01,290][root][INFO] - ===> Epoch[170](4399/26): Loss -0.5449, Sem 0.1798, dir -0.9421, norm 0.2175, swav 0.0000 LR: 7.997e-02 Score 94.151 Data time: 0.2032, Forward time: 2.2696, Backward time: 3.1427, DDP time: 0.0039, Total iter time: 5.3597 [2020-11-12 19:40:06,357][root][INFO] - ===> Epoch[170](4400/26): Loss -0.5255, Sem 0.1873, dir -0.9379, norm 0.2250, swav 0.0000 LR: 7.996e-02 Score 94.101 Data time: 0.2030, Forward time: 2.2696, Backward time: 3.1425, DDP time: 0.0039, Total iter time: 4.9535 [2020-11-12 19:40:12,034][root][INFO] - ===> Epoch[170](4401/26): Loss -0.5846, Sem 0.1521, dir -0.9410, norm 0.2043, swav 0.0000 LR: 7.996e-02 Score 94.943 Data time: 0.2262, Forward time: 2.2697, Backward time: 3.1424, DDP time: 0.0039, Total iter time: 5.5591 [2020-11-12 19:40:16,488][root][INFO] - ===> Epoch[170](4402/26): Loss -0.5722, Sem 0.1469, dir -0.9421, norm 0.2229, swav 0.0000 LR: 7.995e-02 Score 95.281 Data time: 0.1702, Forward time: 2.2696, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 4.3294 [2020-11-12 19:40:21,718][root][INFO] - ===> Epoch[170](4403/26): Loss -0.5614, Sem 0.1796, dir -0.9522, norm 0.2112, swav 0.0000 LR: 7.995e-02 Score 94.147 Data time: 0.2009, Forward time: 2.2695, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 5.1560 [2020-11-12 19:40:26,655][root][INFO] - ===> Epoch[170](4404/26): Loss -0.5528, Sem 0.1663, dir -0.9458, norm 0.2267, swav 0.0000 LR: 7.994e-02 Score 94.613 Data time: 0.1287, Forward time: 2.2693, Backward time: 3.1422, DDP time: 0.0039, Total iter time: 4.8452 [2020-11-12 19:40:32,629][root][INFO] - ===> Epoch[170](4405/26): Loss -0.5874, Sem 0.1526, dir -0.9491, norm 0.2091, swav 0.0000 LR: 7.994e-02 Score 95.082 Data time: 0.2039, Forward time: 2.2692, Backward time: 3.1423, DDP time: 0.0039, Total iter time: 5.8991 [2020-11-12 19:40:37,480][root][INFO] - ===> Epoch[170](4406/26): Loss -0.5189, Sem 0.1810, dir -0.9464, norm 0.2465, swav 0.0000 LR: 7.994e-02 Score 94.321 Data time: 0.2139, Forward time: 2.2693, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 4.7343 [2020-11-12 19:40:43,151][root][INFO] - ===> Epoch[170](4407/26): Loss -0.5765, Sem 0.1604, dir -0.9459, norm 0.2089, swav 0.0000 LR: 7.993e-02 Score 94.832 Data time: 0.1695, Forward time: 2.2692, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.5521 [2020-11-12 19:40:48,619][root][INFO] - ===> Epoch[170](4408/26): Loss -0.5388, Sem 0.1862, dir -0.9496, norm 0.2246, swav 0.0000 LR: 7.993e-02 Score 94.112 Data time: 0.1818, Forward time: 2.2691, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.3708 [2020-11-12 19:40:54,329][root][INFO] - ===> Epoch[170](4409/26): Loss -0.5815, Sem 0.1578, dir -0.9438, norm 0.2044, swav 0.0000 LR: 7.992e-02 Score 94.836 Data time: 0.2375, Forward time: 2.2692, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 5.5953 [2020-11-12 19:40:59,620][root][INFO] - ===> Epoch[170](4410/26): Loss -0.5954, Sem 0.1526, dir -0.9517, norm 0.2036, swav 0.0000 LR: 7.992e-02 Score 94.989 Data time: 0.2156, Forward time: 2.2692, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.1637 [2020-11-12 19:41:05,077][root][INFO] - ===> Epoch[170](4411/26): Loss -0.5414, Sem 0.1714, dir -0.9387, norm 0.2259, swav 0.0000 LR: 7.991e-02 Score 94.481 Data time: 0.2481, Forward time: 2.2693, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.3356 [2020-11-12 19:41:10,962][root][INFO] - ===> Epoch[170](4412/26): Loss -0.5458, Sem 0.1629, dir -0.9412, norm 0.2325, swav 0.0000 LR: 7.991e-02 Score 94.433 Data time: 0.1769, Forward time: 2.2692, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.7669 [2020-11-12 19:41:17,121][root][INFO] - ===> Epoch[170](4413/26): Loss -0.5291, Sem 0.1875, dir -0.9376, norm 0.2209, swav 0.0000 LR: 7.990e-02 Score 94.011 Data time: 0.2869, Forward time: 2.2694, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.0478 [2020-11-12 19:41:23,332][root][INFO] - ===> Epoch[170](4414/26): Loss -0.5531, Sem 0.1713, dir -0.9395, norm 0.2151, swav 0.0000 LR: 7.990e-02 Score 94.442 Data time: 0.1745, Forward time: 2.2693, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.0706 [2020-11-12 19:41:28,527][root][INFO] - ===> Epoch[170](4415/26): Loss -0.5489, Sem 0.1697, dir -0.9438, norm 0.2252, swav 0.0000 LR: 7.989e-02 Score 94.629 Data time: 0.1340, Forward time: 2.2691, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.1109 [2020-11-12 19:41:35,209][root][INFO] - ===> Epoch[170](4416/26): Loss -0.5435, Sem 0.1474, dir -0.9391, norm 0.2482, swav 0.0000 LR: 7.989e-02 Score 95.171 Data time: 0.2797, Forward time: 2.2692, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 6.6329 [2020-11-12 19:41:41,254][root][INFO] - ===> Epoch[170](4417/26): Loss -0.5570, Sem 0.1835, dir -0.9471, norm 0.2066, swav 0.0000 LR: 7.988e-02 Score 94.011 Data time: 0.1965, Forward time: 2.2692, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.9177 [2020-11-12 19:41:47,655][root][INFO] - ===> Epoch[170](4418/26): Loss -0.5269, Sem 0.1623, dir -0.9330, norm 0.2438, swav 0.0000 LR: 7.988e-02 Score 94.705 Data time: 0.2830, Forward time: 2.2695, Backward time: 3.1420, DDP time: 0.0039, Total iter time: 6.2800 [2020-11-12 19:41:52,727][root][INFO] - ===> Epoch[170](4419/26): Loss -0.6048, Sem 0.1412, dir -0.9441, norm 0.1981, swav 0.0000 LR: 7.988e-02 Score 95.192 Data time: 0.1974, Forward time: 2.2694, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 4.9514 [2020-11-12 19:41:58,311][root][INFO] - ===> Epoch[170](4420/26): Loss -0.5814, Sem 0.1501, dir -0.9482, norm 0.2168, swav 0.0000 LR: 7.987e-02 Score 94.921 Data time: 0.2222, Forward time: 2.2695, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.4830 [2020-11-12 19:42:03,074][root][INFO] - ===> Epoch[171](4421/26): Loss -0.5973, Sem 0.1697, dir -0.9536, norm 0.1866, swav 0.0000 LR: 7.987e-02 Score 94.878 Data time: 0.1523, Forward time: 2.2693, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 4.6611 [2020-11-12 19:42:08,723][root][INFO] - ===> Epoch[171](4422/26): Loss -0.5188, Sem 0.1727, dir -0.9367, norm 0.2452, swav 0.0000 LR: 7.986e-02 Score 94.116 Data time: 0.2039, Forward time: 2.2693, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.5785 [2020-11-12 19:42:13,229][root][INFO] - ===> Epoch[171](4423/26): Loss -0.5208, Sem 0.1897, dir -0.9446, norm 0.2340, swav 0.0000 LR: 7.986e-02 Score 93.937 Data time: 0.1807, Forward time: 2.2693, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 4.4047 [2020-11-12 19:42:19,004][root][INFO] - ===> Epoch[171](4424/26): Loss -0.5588, Sem 0.1836, dir -0.9443, norm 0.2018, swav 0.0000 LR: 7.985e-02 Score 93.759 Data time: 0.2059, Forward time: 2.2693, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.6844 [2020-11-12 19:42:25,474][root][INFO] - ===> Epoch[171](4425/26): Loss -0.5400, Sem 0.1595, dir -0.9369, norm 0.2374, swav 0.0000 LR: 7.985e-02 Score 94.533 Data time: 0.1714, Forward time: 2.2692, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 6.3543 [2020-11-12 19:42:32,825][root][INFO] - ===> Epoch[171](4426/26): Loss -0.5553, Sem 0.1649, dir -0.9444, norm 0.2242, swav 0.0000 LR: 7.984e-02 Score 94.793 Data time: 0.1684, Forward time: 2.2691, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 7.2863 [2020-11-12 19:42:37,926][root][INFO] - ===> Epoch[171](4427/26): Loss -0.4705, Sem 0.1932, dir -0.9314, norm 0.2676, swav 0.0000 LR: 7.984e-02 Score 94.536 Data time: 0.1434, Forward time: 2.2689, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.0137 [2020-11-12 19:42:43,446][root][INFO] - ===> Epoch[171](4428/26): Loss -0.5558, Sem 0.1748, dir -0.9468, norm 0.2162, swav 0.0000 LR: 7.983e-02 Score 94.475 Data time: 0.2181, Forward time: 2.2689, Backward time: 3.1421, DDP time: 0.0039, Total iter time: 5.4574 [2020-11-12 19:42:47,934][root][INFO] - ===> Epoch[171](4429/26): Loss -0.5626, Sem 0.1513, dir -0.9418, norm 0.2279, swav 0.0000 LR: 7.983e-02 Score 95.201 Data time: 0.2439, Forward time: 2.2689, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 4.3990 [2020-11-12 19:42:53,169][root][INFO] - ===> Epoch[171](4430/26): Loss -0.5234, Sem 0.1743, dir -0.9363, norm 0.2386, swav 0.0000 LR: 7.982e-02 Score 94.347 Data time: 0.1519, Forward time: 2.2687, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.1264 [2020-11-12 19:42:58,356][root][INFO] - ===> Epoch[171](4431/26): Loss -0.5272, Sem 0.1778, dir -0.9355, norm 0.2305, swav 0.0000 LR: 7.982e-02 Score 94.317 Data time: 0.2350, Forward time: 2.2688, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.1055 [2020-11-12 19:43:05,159][root][INFO] - ===> Epoch[171](4432/26): Loss -0.5997, Sem 0.1407, dir -0.9471, norm 0.2067, swav 0.0000 LR: 7.982e-02 Score 95.241 Data time: 0.2594, Forward time: 2.2688, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.6973 [2020-11-12 19:43:10,888][root][INFO] - ===> Epoch[171](4433/26): Loss -0.5508, Sem 0.1623, dir -0.9473, norm 0.2342, swav 0.0000 LR: 7.981e-02 Score 94.805 Data time: 0.3100, Forward time: 2.2690, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.6092 [2020-11-12 19:43:16,140][root][INFO] - ===> Epoch[171](4434/26): Loss -0.5856, Sem 0.1581, dir -0.9478, norm 0.2040, swav 0.0000 LR: 7.981e-02 Score 94.811 Data time: 0.1714, Forward time: 2.2689, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.1197 [2020-11-12 19:43:22,040][root][INFO] - ===> Epoch[171](4435/26): Loss -0.5259, Sem 0.1891, dir -0.9406, norm 0.2256, swav 0.0000 LR: 7.980e-02 Score 93.686 Data time: 0.2160, Forward time: 2.2689, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.8298 [2020-11-12 19:43:26,654][root][INFO] - ===> Epoch[171](4436/26): Loss -0.6148, Sem 0.1406, dir -0.9476, norm 0.1922, swav 0.0000 LR: 7.980e-02 Score 95.345 Data time: 0.2210, Forward time: 2.2689, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 4.5117 [2020-11-12 19:43:32,483][root][INFO] - ===> Epoch[171](4437/26): Loss -0.5469, Sem 0.1657, dir -0.9455, norm 0.2329, swav 0.0000 LR: 7.979e-02 Score 94.742 Data time: 0.2438, Forward time: 2.2690, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.7344 [2020-11-12 19:43:38,478][root][INFO] - ===> Epoch[171](4438/26): Loss -0.5795, Sem 0.1584, dir -0.9428, norm 0.2050, swav 0.0000 LR: 7.979e-02 Score 94.712 Data time: 0.2001, Forward time: 2.2690, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.8773 [2020-11-12 19:43:44,973][root][INFO] - ===> Epoch[171](4439/26): Loss -0.5898, Sem 0.1522, dir -0.9440, norm 0.2020, swav 0.0000 LR: 7.978e-02 Score 95.030 Data time: 0.1967, Forward time: 2.2689, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.3951 [2020-11-12 19:43:52,283][root][INFO] - ===> Epoch[171](4440/26): Loss -0.5131, Sem 0.1975, dir -0.9403, norm 0.2297, swav 0.0000 LR: 7.978e-02 Score 93.733 Data time: 0.2583, Forward time: 2.2690, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 7.2257 [2020-11-12 19:43:58,389][root][INFO] - ===> Epoch[171](4441/26): Loss -0.5164, Sem 0.1985, dir -0.9525, norm 0.2376, swav 0.0000 LR: 7.977e-02 Score 93.683 Data time: 0.2774, Forward time: 2.2692, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.9917 [2020-11-12 19:44:03,590][root][INFO] - ===> Epoch[171](4442/26): Loss -0.5756, Sem 0.1678, dir -0.9501, norm 0.2067, swav 0.0000 LR: 7.977e-02 Score 94.709 Data time: 0.2274, Forward time: 2.2691, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.0686 [2020-11-12 19:44:09,254][root][INFO] - ===> Epoch[171](4443/26): Loss -0.5873, Sem 0.1621, dir -0.9540, norm 0.2046, swav 0.0000 LR: 7.976e-02 Score 94.724 Data time: 0.2056, Forward time: 2.2691, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.5651 [2020-11-12 19:44:15,703][root][INFO] - ===> Epoch[171](4444/26): Loss -0.5876, Sem 0.1488, dir -0.9470, norm 0.2105, swav 0.0000 LR: 7.976e-02 Score 95.301 Data time: 0.1816, Forward time: 2.2690, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.3407 [2020-11-12 19:44:21,166][root][INFO] - ===> Epoch[171](4445/26): Loss -0.5919, Sem 0.1595, dir -0.9462, norm 0.1948, swav 0.0000 LR: 7.976e-02 Score 94.770 Data time: 0.1989, Forward time: 2.2689, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.3564 [2020-11-12 19:44:27,301][root][INFO] - ===> Epoch[171](4446/26): Loss -0.5593, Sem 0.1833, dir -0.9480, norm 0.2053, swav 0.0000 LR: 7.975e-02 Score 94.087 Data time: 0.2204, Forward time: 2.2689, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.0093 [2020-11-12 19:44:32,168][root][INFO] - ===> Epoch[172](4447/26): Loss -0.5735, Sem 0.1635, dir -0.9513, norm 0.2142, swav 0.0000 LR: 7.975e-02 Score 94.319 Data time: 0.1985, Forward time: 2.2689, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.7628 [2020-11-12 19:44:37,368][root][INFO] - ===> Epoch[172](4448/26): Loss -0.6011, Sem 0.1515, dir -0.9486, norm 0.1960, swav 0.0000 LR: 7.974e-02 Score 94.910 Data time: 0.1995, Forward time: 2.2689, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.0828 [2020-11-12 19:44:43,298][root][INFO] - ===> Epoch[172](4449/26): Loss -0.5695, Sem 0.1716, dir -0.9468, norm 0.2056, swav 0.0000 LR: 7.974e-02 Score 94.317 Data time: 0.2419, Forward time: 2.2690, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.8203 [2020-11-12 19:44:48,641][root][INFO] - ===> Epoch[172](4450/26): Loss -0.5690, Sem 0.1703, dir -0.9468, norm 0.2074, swav 0.0000 LR: 7.973e-02 Score 94.282 Data time: 0.2015, Forward time: 2.2689, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.2020 [2020-11-12 19:44:55,864][root][INFO] - ===> Epoch[172](4451/26): Loss -0.4640, Sem 0.2136, dir -0.9343, norm 0.2567, swav 0.0000 LR: 7.973e-02 Score 93.337 Data time: 0.2244, Forward time: 2.2690, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 7.1027 [2020-11-12 19:45:02,591][root][INFO] - ===> Epoch[172](4452/26): Loss -0.5371, Sem 0.1757, dir -0.9425, norm 0.2298, swav 0.0000 LR: 7.972e-02 Score 94.391 Data time: 0.2384, Forward time: 2.2691, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.5896 [2020-11-12 19:45:07,629][root][INFO] - ===> Epoch[172](4453/26): Loss -0.5748, Sem 0.1757, dir -0.9519, norm 0.2014, swav 0.0000 LR: 7.972e-02 Score 94.567 Data time: 0.1958, Forward time: 2.2690, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 4.8763 [2020-11-12 19:45:13,205][root][INFO] - ===> Epoch[172](4454/26): Loss -0.5640, Sem 0.1624, dir -0.9386, norm 0.2122, swav 0.0000 LR: 7.971e-02 Score 94.603 Data time: 0.2016, Forward time: 2.2690, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.4648 [2020-11-12 19:45:18,948][root][INFO] - ===> Epoch[172](4455/26): Loss -0.5187, Sem 0.1824, dir -0.9400, norm 0.2389, swav 0.0000 LR: 7.971e-02 Score 94.147 Data time: 0.1971, Forward time: 2.2690, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.6253 [2020-11-12 19:45:24,050][root][INFO] - ===> Epoch[172](4456/26): Loss -0.6016, Sem 0.1554, dir -0.9554, norm 0.1984, swav 0.0000 LR: 7.970e-02 Score 95.120 Data time: 0.2270, Forward time: 2.2690, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 4.9430 [2020-11-12 19:45:31,425][root][INFO] - ===> Epoch[172](4457/26): Loss -0.5881, Sem 0.1669, dir -0.9528, norm 0.1979, swav 0.0000 LR: 7.970e-02 Score 94.747 Data time: 0.3688, Forward time: 2.2693, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 7.2683 [2020-11-12 19:45:36,565][root][INFO] - ===> Epoch[172](4458/26): Loss -0.5905, Sem 0.1565, dir -0.9445, norm 0.1975, swav 0.0000 LR: 7.970e-02 Score 94.887 Data time: 0.2029, Forward time: 2.2692, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.0223 [2020-11-12 19:45:42,855][root][INFO] - ===> Epoch[172](4459/26): Loss -0.5407, Sem 0.1635, dir -0.9439, norm 0.2397, swav 0.0000 LR: 7.969e-02 Score 94.687 Data time: 0.2071, Forward time: 2.2692, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 6.1805 [2020-11-12 19:45:49,801][root][INFO] - ===> Epoch[172](4460/26): Loss -0.5630, Sem 0.1676, dir -0.9519, norm 0.2214, swav 0.0000 LR: 7.969e-02 Score 94.445 Data time: 0.2065, Forward time: 2.2693, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 6.8330 [2020-11-12 19:45:54,896][root][INFO] - ===> Epoch[172](4461/26): Loss -0.5587, Sem 0.1722, dir -0.9480, norm 0.2171, swav 0.0000 LR: 7.968e-02 Score 94.417 Data time: 0.1404, Forward time: 2.2691, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 4.9795 [2020-11-12 19:46:00,673][root][INFO] - ===> Epoch[172](4462/26): Loss -0.5730, Sem 0.1765, dir -0.9477, norm 0.1982, swav 0.0000 LR: 7.968e-02 Score 94.472 Data time: 0.1521, Forward time: 2.2690, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.7063 [2020-11-12 19:46:05,959][root][INFO] - ===> Epoch[172](4463/26): Loss -0.5609, Sem 0.1886, dir -0.9491, norm 0.1996, swav 0.0000 LR: 7.967e-02 Score 93.811 Data time: 0.1944, Forward time: 2.2689, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.1855 [2020-11-12 19:46:12,502][root][INFO] - ===> Epoch[172](4464/26): Loss -0.6115, Sem 0.1478, dir -0.9498, norm 0.1904, swav 0.0000 LR: 7.967e-02 Score 95.246 Data time: 0.2872, Forward time: 2.2690, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 6.4240 [2020-11-12 19:46:18,607][root][INFO] - ===> Epoch[172](4465/26): Loss -0.5526, Sem 0.1570, dir -0.9469, norm 0.2374, swav 0.0000 LR: 7.966e-02 Score 94.979 Data time: 0.2630, Forward time: 2.2691, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 5.9660 [2020-11-12 19:46:23,849][root][INFO] - ===> Epoch[172](4466/26): Loss -0.5377, Sem 0.1993, dir -0.9444, norm 0.2073, swav 0.0000 LR: 7.966e-02 Score 93.316 Data time: 0.2250, Forward time: 2.2692, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.1011 [2020-11-12 19:46:30,080][root][INFO] - ===> Epoch[172](4467/26): Loss -0.5741, Sem 0.1676, dir -0.9461, norm 0.2044, swav 0.0000 LR: 7.965e-02 Score 94.614 Data time: 0.1635, Forward time: 2.2690, Backward time: 3.1418, DDP time: 0.0039, Total iter time: 6.1113 [2020-11-12 19:46:35,934][root][INFO] - ===> Epoch[172](4468/26): Loss -0.6106, Sem 0.1325, dir -0.9527, norm 0.2096, swav 0.0000 LR: 7.965e-02 Score 95.705 Data time: 0.2105, Forward time: 2.2690, Backward time: 3.1419, DDP time: 0.0039, Total iter time: 5.7595 [2020-11-12 19:46:41,751][root][INFO] - ===> Epoch[172](4469/26): Loss -0.5836, Sem 0.1567, dir -0.9491, norm 0.2087, swav 0.0000 LR: 7.964e-02 Score 94.922 Data time: 0.3297, Forward time: 2.2692, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.6940 [2020-11-12 19:46:47,456][root][INFO] - ===> Epoch[172](4470/26): Loss -0.5779, Sem 0.1664, dir -0.9472, norm 0.2029, swav 0.0000 LR: 7.964e-02 Score 94.448 Data time: 0.2021, Forward time: 2.2691, Backward time: 3.1417, DDP time: 0.0039, Total iter time: 5.5576 [2020-11-12 19:46:52,807][root][INFO] - ===> Epoch[172](4471/26): Loss -0.5429, Sem 0.1965, dir -0.9467, norm 0.2073, swav 0.0000 LR: 7.964e-02 Score 93.172 Data time: 0.2534, Forward time: 2.2691, Backward time: 3.1416, DDP time: 0.0039, Total iter time: 5.2464 [2020-11-12 19:46:58,744][root][INFO] - ===> Epoch[172](4472/26): Loss -0.5405, Sem 0.1746, dir -0.9480, norm 0.2328, swav 0.0000 LR: 7.963e-02 Score 94.649 Data time: 0.3354, Forward time: 2.2693, Backward time: 3.1415, DDP time: 0.0039, Total iter time: 5.8442 [2020-11-12 19:47:03,839][root][INFO] - ===> Epoch[173](4473/26): Loss -0.5481, Sem 0.1799, dir -0.9401, norm 0.2121, swav 0.0000 LR: 7.963e-02 Score 94.100 Data time: 0.2256, Forward time: 2.2693, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 4.9698 [2020-11-12 19:47:09,526][root][INFO] - ===> Epoch[173](4474/26): Loss -0.5333, Sem 0.1876, dir -0.9412, norm 0.2203, swav 0.0000 LR: 7.962e-02 Score 94.308 Data time: 0.2685, Forward time: 2.2695, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.5602 [2020-11-12 19:47:15,640][root][INFO] - ===> Epoch[173](4475/26): Loss -0.5977, Sem 0.1470, dir -0.9494, norm 0.2048, swav 0.0000 LR: 7.962e-02 Score 95.285 Data time: 0.2351, Forward time: 2.2695, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.0044 [2020-11-12 19:47:22,135][root][INFO] - ===> Epoch[173](4476/26): Loss -0.5591, Sem 0.1668, dir -0.9430, norm 0.2172, swav 0.0000 LR: 7.961e-02 Score 94.499 Data time: 0.2132, Forward time: 2.2696, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 6.4022 [2020-11-12 19:47:28,622][root][INFO] - ===> Epoch[173](4477/26): Loss -0.5813, Sem 0.1708, dir -0.9508, norm 0.1987, swav 0.0000 LR: 7.961e-02 Score 94.335 Data time: 0.1712, Forward time: 2.2695, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 6.3793 [2020-11-12 19:47:34,328][root][INFO] - ===> Epoch[173](4478/26): Loss -0.5915, Sem 0.1546, dir -0.9446, norm 0.1985, swav 0.0000 LR: 7.960e-02 Score 94.775 Data time: 0.1991, Forward time: 2.2695, Backward time: 3.1414, DDP time: 0.0039, Total iter time: 5.6188 [2020-11-12 19:47:39,519][root][INFO] - ===> Epoch[173](4479/26): Loss -0.5433, Sem 0.1950, dir -0.9474, norm 0.2090, swav 0.0000 LR: 7.960e-02 Score 93.698 Data time: 0.2422, Forward time: 2.2695, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.0793 [2020-11-12 19:47:44,559][root][INFO] - ===> Epoch[173](4480/26): Loss -0.5926, Sem 0.1487, dir -0.9534, norm 0.2121, swav 0.0000 LR: 7.959e-02 Score 95.211 Data time: 0.2123, Forward time: 2.2696, Backward time: 3.1410, DDP time: 0.0039, Total iter time: 4.9136 [2020-11-12 19:47:50,216][root][INFO] - ===> Epoch[173](4481/26): Loss -0.5935, Sem 0.1524, dir -0.9498, norm 0.2039, swav 0.0000 LR: 7.959e-02 Score 94.808 Data time: 0.1217, Forward time: 2.2694, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.5671 [2020-11-12 19:47:55,772][root][INFO] - ===> Epoch[173](4482/26): Loss -0.5732, Sem 0.1736, dir -0.9525, norm 0.2057, swav 0.0000 LR: 7.958e-02 Score 94.346 Data time: 0.1673, Forward time: 2.2694, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.4934 [2020-11-12 19:48:01,317][root][INFO] - ===> Epoch[173](4483/26): Loss -0.6018, Sem 0.1495, dir -0.9538, norm 0.2024, swav 0.0000 LR: 7.958e-02 Score 94.867 Data time: 0.1622, Forward time: 2.2693, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 5.4419 [2020-11-12 19:48:06,049][root][INFO] - ===> Epoch[173](4484/26): Loss -0.6210, Sem 0.1446, dir -0.9532, norm 0.1875, swav 0.0000 LR: 7.958e-02 Score 95.224 Data time: 0.1915, Forward time: 2.2692, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.6522 [2020-11-12 19:48:12,224][root][INFO] - ===> Epoch[173](4485/26): Loss -0.5608, Sem 0.1550, dir -0.9428, norm 0.2270, swav 0.0000 LR: 7.957e-02 Score 94.973 Data time: 0.2675, Forward time: 2.2693, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 6.0718 [2020-11-12 19:48:18,136][root][INFO] - ===> Epoch[173](4486/26): Loss -0.5779, Sem 0.1703, dir -0.9548, norm 0.2066, swav 0.0000 LR: 7.957e-02 Score 94.539 Data time: 0.1522, Forward time: 2.2692, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.7880 [2020-11-12 19:48:23,706][root][INFO] - ===> Epoch[173](4487/26): Loss -0.5278, Sem 0.2007, dir -0.9385, norm 0.2100, swav 0.0000 LR: 7.956e-02 Score 93.659 Data time: 0.1725, Forward time: 2.2691, Backward time: 3.1412, DDP time: 0.0039, Total iter time: 5.4940 [2020-11-12 19:48:28,739][root][INFO] - ===> Epoch[173](4488/26): Loss -0.5782, Sem 0.1697, dir -0.9485, norm 0.2007, swav 0.0000 LR: 7.956e-02 Score 94.468 Data time: 0.1918, Forward time: 2.2691, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.9386 [2020-11-12 19:48:34,278][root][INFO] - ===> Epoch[173](4489/26): Loss -0.5439, Sem 0.1875, dir -0.9473, norm 0.2159, swav 0.0000 LR: 7.955e-02 Score 94.199 Data time: 0.1725, Forward time: 2.2690, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 5.4115 [2020-11-12 19:48:40,454][root][INFO] - ===> Epoch[173](4490/26): Loss -0.5653, Sem 0.1709, dir -0.9441, norm 0.2080, swav 0.0000 LR: 7.955e-02 Score 94.331 Data time: 0.1583, Forward time: 2.2688, Backward time: 3.1413, DDP time: 0.0039, Total iter time: 6.0744 [2020-11-12 19:48:45,166][root][INFO] - ===> Epoch[173](4491/26): Loss -0.5394, Sem 0.1888, dir -0.9429, norm 0.2148, swav 0.0000 LR: 7.954e-02 Score 93.789 Data time: 0.2202, Forward time: 2.2688, Backward time: 3.1411, DDP time: 0.0039, Total iter time: 4.5996 [2020-11-12 19:48:50,147][root][INFO] - ===> Epoch[173](4492/26): Loss -0.5826, Sem 0.1726, dir -0.9512, norm 0.1959, swav 0.0000 LR: 7.954e-02 Score 94.210 Data time: 0.2434, Forward time: 2.2689, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 4.8439 [2020-11-12 19:48:55,746][root][INFO] - ===> Epoch[173](4493/26): Loss -0.5735, Sem 0.1635, dir -0.9433, norm 0.2064, swav 0.0000 LR: 7.953e-02 Score 94.639 Data time: 0.1654, Forward time: 2.2688, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 5.4685 [2020-11-12 19:49:01,773][root][INFO] - ===> Epoch[173](4494/26): Loss -0.5710, Sem 0.1643, dir -0.9469, norm 0.2116, swav 0.0000 LR: 7.953e-02 Score 94.820 Data time: 0.2790, Forward time: 2.2689, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 5.9378 [2020-11-12 19:49:07,019][root][INFO] - ===> Epoch[173](4495/26): Loss -0.5754, Sem 0.1760, dir -0.9478, norm 0.1964, swav 0.0000 LR: 7.952e-02 Score 94.759 Data time: 0.2347, Forward time: 2.2690, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.1282 [2020-11-12 19:49:13,706][root][INFO] - ===> Epoch[173](4496/26): Loss -0.5657, Sem 0.1756, dir -0.9525, norm 0.2113, swav 0.0000 LR: 7.952e-02 Score 94.075 Data time: 0.1849, Forward time: 2.2689, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.5802 [2020-11-12 19:49:19,918][root][INFO] - ===> Epoch[173](4497/26): Loss -0.5723, Sem 0.1571, dir -0.9489, norm 0.2194, swav 0.0000 LR: 7.952e-02 Score 94.761 Data time: 0.3245, Forward time: 2.2691, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.1381 [2020-11-12 19:49:25,614][root][INFO] - ===> Epoch[173](4498/26): Loss -0.5636, Sem 0.1803, dir -0.9482, norm 0.2042, swav 0.0000 LR: 7.951e-02 Score 94.220 Data time: 0.2598, Forward time: 2.2693, Backward time: 3.1406, DDP time: 0.0039, Total iter time: 5.5712 [2020-11-12 19:49:32,484][root][INFO] - ===> Epoch[174](4499/26): Loss -0.5864, Sem 0.1759, dir -0.9504, norm 0.1882, swav 0.0000 LR: 7.951e-02 Score 94.400 Data time: 0.2044, Forward time: 2.2692, Backward time: 3.1409, DDP time: 0.0039, Total iter time: 6.7345 [2020-11-12 19:49:39,317][root][INFO] - ===> Epoch[174](4500/26): Loss -0.5422, Sem 0.1671, dir -0.9426, norm 0.2334, swav 0.0000 LR: 7.950e-02 Score 94.467 Data time: 0.3548, Forward time: 2.2695, Backward time: 3.1408, DDP time: 0.0039, Total iter time: 6.7497 [2020-11-12 19:49:40,430][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 19:49:40,542][root][INFO] - ===> Start testing [2020-11-12 19:51:01,793][root][INFO] - 101/312: Data time: 0.0044, Iter time: 0.2016 Loss 0.027 (AVG: 0.497) Score 99.426 (AVG: 88.768) mIOU 68.252 mAP 75.179 mAcc 77.422 IOU: 85.541 95.920 62.662 84.199 90.959 84.405 68.853 51.497 42.878 83.185 34.522 53.367 60.330 65.097 39.759 62.927 93.855 68.104 87.238 49.737 mAP: 82.918 95.851 67.531 74.739 91.006 79.603 76.692 70.472 62.285 77.931 54.055 60.661 63.748 71.886 58.204 83.286 97.186 89.728 86.375 59.418 mAcc: 96.450 98.930 83.143 86.817 96.796 91.004 79.890 56.593 55.988 90.554 63.293 70.630 71.494 70.622 42.332 67.294 94.773 78.834 94.128 58.875 [2020-11-12 19:52:28,697][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.2307 Loss 0.288 (AVG: 0.479) Score 91.810 (AVG: 88.641) mIOU 69.142 mAP 75.865 mAcc 77.487 IOU: 83.523 96.326 63.135 82.448 90.655 85.677 71.198 53.510 52.895 80.505 27.044 63.474 60.572 65.769 46.921 65.281 90.892 64.625 85.776 52.622 mAP: 82.304 96.235 66.630 77.251 90.776 76.738 77.007 71.451 68.701 75.651 55.853 59.992 62.392 74.765 67.437 85.663 96.113 85.128 86.774 60.445 mAcc: 95.999 98.765 83.997 86.272 95.174 91.267 82.448 58.371 63.247 89.451 42.172 75.536 70.966 70.904 58.420 68.366 92.784 72.046 93.119 60.442 [2020-11-12 19:54:05,567][root][INFO] - 301/312: Data time: 0.0057, Iter time: 0.3839 Loss 0.115 (AVG: 0.456) Score 96.619 (AVG: 88.923) mIOU 70.069 mAP 75.837 mAcc 78.272 IOU: 83.347 96.319 63.573 79.475 90.771 86.604 73.735 56.208 55.528 78.949 28.423 65.118 60.972 72.332 51.112 60.621 91.193 66.558 86.017 54.524 mAP: 81.262 96.404 64.970 73.329 90.875 78.956 77.656 69.521 68.977 73.866 55.174 62.702 65.024 78.544 67.566 84.411 96.418 84.619 84.582 61.878 mAcc: 95.896 98.658 81.823 82.396 95.185 91.891 83.683 61.950 65.814 86.661 45.246 78.343 72.341 76.562 60.881 65.544 93.062 73.946 92.815 62.742 [2020-11-12 19:54:13,260][root][INFO] - 312/312: Data time: 0.0033, Iter time: 0.3154 Loss 0.426 (AVG: 0.456) Score 83.994 (AVG: 88.895) mIOU 70.015 mAP 75.855 mAcc 78.318 IOU: 83.265 96.371 63.301 79.474 90.764 86.404 72.692 56.624 55.532 78.777 28.652 63.862 60.395 72.332 52.273 61.270 91.314 66.358 86.998 53.652 mAP: 81.402 96.440 65.354 73.329 90.960 79.243 77.245 69.523 68.783 73.866 55.497 61.214 65.024 78.544 68.224 84.949 96.447 84.048 85.266 61.734 mAcc: 95.818 98.669 81.524 82.396 95.282 91.560 82.686 62.316 65.868 86.661 46.048 77.545 72.341 76.562 62.228 66.914 93.262 73.561 93.328 61.791 [2020-11-12 19:54:13,260][root][INFO] - Finished test. Elapsed time: 272.7175 [2020-11-12 19:54:23,904][root][INFO] - [2020-11-12 19:54:23,908][root][INFO] - ################################################################ [2020-11-12 19:54:23,908][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 19:54:23,908][root][INFO] - ################################################################ [2020-11-12 19:54:23,908][root][INFO] - cabinet : 0.247 0.482 0.709 [2020-11-12 19:54:23,908][root][INFO] - bed : 0.359 0.728 0.826 [2020-11-12 19:54:23,908][root][INFO] - chair : 0.709 0.856 0.906 [2020-11-12 19:54:23,908][root][INFO] - sofa : 0.431 0.655 0.837 [2020-11-12 19:54:23,908][root][INFO] - table : 0.448 0.694 0.782 [2020-11-12 19:54:23,908][root][INFO] - door : 0.235 0.414 0.516 [2020-11-12 19:54:23,908][root][INFO] - window : 0.198 0.353 0.535 [2020-11-12 19:54:23,908][root][INFO] - bookshelf : 0.194 0.509 0.746 [2020-11-12 19:54:23,908][root][INFO] - picture : 0.197 0.362 0.485 [2020-11-12 19:54:23,908][root][INFO] - counter : 0.099 0.358 0.703 [2020-11-12 19:54:23,909][root][INFO] - desk : 0.059 0.254 0.674 [2020-11-12 19:54:23,909][root][INFO] - curtain : 0.284 0.475 0.605 [2020-11-12 19:54:23,909][root][INFO] - refrigerator : 0.338 0.520 0.554 [2020-11-12 19:54:23,909][root][INFO] - shower curtain : 0.417 0.614 0.673 [2020-11-12 19:54:23,909][root][INFO] - toilet : 0.862 0.983 0.983 [2020-11-12 19:54:23,909][root][INFO] - sink : 0.337 0.654 0.848 [2020-11-12 19:54:23,909][root][INFO] - bathtub : 0.535 0.798 0.860 [2020-11-12 19:54:23,909][root][INFO] - otherfurniture : 0.350 0.512 0.660 [2020-11-12 19:54:23,909][root][INFO] - ---------------------------------------------------------------- [2020-11-12 19:54:23,909][root][INFO] - average : 0.350 0.568 0.717 [2020-11-12 19:54:23,909][root][INFO] - [2020-11-12 19:54:24,042][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 19:54:24,043][root][INFO] - Current best mIoU: 70.039 at iter 4000 [2020-11-12 19:54:29,855][root][INFO] - ===> Epoch[174](4501/26): Loss -0.5280, Sem 0.1934, dir -0.9432, norm 0.2218, swav 0.0000 LR: 7.950e-02 Score 93.693 Data time: 0.2794, Forward time: 2.2696, Backward time: 3.1407, DDP time: 0.0039, Total iter time: 5.8067 [2020-11-12 19:54:34,942][root][INFO] - ===> Epoch[174](4502/26): Loss -0.5572, Sem 0.1794, dir -0.9434, norm 0.2068, swav 0.0000 LR: 7.949e-02 Score 94.164 Data time: 0.2244, Forward time: 2.2697, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 4.9450 [2020-11-12 19:54:40,600][root][INFO] - ===> Epoch[174](4503/26): Loss -0.5120, Sem 0.1942, dir -0.9382, norm 0.2320, swav 0.0000 LR: 7.949e-02 Score 94.035 Data time: 0.2575, Forward time: 2.2698, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.5356 [2020-11-12 19:54:46,450][root][INFO] - ===> Epoch[174](4504/26): Loss -0.5315, Sem 0.1592, dir -0.9433, norm 0.2526, swav 0.0000 LR: 7.948e-02 Score 94.738 Data time: 0.1493, Forward time: 2.2696, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 5.7204 [2020-11-12 19:54:51,482][root][INFO] - ===> Epoch[174](4505/26): Loss -0.5273, Sem 0.2001, dir -0.9448, norm 0.2174, swav 0.0000 LR: 7.948e-02 Score 94.136 Data time: 0.1951, Forward time: 2.2696, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 4.9771 [2020-11-12 19:54:57,990][root][INFO] - ===> Epoch[174](4506/26): Loss -0.5620, Sem 0.1747, dir -0.9446, norm 0.2079, swav 0.0000 LR: 7.947e-02 Score 94.342 Data time: 0.2300, Forward time: 2.2697, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.3887 [2020-11-12 19:55:03,178][root][INFO] - ===> Epoch[174](4507/26): Loss -0.4888, Sem 0.2358, dir -0.9444, norm 0.2198, swav 0.0000 LR: 7.947e-02 Score 92.884 Data time: 0.2344, Forward time: 2.2697, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 5.0760 [2020-11-12 19:55:08,407][root][INFO] - ===> Epoch[174](4508/26): Loss -0.5739, Sem 0.1653, dir -0.9460, norm 0.2068, swav 0.0000 LR: 7.946e-02 Score 94.715 Data time: 0.2209, Forward time: 2.2697, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 5.0995 [2020-11-12 19:55:13,885][root][INFO] - ===> Epoch[174](4509/26): Loss -0.5701, Sem 0.1503, dir -0.9362, norm 0.2158, swav 0.0000 LR: 7.946e-02 Score 95.190 Data time: 0.2558, Forward time: 2.2698, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.3901 [2020-11-12 19:55:18,657][root][INFO] - ===> Epoch[174](4510/26): Loss -0.5745, Sem 0.1566, dir -0.9470, norm 0.2159, swav 0.0000 LR: 7.946e-02 Score 95.150 Data time: 0.1861, Forward time: 2.2698, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 4.6599 [2020-11-12 19:55:24,013][root][INFO] - ===> Epoch[174](4511/26): Loss -0.5540, Sem 0.1857, dir -0.9449, norm 0.2051, swav 0.0000 LR: 7.945e-02 Score 93.969 Data time: 0.1660, Forward time: 2.2697, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 5.2668 [2020-11-12 19:55:29,949][root][INFO] - ===> Epoch[174](4512/26): Loss -0.5929, Sem 0.1494, dir -0.9468, norm 0.2046, swav 0.0000 LR: 7.945e-02 Score 95.159 Data time: 0.2121, Forward time: 2.2697, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 5.8574 [2020-11-12 19:55:36,238][root][INFO] - ===> Epoch[174](4513/26): Loss -0.5703, Sem 0.1711, dir -0.9433, norm 0.2019, swav 0.0000 LR: 7.944e-02 Score 94.382 Data time: 0.2117, Forward time: 2.2696, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 6.1751 [2020-11-12 19:55:41,524][root][INFO] - ===> Epoch[174](4514/26): Loss -0.4866, Sem 0.1956, dir -0.9422, norm 0.2600, swav 0.0000 LR: 7.944e-02 Score 93.674 Data time: 0.2056, Forward time: 2.2696, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.2349 [2020-11-12 19:55:48,135][root][INFO] - ===> Epoch[174](4515/26): Loss -0.5396, Sem 0.1526, dir -0.9392, norm 0.2471, swav 0.0000 LR: 7.943e-02 Score 95.066 Data time: 0.3097, Forward time: 2.2698, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 6.5214 [2020-11-12 19:55:55,107][root][INFO] - ===> Epoch[174](4516/26): Loss -0.5960, Sem 0.1553, dir -0.9513, norm 0.1999, swav 0.0000 LR: 7.943e-02 Score 94.887 Data time: 0.2225, Forward time: 2.2697, Backward time: 3.1402, DDP time: 0.0039, Total iter time: 6.8361 [2020-11-12 19:56:01,784][root][INFO] - ===> Epoch[174](4517/26): Loss -0.5121, Sem 0.1791, dir -0.9419, norm 0.2508, swav 0.0000 LR: 7.942e-02 Score 94.392 Data time: 0.3305, Forward time: 2.2699, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 6.5692 [2020-11-12 19:56:06,948][root][INFO] - ===> Epoch[174](4518/26): Loss -0.5860, Sem 0.1481, dir -0.9493, norm 0.2153, swav 0.0000 LR: 7.942e-02 Score 95.152 Data time: 0.2532, Forward time: 2.2700, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 5.0430 [2020-11-12 19:56:12,103][root][INFO] - ===> Epoch[174](4519/26): Loss -0.5813, Sem 0.1633, dir -0.9430, norm 0.1984, swav 0.0000 LR: 7.941e-02 Score 94.815 Data time: 0.2404, Forward time: 2.2700, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 5.0468 [2020-11-12 19:56:18,750][root][INFO] - ===> Epoch[174](4520/26): Loss -0.5535, Sem 0.1686, dir -0.9469, norm 0.2247, swav 0.0000 LR: 7.941e-02 Score 94.691 Data time: 0.1784, Forward time: 2.2700, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 6.5154 [2020-11-12 19:56:24,181][root][INFO] - ===> Epoch[174](4521/26): Loss -0.5087, Sem 0.1948, dir -0.9439, norm 0.2405, swav 0.0000 LR: 7.940e-02 Score 93.663 Data time: 0.2166, Forward time: 2.2700, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 5.3325 [2020-11-12 19:56:30,583][root][INFO] - ===> Epoch[174](4522/26): Loss -0.5431, Sem 0.1646, dir -0.9344, norm 0.2267, swav 0.0000 LR: 7.940e-02 Score 94.459 Data time: 0.1934, Forward time: 2.2699, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 6.2851 [2020-11-12 19:56:36,282][root][INFO] - ===> Epoch[174](4523/26): Loss -0.6027, Sem 0.1546, dir -0.9451, norm 0.1878, swav 0.0000 LR: 7.940e-02 Score 94.767 Data time: 0.2757, Forward time: 2.2700, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.6038 [2020-11-12 19:56:43,714][root][INFO] - ===> Epoch[174](4524/26): Loss -0.5386, Sem 0.1790, dir -0.9413, norm 0.2237, swav 0.0000 LR: 7.939e-02 Score 94.295 Data time: 0.2014, Forward time: 2.2700, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 7.3026 [2020-11-12 19:56:48,620][root][INFO] - ===> Epoch[175](4525/26): Loss -0.5117, Sem 0.2057, dir -0.9429, norm 0.2254, swav 0.0000 LR: 7.939e-02 Score 93.652 Data time: 0.1943, Forward time: 2.2699, Backward time: 3.1402, DDP time: 0.0039, Total iter time: 4.7946 [2020-11-12 19:56:55,345][root][INFO] - ===> Epoch[175](4526/26): Loss -0.5708, Sem 0.1622, dir -0.9498, norm 0.2168, swav 0.0000 LR: 7.938e-02 Score 94.669 Data time: 0.2382, Forward time: 2.2700, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 6.6245 [2020-11-12 19:57:01,713][root][INFO] - ===> Epoch[175](4527/26): Loss -0.5178, Sem 0.2071, dir -0.9445, norm 0.2196, swav 0.0000 LR: 7.938e-02 Score 93.657 Data time: 0.1722, Forward time: 2.2700, Backward time: 3.1405, DDP time: 0.0039, Total iter time: 6.2160 [2020-11-12 19:57:06,468][root][INFO] - ===> Epoch[175](4528/26): Loss -0.5463, Sem 0.1866, dir -0.9511, norm 0.2182, swav 0.0000 LR: 7.937e-02 Score 94.009 Data time: 0.1936, Forward time: 2.2699, Backward time: 3.1403, DDP time: 0.0039, Total iter time: 4.6530 [2020-11-12 19:57:11,777][root][INFO] - ===> Epoch[175](4529/26): Loss -0.5569, Sem 0.1594, dir -0.9470, norm 0.2307, swav 0.0000 LR: 7.937e-02 Score 94.715 Data time: 0.2395, Forward time: 2.2700, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 5.1980 [2020-11-12 19:57:17,100][root][INFO] - ===> Epoch[175](4530/26): Loss -0.5590, Sem 0.1545, dir -0.9420, norm 0.2286, swav 0.0000 LR: 7.936e-02 Score 94.963 Data time: 0.2291, Forward time: 2.2701, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 5.1981 [2020-11-12 19:57:22,790][root][INFO] - ===> Epoch[175](4531/26): Loss -0.5347, Sem 0.1771, dir -0.9408, norm 0.2290, swav 0.0000 LR: 7.936e-02 Score 94.280 Data time: 0.2682, Forward time: 2.2702, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 5.5640 [2020-11-12 19:57:27,818][root][INFO] - ===> Epoch[175](4532/26): Loss -0.4868, Sem 0.1974, dir -0.9358, norm 0.2516, swav 0.0000 LR: 7.935e-02 Score 93.569 Data time: 0.1988, Forward time: 2.2702, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 4.9149 [2020-11-12 19:57:32,695][root][INFO] - ===> Epoch[175](4533/26): Loss -0.5175, Sem 0.1962, dir -0.9430, norm 0.2293, swav 0.0000 LR: 7.935e-02 Score 93.547 Data time: 0.2127, Forward time: 2.2702, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 4.7800 [2020-11-12 19:57:38,619][root][INFO] - ===> Epoch[175](4534/26): Loss -0.5521, Sem 0.1688, dir -0.9437, norm 0.2228, swav 0.0000 LR: 7.934e-02 Score 94.408 Data time: 0.2153, Forward time: 2.2702, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 5.8272 [2020-11-12 19:57:44,929][root][INFO] - ===> Epoch[175](4535/26): Loss -0.5738, Sem 0.1533, dir -0.9432, norm 0.2162, swav 0.0000 LR: 7.934e-02 Score 94.849 Data time: 0.1613, Forward time: 2.2701, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 6.1896 [2020-11-12 19:57:50,874][root][INFO] - ===> Epoch[175](4536/26): Loss -0.5768, Sem 0.1671, dir -0.9466, norm 0.2027, swav 0.0000 LR: 7.934e-02 Score 94.505 Data time: 0.2127, Forward time: 2.2701, Backward time: 3.1397, DDP time: 0.0039, Total iter time: 5.8616 [2020-11-12 19:57:57,250][root][INFO] - ===> Epoch[175](4537/26): Loss -0.5759, Sem 0.1696, dir -0.9546, norm 0.2091, swav 0.0000 LR: 7.933e-02 Score 94.489 Data time: 0.3486, Forward time: 2.2703, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 6.2713 [2020-11-12 19:58:03,021][root][INFO] - ===> Epoch[175](4538/26): Loss -0.5831, Sem 0.1600, dir -0.9467, norm 0.2036, swav 0.0000 LR: 7.933e-02 Score 94.557 Data time: 0.1715, Forward time: 2.2702, Backward time: 3.1397, DDP time: 0.0039, Total iter time: 5.6322 [2020-11-12 19:58:10,941][root][INFO] - ===> Epoch[175](4539/26): Loss -0.5325, Sem 0.1955, dir -0.9472, norm 0.2191, swav 0.0000 LR: 7.932e-02 Score 93.341 Data time: 0.2122, Forward time: 2.2702, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 7.8299 [2020-11-12 19:58:18,510][root][INFO] - ===> Epoch[175](4540/26): Loss -0.5151, Sem 0.1972, dir -0.9358, norm 0.2235, swav 0.0000 LR: 7.932e-02 Score 93.675 Data time: 0.2441, Forward time: 2.2703, Backward time: 3.1404, DDP time: 0.0039, Total iter time: 7.4533 [2020-11-12 19:58:24,270][root][INFO] - ===> Epoch[175](4541/26): Loss -0.5846, Sem 0.1615, dir -0.9469, norm 0.2007, swav 0.0000 LR: 7.931e-02 Score 94.633 Data time: 0.2723, Forward time: 2.2705, Backward time: 3.1402, DDP time: 0.0039, Total iter time: 5.6197 [2020-11-12 19:58:29,384][root][INFO] - ===> Epoch[175](4542/26): Loss -0.5893, Sem 0.1622, dir -0.9459, norm 0.1945, swav 0.0000 LR: 7.931e-02 Score 94.452 Data time: 0.2054, Forward time: 2.2705, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 4.9775 [2020-11-12 19:58:35,176][root][INFO] - ===> Epoch[175](4543/26): Loss -0.5260, Sem 0.1828, dir -0.9436, norm 0.2348, swav 0.0000 LR: 7.930e-02 Score 94.295 Data time: 0.2267, Forward time: 2.2705, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.6902 [2020-11-12 19:58:41,685][root][INFO] - ===> Epoch[175](4544/26): Loss -0.5844, Sem 0.1513, dir -0.9512, norm 0.2155, swav 0.0000 LR: 7.930e-02 Score 94.988 Data time: 0.2172, Forward time: 2.2705, Backward time: 3.1401, DDP time: 0.0039, Total iter time: 6.3688 [2020-11-12 19:58:46,267][root][INFO] - ===> Epoch[175](4545/26): Loss -0.5705, Sem 0.1802, dir -0.9503, norm 0.1995, swav 0.0000 LR: 7.929e-02 Score 94.141 Data time: 0.1771, Forward time: 2.2704, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 4.4505 [2020-11-12 19:58:52,228][root][INFO] - ===> Epoch[175](4546/26): Loss -0.5379, Sem 0.1865, dir -0.9409, norm 0.2165, swav 0.0000 LR: 7.929e-02 Score 94.297 Data time: 0.2789, Forward time: 2.2706, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 5.8608 [2020-11-12 19:58:57,951][root][INFO] - ===> Epoch[175](4547/26): Loss -0.5955, Sem 0.1395, dir -0.9417, norm 0.2067, swav 0.0000 LR: 7.928e-02 Score 95.347 Data time: 0.1887, Forward time: 2.2706, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 5.5932 [2020-11-12 19:59:03,972][root][INFO] - ===> Epoch[175](4548/26): Loss -0.5568, Sem 0.1675, dir -0.9460, norm 0.2217, swav 0.0000 LR: 7.928e-02 Score 94.558 Data time: 0.1628, Forward time: 2.2705, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.9177 [2020-11-12 19:59:09,510][root][INFO] - ===> Epoch[175](4549/26): Loss -0.5895, Sem 0.1539, dir -0.9527, norm 0.2093, swav 0.0000 LR: 7.928e-02 Score 94.620 Data time: 0.1769, Forward time: 2.2704, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.4533 [2020-11-12 19:59:15,283][root][INFO] - ===> Epoch[175](4550/26): Loss -0.5599, Sem 0.1544, dir -0.9396, norm 0.2253, swav 0.0000 LR: 7.927e-02 Score 94.842 Data time: 0.1855, Forward time: 2.2704, Backward time: 3.1400, DDP time: 0.0039, Total iter time: 5.6908 [2020-11-12 19:59:20,122][root][INFO] - ===> Epoch[176](4551/26): Loss -0.5866, Sem 0.1659, dir -0.9508, norm 0.1982, swav 0.0000 LR: 7.927e-02 Score 94.325 Data time: 0.1741, Forward time: 2.2703, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 4.7284 [2020-11-12 19:59:25,224][root][INFO] - ===> Epoch[176](4552/26): Loss -0.6100, Sem 0.1406, dir -0.9472, norm 0.1967, swav 0.0000 LR: 7.926e-02 Score 95.511 Data time: 0.1527, Forward time: 2.2702, Backward time: 3.1399, DDP time: 0.0039, Total iter time: 5.0057 [2020-11-12 19:59:30,807][root][INFO] - ===> Epoch[176](4553/26): Loss -0.5870, Sem 0.1466, dir -0.9399, norm 0.2063, swav 0.0000 LR: 7.926e-02 Score 95.048 Data time: 0.3230, Forward time: 2.2703, Backward time: 3.1397, DDP time: 0.0039, Total iter time: 5.4864 [2020-11-12 19:59:37,624][root][INFO] - ===> Epoch[176](4554/26): Loss -0.5905, Sem 0.1588, dir -0.9486, norm 0.1993, swav 0.0000 LR: 7.925e-02 Score 94.785 Data time: 0.2867, Forward time: 2.2705, Backward time: 3.1397, DDP time: 0.0039, Total iter time: 6.6847 [2020-11-12 19:59:43,020][root][INFO] - ===> Epoch[176](4555/26): Loss -0.5428, Sem 0.1612, dir -0.9448, norm 0.2408, swav 0.0000 LR: 7.925e-02 Score 94.896 Data time: 0.2153, Forward time: 2.2705, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.2528 [2020-11-12 19:59:48,659][root][INFO] - ===> Epoch[176](4556/26): Loss -0.5513, Sem 0.1766, dir -0.9468, norm 0.2189, swav 0.0000 LR: 7.924e-02 Score 94.078 Data time: 0.3114, Forward time: 2.2706, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 5.5344 [2020-11-12 19:59:54,267][root][INFO] - ===> Epoch[176](4557/26): Loss -0.5523, Sem 0.1808, dir -0.9456, norm 0.2125, swav 0.0000 LR: 7.924e-02 Score 94.172 Data time: 0.2656, Forward time: 2.2707, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.4884 [2020-11-12 19:59:59,360][root][INFO] - ===> Epoch[176](4558/26): Loss -0.5590, Sem 0.1521, dir -0.9366, norm 0.2255, swav 0.0000 LR: 7.923e-02 Score 95.199 Data time: 0.2290, Forward time: 2.2708, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 4.9646 [2020-11-12 20:00:06,365][root][INFO] - ===> Epoch[176](4559/26): Loss -0.5939, Sem 0.1392, dir -0.9443, norm 0.2112, swav 0.0000 LR: 7.923e-02 Score 95.572 Data time: 0.1341, Forward time: 2.2706, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 6.8872 [2020-11-12 20:00:11,007][root][INFO] - ===> Epoch[176](4560/26): Loss -0.5473, Sem 0.1885, dir -0.9448, norm 0.2090, swav 0.0000 LR: 7.922e-02 Score 93.938 Data time: 0.1952, Forward time: 2.2706, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 4.5395 [2020-11-12 20:00:16,521][root][INFO] - ===> Epoch[176](4561/26): Loss -0.5650, Sem 0.1559, dir -0.9486, norm 0.2277, swav 0.0000 LR: 7.922e-02 Score 95.003 Data time: 0.1696, Forward time: 2.2705, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.4171 [2020-11-12 20:00:21,681][root][INFO] - ===> Epoch[176](4562/26): Loss -0.6066, Sem 0.1607, dir -0.9496, norm 0.1823, swav 0.0000 LR: 7.922e-02 Score 94.940 Data time: 0.2331, Forward time: 2.2706, Backward time: 3.1391, DDP time: 0.0039, Total iter time: 5.0881 [2020-11-12 20:00:27,322][root][INFO] - ===> Epoch[176](4563/26): Loss -0.5813, Sem 0.1735, dir -0.9480, norm 0.1932, swav 0.0000 LR: 7.921e-02 Score 94.150 Data time: 0.2017, Forward time: 2.2706, Backward time: 3.1391, DDP time: 0.0039, Total iter time: 5.5195 [2020-11-12 20:00:33,175][root][INFO] - ===> Epoch[176](4564/26): Loss -0.5795, Sem 0.1499, dir -0.9455, norm 0.2161, swav 0.0000 LR: 7.921e-02 Score 95.007 Data time: 0.2498, Forward time: 2.2707, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 5.7316 [2020-11-12 20:00:38,188][root][INFO] - ===> Epoch[176](4565/26): Loss -0.5667, Sem 0.1705, dir -0.9491, norm 0.2120, swav 0.0000 LR: 7.920e-02 Score 94.552 Data time: 0.2236, Forward time: 2.2707, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 4.8707 [2020-11-12 20:00:43,740][root][INFO] - ===> Epoch[176](4566/26): Loss -0.5822, Sem 0.1596, dir -0.9499, norm 0.2081, swav 0.0000 LR: 7.920e-02 Score 94.515 Data time: 0.2361, Forward time: 2.2707, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.4442 [2020-11-12 20:00:49,415][root][INFO] - ===> Epoch[176](4567/26): Loss -0.5891, Sem 0.1457, dir -0.9492, norm 0.2144, swav 0.0000 LR: 7.919e-02 Score 95.358 Data time: 0.2063, Forward time: 2.2707, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.5613 [2020-11-12 20:00:55,341][root][INFO] - ===> Epoch[176](4568/26): Loss -0.5432, Sem 0.1994, dir -0.9472, norm 0.2046, swav 0.0000 LR: 7.919e-02 Score 93.966 Data time: 0.2331, Forward time: 2.2708, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.8305 [2020-11-12 20:01:00,308][root][INFO] - ===> Epoch[176](4569/26): Loss -0.5961, Sem 0.1655, dir -0.9504, norm 0.1888, swav 0.0000 LR: 7.918e-02 Score 94.644 Data time: 0.1804, Forward time: 2.2707, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 4.8443 [2020-11-12 20:01:06,530][root][INFO] - ===> Epoch[176](4570/26): Loss -0.5788, Sem 0.1629, dir -0.9456, norm 0.2038, swav 0.0000 LR: 7.918e-02 Score 94.801 Data time: 0.1850, Forward time: 2.2707, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 6.1111 [2020-11-12 20:01:11,523][root][INFO] - ===> Epoch[176](4571/26): Loss -0.6325, Sem 0.1376, dir -0.9575, norm 0.1874, swav 0.0000 LR: 7.917e-02 Score 95.203 Data time: 0.2069, Forward time: 2.2706, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 4.8906 [2020-11-12 20:01:17,327][root][INFO] - ===> Epoch[176](4572/26): Loss -0.5650, Sem 0.1682, dir -0.9479, norm 0.2146, swav 0.0000 LR: 7.917e-02 Score 94.393 Data time: 0.2074, Forward time: 2.2706, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.6891 [2020-11-12 20:01:22,757][root][INFO] - ===> Epoch[176](4573/26): Loss -0.6131, Sem 0.1528, dir -0.9524, norm 0.1866, swav 0.0000 LR: 7.916e-02 Score 95.286 Data time: 0.1967, Forward time: 2.2706, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.3016 [2020-11-12 20:01:29,194][root][INFO] - ===> Epoch[176](4574/26): Loss -0.6149, Sem 0.1522, dir -0.9530, norm 0.1859, swav 0.0000 LR: 7.916e-02 Score 94.905 Data time: 0.2361, Forward time: 2.2707, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 6.3256 [2020-11-12 20:01:33,698][root][INFO] - ===> Epoch[176](4575/26): Loss -0.5283, Sem 0.1985, dir -0.9414, norm 0.2146, swav 0.0000 LR: 7.916e-02 Score 93.704 Data time: 0.2026, Forward time: 2.2707, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 4.3702 [2020-11-12 20:01:39,754][root][INFO] - ===> Epoch[176](4576/26): Loss -0.5618, Sem 0.1687, dir -0.9445, norm 0.2140, swav 0.0000 LR: 7.915e-02 Score 94.601 Data time: 0.1545, Forward time: 2.2706, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.9393 [2020-11-12 20:01:45,277][root][INFO] - ===> Epoch[177](4577/26): Loss -0.6100, Sem 0.1465, dir -0.9565, norm 0.1999, swav 0.0000 LR: 7.915e-02 Score 95.082 Data time: 0.1875, Forward time: 2.2705, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.4535 [2020-11-12 20:01:51,202][root][INFO] - ===> Epoch[177](4578/26): Loss -0.5417, Sem 0.1758, dir -0.9461, norm 0.2286, swav 0.0000 LR: 7.914e-02 Score 94.622 Data time: 0.2145, Forward time: 2.2705, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.8393 [2020-11-12 20:01:57,136][root][INFO] - ===> Epoch[177](4579/26): Loss -0.5321, Sem 0.1775, dir -0.9449, norm 0.2354, swav 0.0000 LR: 7.914e-02 Score 94.398 Data time: 0.1826, Forward time: 2.2705, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.8158 [2020-11-12 20:02:02,936][root][INFO] - ===> Epoch[177](4580/26): Loss -0.5788, Sem 0.1469, dir -0.9411, norm 0.2154, swav 0.0000 LR: 7.913e-02 Score 95.349 Data time: 0.1582, Forward time: 2.2704, Backward time: 3.1387, DDP time: 0.0039, Total iter time: 5.6744 [2020-11-12 20:02:08,999][root][INFO] - ===> Epoch[177](4581/26): Loss -0.5566, Sem 0.1798, dir -0.9454, norm 0.2090, swav 0.0000 LR: 7.913e-02 Score 94.121 Data time: 0.1995, Forward time: 2.2703, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.9865 [2020-11-12 20:02:16,993][root][INFO] - ===> Epoch[177](4582/26): Loss -0.5802, Sem 0.1548, dir -0.9494, norm 0.2143, swav 0.0000 LR: 7.912e-02 Score 94.836 Data time: 0.2030, Forward time: 2.2703, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 7.8784 [2020-11-12 20:02:23,885][root][INFO] - ===> Epoch[177](4583/26): Loss -0.5842, Sem 0.1461, dir -0.9433, norm 0.2129, swav 0.0000 LR: 7.912e-02 Score 95.135 Data time: 0.2079, Forward time: 2.2702, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 6.7735 [2020-11-12 20:02:30,611][root][INFO] - ===> Epoch[177](4584/26): Loss -0.5805, Sem 0.1495, dir -0.9444, norm 0.2144, swav 0.0000 LR: 7.911e-02 Score 94.977 Data time: 0.1717, Forward time: 2.2701, Backward time: 3.1398, DDP time: 0.0039, Total iter time: 6.6406 [2020-11-12 20:02:35,984][root][INFO] - ===> Epoch[177](4585/26): Loss -0.5571, Sem 0.1616, dir -0.9381, norm 0.2195, swav 0.0000 LR: 7.911e-02 Score 94.626 Data time: 0.2519, Forward time: 2.2702, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.2701 [2020-11-12 20:02:42,127][root][INFO] - ===> Epoch[177](4586/26): Loss -0.5800, Sem 0.1654, dir -0.9487, norm 0.2033, swav 0.0000 LR: 7.910e-02 Score 94.658 Data time: 0.2975, Forward time: 2.2704, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 6.0236 [2020-11-12 20:02:47,310][root][INFO] - ===> Epoch[177](4587/26): Loss -0.5513, Sem 0.1563, dir -0.9359, norm 0.2283, swav 0.0000 LR: 7.910e-02 Score 94.865 Data time: 0.1771, Forward time: 2.2704, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 5.0498 [2020-11-12 20:02:53,091][root][INFO] - ===> Epoch[177](4588/26): Loss -0.6320, Sem 0.1350, dir -0.9539, norm 0.1869, swav 0.0000 LR: 7.910e-02 Score 95.471 Data time: 0.1815, Forward time: 2.2703, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 5.6830 [2020-11-12 20:02:58,984][root][INFO] - ===> Epoch[177](4589/26): Loss -0.5508, Sem 0.1880, dir -0.9485, norm 0.2096, swav 0.0000 LR: 7.909e-02 Score 94.017 Data time: 0.1848, Forward time: 2.2702, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.7772 [2020-11-12 20:03:04,923][root][INFO] - ===> Epoch[177](4590/26): Loss -0.6068, Sem 0.1389, dir -0.9469, norm 0.2012, swav 0.0000 LR: 7.909e-02 Score 95.489 Data time: 0.2163, Forward time: 2.2702, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.8358 [2020-11-12 20:03:12,496][root][INFO] - ===> Epoch[177](4591/26): Loss -0.5771, Sem 0.1688, dir -0.9526, norm 0.2067, swav 0.0000 LR: 7.908e-02 Score 94.675 Data time: 0.3603, Forward time: 2.2705, Backward time: 3.1397, DDP time: 0.0039, Total iter time: 7.4465 [2020-11-12 20:03:17,032][root][INFO] - ===> Epoch[177](4592/26): Loss -0.5319, Sem 0.1807, dir -0.9469, norm 0.2342, swav 0.0000 LR: 7.908e-02 Score 94.037 Data time: 0.1855, Forward time: 2.2705, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 4.4054 [2020-11-12 20:03:22,172][root][INFO] - ===> Epoch[177](4593/26): Loss -0.6173, Sem 0.1511, dir -0.9521, norm 0.1837, swav 0.0000 LR: 7.907e-02 Score 94.929 Data time: 0.2222, Forward time: 2.2705, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.0248 [2020-11-12 20:03:27,791][root][INFO] - ===> Epoch[177](4594/26): Loss -0.5455, Sem 0.1522, dir -0.9419, norm 0.2442, swav 0.0000 LR: 7.907e-02 Score 94.902 Data time: 0.1956, Forward time: 2.2705, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 5.5209 [2020-11-12 20:03:33,433][root][INFO] - ===> Epoch[177](4595/26): Loss -0.5962, Sem 0.1479, dir -0.9453, norm 0.2013, swav 0.0000 LR: 7.906e-02 Score 94.916 Data time: 0.1432, Forward time: 2.2703, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 5.5374 [2020-11-12 20:03:39,977][root][INFO] - ===> Epoch[177](4596/26): Loss -0.5623, Sem 0.1510, dir -0.9482, norm 0.2349, swav 0.0000 LR: 7.906e-02 Score 94.995 Data time: 0.2098, Forward time: 2.2703, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 6.5044 [2020-11-12 20:03:46,335][root][INFO] - ===> Epoch[177](4597/26): Loss -0.5959, Sem 0.1629, dir -0.9472, norm 0.1884, swav 0.0000 LR: 7.905e-02 Score 94.689 Data time: 0.1859, Forward time: 2.2703, Backward time: 3.1397, DDP time: 0.0039, Total iter time: 6.2600 [2020-11-12 20:03:51,991][root][INFO] - ===> Epoch[177](4598/26): Loss -0.5744, Sem 0.1563, dir -0.9507, norm 0.2201, swav 0.0000 LR: 7.905e-02 Score 94.695 Data time: 0.2494, Forward time: 2.2704, Backward time: 3.1396, DDP time: 0.0039, Total iter time: 5.5680 [2020-11-12 20:03:56,767][root][INFO] - ===> Epoch[177](4599/26): Loss -0.5567, Sem 0.1844, dir -0.9479, norm 0.2067, swav 0.0000 LR: 7.904e-02 Score 94.337 Data time: 0.2202, Forward time: 2.2704, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 4.6380 [2020-11-12 20:04:01,868][root][INFO] - ===> Epoch[177](4600/26): Loss -0.5938, Sem 0.1491, dir -0.9507, norm 0.2078, swav 0.0000 LR: 7.904e-02 Score 95.199 Data time: 0.1632, Forward time: 2.2703, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 4.9902 [2020-11-12 20:04:07,881][root][INFO] - ===> Epoch[177](4601/26): Loss -0.5852, Sem 0.1538, dir -0.9451, norm 0.2061, swav 0.0000 LR: 7.904e-02 Score 95.156 Data time: 0.2919, Forward time: 2.2704, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 5.9048 [2020-11-12 20:04:13,266][root][INFO] - ===> Epoch[177](4602/26): Loss -0.5755, Sem 0.1664, dir -0.9478, norm 0.2059, swav 0.0000 LR: 7.903e-02 Score 94.470 Data time: 0.1891, Forward time: 2.2704, Backward time: 3.1391, DDP time: 0.0039, Total iter time: 5.2550 [2020-11-12 20:04:19,630][root][INFO] - ===> Epoch[178](4603/26): Loss -0.5937, Sem 0.1678, dir -0.9541, norm 0.1926, swav 0.0000 LR: 7.903e-02 Score 94.359 Data time: 0.1724, Forward time: 2.2703, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 6.2324 [2020-11-12 20:04:26,026][root][INFO] - ===> Epoch[178](4604/26): Loss -0.5859, Sem 0.1662, dir -0.9532, norm 0.2010, swav 0.0000 LR: 7.902e-02 Score 94.458 Data time: 0.1835, Forward time: 2.2702, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 6.3134 [2020-11-12 20:04:31,588][root][INFO] - ===> Epoch[178](4605/26): Loss -0.5552, Sem 0.1750, dir -0.9526, norm 0.2224, swav 0.0000 LR: 7.902e-02 Score 94.431 Data time: 0.2221, Forward time: 2.2702, Backward time: 3.1395, DDP time: 0.0039, Total iter time: 5.4563 [2020-11-12 20:04:36,650][root][INFO] - ===> Epoch[178](4606/26): Loss -0.6021, Sem 0.1584, dir -0.9488, norm 0.1883, swav 0.0000 LR: 7.901e-02 Score 94.938 Data time: 0.2212, Forward time: 2.2703, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 4.9465 [2020-11-12 20:04:42,198][root][INFO] - ===> Epoch[178](4607/26): Loss -0.6211, Sem 0.1433, dir -0.9548, norm 0.1904, swav 0.0000 LR: 7.901e-02 Score 95.326 Data time: 0.2200, Forward time: 2.2702, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.4180 [2020-11-12 20:04:48,018][root][INFO] - ===> Epoch[178](4608/26): Loss -0.5958, Sem 0.1634, dir -0.9521, norm 0.1929, swav 0.0000 LR: 7.900e-02 Score 94.339 Data time: 0.2097, Forward time: 2.2702, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.7047 [2020-11-12 20:04:53,800][root][INFO] - ===> Epoch[178](4609/26): Loss -0.5654, Sem 0.1669, dir -0.9442, norm 0.2119, swav 0.0000 LR: 7.900e-02 Score 94.553 Data time: 0.2092, Forward time: 2.2702, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.6647 [2020-11-12 20:04:58,903][root][INFO] - ===> Epoch[178](4610/26): Loss -0.5715, Sem 0.1510, dir -0.9476, norm 0.2251, swav 0.0000 LR: 7.899e-02 Score 95.058 Data time: 0.1987, Forward time: 2.2701, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 4.9945 [2020-11-12 20:05:04,298][root][INFO] - ===> Epoch[178](4611/26): Loss -0.6004, Sem 0.1463, dir -0.9518, norm 0.2052, swav 0.0000 LR: 7.899e-02 Score 95.475 Data time: 0.2344, Forward time: 2.2701, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 5.2938 [2020-11-12 20:05:09,786][root][INFO] - ===> Epoch[178](4612/26): Loss -0.5974, Sem 0.1555, dir -0.9494, norm 0.1964, swav 0.0000 LR: 7.898e-02 Score 94.949 Data time: 0.2026, Forward time: 2.2701, Backward time: 3.1391, DDP time: 0.0039, Total iter time: 5.3457 [2020-11-12 20:05:17,025][root][INFO] - ===> Epoch[178](4613/26): Loss -0.5840, Sem 0.1636, dir -0.9473, norm 0.1997, swav 0.0000 LR: 7.898e-02 Score 94.822 Data time: 0.1944, Forward time: 2.2701, Backward time: 3.1394, DDP time: 0.0039, Total iter time: 7.1233 [2020-11-12 20:05:22,071][root][INFO] - ===> Epoch[178](4614/26): Loss -0.5776, Sem 0.1530, dir -0.9522, norm 0.2216, swav 0.0000 LR: 7.898e-02 Score 95.126 Data time: 0.2163, Forward time: 2.2701, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 4.9314 [2020-11-12 20:05:28,028][root][INFO] - ===> Epoch[178](4615/26): Loss -0.5688, Sem 0.1533, dir -0.9409, norm 0.2188, swav 0.0000 LR: 7.897e-02 Score 94.975 Data time: 0.2028, Forward time: 2.2700, Backward time: 3.1393, DDP time: 0.0039, Total iter time: 5.8338 [2020-11-12 20:05:33,962][root][INFO] - ===> Epoch[178](4616/26): Loss -0.5106, Sem 0.1819, dir -0.9304, norm 0.2380, swav 0.0000 LR: 7.897e-02 Score 93.952 Data time: 0.2584, Forward time: 2.2702, Backward time: 3.1392, DDP time: 0.0039, Total iter time: 5.8431 [2020-11-12 20:05:38,941][root][INFO] - ===> Epoch[178](4617/26): Loss -0.5916, Sem 0.1623, dir -0.9483, norm 0.1944, swav 0.0000 LR: 7.896e-02 Score 94.593 Data time: 0.2092, Forward time: 2.2702, Backward time: 3.1391, DDP time: 0.0039, Total iter time: 4.8335 [2020-11-12 20:05:44,395][root][INFO] - ===> Epoch[178](4618/26): Loss -0.5438, Sem 0.1667, dir -0.9414, norm 0.2310, swav 0.0000 LR: 7.896e-02 Score 94.481 Data time: 0.1903, Forward time: 2.2701, Backward time: 3.1390, DDP time: 0.0039, Total iter time: 5.3412 [2020-11-12 20:05:48,458][root][INFO] - ===> Epoch[178](4619/26): Loss -0.6498, Sem 0.1282, dir -0.9592, norm 0.1811, swav 0.0000 LR: 7.895e-02 Score 95.658 Data time: 0.1707, Forward time: 2.2700, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 3.9604 [2020-11-12 20:05:53,804][root][INFO] - ===> Epoch[178](4620/26): Loss -0.5585, Sem 0.1649, dir -0.9445, norm 0.2211, swav 0.0000 LR: 7.895e-02 Score 94.677 Data time: 0.1785, Forward time: 2.2700, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.2553 [2020-11-12 20:06:00,315][root][INFO] - ===> Epoch[178](4621/26): Loss -0.5727, Sem 0.1375, dir -0.9451, norm 0.2350, swav 0.0000 LR: 7.894e-02 Score 95.559 Data time: 0.2102, Forward time: 2.2699, Backward time: 3.1389, DDP time: 0.0039, Total iter time: 6.3857 [2020-11-12 20:06:05,881][root][INFO] - ===> Epoch[178](4622/26): Loss -0.5292, Sem 0.1941, dir -0.9485, norm 0.2252, swav 0.0000 LR: 7.894e-02 Score 93.876 Data time: 0.2629, Forward time: 2.2700, Backward time: 3.1388, DDP time: 0.0039, Total iter time: 5.4706 [2020-11-12 20:06:11,226][root][INFO] - ===> Epoch[178](4623/26): Loss -0.5893, Sem 0.1408, dir -0.9541, norm 0.2240, swav 0.0000 LR: 7.893e-02 Score 95.556 Data time: 0.2381, Forward time: 2.2701, Backward time: 3.1386, DDP time: 0.0039, Total iter time: 5.2164 [2020-11-12 20:06:17,136][root][INFO] - ===> Epoch[178](4624/26): Loss -0.5398, Sem 0.1874, dir -0.9406, norm 0.2134, swav 0.0000 LR: 7.893e-02 Score 94.221 Data time: 0.2575, Forward time: 2.2702, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.7916 [2020-11-12 20:06:22,807][root][INFO] - ===> Epoch[178](4625/26): Loss -0.5692, Sem 0.1679, dir -0.9456, norm 0.2085, swav 0.0000 LR: 7.892e-02 Score 94.324 Data time: 0.2504, Forward time: 2.2703, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.5549 [2020-11-12 20:06:28,318][root][INFO] - ===> Epoch[178](4626/26): Loss -0.5720, Sem 0.1793, dir -0.9483, norm 0.1970, swav 0.0000 LR: 7.892e-02 Score 94.081 Data time: 0.2038, Forward time: 2.2703, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 5.4169 [2020-11-12 20:06:34,344][root][INFO] - ===> Epoch[178](4627/26): Loss -0.5580, Sem 0.1694, dir -0.9421, norm 0.2146, swav 0.0000 LR: 7.892e-02 Score 94.587 Data time: 0.2022, Forward time: 2.2703, Backward time: 3.1384, DDP time: 0.0039, Total iter time: 5.9284 [2020-11-12 20:06:39,397][root][INFO] - ===> Epoch[178](4628/26): Loss -0.5970, Sem 0.1518, dir -0.9520, norm 0.2032, swav 0.0000 LR: 7.891e-02 Score 95.038 Data time: 0.1792, Forward time: 2.2703, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 4.9366 [2020-11-12 20:06:45,135][root][INFO] - ===> Epoch[179](4629/26): Loss -0.5855, Sem 0.1703, dir -0.9523, norm 0.1964, swav 0.0000 LR: 7.891e-02 Score 94.360 Data time: 0.1210, Forward time: 2.2701, Backward time: 3.1385, DDP time: 0.0039, Total iter time: 5.6513 [2020-11-12 20:06:49,536][root][INFO] - ===> Epoch[179](4630/26): Loss -0.5858, Sem 0.1540, dir -0.9447, norm 0.2048, swav 0.0000 LR: 7.890e-02 Score 95.037 Data time: 0.1726, Forward time: 2.2700, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 4.3505 [2020-11-12 20:06:54,967][root][INFO] - ===> Epoch[179](4631/26): Loss -0.6001, Sem 0.1461, dir -0.9459, norm 0.1998, swav 0.0000 LR: 7.890e-02 Score 95.065 Data time: 0.2064, Forward time: 2.2700, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 5.3287 [2020-11-12 20:07:00,650][root][INFO] - ===> Epoch[179](4632/26): Loss -0.5974, Sem 0.1606, dir -0.9553, norm 0.1973, swav 0.0000 LR: 7.889e-02 Score 94.545 Data time: 0.1993, Forward time: 2.2699, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 5.5715 [2020-11-12 20:07:06,947][root][INFO] - ===> Epoch[179](4633/26): Loss -0.5528, Sem 0.1884, dir -0.9523, norm 0.2111, swav 0.0000 LR: 7.889e-02 Score 93.777 Data time: 0.3056, Forward time: 2.2701, Backward time: 3.1382, DDP time: 0.0039, Total iter time: 6.2019 [2020-11-12 20:07:12,876][root][INFO] - ===> Epoch[179](4634/26): Loss -0.5624, Sem 0.1725, dir -0.9476, norm 0.2126, swav 0.0000 LR: 7.888e-02 Score 94.255 Data time: 0.2317, Forward time: 2.2702, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 5.8154 [2020-11-12 20:07:18,839][root][INFO] - ===> Epoch[179](4635/26): Loss -0.5618, Sem 0.1688, dir -0.9460, norm 0.2154, swav 0.0000 LR: 7.888e-02 Score 94.396 Data time: 0.2096, Forward time: 2.2702, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 5.8397 [2020-11-12 20:07:24,800][root][INFO] - ===> Epoch[179](4636/26): Loss -0.6181, Sem 0.1404, dir -0.9549, norm 0.1964, swav 0.0000 LR: 7.887e-02 Score 95.076 Data time: 0.2487, Forward time: 2.2703, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 5.8547 [2020-11-12 20:07:31,400][root][INFO] - ===> Epoch[179](4637/26): Loss -0.5714, Sem 0.1545, dir -0.9399, norm 0.2140, swav 0.0000 LR: 7.887e-02 Score 95.067 Data time: 0.1813, Forward time: 2.2703, Backward time: 3.1383, DDP time: 0.0039, Total iter time: 6.4633 [2020-11-12 20:07:35,853][root][INFO] - ===> Epoch[179](4638/26): Loss -0.5805, Sem 0.1537, dir -0.9454, norm 0.2111, swav 0.0000 LR: 7.886e-02 Score 95.086 Data time: 0.1556, Forward time: 2.2701, Backward time: 3.1381, DDP time: 0.0039, Total iter time: 4.3667 [2020-11-12 20:07:40,963][root][INFO] - ===> Epoch[179](4639/26): Loss -0.5700, Sem 0.1749, dir -0.9515, norm 0.2066, swav 0.0000 LR: 7.886e-02 Score 94.091 Data time: 0.2406, Forward time: 2.2702, Backward time: 3.1379, DDP time: 0.0039, Total iter time: 5.0530 [2020-11-12 20:07:47,280][root][INFO] - ===> Epoch[179](4640/26): Loss -0.5444, Sem 0.1708, dir -0.9417, norm 0.2266, swav 0.0000 LR: 7.886e-02 Score 94.156 Data time: 0.2341, Forward time: 2.2703, Backward time: 3.1380, DDP time: 0.0039, Total iter time: 6.1781 [2020-11-12 20:07:52,415][root][INFO] - ===> Epoch[179](4641/26): Loss -0.5853, Sem 0.1426, dir -0.9432, norm 0.2153, swav 0.0000 LR: 7.885e-02 Score 95.356 Data time: 0.2183, Forward time: 2.2702, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 5.0327 [2020-11-12 20:07:57,726][root][INFO] - ===> Epoch[179](4642/26): Loss -0.5529, Sem 0.1601, dir -0.9442, norm 0.2312, swav 0.0000 LR: 7.885e-02 Score 94.892 Data time: 0.1730, Forward time: 2.2702, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 5.2186 [2020-11-12 20:08:03,562][root][INFO] - ===> Epoch[179](4643/26): Loss -0.5683, Sem 0.1608, dir -0.9435, norm 0.2144, swav 0.0000 LR: 7.884e-02 Score 94.626 Data time: 0.2159, Forward time: 2.2702, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 5.7208 [2020-11-12 20:08:10,318][root][INFO] - ===> Epoch[179](4644/26): Loss -0.5321, Sem 0.1755, dir -0.9466, norm 0.2390, swav 0.0000 LR: 7.884e-02 Score 94.085 Data time: 0.2570, Forward time: 2.2703, Backward time: 3.1379, DDP time: 0.0039, Total iter time: 6.6440 [2020-11-12 20:08:15,436][root][INFO] - ===> Epoch[179](4645/26): Loss -0.5868, Sem 0.1541, dir -0.9447, norm 0.2039, swav 0.0000 LR: 7.883e-02 Score 94.721 Data time: 0.1990, Forward time: 2.2703, Backward time: 3.1377, DDP time: 0.0039, Total iter time: 4.9806 [2020-11-12 20:08:20,420][root][INFO] - ===> Epoch[179](4646/26): Loss -0.5547, Sem 0.1563, dir -0.9377, norm 0.2267, swav 0.0000 LR: 7.883e-02 Score 94.856 Data time: 0.1699, Forward time: 2.2702, Backward time: 3.1377, DDP time: 0.0039, Total iter time: 4.8705 [2020-11-12 20:08:26,842][root][INFO] - ===> Epoch[179](4647/26): Loss -0.5204, Sem 0.1829, dir -0.9424, norm 0.2391, swav 0.0000 LR: 7.882e-02 Score 94.064 Data time: 0.2103, Forward time: 2.2702, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 6.3364 [2020-11-12 20:08:32,165][root][INFO] - ===> Epoch[179](4648/26): Loss -0.5686, Sem 0.1864, dir -0.9499, norm 0.1949, swav 0.0000 LR: 7.882e-02 Score 93.980 Data time: 0.2033, Forward time: 2.2702, Backward time: 3.1377, DDP time: 0.0039, Total iter time: 5.2235 [2020-11-12 20:08:37,681][root][INFO] - ===> Epoch[179](4649/26): Loss -0.5748, Sem 0.1528, dir -0.9412, norm 0.2136, swav 0.0000 LR: 7.881e-02 Score 94.701 Data time: 0.1618, Forward time: 2.2701, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 5.4066 [2020-11-12 20:08:42,770][root][INFO] - ===> Epoch[179](4650/26): Loss -0.5734, Sem 0.1789, dir -0.9533, norm 0.2011, swav 0.0000 LR: 7.881e-02 Score 94.144 Data time: 0.1815, Forward time: 2.2700, Backward time: 3.1377, DDP time: 0.0039, Total iter time: 5.0010 [2020-11-12 20:08:49,498][root][INFO] - ===> Epoch[179](4651/26): Loss -0.5336, Sem 0.1669, dir -0.9357, norm 0.2352, swav 0.0000 LR: 7.880e-02 Score 94.296 Data time: 0.2148, Forward time: 2.2700, Backward time: 3.1379, DDP time: 0.0039, Total iter time: 6.6155 [2020-11-12 20:08:55,283][root][INFO] - ===> Epoch[179](4652/26): Loss -0.5582, Sem 0.1664, dir -0.9498, norm 0.2253, swav 0.0000 LR: 7.880e-02 Score 94.500 Data time: 0.2677, Forward time: 2.2701, Backward time: 3.1378, DDP time: 0.0039, Total iter time: 5.6856 [2020-11-12 20:09:01,060][root][INFO] - ===> Epoch[179](4653/26): Loss -0.5602, Sem 0.1693, dir -0.9487, norm 0.2192, swav 0.0000 LR: 7.880e-02 Score 94.469 Data time: 0.2661, Forward time: 2.2702, Backward time: 3.1376, DDP time: 0.0039, Total iter time: 5.6413 [2020-11-12 20:09:07,336][root][INFO] - ===> Epoch[179](4654/26): Loss -0.5993, Sem 0.1461, dir -0.9506, norm 0.2052, swav 0.0000 LR: 7.879e-02 Score 95.575 Data time: 0.2221, Forward time: 2.2703, Backward time: 3.1377, DDP time: 0.0039, Total iter time: 6.1504 [2020-11-12 20:09:13,451][root][INFO] - ===> Epoch[180](4655/26): Loss -0.5852, Sem 0.1598, dir -0.9454, norm 0.2003, swav 0.0000 LR: 7.879e-02 Score 94.929 Data time: 0.2781, Forward time: 2.2704, Backward time: 3.1376, DDP time: 0.0039, Total iter time: 6.0106 [2020-11-12 20:09:18,321][root][INFO] - ===> Epoch[180](4656/26): Loss -0.5230, Sem 0.1944, dir -0.9427, norm 0.2253, swav 0.0000 LR: 7.878e-02 Score 93.440 Data time: 0.2188, Forward time: 2.2705, Backward time: 3.1374, DDP time: 0.0039, Total iter time: 4.7574 [2020-11-12 20:09:25,012][root][INFO] - ===> Epoch[180](4657/26): Loss -0.5675, Sem 0.1536, dir -0.9440, norm 0.2230, swav 0.0000 LR: 7.878e-02 Score 94.965 Data time: 0.1963, Forward time: 2.2705, Backward time: 3.1375, DDP time: 0.0039, Total iter time: 6.5931 [2020-11-12 20:09:30,929][root][INFO] - ===> Epoch[180](4658/26): Loss -0.5968, Sem 0.1464, dir -0.9477, norm 0.2045, swav 0.0000 LR: 7.877e-02 Score 95.007 Data time: 0.1660, Forward time: 2.2704, Backward time: 3.1376, DDP time: 0.0039, Total iter time: 5.7995 [2020-11-12 20:09:35,221][root][INFO] - ===> Epoch[180](4659/26): Loss -0.5755, Sem 0.1541, dir -0.9442, norm 0.2146, swav 0.0000 LR: 7.877e-02 Score 94.954 Data time: 0.1928, Forward time: 2.2704, Backward time: 3.1374, DDP time: 0.0039, Total iter time: 4.1943 [2020-11-12 20:09:39,921][root][INFO] - ===> Epoch[180](4660/26): Loss -0.5246, Sem 0.1857, dir -0.9376, norm 0.2274, swav 0.0000 LR: 7.876e-02 Score 93.986 Data time: 0.2129, Forward time: 2.2704, Backward time: 3.1371, DDP time: 0.0039, Total iter time: 4.6092 [2020-11-12 20:09:46,158][root][INFO] - ===> Epoch[180](4661/26): Loss -0.5192, Sem 0.1866, dir -0.9398, norm 0.2340, swav 0.0000 LR: 7.876e-02 Score 94.093 Data time: 0.2152, Forward time: 2.2704, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 6.1333 [2020-11-12 20:09:50,971][root][INFO] - ===> Epoch[180](4662/26): Loss -0.5692, Sem 0.1620, dir -0.9441, norm 0.2129, swav 0.0000 LR: 7.875e-02 Score 94.585 Data time: 0.2045, Forward time: 2.2704, Backward time: 3.1370, DDP time: 0.0039, Total iter time: 4.6991 [2020-11-12 20:09:56,555][root][INFO] - ===> Epoch[180](4663/26): Loss -0.5723, Sem 0.1572, dir -0.9503, norm 0.2207, swav 0.0000 LR: 7.875e-02 Score 94.827 Data time: 0.2244, Forward time: 2.2704, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 5.4595 [2020-11-12 20:10:02,970][root][INFO] - ===> Epoch[180](4664/26): Loss -0.5762, Sem 0.1560, dir -0.9424, norm 0.2103, swav 0.0000 LR: 7.874e-02 Score 94.995 Data time: 0.2460, Forward time: 2.2705, Backward time: 3.1370, DDP time: 0.0039, Total iter time: 6.2774 [2020-11-12 20:10:08,241][root][INFO] - ===> Epoch[180](4665/26): Loss -0.5393, Sem 0.1793, dir -0.9413, norm 0.2227, swav 0.0000 LR: 7.874e-02 Score 94.083 Data time: 0.2297, Forward time: 2.2705, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 5.1574 [2020-11-12 20:10:14,768][root][INFO] - ===> Epoch[180](4666/26): Loss -0.5606, Sem 0.1612, dir -0.9454, norm 0.2236, swav 0.0000 LR: 7.874e-02 Score 94.707 Data time: 0.1973, Forward time: 2.2705, Backward time: 3.1370, DDP time: 0.0039, Total iter time: 6.4156 [2020-11-12 20:10:20,092][root][INFO] - ===> Epoch[180](4667/26): Loss -0.6006, Sem 0.1567, dir -0.9564, norm 0.1991, swav 0.0000 LR: 7.873e-02 Score 94.773 Data time: 0.1443, Forward time: 2.2704, Backward time: 3.1370, DDP time: 0.0039, Total iter time: 5.2192 [2020-11-12 20:10:25,403][root][INFO] - ===> Epoch[180](4668/26): Loss -0.5541, Sem 0.1556, dir -0.9413, norm 0.2316, swav 0.0000 LR: 7.873e-02 Score 95.280 Data time: 0.1645, Forward time: 2.2703, Backward time: 3.1371, DDP time: 0.0039, Total iter time: 5.2571 [2020-11-12 20:10:31,582][root][INFO] - ===> Epoch[180](4669/26): Loss -0.5691, Sem 0.1700, dir -0.9478, norm 0.2087, swav 0.0000 LR: 7.872e-02 Score 94.475 Data time: 0.2168, Forward time: 2.2702, Backward time: 3.1372, DDP time: 0.0039, Total iter time: 6.1003 [2020-11-12 20:10:37,427][root][INFO] - ===> Epoch[180](4670/26): Loss -0.5597, Sem 0.1654, dir -0.9445, norm 0.2194, swav 0.0000 LR: 7.872e-02 Score 94.413 Data time: 0.2306, Forward time: 2.2703, Backward time: 3.1371, DDP time: 0.0039, Total iter time: 5.7481 [2020-11-12 20:10:42,567][root][INFO] - ===> Epoch[180](4671/26): Loss -0.5337, Sem 0.1809, dir -0.9448, norm 0.2301, swav 0.0000 LR: 7.871e-02 Score 94.227 Data time: 0.2235, Forward time: 2.2703, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 5.0210 [2020-11-12 20:10:48,151][root][INFO] - ===> Epoch[180](4672/26): Loss -0.5400, Sem 0.1669, dir -0.9406, norm 0.2336, swav 0.0000 LR: 7.871e-02 Score 94.530 Data time: 0.2211, Forward time: 2.2704, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 5.4687 [2020-11-12 20:10:53,309][root][INFO] - ===> Epoch[180](4673/26): Loss -0.4799, Sem 0.2189, dir -0.9433, norm 0.2445, swav 0.0000 LR: 7.870e-02 Score 93.441 Data time: 0.1841, Forward time: 2.2703, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 5.0614 [2020-11-12 20:10:59,200][root][INFO] - ===> Epoch[180](4674/26): Loss -0.5466, Sem 0.1970, dir -0.9438, norm 0.2003, swav 0.0000 LR: 7.870e-02 Score 93.721 Data time: 0.2617, Forward time: 2.2704, Backward time: 3.1367, DDP time: 0.0039, Total iter time: 5.7947 [2020-11-12 20:11:05,683][root][INFO] - ===> Epoch[180](4675/26): Loss -0.5522, Sem 0.1886, dir -0.9509, norm 0.2101, swav 0.0000 LR: 7.869e-02 Score 93.897 Data time: 0.1718, Forward time: 2.2703, Backward time: 3.1369, DDP time: 0.0039, Total iter time: 6.3508 [2020-11-12 20:11:10,966][root][INFO] - ===> Epoch[180](4676/26): Loss -0.5177, Sem 0.1831, dir -0.9363, norm 0.2355, swav 0.0000 LR: 7.869e-02 Score 94.218 Data time: 0.1914, Forward time: 2.2703, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 5.1661 [2020-11-12 20:11:16,094][root][INFO] - ===> Epoch[180](4677/26): Loss -0.5520, Sem 0.1762, dir -0.9450, norm 0.2169, swav 0.0000 LR: 7.868e-02 Score 94.115 Data time: 0.1764, Forward time: 2.2702, Backward time: 3.1367, DDP time: 0.0039, Total iter time: 5.0139 [2020-11-12 20:11:21,363][root][INFO] - ===> Epoch[180](4678/26): Loss -0.5502, Sem 0.1830, dir -0.9476, norm 0.2144, swav 0.0000 LR: 7.868e-02 Score 94.049 Data time: 0.2102, Forward time: 2.2702, Backward time: 3.1366, DDP time: 0.0039, Total iter time: 5.1680 [2020-11-12 20:11:27,706][root][INFO] - ===> Epoch[180](4679/26): Loss -0.5116, Sem 0.2026, dir -0.9410, norm 0.2267, swav 0.0000 LR: 7.868e-02 Score 93.301 Data time: 0.2125, Forward time: 2.2702, Backward time: 3.1368, DDP time: 0.0039, Total iter time: 6.2229 [2020-11-12 20:11:32,932][root][INFO] - ===> Epoch[180](4680/26): Loss -0.5122, Sem 0.2089, dir -0.9432, norm 0.2220, swav 0.0000 LR: 7.867e-02 Score 93.925 Data time: 0.2601, Forward time: 2.2703, Backward time: 3.1366, DDP time: 0.0039, Total iter time: 5.1197 [2020-11-12 20:11:38,462][root][INFO] - ===> Epoch[181](4681/26): Loss -0.5679, Sem 0.1807, dir -0.9475, norm 0.1989, swav 0.0000 LR: 7.867e-02 Score 94.287 Data time: 0.2641, Forward time: 2.2704, Backward time: 3.1364, DDP time: 0.0039, Total iter time: 5.4012 [2020-11-12 20:11:43,842][root][INFO] - ===> Epoch[181](4682/26): Loss -0.5712, Sem 0.1572, dir -0.9412, norm 0.2127, swav 0.0000 LR: 7.866e-02 Score 94.971 Data time: 0.2176, Forward time: 2.2704, Backward time: 3.1363, DDP time: 0.0039, Total iter time: 5.2393 [2020-11-12 20:11:49,203][root][INFO] - ===> Epoch[181](4683/26): Loss -0.5131, Sem 0.2088, dir -0.9425, norm 0.2206, swav 0.0000 LR: 7.866e-02 Score 93.127 Data time: 0.1897, Forward time: 2.2704, Backward time: 3.1362, DDP time: 0.0039, Total iter time: 5.2365 [2020-11-12 20:11:55,989][root][INFO] - ===> Epoch[181](4684/26): Loss -0.5845, Sem 0.1668, dir -0.9541, norm 0.2028, swav 0.0000 LR: 7.865e-02 Score 94.578 Data time: 0.1872, Forward time: 2.2703, Backward time: 3.1365, DDP time: 0.0039, Total iter time: 6.6866 [2020-11-12 20:12:02,171][root][INFO] - ===> Epoch[181](4685/26): Loss -0.5592, Sem 0.1730, dir -0.9491, norm 0.2169, swav 0.0000 LR: 7.865e-02 Score 94.517 Data time: 0.1939, Forward time: 2.2703, Backward time: 3.1366, DDP time: 0.0039, Total iter time: 6.0790 [2020-11-12 20:12:07,782][root][INFO] - ===> Epoch[181](4686/26): Loss -0.5846, Sem 0.1596, dir -0.9501, norm 0.2059, swav 0.0000 LR: 7.864e-02 Score 95.070 Data time: 0.2732, Forward time: 2.2704, Backward time: 3.1364, DDP time: 0.0039, Total iter time: 5.4941 [2020-11-12 20:12:13,227][root][INFO] - ===> Epoch[181](4687/26): Loss -0.5425, Sem 0.1766, dir -0.9476, norm 0.2284, swav 0.0000 LR: 7.864e-02 Score 94.496 Data time: 0.2128, Forward time: 2.2704, Backward time: 3.1364, DDP time: 0.0039, Total iter time: 5.3304 [2020-11-12 20:12:18,430][root][INFO] - ===> Epoch[181](4688/26): Loss -0.5216, Sem 0.1752, dir -0.9319, norm 0.2351, swav 0.0000 LR: 7.863e-02 Score 94.289 Data time: 0.1864, Forward time: 2.2704, Backward time: 3.1363, DDP time: 0.0039, Total iter time: 5.0966 [2020-11-12 20:12:23,803][root][INFO] - ===> Epoch[181](4689/26): Loss -0.5765, Sem 0.1582, dir -0.9419, norm 0.2072, swav 0.0000 LR: 7.863e-02 Score 95.088 Data time: 0.2133, Forward time: 2.2703, Backward time: 3.1362, DDP time: 0.0039, Total iter time: 5.2936 [2020-11-12 20:12:29,127][root][INFO] - ===> Epoch[181](4690/26): Loss -0.6007, Sem 0.1424, dir -0.9454, norm 0.2023, swav 0.0000 LR: 7.862e-02 Score 95.421 Data time: 0.2727, Forward time: 2.2704, Backward time: 3.1361, DDP time: 0.0039, Total iter time: 5.2349 [2020-11-12 20:12:34,748][root][INFO] - ===> Epoch[181](4691/26): Loss -0.5273, Sem 0.1822, dir -0.9373, norm 0.2278, swav 0.0000 LR: 7.862e-02 Score 94.158 Data time: 0.2956, Forward time: 2.2705, Backward time: 3.1359, DDP time: 0.0039, Total iter time: 5.5165 [2020-11-12 20:12:40,396][root][INFO] - ===> Epoch[181](4692/26): Loss -0.5262, Sem 0.1959, dir -0.9493, norm 0.2272, swav 0.0000 LR: 7.862e-02 Score 93.397 Data time: 0.2191, Forward time: 2.2705, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.5390 [2020-11-12 20:12:45,677][root][INFO] - ===> Epoch[181](4693/26): Loss -0.5488, Sem 0.1705, dir -0.9388, norm 0.2196, swav 0.0000 LR: 7.861e-02 Score 94.427 Data time: 0.2145, Forward time: 2.2705, Backward time: 3.1357, DDP time: 0.0039, Total iter time: 5.1705 [2020-11-12 20:12:51,160][root][INFO] - ===> Epoch[181](4694/26): Loss -0.5944, Sem 0.1547, dir -0.9455, norm 0.1964, swav 0.0000 LR: 7.861e-02 Score 95.110 Data time: 0.2896, Forward time: 2.2706, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.3798 [2020-11-12 20:12:57,175][root][INFO] - ===> Epoch[181](4695/26): Loss -0.5624, Sem 0.1525, dir -0.9435, norm 0.2285, swav 0.0000 LR: 7.860e-02 Score 95.072 Data time: 0.2298, Forward time: 2.2707, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.8999 [2020-11-12 20:13:02,614][root][INFO] - ===> Epoch[181](4696/26): Loss -0.5455, Sem 0.1972, dir -0.9489, norm 0.2061, swav 0.0000 LR: 7.860e-02 Score 93.766 Data time: 0.2080, Forward time: 2.2708, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.3346 [2020-11-12 20:13:07,480][root][INFO] - ===> Epoch[181](4697/26): Loss -0.5697, Sem 0.1722, dir -0.9484, norm 0.2065, swav 0.0000 LR: 7.859e-02 Score 94.445 Data time: 0.1744, Forward time: 2.2707, Backward time: 3.1353, DDP time: 0.0039, Total iter time: 4.7450 [2020-11-12 20:13:13,655][root][INFO] - ===> Epoch[181](4698/26): Loss -0.5424, Sem 0.1639, dir -0.9427, norm 0.2364, swav 0.0000 LR: 7.859e-02 Score 94.498 Data time: 0.1902, Forward time: 2.2706, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 6.0904 [2020-11-12 20:13:19,019][root][INFO] - ===> Epoch[181](4699/26): Loss -0.5604, Sem 0.1774, dir -0.9547, norm 0.2169, swav 0.0000 LR: 7.858e-02 Score 94.266 Data time: 0.1468, Forward time: 2.2705, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.2605 [2020-11-12 20:13:24,955][root][INFO] - ===> Epoch[181](4700/26): Loss -0.5882, Sem 0.1616, dir -0.9557, norm 0.2059, swav 0.0000 LR: 7.858e-02 Score 94.777 Data time: 0.2265, Forward time: 2.2706, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.8777 [2020-11-12 20:13:32,444][root][INFO] - ===> Epoch[181](4701/26): Loss -0.5317, Sem 0.1915, dir -0.9467, norm 0.2234, swav 0.0000 LR: 7.857e-02 Score 93.900 Data time: 0.2435, Forward time: 2.2707, Backward time: 3.1356, DDP time: 0.0039, Total iter time: 7.3775 [2020-11-12 20:13:37,615][root][INFO] - ===> Epoch[181](4702/26): Loss -0.5932, Sem 0.1772, dir -0.9583, norm 0.1879, swav 0.0000 LR: 7.857e-02 Score 93.975 Data time: 0.2273, Forward time: 2.2707, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 5.0554 [2020-11-12 20:13:43,171][root][INFO] - ===> Epoch[181](4703/26): Loss -0.5621, Sem 0.1599, dir -0.9414, norm 0.2193, swav 0.0000 LR: 7.856e-02 Score 94.911 Data time: 0.2608, Forward time: 2.2707, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.4462 [2020-11-12 20:13:48,553][root][INFO] - ===> Epoch[181](4704/26): Loss -0.5657, Sem 0.1653, dir -0.9475, norm 0.2166, swav 0.0000 LR: 7.856e-02 Score 94.597 Data time: 0.1816, Forward time: 2.2707, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 5.2729 [2020-11-12 20:13:55,235][root][INFO] - ===> Epoch[181](4705/26): Loss -0.5589, Sem 0.1752, dir -0.9481, norm 0.2141, swav 0.0000 LR: 7.855e-02 Score 94.599 Data time: 0.2437, Forward time: 2.2707, Backward time: 3.1356, DDP time: 0.0039, Total iter time: 6.5821 [2020-11-12 20:14:01,437][root][INFO] - ===> Epoch[181](4706/26): Loss -0.5446, Sem 0.1617, dir -0.9398, norm 0.2335, swav 0.0000 LR: 7.855e-02 Score 94.760 Data time: 0.1605, Forward time: 2.2706, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 6.0845 [2020-11-12 20:14:07,127][root][INFO] - ===> Epoch[182](4707/26): Loss -0.4925, Sem 0.2119, dir -0.9391, norm 0.2348, swav 0.0000 LR: 7.855e-02 Score 93.261 Data time: 0.1659, Forward time: 2.2705, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.6069 [2020-11-12 20:14:12,388][root][INFO] - ===> Epoch[182](4708/26): Loss -0.5518, Sem 0.1728, dir -0.9480, norm 0.2235, swav 0.0000 LR: 7.854e-02 Score 94.468 Data time: 0.1567, Forward time: 2.2704, Backward time: 3.1358, DDP time: 0.0039, Total iter time: 5.1610 [2020-11-12 20:14:17,239][root][INFO] - ===> Epoch[182](4709/26): Loss -0.5558, Sem 0.1456, dir -0.9364, norm 0.2350, swav 0.0000 LR: 7.854e-02 Score 95.147 Data time: 0.1765, Forward time: 2.2703, Backward time: 3.1357, DDP time: 0.0039, Total iter time: 4.7806 [2020-11-12 20:14:21,692][root][INFO] - ===> Epoch[182](4710/26): Loss -0.5838, Sem 0.1572, dir -0.9413, norm 0.2003, swav 0.0000 LR: 7.853e-02 Score 94.967 Data time: 0.1811, Forward time: 2.2702, Backward time: 3.1355, DDP time: 0.0039, Total iter time: 4.3447 [2020-11-12 20:14:26,543][root][INFO] - ===> Epoch[182](4711/26): Loss -0.5462, Sem 0.1686, dir -0.9422, norm 0.2274, swav 0.0000 LR: 7.853e-02 Score 94.460 Data time: 0.1979, Forward time: 2.2701, Backward time: 3.1354, DDP time: 0.0039, Total iter time: 4.7429 [2020-11-12 20:14:31,725][root][INFO] - ===> Epoch[182](4712/26): Loss -0.5838, Sem 0.1522, dir -0.9482, norm 0.2122, swav 0.0000 LR: 7.852e-02 Score 94.948 Data time: 0.2371, Forward time: 2.2702, Backward time: 3.1352, DDP time: 0.0039, Total iter time: 5.0803 [2020-11-12 20:14:36,894][root][INFO] - ===> Epoch[182](4713/26): Loss -0.5779, Sem 0.1426, dir -0.9449, norm 0.2244, swav 0.0000 LR: 7.852e-02 Score 95.299 Data time: 0.2402, Forward time: 2.2702, Backward time: 3.1351, DDP time: 0.0039, Total iter time: 5.0474 [2020-11-12 20:14:42,580][root][INFO] - ===> Epoch[182](4714/26): Loss -0.5586, Sem 0.1698, dir -0.9462, norm 0.2178, swav 0.0000 LR: 7.851e-02 Score 94.423 Data time: 0.2624, Forward time: 2.2703, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 5.5590 [2020-11-12 20:14:48,178][root][INFO] - ===> Epoch[182](4715/26): Loss -0.5375, Sem 0.1820, dir -0.9438, norm 0.2243, swav 0.0000 LR: 7.851e-02 Score 94.219 Data time: 0.2535, Forward time: 2.2703, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 5.4581 [2020-11-12 20:14:53,848][root][INFO] - ===> Epoch[182](4716/26): Loss -0.5516, Sem 0.1694, dir -0.9468, norm 0.2258, swav 0.0000 LR: 7.850e-02 Score 94.561 Data time: 0.2281, Forward time: 2.2704, Backward time: 3.1347, DDP time: 0.0039, Total iter time: 5.5739 [2020-11-12 20:14:59,831][root][INFO] - ===> Epoch[182](4717/26): Loss -0.5434, Sem 0.1633, dir -0.9461, norm 0.2394, swav 0.0000 LR: 7.850e-02 Score 94.528 Data time: 0.1711, Forward time: 2.2703, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 5.8705 [2020-11-12 20:15:06,232][root][INFO] - ===> Epoch[182](4718/26): Loss -0.5577, Sem 0.1670, dir -0.9477, norm 0.2230, swav 0.0000 LR: 7.849e-02 Score 94.739 Data time: 0.2431, Forward time: 2.2704, Backward time: 3.1349, DDP time: 0.0039, Total iter time: 6.3292 [2020-11-12 20:15:11,957][root][INFO] - ===> Epoch[182](4719/26): Loss -0.5926, Sem 0.1542, dir -0.9495, norm 0.2027, swav 0.0000 LR: 7.849e-02 Score 94.861 Data time: 0.2451, Forward time: 2.2705, Backward time: 3.1348, DDP time: 0.0039, Total iter time: 5.6040 [2020-11-12 20:15:16,707][root][INFO] - ===> Epoch[182](4720/26): Loss -0.5286, Sem 0.1850, dir -0.9418, norm 0.2282, swav 0.0000 LR: 7.849e-02 Score 94.311 Data time: 0.1976, Forward time: 2.2705, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 4.6258 [2020-11-12 20:15:21,173][root][INFO] - ===> Epoch[182](4721/26): Loss -0.5785, Sem 0.1679, dir -0.9499, norm 0.2035, swav 0.0000 LR: 7.848e-02 Score 94.551 Data time: 0.1445, Forward time: 2.2703, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 4.3686 [2020-11-12 20:15:27,087][root][INFO] - ===> Epoch[182](4722/26): Loss -0.5792, Sem 0.1609, dir -0.9489, norm 0.2088, swav 0.0000 LR: 7.848e-02 Score 94.702 Data time: 0.1827, Forward time: 2.2702, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.8335 [2020-11-12 20:15:33,113][root][INFO] - ===> Epoch[182](4723/26): Loss -0.5324, Sem 0.1915, dir -0.9413, norm 0.2174, swav 0.0000 LR: 7.847e-02 Score 93.809 Data time: 0.2869, Forward time: 2.2704, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.9279 [2020-11-12 20:15:39,797][root][INFO] - ===> Epoch[182](4724/26): Loss -0.5614, Sem 0.1659, dir -0.9428, norm 0.2156, swav 0.0000 LR: 7.847e-02 Score 94.931 Data time: 0.2064, Forward time: 2.2704, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 6.5626 [2020-11-12 20:15:46,819][root][INFO] - ===> Epoch[182](4725/26): Loss -0.5481, Sem 0.1689, dir -0.9466, norm 0.2296, swav 0.0000 LR: 7.846e-02 Score 94.380 Data time: 0.2678, Forward time: 2.2705, Backward time: 3.1348, DDP time: 0.0040, Total iter time: 6.9260 [2020-11-12 20:15:51,672][root][INFO] - ===> Epoch[182](4726/26): Loss -0.5563, Sem 0.1739, dir -0.9442, norm 0.2139, swav 0.0000 LR: 7.846e-02 Score 94.519 Data time: 0.1615, Forward time: 2.2704, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 4.7199 [2020-11-12 20:15:56,705][root][INFO] - ===> Epoch[182](4727/26): Loss -0.5803, Sem 0.1502, dir -0.9412, norm 0.2107, swav 0.0000 LR: 7.845e-02 Score 95.011 Data time: 0.2145, Forward time: 2.2704, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 4.9232 [2020-11-12 20:16:02,007][root][INFO] - ===> Epoch[182](4728/26): Loss -0.5741, Sem 0.1608, dir -0.9484, norm 0.2135, swav 0.0000 LR: 7.845e-02 Score 94.602 Data time: 0.1852, Forward time: 2.2704, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.2031 [2020-11-12 20:16:08,741][root][INFO] - ===> Epoch[182](4729/26): Loss -0.5751, Sem 0.1685, dir -0.9492, norm 0.2056, swav 0.0000 LR: 7.844e-02 Score 94.938 Data time: 0.1908, Forward time: 2.2703, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 6.6375 [2020-11-12 20:16:15,538][root][INFO] - ===> Epoch[182](4730/26): Loss -0.5472, Sem 0.2024, dir -0.9473, norm 0.1978, swav 0.0000 LR: 7.844e-02 Score 93.222 Data time: 0.1647, Forward time: 2.2702, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 6.6924 [2020-11-12 20:16:21,221][root][INFO] - ===> Epoch[182](4731/26): Loss -0.5461, Sem 0.1910, dir -0.9449, norm 0.2078, swav 0.0000 LR: 7.843e-02 Score 93.919 Data time: 0.2518, Forward time: 2.2703, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.6267 [2020-11-12 20:16:27,334][root][INFO] - ===> Epoch[182](4732/26): Loss -0.5399, Sem 0.1755, dir -0.9485, norm 0.2331, swav 0.0000 LR: 7.843e-02 Score 94.254 Data time: 0.1820, Forward time: 2.2703, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 6.0124 [2020-11-12 20:16:31,929][root][INFO] - ===> Epoch[183](4733/26): Loss -0.6117, Sem 0.1278, dir -0.9494, norm 0.2100, swav 0.0000 LR: 7.843e-02 Score 95.895 Data time: 0.2227, Forward time: 2.2703, Backward time: 3.1348, DDP time: 0.0040, Total iter time: 4.5042 [2020-11-12 20:16:37,554][root][INFO] - ===> Epoch[183](4734/26): Loss -0.5972, Sem 0.1537, dir -0.9507, norm 0.1998, swav 0.0000 LR: 7.842e-02 Score 94.946 Data time: 0.2288, Forward time: 2.2703, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 5.5054 [2020-11-12 20:16:42,831][root][INFO] - ===> Epoch[183](4735/26): Loss -0.5708, Sem 0.1531, dir -0.9454, norm 0.2214, swav 0.0000 LR: 7.842e-02 Score 95.136 Data time: 0.1833, Forward time: 2.2703, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.1575 [2020-11-12 20:16:47,830][root][INFO] - ===> Epoch[183](4736/26): Loss -0.6053, Sem 0.1524, dir -0.9504, norm 0.1927, swav 0.0000 LR: 7.841e-02 Score 94.860 Data time: 0.2056, Forward time: 2.2702, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 4.8810 [2020-11-12 20:16:52,806][root][INFO] - ===> Epoch[183](4737/26): Loss -0.5865, Sem 0.1501, dir -0.9426, norm 0.2060, swav 0.0000 LR: 7.841e-02 Score 94.930 Data time: 0.1880, Forward time: 2.2701, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 4.8776 [2020-11-12 20:16:57,872][root][INFO] - ===> Epoch[183](4738/26): Loss -0.5999, Sem 0.1548, dir -0.9505, norm 0.1958, swav 0.0000 LR: 7.840e-02 Score 94.948 Data time: 0.2355, Forward time: 2.2702, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 4.9490 [2020-11-12 20:17:03,042][root][INFO] - ===> Epoch[183](4739/26): Loss -0.5320, Sem 0.1780, dir -0.9446, norm 0.2347, swav 0.0000 LR: 7.840e-02 Score 94.221 Data time: 0.1965, Forward time: 2.2701, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.0716 [2020-11-12 20:17:10,224][root][INFO] - ===> Epoch[183](4740/26): Loss -0.5521, Sem 0.1769, dir -0.9421, norm 0.2130, swav 0.0000 LR: 7.839e-02 Score 94.350 Data time: 0.2405, Forward time: 2.2702, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 7.0888 [2020-11-12 20:17:15,113][root][INFO] - ===> Epoch[183](4741/26): Loss -0.5657, Sem 0.1702, dir -0.9475, norm 0.2116, swav 0.0000 LR: 7.839e-02 Score 94.766 Data time: 0.2224, Forward time: 2.2703, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 4.7548 [2020-11-12 20:17:23,182][root][INFO] - ===> Epoch[183](4742/26): Loss -0.5962, Sem 0.1563, dir -0.9468, norm 0.1943, swav 0.0000 LR: 7.838e-02 Score 94.939 Data time: 0.2100, Forward time: 2.2702, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 7.9553 [2020-11-12 20:17:29,579][root][INFO] - ===> Epoch[183](4743/26): Loss -0.5680, Sem 0.1664, dir -0.9444, norm 0.2100, swav 0.0000 LR: 7.838e-02 Score 94.675 Data time: 0.3554, Forward time: 2.2704, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 6.2925 [2020-11-12 20:17:35,652][root][INFO] - ===> Epoch[183](4744/26): Loss -0.5271, Sem 0.1942, dir -0.9449, norm 0.2235, swav 0.0000 LR: 7.837e-02 Score 93.544 Data time: 0.1834, Forward time: 2.2703, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.9336 [2020-11-12 20:17:41,198][root][INFO] - ===> Epoch[183](4745/26): Loss -0.5408, Sem 0.1877, dir -0.9446, norm 0.2162, swav 0.0000 LR: 7.837e-02 Score 94.144 Data time: 0.2143, Forward time: 2.2704, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.4458 [2020-11-12 20:17:46,528][root][INFO] - ===> Epoch[183](4746/26): Loss -0.5759, Sem 0.1631, dir -0.9474, norm 0.2085, swav 0.0000 LR: 7.837e-02 Score 94.655 Data time: 0.1620, Forward time: 2.2703, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.2072 [2020-11-12 20:17:52,435][root][INFO] - ===> Epoch[183](4747/26): Loss -0.6013, Sem 0.1390, dir -0.9501, norm 0.2097, swav 0.0000 LR: 7.836e-02 Score 95.351 Data time: 0.2208, Forward time: 2.2703, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.8177 [2020-11-12 20:17:58,479][root][INFO] - ===> Epoch[183](4748/26): Loss -0.5357, Sem 0.1623, dir -0.9377, norm 0.2396, swav 0.0000 LR: 7.836e-02 Score 94.495 Data time: 0.1640, Forward time: 2.2702, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 5.9175 [2020-11-12 20:18:03,099][root][INFO] - ===> Epoch[183](4749/26): Loss -0.5607, Sem 0.1702, dir -0.9487, norm 0.2177, swav 0.0000 LR: 7.835e-02 Score 94.590 Data time: 0.2285, Forward time: 2.2702, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 4.5191 [2020-11-12 20:18:09,046][root][INFO] - ===> Epoch[183](4750/26): Loss -0.6078, Sem 0.1432, dir -0.9450, norm 0.1940, swav 0.0000 LR: 7.835e-02 Score 95.537 Data time: 0.1921, Forward time: 2.2702, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.8185 [2020-11-12 20:18:13,326][root][INFO] - ===> Epoch[183](4751/26): Loss -0.5687, Sem 0.1817, dir -0.9519, norm 0.2014, swav 0.0000 LR: 7.834e-02 Score 94.197 Data time: 0.1971, Forward time: 2.2701, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 4.1789 [2020-11-12 20:18:20,363][root][INFO] - ===> Epoch[183](4752/26): Loss -0.5998, Sem 0.1393, dir -0.9518, norm 0.2128, swav 0.0000 LR: 7.834e-02 Score 95.384 Data time: 0.1804, Forward time: 2.2701, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 6.9377 [2020-11-12 20:18:26,033][root][INFO] - ===> Epoch[183](4753/26): Loss -0.5536, Sem 0.1609, dir -0.9400, norm 0.2255, swav 0.0000 LR: 7.833e-02 Score 94.718 Data time: 0.1707, Forward time: 2.2700, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.5580 [2020-11-12 20:18:33,150][root][INFO] - ===> Epoch[183](4754/26): Loss -0.5601, Sem 0.1775, dir -0.9496, norm 0.2120, swav 0.0000 LR: 7.833e-02 Score 94.278 Data time: 0.1826, Forward time: 2.2699, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 7.0402 [2020-11-12 20:18:38,723][root][INFO] - ===> Epoch[183](4755/26): Loss -0.5945, Sem 0.1545, dir -0.9434, norm 0.1943, swav 0.0000 LR: 7.832e-02 Score 94.922 Data time: 0.2029, Forward time: 2.2698, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 5.4625 [2020-11-12 20:18:44,593][root][INFO] - ===> Epoch[183](4756/26): Loss -0.5602, Sem 0.1432, dir -0.9411, norm 0.2377, swav 0.0000 LR: 7.832e-02 Score 95.427 Data time: 0.2577, Forward time: 2.2699, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.7646 [2020-11-12 20:18:49,684][root][INFO] - ===> Epoch[183](4757/26): Loss -0.5936, Sem 0.1500, dir -0.9466, norm 0.2030, swav 0.0000 LR: 7.831e-02 Score 95.033 Data time: 0.1553, Forward time: 2.2698, Backward time: 3.1348, DDP time: 0.0040, Total iter time: 4.9500 [2020-11-12 20:18:55,363][root][INFO] - ===> Epoch[183](4758/26): Loss -0.5979, Sem 0.1632, dir -0.9542, norm 0.1931, swav 0.0000 LR: 7.831e-02 Score 94.493 Data time: 0.1842, Forward time: 2.2698, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.5768 [2020-11-12 20:19:01,408][root][INFO] - ===> Epoch[184](4759/26): Loss -0.5715, Sem 0.1658, dir -0.9510, norm 0.2136, swav 0.0000 LR: 7.831e-02 Score 94.440 Data time: 0.2659, Forward time: 2.2698, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.9250 [2020-11-12 20:19:07,469][root][INFO] - ===> Epoch[184](4760/26): Loss -0.5522, Sem 0.1752, dir -0.9467, norm 0.2193, swav 0.0000 LR: 7.830e-02 Score 94.025 Data time: 0.1587, Forward time: 2.2697, Backward time: 3.1351, DDP time: 0.0040, Total iter time: 5.9257 [2020-11-12 20:19:13,354][root][INFO] - ===> Epoch[184](4761/26): Loss -0.6188, Sem 0.1431, dir -0.9507, norm 0.1888, swav 0.0000 LR: 7.830e-02 Score 95.396 Data time: 0.1424, Forward time: 2.2695, Backward time: 3.1352, DDP time: 0.0040, Total iter time: 5.8054 [2020-11-12 20:19:18,291][root][INFO] - ===> Epoch[184](4762/26): Loss -0.5970, Sem 0.1537, dir -0.9550, norm 0.2043, swav 0.0000 LR: 7.829e-02 Score 94.996 Data time: 0.2385, Forward time: 2.2696, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 4.8666 [2020-11-12 20:19:24,969][root][INFO] - ===> Epoch[184](4763/26): Loss -0.5688, Sem 0.1662, dir -0.9471, norm 0.2120, swav 0.0000 LR: 7.829e-02 Score 94.435 Data time: 0.2614, Forward time: 2.2697, Backward time: 3.1351, DDP time: 0.0040, Total iter time: 6.5567 [2020-11-12 20:19:30,732][root][INFO] - ===> Epoch[184](4764/26): Loss -0.5902, Sem 0.1434, dir -0.9545, norm 0.2209, swav 0.0000 LR: 7.828e-02 Score 95.133 Data time: 0.1774, Forward time: 2.2696, Backward time: 3.1351, DDP time: 0.0040, Total iter time: 5.6282 [2020-11-12 20:19:35,548][root][INFO] - ===> Epoch[184](4765/26): Loss -0.5542, Sem 0.1620, dir -0.9447, norm 0.2285, swav 0.0000 LR: 7.828e-02 Score 94.656 Data time: 0.2071, Forward time: 2.2696, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 4.7003 [2020-11-12 20:19:41,699][root][INFO] - ===> Epoch[184](4766/26): Loss -0.5117, Sem 0.1810, dir -0.9403, norm 0.2475, swav 0.0000 LR: 7.827e-02 Score 94.017 Data time: 0.2053, Forward time: 2.2696, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 6.0442 [2020-11-12 20:19:47,344][root][INFO] - ===> Epoch[184](4767/26): Loss -0.6060, Sem 0.1520, dir -0.9536, norm 0.1956, swav 0.0000 LR: 7.827e-02 Score 94.959 Data time: 0.1729, Forward time: 2.2695, Backward time: 3.1351, DDP time: 0.0040, Total iter time: 5.5120 [2020-11-12 20:19:53,361][root][INFO] - ===> Epoch[184](4768/26): Loss -0.5522, Sem 0.1592, dir -0.9469, norm 0.2356, swav 0.0000 LR: 7.826e-02 Score 94.670 Data time: 0.2080, Forward time: 2.2695, Backward time: 3.1351, DDP time: 0.0040, Total iter time: 5.9157 [2020-11-12 20:19:59,520][root][INFO] - ===> Epoch[184](4769/26): Loss -0.6062, Sem 0.1462, dir -0.9517, norm 0.1993, swav 0.0000 LR: 7.826e-02 Score 95.293 Data time: 0.2974, Forward time: 2.2697, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 6.0415 [2020-11-12 20:20:05,214][root][INFO] - ===> Epoch[184](4770/26): Loss -0.5539, Sem 0.1877, dir -0.9452, norm 0.2035, swav 0.0000 LR: 7.825e-02 Score 93.799 Data time: 0.2317, Forward time: 2.2697, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.5586 [2020-11-12 20:20:10,361][root][INFO] - ===> Epoch[184](4771/26): Loss -0.5960, Sem 0.1698, dir -0.9489, norm 0.1830, swav 0.0000 LR: 7.825e-02 Score 94.601 Data time: 0.1772, Forward time: 2.2697, Backward time: 3.1348, DDP time: 0.0040, Total iter time: 5.0206 [2020-11-12 20:20:16,631][root][INFO] - ===> Epoch[184](4772/26): Loss -0.5920, Sem 0.1636, dir -0.9440, norm 0.1884, swav 0.0000 LR: 7.825e-02 Score 94.641 Data time: 0.1884, Forward time: 2.2696, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 6.1660 [2020-11-12 20:20:22,441][root][INFO] - ===> Epoch[184](4773/26): Loss -0.5608, Sem 0.1702, dir -0.9432, norm 0.2123, swav 0.0000 LR: 7.824e-02 Score 94.600 Data time: 0.2613, Forward time: 2.2697, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.6991 [2020-11-12 20:20:27,670][root][INFO] - ===> Epoch[184](4774/26): Loss -0.5696, Sem 0.1756, dir -0.9466, norm 0.2014, swav 0.0000 LR: 7.824e-02 Score 94.221 Data time: 0.2026, Forward time: 2.2697, Backward time: 3.1348, DDP time: 0.0040, Total iter time: 5.0882 [2020-11-12 20:20:32,504][root][INFO] - ===> Epoch[184](4775/26): Loss -0.5660, Sem 0.1721, dir -0.9493, norm 0.2112, swav 0.0000 LR: 7.823e-02 Score 94.437 Data time: 0.2316, Forward time: 2.2697, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 4.7128 [2020-11-12 20:20:38,116][root][INFO] - ===> Epoch[184](4776/26): Loss -0.5754, Sem 0.1622, dir -0.9466, norm 0.2089, swav 0.0000 LR: 7.823e-02 Score 94.610 Data time: 0.2618, Forward time: 2.2699, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.4929 [2020-11-12 20:20:44,538][root][INFO] - ===> Epoch[184](4777/26): Loss -0.6108, Sem 0.1541, dir -0.9526, norm 0.1877, swav 0.0000 LR: 7.822e-02 Score 94.888 Data time: 0.1289, Forward time: 2.2697, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 6.2947 [2020-11-12 20:20:49,623][root][INFO] - ===> Epoch[184](4778/26): Loss -0.6030, Sem 0.1451, dir -0.9528, norm 0.2047, swav 0.0000 LR: 7.822e-02 Score 95.353 Data time: 0.1894, Forward time: 2.2697, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.0173 [2020-11-12 20:20:55,957][root][INFO] - ===> Epoch[184](4779/26): Loss -0.5505, Sem 0.1777, dir -0.9448, norm 0.2166, swav 0.0000 LR: 7.821e-02 Score 93.984 Data time: 0.2639, Forward time: 2.2698, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 6.2389 [2020-11-12 20:21:02,260][root][INFO] - ===> Epoch[184](4780/26): Loss -0.5394, Sem 0.1869, dir -0.9392, norm 0.2129, swav 0.0000 LR: 7.821e-02 Score 93.449 Data time: 0.2358, Forward time: 2.2698, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 6.1682 [2020-11-12 20:21:07,409][root][INFO] - ===> Epoch[184](4781/26): Loss -0.6033, Sem 0.1467, dir -0.9521, norm 0.2021, swav 0.0000 LR: 7.820e-02 Score 95.134 Data time: 0.2394, Forward time: 2.2699, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.0463 [2020-11-12 20:21:13,068][root][INFO] - ===> Epoch[184](4782/26): Loss -0.5666, Sem 0.1630, dir -0.9481, norm 0.2185, swav 0.0000 LR: 7.820e-02 Score 94.703 Data time: 0.1899, Forward time: 2.2698, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.5277 [2020-11-12 20:21:17,366][root][INFO] - ===> Epoch[184](4783/26): Loss -0.5521, Sem 0.1737, dir -0.9487, norm 0.2229, swav 0.0000 LR: 7.819e-02 Score 94.313 Data time: 0.2120, Forward time: 2.2698, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 4.2185 [2020-11-12 20:21:24,347][root][INFO] - ===> Epoch[184](4784/26): Loss -0.5818, Sem 0.1708, dir -0.9455, norm 0.1928, swav 0.0000 LR: 7.819e-02 Score 94.222 Data time: 0.2493, Forward time: 2.2699, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 6.8939 [2020-11-12 20:21:29,783][root][INFO] - ===> Epoch[185](4785/26): Loss -0.6062, Sem 0.1498, dir -0.9530, norm 0.1970, swav 0.0000 LR: 7.819e-02 Score 94.964 Data time: 0.2078, Forward time: 2.2699, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.3300 [2020-11-12 20:21:35,071][root][INFO] - ===> Epoch[185](4786/26): Loss -0.5473, Sem 0.1757, dir -0.9493, norm 0.2263, swav 0.0000 LR: 7.818e-02 Score 94.340 Data time: 0.2032, Forward time: 2.2699, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.1960 [2020-11-12 20:21:40,915][root][INFO] - ===> Epoch[185](4787/26): Loss -0.5618, Sem 0.1795, dir -0.9471, norm 0.2058, swav 0.0000 LR: 7.818e-02 Score 94.107 Data time: 0.1953, Forward time: 2.2698, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.7355 [2020-11-12 20:21:47,357][root][INFO] - ===> Epoch[185](4788/26): Loss -0.5813, Sem 0.1542, dir -0.9458, norm 0.2103, swav 0.0000 LR: 7.817e-02 Score 94.896 Data time: 0.2716, Forward time: 2.2700, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 6.3533 [2020-11-12 20:21:52,918][root][INFO] - ===> Epoch[185](4789/26): Loss -0.5445, Sem 0.1834, dir -0.9427, norm 0.2147, swav 0.0000 LR: 7.817e-02 Score 93.877 Data time: 0.1634, Forward time: 2.2699, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.4524 [2020-11-12 20:21:58,553][root][INFO] - ===> Epoch[185](4790/26): Loss -0.5811, Sem 0.1768, dir -0.9492, norm 0.1913, swav 0.0000 LR: 7.816e-02 Score 94.178 Data time: 0.2001, Forward time: 2.2699, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.5124 [2020-11-12 20:22:04,135][root][INFO] - ===> Epoch[185](4791/26): Loss -0.5894, Sem 0.1658, dir -0.9510, norm 0.1958, swav 0.0000 LR: 7.816e-02 Score 94.354 Data time: 0.2525, Forward time: 2.2700, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.4802 [2020-11-12 20:22:09,380][root][INFO] - ===> Epoch[185](4792/26): Loss -0.5558, Sem 0.1761, dir -0.9495, norm 0.2177, swav 0.0000 LR: 7.815e-02 Score 94.399 Data time: 0.2465, Forward time: 2.2700, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 5.1174 [2020-11-12 20:22:14,942][root][INFO] - ===> Epoch[185](4793/26): Loss -0.5842, Sem 0.1472, dir -0.9485, norm 0.2172, swav 0.0000 LR: 7.815e-02 Score 95.166 Data time: 0.1448, Forward time: 2.2699, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.4603 [2020-11-12 20:22:20,739][root][INFO] - ===> Epoch[185](4794/26): Loss -0.5706, Sem 0.1684, dir -0.9482, norm 0.2092, swav 0.0000 LR: 7.814e-02 Score 94.602 Data time: 0.2004, Forward time: 2.2699, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.7386 [2020-11-12 20:22:26,057][root][INFO] - ===> Epoch[185](4795/26): Loss -0.6164, Sem 0.1353, dir -0.9484, norm 0.1967, swav 0.0000 LR: 7.814e-02 Score 95.699 Data time: 0.2472, Forward time: 2.2700, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 5.2095 [2020-11-12 20:22:31,235][root][INFO] - ===> Epoch[185](4796/26): Loss -0.5643, Sem 0.1700, dir -0.9463, norm 0.2121, swav 0.0000 LR: 7.813e-02 Score 94.418 Data time: 0.2153, Forward time: 2.2700, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 5.0533 [2020-11-12 20:22:36,770][root][INFO] - ===> Epoch[185](4797/26): Loss -0.5593, Sem 0.1847, dir -0.9442, norm 0.2002, swav 0.0000 LR: 7.813e-02 Score 94.472 Data time: 0.2271, Forward time: 2.2700, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.4267 [2020-11-12 20:22:41,887][root][INFO] - ===> Epoch[185](4798/26): Loss -0.5557, Sem 0.1575, dir -0.9404, norm 0.2271, swav 0.0000 LR: 7.812e-02 Score 94.906 Data time: 0.2957, Forward time: 2.2701, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.0277 [2020-11-12 20:22:48,460][root][INFO] - ===> Epoch[185](4799/26): Loss -0.5444, Sem 0.1835, dir -0.9488, norm 0.2209, swav 0.0000 LR: 7.812e-02 Score 93.930 Data time: 0.3042, Forward time: 2.2702, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.4436 [2020-11-12 20:22:53,935][root][INFO] - ===> Epoch[185](4800/26): Loss -0.6033, Sem 0.1480, dir -0.9490, norm 0.1976, swav 0.0000 LR: 7.812e-02 Score 95.158 Data time: 0.1748, Forward time: 2.2701, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.3402 [2020-11-12 20:22:59,207][root][INFO] - ===> Epoch[185](4801/26): Loss -0.5666, Sem 0.1498, dir -0.9425, norm 0.2262, swav 0.0000 LR: 7.811e-02 Score 94.995 Data time: 0.2487, Forward time: 2.2702, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.1753 [2020-11-12 20:23:04,454][root][INFO] - ===> Epoch[185](4802/26): Loss -0.6180, Sem 0.1379, dir -0.9542, norm 0.1983, swav 0.0000 LR: 7.811e-02 Score 95.308 Data time: 0.1829, Forward time: 2.2701, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.1228 [2020-11-12 20:23:10,358][root][INFO] - ===> Epoch[185](4803/26): Loss -0.6126, Sem 0.1333, dir -0.9527, norm 0.2069, swav 0.0000 LR: 7.810e-02 Score 95.583 Data time: 0.2386, Forward time: 2.2702, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.7979 [2020-11-12 20:23:16,924][root][INFO] - ===> Epoch[185](4804/26): Loss -0.5769, Sem 0.1629, dir -0.9417, norm 0.2019, swav 0.0000 LR: 7.810e-02 Score 94.714 Data time: 0.2072, Forward time: 2.2702, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 6.4336 [2020-11-12 20:23:22,133][root][INFO] - ===> Epoch[185](4805/26): Loss -0.5491, Sem 0.1624, dir -0.9401, norm 0.2286, swav 0.0000 LR: 7.809e-02 Score 94.779 Data time: 0.1975, Forward time: 2.2702, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.0850 [2020-11-12 20:23:28,176][root][INFO] - ===> Epoch[185](4806/26): Loss -0.5274, Sem 0.1867, dir -0.9406, norm 0.2266, swav 0.0000 LR: 7.809e-02 Score 94.133 Data time: 0.1841, Forward time: 2.2701, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.9468 [2020-11-12 20:23:33,820][root][INFO] - ===> Epoch[185](4807/26): Loss -0.5734, Sem 0.1672, dir -0.9499, norm 0.2093, swav 0.0000 LR: 7.808e-02 Score 94.381 Data time: 0.1923, Forward time: 2.2701, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.5341 [2020-11-12 20:23:40,588][root][INFO] - ===> Epoch[185](4808/26): Loss -0.6022, Sem 0.1485, dir -0.9549, norm 0.2041, swav 0.0000 LR: 7.808e-02 Score 95.136 Data time: 0.2261, Forward time: 2.2701, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.6705 [2020-11-12 20:23:47,038][root][INFO] - ===> Epoch[185](4809/26): Loss -0.5723, Sem 0.1726, dir -0.9509, norm 0.2061, swav 0.0000 LR: 7.807e-02 Score 94.201 Data time: 0.2281, Forward time: 2.2701, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 6.3288 [2020-11-12 20:23:53,213][root][INFO] - ===> Epoch[185](4810/26): Loss -0.5727, Sem 0.1806, dir -0.9553, norm 0.2020, swav 0.0000 LR: 7.807e-02 Score 94.090 Data time: 0.1737, Forward time: 2.2700, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 6.0560 [2020-11-12 20:24:00,181][root][INFO] - ===> Epoch[186](4811/26): Loss -0.5679, Sem 0.1560, dir -0.9486, norm 0.2248, swav 0.0000 LR: 7.806e-02 Score 94.688 Data time: 0.2140, Forward time: 2.2700, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 6.8692 [2020-11-12 20:24:05,534][root][INFO] - ===> Epoch[186](4812/26): Loss -0.5993, Sem 0.1558, dir -0.9514, norm 0.1963, swav 0.0000 LR: 7.806e-02 Score 94.923 Data time: 0.1332, Forward time: 2.2699, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.2189 [2020-11-12 20:24:12,471][root][INFO] - ===> Epoch[186](4813/26): Loss -0.5920, Sem 0.1551, dir -0.9473, norm 0.2002, swav 0.0000 LR: 7.806e-02 Score 94.894 Data time: 0.1267, Forward time: 2.2697, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 6.8564 [2020-11-12 20:24:17,179][root][INFO] - ===> Epoch[186](4814/26): Loss -0.5913, Sem 0.1591, dir -0.9526, norm 0.2021, swav 0.0000 LR: 7.805e-02 Score 94.857 Data time: 0.1750, Forward time: 2.2696, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 4.6392 [2020-11-12 20:24:22,568][root][INFO] - ===> Epoch[186](4815/26): Loss -0.5882, Sem 0.1568, dir -0.9493, norm 0.2043, swav 0.0000 LR: 7.805e-02 Score 94.549 Data time: 0.1629, Forward time: 2.2695, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.2763 [2020-11-12 20:24:27,763][root][INFO] - ===> Epoch[186](4816/26): Loss -0.6070, Sem 0.1431, dir -0.9456, norm 0.1956, swav 0.0000 LR: 7.804e-02 Score 95.299 Data time: 0.1366, Forward time: 2.2694, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.0909 [2020-11-12 20:24:33,552][root][INFO] - ===> Epoch[186](4817/26): Loss -0.6082, Sem 0.1496, dir -0.9550, norm 0.1973, swav 0.0000 LR: 7.804e-02 Score 95.127 Data time: 0.1927, Forward time: 2.2693, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.6847 [2020-11-12 20:24:38,558][root][INFO] - ===> Epoch[186](4818/26): Loss -0.5926, Sem 0.1620, dir -0.9513, norm 0.1966, swav 0.0000 LR: 7.803e-02 Score 94.824 Data time: 0.2405, Forward time: 2.2693, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 4.9082 [2020-11-12 20:24:44,260][root][INFO] - ===> Epoch[186](4819/26): Loss -0.5780, Sem 0.1603, dir -0.9425, norm 0.2043, swav 0.0000 LR: 7.803e-02 Score 94.871 Data time: 0.2191, Forward time: 2.2694, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.5755 [2020-11-12 20:24:50,628][root][INFO] - ===> Epoch[186](4820/26): Loss -0.5449, Sem 0.1814, dir -0.9364, norm 0.2101, swav 0.0000 LR: 7.802e-02 Score 94.172 Data time: 0.2457, Forward time: 2.2694, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 6.2454 [2020-11-12 20:24:56,760][root][INFO] - ===> Epoch[186](4821/26): Loss -0.6197, Sem 0.1255, dir -0.9505, norm 0.2053, swav 0.0000 LR: 7.802e-02 Score 95.695 Data time: 0.1958, Forward time: 2.2694, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 6.0205 [2020-11-12 20:25:02,710][root][INFO] - ===> Epoch[186](4822/26): Loss -0.5487, Sem 0.1839, dir -0.9486, norm 0.2161, swav 0.0000 LR: 7.801e-02 Score 93.852 Data time: 0.1672, Forward time: 2.2692, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.8400 [2020-11-12 20:25:07,397][root][INFO] - ===> Epoch[186](4823/26): Loss -0.5960, Sem 0.1474, dir -0.9423, norm 0.1988, swav 0.0000 LR: 7.801e-02 Score 95.079 Data time: 0.2134, Forward time: 2.2693, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 4.6019 [2020-11-12 20:25:12,485][root][INFO] - ===> Epoch[186](4824/26): Loss -0.5908, Sem 0.1517, dir -0.9483, norm 0.2057, swav 0.0000 LR: 7.800e-02 Score 94.964 Data time: 0.2620, Forward time: 2.2693, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 4.9764 [2020-11-12 20:25:18,021][root][INFO] - ===> Epoch[186](4825/26): Loss -0.5192, Sem 0.1771, dir -0.9433, norm 0.2470, swav 0.0000 LR: 7.800e-02 Score 94.258 Data time: 0.3111, Forward time: 2.2694, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 5.4255 [2020-11-12 20:25:24,349][root][INFO] - ===> Epoch[186](4826/26): Loss -0.5621, Sem 0.1645, dir -0.9435, norm 0.2169, swav 0.0000 LR: 7.800e-02 Score 94.720 Data time: 0.2261, Forward time: 2.2694, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 6.1879 [2020-11-12 20:25:30,213][root][INFO] - ===> Epoch[186](4827/26): Loss -0.5624, Sem 0.1791, dir -0.9440, norm 0.2025, swav 0.0000 LR: 7.799e-02 Score 93.928 Data time: 0.2556, Forward time: 2.2696, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 5.7608 [2020-11-12 20:25:35,959][root][INFO] - ===> Epoch[186](4828/26): Loss -0.5581, Sem 0.1600, dir -0.9391, norm 0.2210, swav 0.0000 LR: 7.799e-02 Score 94.890 Data time: 0.1787, Forward time: 2.2695, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 5.6228 [2020-11-12 20:25:41,559][root][INFO] - ===> Epoch[186](4829/26): Loss -0.5429, Sem 0.1821, dir -0.9446, norm 0.2196, swav 0.0000 LR: 7.798e-02 Score 94.147 Data time: 0.2413, Forward time: 2.2695, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 5.4989 [2020-11-12 20:25:46,275][root][INFO] - ===> Epoch[186](4830/26): Loss -0.5681, Sem 0.1864, dir -0.9466, norm 0.1921, swav 0.0000 LR: 7.798e-02 Score 94.094 Data time: 0.2119, Forward time: 2.2696, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 4.5744 [2020-11-12 20:25:52,121][root][INFO] - ===> Epoch[186](4831/26): Loss -0.5764, Sem 0.1541, dir -0.9437, norm 0.2131, swav 0.0000 LR: 7.797e-02 Score 94.871 Data time: 0.2446, Forward time: 2.2697, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.7445 [2020-11-12 20:25:57,912][root][INFO] - ===> Epoch[186](4832/26): Loss -0.5683, Sem 0.1624, dir -0.9503, norm 0.2196, swav 0.0000 LR: 7.797e-02 Score 94.619 Data time: 0.2458, Forward time: 2.2697, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.6725 [2020-11-12 20:26:04,536][root][INFO] - ===> Epoch[186](4833/26): Loss -0.5555, Sem 0.1755, dir -0.9469, norm 0.2160, swav 0.0000 LR: 7.796e-02 Score 94.168 Data time: 0.3010, Forward time: 2.2699, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.4957 [2020-11-12 20:26:10,172][root][INFO] - ===> Epoch[186](4834/26): Loss -0.5544, Sem 0.1664, dir -0.9393, norm 0.2184, swav 0.0000 LR: 7.796e-02 Score 94.610 Data time: 0.1833, Forward time: 2.2699, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.5164 [2020-11-12 20:26:16,302][root][INFO] - ===> Epoch[186](4835/26): Loss -0.6036, Sem 0.1493, dir -0.9523, norm 0.1994, swav 0.0000 LR: 7.795e-02 Score 95.013 Data time: 0.1959, Forward time: 2.2699, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 6.0146 [2020-11-12 20:26:21,963][root][INFO] - ===> Epoch[186](4836/26): Loss -0.5066, Sem 0.1926, dir -0.9420, norm 0.2428, swav 0.0000 LR: 7.795e-02 Score 93.679 Data time: 0.1959, Forward time: 2.2699, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.5344 [2020-11-12 20:26:26,466][root][INFO] - ===> Epoch[187](4837/26): Loss -0.6223, Sem 0.1560, dir -0.9580, norm 0.1798, swav 0.0000 LR: 7.794e-02 Score 94.821 Data time: 0.1656, Forward time: 2.2698, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 4.4062 [2020-11-12 20:26:30,867][root][INFO] - ===> Epoch[187](4838/26): Loss -0.5359, Sem 0.1920, dir -0.9403, norm 0.2124, swav 0.0000 LR: 7.794e-02 Score 93.878 Data time: 0.1577, Forward time: 2.2696, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 4.3187 [2020-11-12 20:26:36,597][root][INFO] - ===> Epoch[187](4839/26): Loss -0.5997, Sem 0.1621, dir -0.9519, norm 0.1901, swav 0.0000 LR: 7.794e-02 Score 94.511 Data time: 0.2518, Forward time: 2.2696, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.6368 [2020-11-12 20:26:42,666][root][INFO] - ===> Epoch[187](4840/26): Loss -0.5358, Sem 0.1830, dir -0.9424, norm 0.2236, swav 0.0000 LR: 7.793e-02 Score 94.066 Data time: 0.2225, Forward time: 2.2696, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.9593 [2020-11-12 20:26:48,095][root][INFO] - ===> Epoch[187](4841/26): Loss -0.5572, Sem 0.1584, dir -0.9353, norm 0.2197, swav 0.0000 LR: 7.793e-02 Score 94.943 Data time: 0.1966, Forward time: 2.2696, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.3172 [2020-11-12 20:26:53,050][root][INFO] - ===> Epoch[187](4842/26): Loss -0.5724, Sem 0.1661, dir -0.9469, norm 0.2083, swav 0.0000 LR: 7.792e-02 Score 94.668 Data time: 0.2021, Forward time: 2.2695, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 4.8454 [2020-11-12 20:26:58,626][root][INFO] - ===> Epoch[187](4843/26): Loss -0.5080, Sem 0.1664, dir -0.9289, norm 0.2545, swav 0.0000 LR: 7.792e-02 Score 94.527 Data time: 0.2727, Forward time: 2.2696, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.4670 [2020-11-12 20:27:04,253][root][INFO] - ===> Epoch[187](4844/26): Loss -0.6113, Sem 0.1545, dir -0.9536, norm 0.1878, swav 0.0000 LR: 7.791e-02 Score 94.685 Data time: 0.1458, Forward time: 2.2695, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.4917 [2020-11-12 20:27:09,868][root][INFO] - ===> Epoch[187](4845/26): Loss -0.5632, Sem 0.1690, dir -0.9375, norm 0.2053, swav 0.0000 LR: 7.791e-02 Score 94.535 Data time: 0.2281, Forward time: 2.2694, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.5407 [2020-11-12 20:27:15,803][root][INFO] - ===> Epoch[187](4846/26): Loss -0.5236, Sem 0.1722, dir -0.9411, norm 0.2453, swav 0.0000 LR: 7.790e-02 Score 94.609 Data time: 0.2611, Forward time: 2.2695, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.8236 [2020-11-12 20:27:22,394][root][INFO] - ===> Epoch[187](4847/26): Loss -0.5384, Sem 0.1810, dir -0.9440, norm 0.2246, swav 0.0000 LR: 7.790e-02 Score 94.263 Data time: 0.1861, Forward time: 2.2695, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 6.4597 [2020-11-12 20:27:27,344][root][INFO] - ===> Epoch[187](4848/26): Loss -0.5326, Sem 0.1711, dir -0.9345, norm 0.2308, swav 0.0000 LR: 7.789e-02 Score 94.381 Data time: 0.2137, Forward time: 2.2695, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.8534 [2020-11-12 20:27:32,760][root][INFO] - ===> Epoch[187](4849/26): Loss -0.6134, Sem 0.1431, dir -0.9539, norm 0.1973, swav 0.0000 LR: 7.789e-02 Score 95.269 Data time: 0.1938, Forward time: 2.2695, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.3048 [2020-11-12 20:27:38,136][root][INFO] - ===> Epoch[187](4850/26): Loss -0.5609, Sem 0.1619, dir -0.9434, norm 0.2205, swav 0.0000 LR: 7.788e-02 Score 94.979 Data time: 0.1909, Forward time: 2.2694, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.2855 [2020-11-12 20:27:43,416][root][INFO] - ===> Epoch[187](4851/26): Loss -0.5662, Sem 0.1576, dir -0.9484, norm 0.2246, swav 0.0000 LR: 7.788e-02 Score 94.698 Data time: 0.2268, Forward time: 2.2694, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.1910 [2020-11-12 20:27:49,512][root][INFO] - ===> Epoch[187](4852/26): Loss -0.6065, Sem 0.1462, dir -0.9519, norm 0.1992, swav 0.0000 LR: 7.788e-02 Score 95.093 Data time: 0.1578, Forward time: 2.2693, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.9871 [2020-11-12 20:27:54,191][root][INFO] - ===> Epoch[187](4853/26): Loss -0.5827, Sem 0.1466, dir -0.9423, norm 0.2130, swav 0.0000 LR: 7.787e-02 Score 95.191 Data time: 0.2079, Forward time: 2.2693, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 4.5737 [2020-11-12 20:28:00,630][root][INFO] - ===> Epoch[187](4854/26): Loss -0.5559, Sem 0.1440, dir -0.9432, norm 0.2433, swav 0.0000 LR: 7.787e-02 Score 95.295 Data time: 0.3090, Forward time: 2.2695, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 6.3365 [2020-11-12 20:28:06,844][root][INFO] - ===> Epoch[187](4855/26): Loss -0.5303, Sem 0.1862, dir -0.9449, norm 0.2284, swav 0.0000 LR: 7.786e-02 Score 94.127 Data time: 0.2434, Forward time: 2.2696, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 6.0483 [2020-11-12 20:28:11,970][root][INFO] - ===> Epoch[187](4856/26): Loss -0.6057, Sem 0.1395, dir -0.9503, norm 0.2051, swav 0.0000 LR: 7.786e-02 Score 95.334 Data time: 0.1822, Forward time: 2.2695, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.0030 [2020-11-12 20:28:17,049][root][INFO] - ===> Epoch[187](4857/26): Loss -0.5404, Sem 0.2002, dir -0.9480, norm 0.2074, swav 0.0000 LR: 7.785e-02 Score 93.624 Data time: 0.1361, Forward time: 2.2694, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.9806 [2020-11-12 20:28:22,751][root][INFO] - ===> Epoch[187](4858/26): Loss -0.5305, Sem 0.1754, dir -0.9450, norm 0.2391, swav 0.0000 LR: 7.785e-02 Score 94.409 Data time: 0.1858, Forward time: 2.2693, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.6524 [2020-11-12 20:28:28,202][root][INFO] - ===> Epoch[187](4859/26): Loss -0.5306, Sem 0.1561, dir -0.9433, norm 0.2565, swav 0.0000 LR: 7.784e-02 Score 94.927 Data time: 0.2214, Forward time: 2.2694, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.3447 [2020-11-12 20:28:34,310][root][INFO] - ===> Epoch[187](4860/26): Loss -0.6046, Sem 0.1557, dir -0.9533, norm 0.1930, swav 0.0000 LR: 7.784e-02 Score 94.956 Data time: 0.1752, Forward time: 2.2693, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.9731 [2020-11-12 20:28:39,341][root][INFO] - ===> Epoch[187](4861/26): Loss -0.5237, Sem 0.1806, dir -0.9348, norm 0.2305, swav 0.0000 LR: 7.783e-02 Score 94.050 Data time: 0.1592, Forward time: 2.2692, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.9389 [2020-11-12 20:28:44,940][root][INFO] - ===> Epoch[187](4862/26): Loss -0.5576, Sem 0.1793, dir -0.9480, norm 0.2111, swav 0.0000 LR: 7.783e-02 Score 94.384 Data time: 0.1877, Forward time: 2.2692, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.5109 [2020-11-12 20:28:50,883][root][INFO] - ===> Epoch[188](4863/26): Loss -0.5947, Sem 0.1477, dir -0.9488, norm 0.2064, swav 0.0000 LR: 7.782e-02 Score 95.240 Data time: 0.1487, Forward time: 2.2690, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.8368 [2020-11-12 20:28:57,697][root][INFO] - ===> Epoch[188](4864/26): Loss -0.5520, Sem 0.1654, dir -0.9461, norm 0.2287, swav 0.0000 LR: 7.782e-02 Score 94.818 Data time: 0.1552, Forward time: 2.2689, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 6.7408 [2020-11-12 20:29:03,247][root][INFO] - ===> Epoch[188](4865/26): Loss -0.5466, Sem 0.1759, dir -0.9443, norm 0.2218, swav 0.0000 LR: 7.782e-02 Score 94.233 Data time: 0.2193, Forward time: 2.2689, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.4582 [2020-11-12 20:29:09,334][root][INFO] - ===> Epoch[188](4866/26): Loss -0.5684, Sem 0.1598, dir -0.9534, norm 0.2252, swav 0.0000 LR: 7.781e-02 Score 94.477 Data time: 0.2706, Forward time: 2.2691, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.9733 [2020-11-12 20:29:15,047][root][INFO] - ===> Epoch[188](4867/26): Loss -0.5571, Sem 0.1580, dir -0.9455, norm 0.2303, swav 0.0000 LR: 7.781e-02 Score 94.901 Data time: 0.2188, Forward time: 2.2691, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.5896 [2020-11-12 20:29:20,288][root][INFO] - ===> Epoch[188](4868/26): Loss -0.5115, Sem 0.1673, dir -0.9423, norm 0.2635, swav 0.0000 LR: 7.780e-02 Score 94.496 Data time: 0.2097, Forward time: 2.2691, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.1104 [2020-11-12 20:29:26,412][root][INFO] - ===> Epoch[188](4869/26): Loss -0.5698, Sem 0.1575, dir -0.9395, norm 0.2122, swav 0.0000 LR: 7.780e-02 Score 94.627 Data time: 0.1991, Forward time: 2.2691, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.9973 [2020-11-12 20:29:32,379][root][INFO] - ===> Epoch[188](4870/26): Loss -0.5738, Sem 0.1702, dir -0.9477, norm 0.2037, swav 0.0000 LR: 7.779e-02 Score 94.585 Data time: 0.2093, Forward time: 2.2690, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.8678 [2020-11-12 20:29:39,161][root][INFO] - ===> Epoch[188](4871/26): Loss -0.6142, Sem 0.1373, dir -0.9546, norm 0.2032, swav 0.0000 LR: 7.779e-02 Score 95.818 Data time: 0.2416, Forward time: 2.2691, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 6.6792 [2020-11-12 20:29:44,645][root][INFO] - ===> Epoch[188](4872/26): Loss -0.5485, Sem 0.1776, dir -0.9484, norm 0.2223, swav 0.0000 LR: 7.778e-02 Score 94.181 Data time: 0.2508, Forward time: 2.2692, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.3565 [2020-11-12 20:29:50,013][root][INFO] - ===> Epoch[188](4873/26): Loss -0.5852, Sem 0.1418, dir -0.9417, norm 0.2147, swav 0.0000 LR: 7.778e-02 Score 95.525 Data time: 0.1775, Forward time: 2.2691, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.2441 [2020-11-12 20:29:54,898][root][INFO] - ===> Epoch[188](4874/26): Loss -0.6182, Sem 0.1384, dir -0.9541, norm 0.1975, swav 0.0000 LR: 7.777e-02 Score 95.690 Data time: 0.1892, Forward time: 2.2691, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 4.7804 [2020-11-12 20:29:59,768][root][INFO] - ===> Epoch[188](4875/26): Loss -0.5940, Sem 0.1374, dir -0.9442, norm 0.2128, swav 0.0000 LR: 7.777e-02 Score 95.365 Data time: 0.1833, Forward time: 2.2690, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.7858 [2020-11-12 20:30:07,728][root][INFO] - ===> Epoch[188](4876/26): Loss -0.5667, Sem 0.1672, dir -0.9440, norm 0.2100, swav 0.0000 LR: 7.776e-02 Score 94.414 Data time: 0.1706, Forward time: 2.2689, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 7.8557 [2020-11-12 20:30:14,596][root][INFO] - ===> Epoch[188](4877/26): Loss -0.5399, Sem 0.1823, dir -0.9444, norm 0.2222, swav 0.0000 LR: 7.776e-02 Score 94.075 Data time: 0.2324, Forward time: 2.2690, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 6.7697 [2020-11-12 20:30:20,398][root][INFO] - ===> Epoch[188](4878/26): Loss -0.5881, Sem 0.1650, dir -0.9511, norm 0.1980, swav 0.0000 LR: 7.775e-02 Score 94.769 Data time: 0.2629, Forward time: 2.2691, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.6860 [2020-11-12 20:30:26,310][root][INFO] - ===> Epoch[188](4879/26): Loss -0.5983, Sem 0.1493, dir -0.9502, norm 0.2026, swav 0.0000 LR: 7.775e-02 Score 94.944 Data time: 0.2475, Forward time: 2.2692, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.7849 [2020-11-12 20:30:32,508][root][INFO] - ===> Epoch[188](4880/26): Loss -0.5527, Sem 0.1953, dir -0.9466, norm 0.1986, swav 0.0000 LR: 7.775e-02 Score 93.382 Data time: 0.1787, Forward time: 2.2691, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 6.0716 [2020-11-12 20:30:37,805][root][INFO] - ===> Epoch[188](4881/26): Loss -0.5969, Sem 0.1622, dir -0.9541, norm 0.1950, swav 0.0000 LR: 7.774e-02 Score 94.687 Data time: 0.2496, Forward time: 2.2692, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.1840 [2020-11-12 20:30:42,396][root][INFO] - ===> Epoch[188](4882/26): Loss -0.5725, Sem 0.1634, dir -0.9433, norm 0.2074, swav 0.0000 LR: 7.774e-02 Score 94.572 Data time: 0.1637, Forward time: 2.2691, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.4877 [2020-11-12 20:30:48,816][root][INFO] - ===> Epoch[188](4883/26): Loss -0.5940, Sem 0.1573, dir -0.9501, norm 0.1988, swav 0.0000 LR: 7.773e-02 Score 94.600 Data time: 0.2035, Forward time: 2.2690, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 6.3282 [2020-11-12 20:30:54,404][root][INFO] - ===> Epoch[188](4884/26): Loss -0.5820, Sem 0.1670, dir -0.9489, norm 0.1998, swav 0.0000 LR: 7.773e-02 Score 94.478 Data time: 0.1878, Forward time: 2.2690, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.5146 [2020-11-12 20:30:59,015][root][INFO] - ===> Epoch[188](4885/26): Loss -0.5771, Sem 0.1599, dir -0.9485, norm 0.2116, swav 0.0000 LR: 7.772e-02 Score 94.719 Data time: 0.2244, Forward time: 2.2690, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.4769 [2020-11-12 20:31:05,571][root][INFO] - ===> Epoch[188](4886/26): Loss -0.5852, Sem 0.1511, dir -0.9433, norm 0.2070, swav 0.0000 LR: 7.772e-02 Score 95.204 Data time: 0.2949, Forward time: 2.2691, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 6.4349 [2020-11-12 20:31:11,194][root][INFO] - ===> Epoch[188](4887/26): Loss -0.5869, Sem 0.1645, dir -0.9524, norm 0.2010, swav 0.0000 LR: 7.771e-02 Score 94.771 Data time: 0.2291, Forward time: 2.2692, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.4843 [2020-11-12 20:31:16,648][root][INFO] - ===> Epoch[188](4888/26): Loss -0.6100, Sem 0.1342, dir -0.9439, norm 0.1998, swav 0.0000 LR: 7.771e-02 Score 95.536 Data time: 0.2649, Forward time: 2.2693, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.3290 [2020-11-12 20:31:22,735][root][INFO] - ===> Epoch[189](4889/26): Loss -0.5815, Sem 0.1526, dir -0.9475, norm 0.2133, swav 0.0000 LR: 7.770e-02 Score 95.189 Data time: 0.1932, Forward time: 2.2692, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.9651 [2020-11-12 20:31:29,082][root][INFO] - ===> Epoch[189](4890/26): Loss -0.5738, Sem 0.1642, dir -0.9466, norm 0.2087, swav 0.0000 LR: 7.770e-02 Score 94.536 Data time: 0.1793, Forward time: 2.2692, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 6.2346 [2020-11-12 20:31:34,168][root][INFO] - ===> Epoch[189](4891/26): Loss -0.5833, Sem 0.1460, dir -0.9502, norm 0.2210, swav 0.0000 LR: 7.769e-02 Score 95.083 Data time: 0.1533, Forward time: 2.2691, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.9924 [2020-11-12 20:31:38,846][root][INFO] - ===> Epoch[189](4892/26): Loss -0.5963, Sem 0.1498, dir -0.9514, norm 0.2053, swav 0.0000 LR: 7.769e-02 Score 95.150 Data time: 0.1834, Forward time: 2.2690, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 4.5651 [2020-11-12 20:31:43,702][root][INFO] - ===> Epoch[189](4893/26): Loss -0.6336, Sem 0.1381, dir -0.9537, norm 0.1819, swav 0.0000 LR: 7.769e-02 Score 95.408 Data time: 0.1987, Forward time: 2.2690, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.7186 [2020-11-12 20:31:50,325][root][INFO] - ===> Epoch[189](4894/26): Loss -0.5908, Sem 0.1539, dir -0.9541, norm 0.2093, swav 0.0000 LR: 7.768e-02 Score 94.917 Data time: 0.1747, Forward time: 2.2689, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 6.5038 [2020-11-12 20:31:56,008][root][INFO] - ===> Epoch[189](4895/26): Loss -0.6040, Sem 0.1548, dir -0.9460, norm 0.1871, swav 0.0000 LR: 7.768e-02 Score 94.980 Data time: 0.2828, Forward time: 2.2690, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.5828 [2020-11-12 20:32:00,981][root][INFO] - ===> Epoch[189](4896/26): Loss -0.6058, Sem 0.1373, dir -0.9454, norm 0.2023, swav 0.0000 LR: 7.767e-02 Score 95.631 Data time: 0.2262, Forward time: 2.2690, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 4.8599 [2020-11-12 20:32:07,550][root][INFO] - ===> Epoch[189](4897/26): Loss -0.5894, Sem 0.1561, dir -0.9509, norm 0.2054, swav 0.0000 LR: 7.767e-02 Score 94.802 Data time: 0.2059, Forward time: 2.2690, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 6.4562 [2020-11-12 20:32:14,320][root][INFO] - ===> Epoch[189](4898/26): Loss -0.5343, Sem 0.1802, dir -0.9445, norm 0.2300, swav 0.0000 LR: 7.766e-02 Score 94.369 Data time: 0.1973, Forward time: 2.2690, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 6.6542 [2020-11-12 20:32:20,151][root][INFO] - ===> Epoch[189](4899/26): Loss -0.5750, Sem 0.1628, dir -0.9473, norm 0.2094, swav 0.0000 LR: 7.766e-02 Score 94.534 Data time: 0.2328, Forward time: 2.2690, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.7395 [2020-11-12 20:32:25,889][root][INFO] - ===> Epoch[189](4900/26): Loss -0.5756, Sem 0.1580, dir -0.9507, norm 0.2171, swav 0.0000 LR: 7.765e-02 Score 94.872 Data time: 0.2378, Forward time: 2.2691, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.6416 [2020-11-12 20:32:31,355][root][INFO] - ===> Epoch[189](4901/26): Loss -0.6112, Sem 0.1268, dir -0.9453, norm 0.2073, swav 0.0000 LR: 7.765e-02 Score 95.734 Data time: 0.1833, Forward time: 2.2690, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.3266 [2020-11-12 20:32:37,223][root][INFO] - ===> Epoch[189](4902/26): Loss -0.4940, Sem 0.1943, dir -0.9353, norm 0.2470, swav 0.0000 LR: 7.764e-02 Score 93.964 Data time: 0.2253, Forward time: 2.2691, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.7917 [2020-11-12 20:32:43,522][root][INFO] - ===> Epoch[189](4903/26): Loss -0.5591, Sem 0.1701, dir -0.9450, norm 0.2159, swav 0.0000 LR: 7.764e-02 Score 94.592 Data time: 0.2623, Forward time: 2.2692, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 6.1799 [2020-11-12 20:32:49,120][root][INFO] - ===> Epoch[189](4904/26): Loss -0.5860, Sem 0.1519, dir -0.9524, norm 0.2146, swav 0.0000 LR: 7.763e-02 Score 95.032 Data time: 0.2527, Forward time: 2.2693, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.4493 [2020-11-12 20:32:54,553][root][INFO] - ===> Epoch[189](4905/26): Loss -0.5697, Sem 0.1725, dir -0.9480, norm 0.2058, swav 0.0000 LR: 7.763e-02 Score 94.512 Data time: 0.2771, Forward time: 2.2694, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.2964 [2020-11-12 20:33:00,772][root][INFO] - ===> Epoch[189](4906/26): Loss -0.5702, Sem 0.1822, dir -0.9563, norm 0.2039, swav 0.0000 LR: 7.763e-02 Score 93.852 Data time: 0.2760, Forward time: 2.2695, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.0867 [2020-11-12 20:33:06,480][root][INFO] - ===> Epoch[189](4907/26): Loss -0.5602, Sem 0.1815, dir -0.9497, norm 0.2079, swav 0.0000 LR: 7.762e-02 Score 94.003 Data time: 0.2158, Forward time: 2.2696, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.5740 [2020-11-12 20:33:12,220][root][INFO] - ===> Epoch[189](4908/26): Loss -0.5781, Sem 0.1663, dir -0.9466, norm 0.2022, swav 0.0000 LR: 7.762e-02 Score 94.448 Data time: 0.2025, Forward time: 2.2695, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.6332 [2020-11-12 20:33:17,814][root][INFO] - ===> Epoch[189](4909/26): Loss -0.6202, Sem 0.1371, dir -0.9552, norm 0.1978, swav 0.0000 LR: 7.761e-02 Score 95.478 Data time: 0.2264, Forward time: 2.2696, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.4942 [2020-11-12 20:33:22,033][root][INFO] - ===> Epoch[189](4910/26): Loss -0.6193, Sem 0.1393, dir -0.9527, norm 0.1941, swav 0.0000 LR: 7.761e-02 Score 95.489 Data time: 0.1868, Forward time: 2.2695, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 4.1037 [2020-11-12 20:33:26,776][root][INFO] - ===> Epoch[189](4911/26): Loss -0.5565, Sem 0.1820, dir -0.9479, norm 0.2094, swav 0.0000 LR: 7.760e-02 Score 94.177 Data time: 0.2171, Forward time: 2.2695, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 4.6487 [2020-11-12 20:33:31,712][root][INFO] - ===> Epoch[189](4912/26): Loss -0.6160, Sem 0.1438, dir -0.9507, norm 0.1910, swav 0.0000 LR: 7.760e-02 Score 95.458 Data time: 0.2213, Forward time: 2.2695, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 4.8157 [2020-11-12 20:33:38,316][root][INFO] - ===> Epoch[189](4913/26): Loss -0.5750, Sem 0.1531, dir -0.9467, norm 0.2186, swav 0.0000 LR: 7.759e-02 Score 94.909 Data time: 0.2321, Forward time: 2.2695, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.5086 [2020-11-12 20:33:44,378][root][INFO] - ===> Epoch[189](4914/26): Loss -0.5691, Sem 0.1701, dir -0.9458, norm 0.2066, swav 0.0000 LR: 7.759e-02 Score 94.245 Data time: 0.1986, Forward time: 2.2695, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.9390 [2020-11-12 20:33:49,797][root][INFO] - ===> Epoch[190](4915/26): Loss -0.5927, Sem 0.1496, dir -0.9483, norm 0.2060, swav 0.0000 LR: 7.758e-02 Score 94.965 Data time: 0.1878, Forward time: 2.2695, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.3150 [2020-11-12 20:33:56,233][root][INFO] - ===> Epoch[190](4916/26): Loss -0.6143, Sem 0.1422, dir -0.9481, norm 0.1917, swav 0.0000 LR: 7.758e-02 Score 95.396 Data time: 0.2240, Forward time: 2.2695, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.3135 [2020-11-12 20:34:02,396][root][INFO] - ===> Epoch[190](4917/26): Loss -0.5635, Sem 0.1677, dir -0.9444, norm 0.2132, swav 0.0000 LR: 7.757e-02 Score 94.193 Data time: 0.3110, Forward time: 2.2697, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.0289 [2020-11-12 20:34:08,151][root][INFO] - ===> Epoch[190](4918/26): Loss -0.5610, Sem 0.1928, dir -0.9535, norm 0.1997, swav 0.0000 LR: 7.757e-02 Score 93.783 Data time: 0.2826, Forward time: 2.2698, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.6106 [2020-11-12 20:34:14,269][root][INFO] - ===> Epoch[190](4919/26): Loss -0.5471, Sem 0.1689, dir -0.9380, norm 0.2221, swav 0.0000 LR: 7.757e-02 Score 94.459 Data time: 0.1780, Forward time: 2.2697, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.0048 [2020-11-12 20:34:19,431][root][INFO] - ===> Epoch[190](4920/26): Loss -0.6069, Sem 0.1404, dir -0.9517, norm 0.2044, swav 0.0000 LR: 7.756e-02 Score 95.507 Data time: 0.2191, Forward time: 2.2697, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.0546 [2020-11-12 20:34:24,064][root][INFO] - ===> Epoch[190](4921/26): Loss -0.5505, Sem 0.1818, dir -0.9488, norm 0.2164, swav 0.0000 LR: 7.756e-02 Score 94.036 Data time: 0.2604, Forward time: 2.2697, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 4.4963 [2020-11-12 20:34:30,247][root][INFO] - ===> Epoch[190](4922/26): Loss -0.5402, Sem 0.1793, dir -0.9406, norm 0.2211, swav 0.0000 LR: 7.755e-02 Score 94.072 Data time: 0.3060, Forward time: 2.2698, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 6.0752 [2020-11-12 20:34:36,246][root][INFO] - ===> Epoch[190](4923/26): Loss -0.5845, Sem 0.1456, dir -0.9445, norm 0.2145, swav 0.0000 LR: 7.755e-02 Score 95.242 Data time: 0.1980, Forward time: 2.2698, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 5.8833 [2020-11-12 20:34:41,128][root][INFO] - ===> Epoch[190](4924/26): Loss -0.5594, Sem 0.1846, dir -0.9541, norm 0.2101, swav 0.0000 LR: 7.754e-02 Score 93.984 Data time: 0.1970, Forward time: 2.2698, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 4.7535 [2020-11-12 20:34:46,263][root][INFO] - ===> Epoch[190](4925/26): Loss -0.5942, Sem 0.1564, dir -0.9469, norm 0.1963, swav 0.0000 LR: 7.754e-02 Score 94.821 Data time: 0.1457, Forward time: 2.2697, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 5.0237 [2020-11-12 20:34:51,852][root][INFO] - ===> Epoch[190](4926/26): Loss -0.5754, Sem 0.1593, dir -0.9456, norm 0.2110, swav 0.0000 LR: 7.753e-02 Score 94.853 Data time: 0.2148, Forward time: 2.2696, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 5.5059 [2020-11-12 20:34:57,465][root][INFO] - ===> Epoch[190](4927/26): Loss -0.5738, Sem 0.1383, dir -0.9482, norm 0.2361, swav 0.0000 LR: 7.753e-02 Score 95.476 Data time: 0.3127, Forward time: 2.2698, Backward time: 3.1311, DDP time: 0.0040, Total iter time: 5.5010 [2020-11-12 20:35:02,778][root][INFO] - ===> Epoch[190](4928/26): Loss -0.5716, Sem 0.1645, dir -0.9429, norm 0.2068, swav 0.0000 LR: 7.752e-02 Score 94.625 Data time: 0.2588, Forward time: 2.2699, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 5.1950 [2020-11-12 20:35:09,079][root][INFO] - ===> Epoch[190](4929/26): Loss -0.5519, Sem 0.1841, dir -0.9456, norm 0.2096, swav 0.0000 LR: 7.752e-02 Score 94.102 Data time: 0.3163, Forward time: 2.2700, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 6.1815 [2020-11-12 20:35:15,334][root][INFO] - ===> Epoch[190](4930/26): Loss -0.5805, Sem 0.1644, dir -0.9489, norm 0.2040, swav 0.0000 LR: 7.751e-02 Score 94.850 Data time: 0.2654, Forward time: 2.2701, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 6.1172 [2020-11-12 20:35:20,455][root][INFO] - ===> Epoch[190](4931/26): Loss -0.5545, Sem 0.1707, dir -0.9449, norm 0.2196, swav 0.0000 LR: 7.751e-02 Score 94.452 Data time: 0.1528, Forward time: 2.2700, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.0057 [2020-11-12 20:35:26,093][root][INFO] - ===> Epoch[190](4932/26): Loss -0.5568, Sem 0.1850, dir -0.9432, norm 0.2014, swav 0.0000 LR: 7.750e-02 Score 93.645 Data time: 0.1816, Forward time: 2.2700, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.5531 [2020-11-12 20:35:31,782][root][INFO] - ===> Epoch[190](4933/26): Loss -0.5806, Sem 0.1629, dir -0.9513, norm 0.2078, swav 0.0000 LR: 7.750e-02 Score 94.686 Data time: 0.1836, Forward time: 2.2698, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 5.5679 [2020-11-12 20:35:38,995][root][INFO] - ===> Epoch[190](4934/26): Loss -0.5799, Sem 0.1733, dir -0.9526, norm 0.1994, swav 0.0000 LR: 7.750e-02 Score 94.618 Data time: 0.3515, Forward time: 2.2701, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 7.1174 [2020-11-12 20:35:44,558][root][INFO] - ===> Epoch[190](4935/26): Loss -0.5368, Sem 0.1634, dir -0.9472, norm 0.2470, swav 0.0000 LR: 7.749e-02 Score 94.848 Data time: 0.1969, Forward time: 2.2701, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 5.4109 [2020-11-12 20:35:51,442][root][INFO] - ===> Epoch[190](4936/26): Loss -0.5513, Sem 0.1900, dir -0.9459, norm 0.2047, swav 0.0000 LR: 7.749e-02 Score 94.332 Data time: 0.2362, Forward time: 2.2701, Backward time: 3.1310, DDP time: 0.0040, Total iter time: 6.7647 [2020-11-12 20:35:57,269][root][INFO] - ===> Epoch[190](4937/26): Loss -0.5642, Sem 0.1852, dir -0.9477, norm 0.1984, swav 0.0000 LR: 7.748e-02 Score 94.404 Data time: 0.2092, Forward time: 2.2701, Backward time: 3.1311, DDP time: 0.0040, Total iter time: 5.7084 [2020-11-12 20:36:01,945][root][INFO] - ===> Epoch[190](4938/26): Loss -0.5536, Sem 0.1773, dir -0.9511, norm 0.2203, swav 0.0000 LR: 7.748e-02 Score 94.298 Data time: 0.2120, Forward time: 2.2701, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 4.5860 [2020-11-12 20:36:09,068][root][INFO] - ===> Epoch[190](4939/26): Loss -0.6155, Sem 0.1428, dir -0.9517, norm 0.1934, swav 0.0000 LR: 7.747e-02 Score 95.178 Data time: 0.3497, Forward time: 2.2703, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 7.0217 [2020-11-12 20:36:14,270][root][INFO] - ===> Epoch[190](4940/26): Loss -0.5228, Sem 0.1796, dir -0.9426, norm 0.2402, swav 0.0000 LR: 7.747e-02 Score 93.947 Data time: 0.2123, Forward time: 2.2703, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.0628 [2020-11-12 20:36:18,788][root][INFO] - ===> Epoch[191](4941/26): Loss -0.5652, Sem 0.1617, dir -0.9417, norm 0.2149, swav 0.0000 LR: 7.746e-02 Score 94.747 Data time: 0.1801, Forward time: 2.2703, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 4.4066 [2020-11-12 20:36:24,939][root][INFO] - ===> Epoch[191](4942/26): Loss -0.5761, Sem 0.1627, dir -0.9452, norm 0.2065, swav 0.0000 LR: 7.746e-02 Score 94.562 Data time: 0.2177, Forward time: 2.2702, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 6.0551 [2020-11-12 20:36:30,407][root][INFO] - ===> Epoch[191](4943/26): Loss -0.5753, Sem 0.1655, dir -0.9455, norm 0.2047, swav 0.0000 LR: 7.745e-02 Score 94.809 Data time: 0.2167, Forward time: 2.2702, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.3399 [2020-11-12 20:36:36,576][root][INFO] - ===> Epoch[191](4944/26): Loss -0.5845, Sem 0.1519, dir -0.9483, norm 0.2118, swav 0.0000 LR: 7.745e-02 Score 95.071 Data time: 0.2141, Forward time: 2.2703, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 6.0519 [2020-11-12 20:36:41,282][root][INFO] - ===> Epoch[191](4945/26): Loss -0.5692, Sem 0.1685, dir -0.9445, norm 0.2068, swav 0.0000 LR: 7.744e-02 Score 94.616 Data time: 0.1768, Forward time: 2.2702, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 4.5762 [2020-11-12 20:36:46,668][root][INFO] - ===> Epoch[191](4946/26): Loss -0.5532, Sem 0.1970, dir -0.9469, norm 0.1967, swav 0.0000 LR: 7.744e-02 Score 93.846 Data time: 0.2324, Forward time: 2.2702, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.2833 [2020-11-12 20:36:52,142][root][INFO] - ===> Epoch[191](4947/26): Loss -0.5405, Sem 0.1825, dir -0.9499, norm 0.2270, swav 0.0000 LR: 7.744e-02 Score 93.968 Data time: 0.2073, Forward time: 2.2702, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 5.3376 [2020-11-12 20:36:57,828][root][INFO] - ===> Epoch[191](4948/26): Loss -0.5887, Sem 0.1603, dir -0.9475, norm 0.1986, swav 0.0000 LR: 7.743e-02 Score 94.852 Data time: 0.1888, Forward time: 2.2702, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 5.5826 [2020-11-12 20:37:03,181][root][INFO] - ===> Epoch[191](4949/26): Loss -0.5734, Sem 0.1679, dir -0.9467, norm 0.2054, swav 0.0000 LR: 7.743e-02 Score 94.487 Data time: 0.2189, Forward time: 2.2702, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 5.2518 [2020-11-12 20:37:08,643][root][INFO] - ===> Epoch[191](4950/26): Loss -0.6042, Sem 0.1451, dir -0.9439, norm 0.1946, swav 0.0000 LR: 7.742e-02 Score 95.338 Data time: 0.2471, Forward time: 2.2703, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.3318 [2020-11-12 20:37:15,192][root][INFO] - ===> Epoch[191](4951/26): Loss -0.5961, Sem 0.1587, dir -0.9519, norm 0.1970, swav 0.0000 LR: 7.742e-02 Score 94.599 Data time: 0.2270, Forward time: 2.2703, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 6.4300 [2020-11-12 20:37:20,713][root][INFO] - ===> Epoch[191](4952/26): Loss -0.5339, Sem 0.1923, dir -0.9448, norm 0.2186, swav 0.0000 LR: 7.741e-02 Score 93.971 Data time: 0.2437, Forward time: 2.2703, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.3961 [2020-11-12 20:37:25,665][root][INFO] - ===> Epoch[191](4953/26): Loss -0.5956, Sem 0.1526, dir -0.9521, norm 0.2039, swav 0.0000 LR: 7.741e-02 Score 94.969 Data time: 0.2158, Forward time: 2.2703, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 4.8334 [2020-11-12 20:37:31,954][root][INFO] - ===> Epoch[191](4954/26): Loss -0.5505, Sem 0.1862, dir -0.9476, norm 0.2109, swav 0.0000 LR: 7.740e-02 Score 94.255 Data time: 0.3141, Forward time: 2.2705, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 6.1751 [2020-11-12 20:37:37,384][root][INFO] - ===> Epoch[191](4955/26): Loss -0.5530, Sem 0.1563, dir -0.9423, norm 0.2329, swav 0.0000 LR: 7.740e-02 Score 94.929 Data time: 0.2613, Forward time: 2.2705, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 5.2950 [2020-11-12 20:37:43,838][root][INFO] - ===> Epoch[191](4956/26): Loss -0.5713, Sem 0.1507, dir -0.9451, norm 0.2231, swav 0.0000 LR: 7.739e-02 Score 94.766 Data time: 0.2186, Forward time: 2.2706, Backward time: 3.1298, DDP time: 0.0040, Total iter time: 6.3524 [2020-11-12 20:37:49,818][root][INFO] - ===> Epoch[191](4957/26): Loss -0.5337, Sem 0.1881, dir -0.9465, norm 0.2247, swav 0.0000 LR: 7.739e-02 Score 94.241 Data time: 0.1851, Forward time: 2.2705, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 5.8570 [2020-11-12 20:37:56,975][root][INFO] - ===> Epoch[191](4958/26): Loss -0.5970, Sem 0.1500, dir -0.9474, norm 0.2004, swav 0.0000 LR: 7.738e-02 Score 95.122 Data time: 0.2477, Forward time: 2.2705, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 7.0471 [2020-11-12 20:38:03,459][root][INFO] - ===> Epoch[191](4959/26): Loss -0.5880, Sem 0.1566, dir -0.9491, norm 0.2044, swav 0.0000 LR: 7.738e-02 Score 94.662 Data time: 0.2550, Forward time: 2.2706, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 6.3742 [2020-11-12 20:38:07,735][root][INFO] - ===> Epoch[191](4960/26): Loss -0.5870, Sem 0.1629, dir -0.9496, norm 0.1996, swav 0.0000 LR: 7.738e-02 Score 94.626 Data time: 0.2019, Forward time: 2.2706, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 4.1521 [2020-11-12 20:38:13,128][root][INFO] - ===> Epoch[191](4961/26): Loss -0.6044, Sem 0.1425, dir -0.9528, norm 0.2059, swav 0.0000 LR: 7.737e-02 Score 95.364 Data time: 0.2207, Forward time: 2.2706, Backward time: 3.1298, DDP time: 0.0040, Total iter time: 5.2835 [2020-11-12 20:38:18,720][root][INFO] - ===> Epoch[191](4962/26): Loss -0.5217, Sem 0.1758, dir -0.9371, norm 0.2396, swav 0.0000 LR: 7.737e-02 Score 94.268 Data time: 0.2314, Forward time: 2.2707, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 5.4793 [2020-11-12 20:38:25,112][root][INFO] - ===> Epoch[191](4963/26): Loss -0.5703, Sem 0.1672, dir -0.9484, norm 0.2110, swav 0.0000 LR: 7.736e-02 Score 94.285 Data time: 0.2319, Forward time: 2.2708, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 6.2799 [2020-11-12 20:38:29,845][root][INFO] - ===> Epoch[191](4964/26): Loss -0.5676, Sem 0.1652, dir -0.9486, norm 0.2158, swav 0.0000 LR: 7.736e-02 Score 94.745 Data time: 0.1760, Forward time: 2.2707, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 4.6049 [2020-11-12 20:38:34,782][root][INFO] - ===> Epoch[191](4965/26): Loss -0.5571, Sem 0.1620, dir -0.9408, norm 0.2218, swav 0.0000 LR: 7.735e-02 Score 94.369 Data time: 0.2259, Forward time: 2.2707, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 4.8379 [2020-11-12 20:38:40,927][root][INFO] - ===> Epoch[191](4966/26): Loss -0.5534, Sem 0.1617, dir -0.9435, norm 0.2284, swav 0.0000 LR: 7.735e-02 Score 94.580 Data time: 0.1758, Forward time: 2.2707, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 6.0250 [2020-11-12 20:38:45,714][root][INFO] - ===> Epoch[192](4967/26): Loss -0.6038, Sem 0.1301, dir -0.9410, norm 0.2071, swav 0.0000 LR: 7.734e-02 Score 95.671 Data time: 0.1964, Forward time: 2.2706, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 4.6753 [2020-11-12 20:38:51,895][root][INFO] - ===> Epoch[192](4968/26): Loss -0.5541, Sem 0.1665, dir -0.9459, norm 0.2253, swav 0.0000 LR: 7.734e-02 Score 94.350 Data time: 0.2266, Forward time: 2.2706, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 6.0682 [2020-11-12 20:38:57,203][root][INFO] - ===> Epoch[192](4969/26): Loss -0.5848, Sem 0.1385, dir -0.9435, norm 0.2202, swav 0.0000 LR: 7.733e-02 Score 95.619 Data time: 0.2173, Forward time: 2.2706, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 5.1731 [2020-11-12 20:39:02,975][root][INFO] - ===> Epoch[192](4970/26): Loss -0.5229, Sem 0.1638, dir -0.9349, norm 0.2483, swav 0.0000 LR: 7.733e-02 Score 94.743 Data time: 0.2538, Forward time: 2.2707, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 5.6631 [2020-11-12 20:39:08,240][root][INFO] - ===> Epoch[192](4971/26): Loss -0.5804, Sem 0.1504, dir -0.9448, norm 0.2140, swav 0.0000 LR: 7.732e-02 Score 95.045 Data time: 0.2116, Forward time: 2.2707, Backward time: 3.1292, DDP time: 0.0040, Total iter time: 5.1371 [2020-11-12 20:39:13,859][root][INFO] - ===> Epoch[192](4972/26): Loss -0.5624, Sem 0.1504, dir -0.9503, norm 0.2374, swav 0.0000 LR: 7.732e-02 Score 95.191 Data time: 0.1749, Forward time: 2.2706, Backward time: 3.1292, DDP time: 0.0040, Total iter time: 5.5072 [2020-11-12 20:39:21,280][root][INFO] - ===> Epoch[192](4973/26): Loss -0.4977, Sem 0.2389, dir -0.9444, norm 0.2078, swav 0.0000 LR: 7.732e-02 Score 93.012 Data time: 0.1644, Forward time: 2.2705, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 7.3504 [2020-11-12 20:39:27,949][root][INFO] - ===> Epoch[192](4974/26): Loss -0.5266, Sem 0.1899, dir -0.9435, norm 0.2271, swav 0.0000 LR: 7.731e-02 Score 93.808 Data time: 0.3149, Forward time: 2.2707, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 6.6180 [2020-11-12 20:39:33,241][root][INFO] - ===> Epoch[192](4975/26): Loss -0.5695, Sem 0.1605, dir -0.9467, norm 0.2168, swav 0.0000 LR: 7.731e-02 Score 94.685 Data time: 0.2269, Forward time: 2.2707, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.1707 [2020-11-12 20:39:38,587][root][INFO] - ===> Epoch[192](4976/26): Loss -0.6165, Sem 0.1397, dir -0.9511, norm 0.1949, swav 0.0000 LR: 7.730e-02 Score 95.205 Data time: 0.1518, Forward time: 2.2706, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.2332 [2020-11-12 20:39:43,864][root][INFO] - ===> Epoch[192](4977/26): Loss -0.5637, Sem 0.1703, dir -0.9523, norm 0.2184, swav 0.0000 LR: 7.730e-02 Score 94.479 Data time: 0.1703, Forward time: 2.2705, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.2071 [2020-11-12 20:39:49,058][root][INFO] - ===> Epoch[192](4978/26): Loss -0.5587, Sem 0.1719, dir -0.9494, norm 0.2189, swav 0.0000 LR: 7.729e-02 Score 94.571 Data time: 0.1849, Forward time: 2.2704, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.1123 [2020-11-12 20:39:55,084][root][INFO] - ===> Epoch[192](4979/26): Loss -0.5312, Sem 0.1768, dir -0.9419, norm 0.2339, swav 0.0000 LR: 7.729e-02 Score 94.335 Data time: 0.2013, Forward time: 2.2704, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 5.9402 [2020-11-12 20:40:00,653][root][INFO] - ===> Epoch[192](4980/26): Loss -0.5462, Sem 0.1751, dir -0.9380, norm 0.2166, swav 0.0000 LR: 7.728e-02 Score 94.104 Data time: 0.2278, Forward time: 2.2704, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.4357 [2020-11-12 20:40:06,412][root][INFO] - ===> Epoch[192](4981/26): Loss -0.5527, Sem 0.1905, dir -0.9482, norm 0.2050, swav 0.0000 LR: 7.728e-02 Score 93.964 Data time: 0.2745, Forward time: 2.2705, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 5.6439 [2020-11-12 20:40:12,637][root][INFO] - ===> Epoch[192](4982/26): Loss -0.5516, Sem 0.1854, dir -0.9447, norm 0.2077, swav 0.0000 LR: 7.727e-02 Score 93.657 Data time: 0.2787, Forward time: 2.2707, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 6.1120 [2020-11-12 20:40:18,126][root][INFO] - ===> Epoch[192](4983/26): Loss -0.5535, Sem 0.1629, dir -0.9432, norm 0.2267, swav 0.0000 LR: 7.727e-02 Score 94.740 Data time: 0.1994, Forward time: 2.2707, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 5.3693 [2020-11-12 20:40:22,661][root][INFO] - ===> Epoch[192](4984/26): Loss -0.6144, Sem 0.1468, dir -0.9547, norm 0.1935, swav 0.0000 LR: 7.726e-02 Score 94.982 Data time: 0.1606, Forward time: 2.2706, Backward time: 3.1291, DDP time: 0.0040, Total iter time: 4.4279 [2020-11-12 20:40:31,127][root][INFO] - ===> Epoch[192](4985/26): Loss -0.4573, Sem 0.2016, dir -0.9323, norm 0.2734, swav 0.0000 LR: 7.726e-02 Score 93.407 Data time: 0.1813, Forward time: 2.2705, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 8.3620 [2020-11-12 20:40:36,962][root][INFO] - ===> Epoch[192](4986/26): Loss -0.5161, Sem 0.1925, dir -0.9478, norm 0.2392, swav 0.0000 LR: 7.725e-02 Score 93.978 Data time: 0.2211, Forward time: 2.2705, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 5.7241 [2020-11-12 20:40:41,792][root][INFO] - ===> Epoch[192](4987/26): Loss -0.5353, Sem 0.1701, dir -0.9379, norm 0.2325, swav 0.0000 LR: 7.725e-02 Score 94.626 Data time: 0.1656, Forward time: 2.2704, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 4.6936 [2020-11-12 20:40:46,273][root][INFO] - ===> Epoch[192](4988/26): Loss -0.5701, Sem 0.1530, dir -0.9440, norm 0.2209, swav 0.0000 LR: 7.725e-02 Score 94.999 Data time: 0.2051, Forward time: 2.2704, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 4.3871 [2020-11-12 20:40:52,671][root][INFO] - ===> Epoch[192](4989/26): Loss -0.5412, Sem 0.1635, dir -0.9399, norm 0.2352, swav 0.0000 LR: 7.724e-02 Score 94.809 Data time: 0.2109, Forward time: 2.2704, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 6.2838 [2020-11-12 20:40:58,679][root][INFO] - ===> Epoch[192](4990/26): Loss -0.5945, Sem 0.1624, dir -0.9503, norm 0.1934, swav 0.0000 LR: 7.724e-02 Score 94.689 Data time: 0.1955, Forward time: 2.2704, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.8786 [2020-11-12 20:41:06,000][root][INFO] - ===> Epoch[192](4991/26): Loss -0.5582, Sem 0.1642, dir -0.9415, norm 0.2191, swav 0.0000 LR: 7.723e-02 Score 94.604 Data time: 0.1791, Forward time: 2.2703, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 7.2301 [2020-11-12 20:41:10,911][root][INFO] - ===> Epoch[192](4992/26): Loss -0.5718, Sem 0.1529, dir -0.9428, norm 0.2180, swav 0.0000 LR: 7.723e-02 Score 94.921 Data time: 0.1490, Forward time: 2.2702, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 4.8172 [2020-11-12 20:41:17,122][root][INFO] - ===> Epoch[193](4993/26): Loss -0.5435, Sem 0.1668, dir -0.9421, norm 0.2319, swav 0.0000 LR: 7.722e-02 Score 94.645 Data time: 0.2167, Forward time: 2.2702, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 6.0872 [2020-11-12 20:41:21,279][root][INFO] - ===> Epoch[193](4994/26): Loss -0.5895, Sem 0.1535, dir -0.9443, norm 0.2014, swav 0.0000 LR: 7.722e-02 Score 94.829 Data time: 0.1445, Forward time: 2.2700, Backward time: 3.1298, DDP time: 0.0040, Total iter time: 4.0227 [2020-11-12 20:41:26,690][root][INFO] - ===> Epoch[193](4995/26): Loss -0.6104, Sem 0.1451, dir -0.9544, norm 0.1988, swav 0.0000 LR: 7.721e-02 Score 95.124 Data time: 0.2161, Forward time: 2.2700, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 5.3398 [2020-11-12 20:41:32,199][root][INFO] - ===> Epoch[193](4996/26): Loss -0.5501, Sem 0.1872, dir -0.9476, norm 0.2103, swav 0.0000 LR: 7.721e-02 Score 93.944 Data time: 0.2201, Forward time: 2.2701, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 5.3795 [2020-11-12 20:41:38,685][root][INFO] - ===> Epoch[193](4997/26): Loss -0.5837, Sem 0.1570, dir -0.9499, norm 0.2091, swav 0.0000 LR: 7.720e-02 Score 94.658 Data time: 0.2290, Forward time: 2.2701, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 6.3609 [2020-11-12 20:41:43,590][root][INFO] - ===> Epoch[193](4998/26): Loss -0.5727, Sem 0.1674, dir -0.9464, norm 0.2063, swav 0.0000 LR: 7.720e-02 Score 94.527 Data time: 0.2082, Forward time: 2.2700, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 4.7983 [2020-11-12 20:41:49,344][root][INFO] - ===> Epoch[193](4999/26): Loss -0.5942, Sem 0.1448, dir -0.9493, norm 0.2103, swav 0.0000 LR: 7.719e-02 Score 95.336 Data time: 0.2638, Forward time: 2.2701, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 5.6643 [2020-11-12 20:41:56,607][root][INFO] - ===> Epoch[193](5000/26): Loss -0.5575, Sem 0.1619, dir -0.9464, norm 0.2270, swav 0.0000 LR: 7.719e-02 Score 94.817 Data time: 0.2388, Forward time: 2.2701, Backward time: 3.1298, DDP time: 0.0040, Total iter time: 7.1300 [2020-11-12 20:41:57,761][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 20:41:57,912][root][INFO] - ===> Start testing [2020-11-12 20:43:35,330][root][INFO] - 101/312: Data time: 0.0052, Iter time: 0.1610 Loss 0.059 (AVG: 0.409) Score 97.881 (AVG: 89.826) mIOU 69.931 mAP 75.665 mAcc 77.829 IOU: 83.751 96.739 66.787 74.446 93.460 81.410 76.642 60.142 56.034 80.183 29.868 66.915 56.972 69.202 57.719 48.099 91.884 67.584 84.111 56.666 mAP: 83.847 97.515 65.526 58.203 90.592 83.084 76.529 73.447 70.591 76.281 46.303 63.761 68.594 83.430 70.147 78.180 97.753 83.214 82.173 64.133 mAcc: 95.350 98.475 83.015 75.916 96.818 85.583 84.283 70.719 68.388 90.711 31.579 84.244 76.256 79.365 61.558 53.046 95.295 71.472 89.659 64.850 [2020-11-12 20:44:54,672][root][INFO] - 201/312: Data time: 0.0087, Iter time: 0.1313 Loss 0.067 (AVG: 0.452) Score 98.485 (AVG: 89.098) mIOU 68.866 mAP 74.975 mAcc 77.361 IOU: 84.118 96.587 61.851 75.649 91.419 83.631 72.923 62.421 59.755 79.959 26.506 61.868 56.753 65.761 50.695 46.097 92.600 65.922 87.479 55.325 mAP: 83.743 97.249 62.859 69.964 90.335 82.235 75.125 72.704 70.006 73.068 46.457 57.211 68.862 77.655 66.094 84.067 97.214 82.711 82.037 59.895 mAcc: 95.518 98.502 79.658 80.331 95.140 87.595 80.577 73.440 69.614 90.422 29.529 76.880 77.497 79.340 57.120 52.662 96.486 72.281 90.580 64.048 [2020-11-12 20:46:24,065][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.3801 Loss 0.090 (AVG: 0.445) Score 97.090 (AVG: 89.125) mIOU 69.404 mAP 75.235 mAcc 78.107 IOU: 84.612 96.518 61.052 79.054 91.137 86.752 72.647 59.812 60.411 79.727 23.386 62.330 60.044 69.960 47.168 52.821 91.693 67.754 88.872 52.327 mAP: 82.613 97.200 62.171 73.651 90.975 81.343 76.092 70.893 69.874 72.294 47.610 57.882 70.118 81.874 62.091 83.498 96.960 84.132 84.693 58.741 mAcc: 95.256 98.491 77.666 82.402 94.821 90.413 81.348 71.508 72.241 90.133 26.053 79.530 78.435 84.197 55.941 60.701 95.852 73.805 91.823 61.522 [2020-11-12 20:46:34,953][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.2109 Loss 0.102 (AVG: 0.447) Score 96.532 (AVG: 89.117) mIOU 69.460 mAP 75.218 mAcc 78.252 IOU: 84.756 96.462 61.581 78.712 91.146 87.188 72.254 60.458 60.271 78.370 24.020 62.356 59.048 69.920 49.845 52.809 91.454 68.084 88.844 51.624 mAP: 82.682 97.066 61.369 72.369 91.101 81.639 75.711 70.613 69.508 71.529 48.375 58.476 70.053 82.154 63.500 83.498 97.031 84.371 84.693 58.616 mAcc: 95.257 98.463 78.192 81.916 94.889 90.847 80.686 71.897 72.367 89.098 27.062 79.765 78.747 84.065 58.589 60.701 95.534 74.230 91.823 60.911 [2020-11-12 20:46:34,962][root][INFO] - Finished test. Elapsed time: 277.0406 [2020-11-12 20:46:46,182][root][INFO] - [2020-11-12 20:46:46,183][root][INFO] - ################################################################ [2020-11-12 20:46:46,183][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 20:46:46,183][root][INFO] - ################################################################ [2020-11-12 20:46:46,183][root][INFO] - cabinet : 0.277 0.537 0.702 [2020-11-12 20:46:46,183][root][INFO] - bed : 0.378 0.709 0.813 [2020-11-12 20:46:46,183][root][INFO] - chair : 0.721 0.869 0.909 [2020-11-12 20:46:46,183][root][INFO] - sofa : 0.398 0.616 0.827 [2020-11-12 20:46:46,184][root][INFO] - table : 0.434 0.671 0.775 [2020-11-12 20:46:46,184][root][INFO] - door : 0.243 0.435 0.584 [2020-11-12 20:46:46,184][root][INFO] - window : 0.224 0.393 0.596 [2020-11-12 20:46:46,184][root][INFO] - bookshelf : 0.182 0.550 0.800 [2020-11-12 20:46:46,184][root][INFO] - picture : 0.134 0.246 0.301 [2020-11-12 20:46:46,184][root][INFO] - counter : 0.101 0.357 0.622 [2020-11-12 20:46:46,184][root][INFO] - desk : 0.088 0.288 0.581 [2020-11-12 20:46:46,184][root][INFO] - curtain : 0.243 0.436 0.680 [2020-11-12 20:46:46,184][root][INFO] - refrigerator : 0.351 0.444 0.487 [2020-11-12 20:46:46,184][root][INFO] - shower curtain : 0.434 0.643 0.672 [2020-11-12 20:46:46,184][root][INFO] - toilet : 0.875 1.000 1.000 [2020-11-12 20:46:46,184][root][INFO] - sink : 0.319 0.625 0.854 [2020-11-12 20:46:46,184][root][INFO] - bathtub : 0.576 0.795 0.826 [2020-11-12 20:46:46,184][root][INFO] - otherfurniture : 0.363 0.527 0.649 [2020-11-12 20:46:46,184][root][INFO] - ---------------------------------------------------------------- [2020-11-12 20:46:46,184][root][INFO] - average : 0.352 0.563 0.704 [2020-11-12 20:46:46,184][root][INFO] - [2020-11-12 20:46:46,331][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 20:46:46,333][root][INFO] - Current best mIoU: 70.039 at iter 4000 [2020-11-12 20:46:51,147][root][INFO] - ===> Epoch[193](5001/26): Loss -0.5163, Sem 0.2001, dir -0.9411, norm 0.2247, swav 0.0000 LR: 7.719e-02 Score 93.667 Data time: 0.2093, Forward time: 2.2701, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 4.8075 [2020-11-12 20:46:57,950][root][INFO] - ===> Epoch[193](5002/26): Loss -0.5787, Sem 0.1681, dir -0.9502, norm 0.2033, swav 0.0000 LR: 7.718e-02 Score 94.448 Data time: 0.1580, Forward time: 2.2700, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 6.6750 [2020-11-12 20:47:03,695][root][INFO] - ===> Epoch[193](5003/26): Loss -0.5620, Sem 0.1871, dir -0.9503, norm 0.2013, swav 0.0000 LR: 7.718e-02 Score 94.018 Data time: 0.1401, Forward time: 2.2698, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.6606 [2020-11-12 20:47:11,222][root][INFO] - ===> Epoch[193](5004/26): Loss -0.5712, Sem 0.1606, dir -0.9462, norm 0.2144, swav 0.0000 LR: 7.717e-02 Score 94.682 Data time: 0.2398, Forward time: 2.2699, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 7.4818 [2020-11-12 20:47:16,372][root][INFO] - ===> Epoch[193](5005/26): Loss -0.5654, Sem 0.1686, dir -0.9481, norm 0.2141, swav 0.0000 LR: 7.717e-02 Score 94.507 Data time: 0.2357, Forward time: 2.2699, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 5.0417 [2020-11-12 20:47:22,284][root][INFO] - ===> Epoch[193](5006/26): Loss -0.6284, Sem 0.1402, dir -0.9549, norm 0.1863, swav 0.0000 LR: 7.716e-02 Score 95.497 Data time: 0.2531, Forward time: 2.2700, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.8082 [2020-11-12 20:47:28,189][root][INFO] - ===> Epoch[193](5007/26): Loss -0.5010, Sem 0.2054, dir -0.9441, norm 0.2377, swav 0.0000 LR: 7.716e-02 Score 93.184 Data time: 0.2558, Forward time: 2.2701, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 5.7787 [2020-11-12 20:47:34,356][root][INFO] - ===> Epoch[193](5008/26): Loss -0.6201, Sem 0.1498, dir -0.9514, norm 0.1815, swav 0.0000 LR: 7.715e-02 Score 95.039 Data time: 0.1220, Forward time: 2.2700, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 6.0240 [2020-11-12 20:47:40,294][root][INFO] - ===> Epoch[193](5009/26): Loss -0.5918, Sem 0.1551, dir -0.9502, norm 0.2034, swav 0.0000 LR: 7.715e-02 Score 94.678 Data time: 0.1821, Forward time: 2.2699, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.8946 [2020-11-12 20:47:45,635][root][INFO] - ===> Epoch[193](5010/26): Loss -0.5998, Sem 0.1428, dir -0.9551, norm 0.2125, swav 0.0000 LR: 7.714e-02 Score 95.467 Data time: 0.1657, Forward time: 2.2698, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.2410 [2020-11-12 20:47:51,461][root][INFO] - ===> Epoch[193](5011/26): Loss -0.5842, Sem 0.1503, dir -0.9469, norm 0.2124, swav 0.0000 LR: 7.714e-02 Score 95.093 Data time: 0.1806, Forward time: 2.2698, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.7417 [2020-11-12 20:47:56,795][root][INFO] - ===> Epoch[193](5012/26): Loss -0.5900, Sem 0.1594, dir -0.9531, norm 0.2038, swav 0.0000 LR: 7.713e-02 Score 95.036 Data time: 0.2076, Forward time: 2.2697, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.2335 [2020-11-12 20:48:03,567][root][INFO] - ===> Epoch[193](5013/26): Loss -0.6405, Sem 0.1418, dir -0.9592, norm 0.1769, swav 0.0000 LR: 7.713e-02 Score 95.536 Data time: 0.2053, Forward time: 2.2697, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 6.6588 [2020-11-12 20:48:09,466][root][INFO] - ===> Epoch[193](5014/26): Loss -0.5557, Sem 0.1637, dir -0.9454, norm 0.2260, swav 0.0000 LR: 7.713e-02 Score 94.804 Data time: 0.2764, Forward time: 2.2698, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.7940 [2020-11-12 20:48:14,189][root][INFO] - ===> Epoch[193](5015/26): Loss -0.6510, Sem 0.1235, dir -0.9541, norm 0.1796, swav 0.0000 LR: 7.712e-02 Score 95.974 Data time: 0.2103, Forward time: 2.2698, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 4.5904 [2020-11-12 20:48:20,635][root][INFO] - ===> Epoch[193](5016/26): Loss -0.5541, Sem 0.1569, dir -0.9475, norm 0.2366, swav 0.0000 LR: 7.712e-02 Score 94.771 Data time: 0.2172, Forward time: 2.2699, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 6.3366 [2020-11-12 20:48:27,937][root][INFO] - ===> Epoch[193](5017/26): Loss -0.5710, Sem 0.1653, dir -0.9454, norm 0.2090, swav 0.0000 LR: 7.711e-02 Score 94.798 Data time: 0.2533, Forward time: 2.2699, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 7.1776 [2020-11-12 20:48:33,438][root][INFO] - ===> Epoch[193](5018/26): Loss -0.5961, Sem 0.1593, dir -0.9505, norm 0.1951, swav 0.0000 LR: 7.711e-02 Score 94.778 Data time: 0.2243, Forward time: 2.2699, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.3869 [2020-11-12 20:48:39,183][root][INFO] - ===> Epoch[194](5019/26): Loss -0.5554, Sem 0.1678, dir -0.9347, norm 0.2115, swav 0.0000 LR: 7.710e-02 Score 94.767 Data time: 0.1682, Forward time: 2.2698, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.6125 [2020-11-12 20:48:46,070][root][INFO] - ===> Epoch[194](5020/26): Loss -0.5833, Sem 0.1480, dir -0.9443, norm 0.2129, swav 0.0000 LR: 7.710e-02 Score 94.984 Data time: 0.3383, Forward time: 2.2700, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 6.7991 [2020-11-12 20:48:52,243][root][INFO] - ===> Epoch[194](5021/26): Loss -0.5855, Sem 0.1728, dir -0.9526, norm 0.1943, swav 0.0000 LR: 7.709e-02 Score 94.155 Data time: 0.2549, Forward time: 2.2702, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 6.0414 [2020-11-12 20:48:59,124][root][INFO] - ===> Epoch[194](5022/26): Loss -0.5548, Sem 0.1693, dir -0.9434, norm 0.2192, swav 0.0000 LR: 7.709e-02 Score 94.260 Data time: 0.2275, Forward time: 2.2701, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 6.7717 [2020-11-12 20:49:04,655][root][INFO] - ===> Epoch[194](5023/26): Loss -0.5958, Sem 0.1520, dir -0.9470, norm 0.1992, swav 0.0000 LR: 7.708e-02 Score 95.131 Data time: 0.1723, Forward time: 2.2701, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.4121 [2020-11-12 20:49:10,866][root][INFO] - ===> Epoch[194](5024/26): Loss -0.5875, Sem 0.1502, dir -0.9486, norm 0.2109, swav 0.0000 LR: 7.708e-02 Score 94.950 Data time: 0.2385, Forward time: 2.2701, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 6.1374 [2020-11-12 20:49:15,257][root][INFO] - ===> Epoch[194](5025/26): Loss -0.5726, Sem 0.1777, dir -0.9487, norm 0.1984, swav 0.0000 LR: 7.707e-02 Score 94.477 Data time: 0.1945, Forward time: 2.2700, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 4.2659 [2020-11-12 20:49:21,965][root][INFO] - ===> Epoch[194](5026/26): Loss -0.5969, Sem 0.1511, dir -0.9455, norm 0.1975, swav 0.0000 LR: 7.707e-02 Score 94.857 Data time: 0.2930, Forward time: 2.2702, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 6.6258 [2020-11-12 20:49:27,317][root][INFO] - ===> Epoch[194](5027/26): Loss -0.5992, Sem 0.1509, dir -0.9503, norm 0.2001, swav 0.0000 LR: 7.707e-02 Score 94.742 Data time: 0.2434, Forward time: 2.2703, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.2160 [2020-11-12 20:49:33,026][root][INFO] - ===> Epoch[194](5028/26): Loss -0.5837, Sem 0.1519, dir -0.9506, norm 0.2151, swav 0.0000 LR: 7.706e-02 Score 95.168 Data time: 0.2557, Forward time: 2.2704, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.6079 [2020-11-12 20:49:38,800][root][INFO] - ===> Epoch[194](5029/26): Loss -0.5921, Sem 0.1513, dir -0.9436, norm 0.2002, swav 0.0000 LR: 7.706e-02 Score 95.066 Data time: 0.1688, Forward time: 2.2703, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.6464 [2020-11-12 20:49:43,617][root][INFO] - ===> Epoch[194](5030/26): Loss -0.5851, Sem 0.1597, dir -0.9520, norm 0.2072, swav 0.0000 LR: 7.705e-02 Score 94.655 Data time: 0.2122, Forward time: 2.2703, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 4.7321 [2020-11-12 20:49:48,691][root][INFO] - ===> Epoch[194](5031/26): Loss -0.5456, Sem 0.1776, dir -0.9469, norm 0.2236, swav 0.0000 LR: 7.705e-02 Score 94.262 Data time: 0.2007, Forward time: 2.2703, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 4.9646 [2020-11-12 20:49:55,095][root][INFO] - ===> Epoch[194](5032/26): Loss -0.5672, Sem 0.1670, dir -0.9454, norm 0.2113, swav 0.0000 LR: 7.704e-02 Score 94.419 Data time: 0.1570, Forward time: 2.2702, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 6.2916 [2020-11-12 20:50:00,987][root][INFO] - ===> Epoch[194](5033/26): Loss -0.5300, Sem 0.1806, dir -0.9513, norm 0.2408, swav 0.0000 LR: 7.704e-02 Score 93.971 Data time: 0.2641, Forward time: 2.2703, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 5.8279 [2020-11-12 20:50:06,754][root][INFO] - ===> Epoch[194](5034/26): Loss -0.5900, Sem 0.1480, dir -0.9527, norm 0.2147, swav 0.0000 LR: 7.703e-02 Score 95.147 Data time: 0.2366, Forward time: 2.2704, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 5.6402 [2020-11-12 20:50:11,803][root][INFO] - ===> Epoch[194](5035/26): Loss -0.6185, Sem 0.1313, dir -0.9533, norm 0.2035, swav 0.0000 LR: 7.703e-02 Score 95.843 Data time: 0.1651, Forward time: 2.2702, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 4.9116 [2020-11-12 20:50:17,379][root][INFO] - ===> Epoch[194](5036/26): Loss -0.5646, Sem 0.1770, dir -0.9525, norm 0.2109, swav 0.0000 LR: 7.702e-02 Score 94.688 Data time: 0.2125, Forward time: 2.2702, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.5147 [2020-11-12 20:50:22,536][root][INFO] - ===> Epoch[194](5037/26): Loss -0.6265, Sem 0.1407, dir -0.9529, norm 0.1857, swav 0.0000 LR: 7.702e-02 Score 95.228 Data time: 0.1700, Forward time: 2.2701, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.0394 [2020-11-12 20:50:27,839][root][INFO] - ===> Epoch[194](5038/26): Loss -0.5274, Sem 0.1754, dir -0.9419, norm 0.2391, swav 0.0000 LR: 7.701e-02 Score 94.181 Data time: 0.2337, Forward time: 2.2702, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 5.2164 [2020-11-12 20:50:33,401][root][INFO] - ===> Epoch[194](5039/26): Loss -0.6168, Sem 0.1502, dir -0.9552, norm 0.1881, swav 0.0000 LR: 7.701e-02 Score 94.946 Data time: 0.2017, Forward time: 2.2702, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 5.4470 [2020-11-12 20:50:38,852][root][INFO] - ===> Epoch[194](5040/26): Loss -0.6020, Sem 0.1431, dir -0.9503, norm 0.2052, swav 0.0000 LR: 7.700e-02 Score 95.289 Data time: 0.2370, Forward time: 2.2702, Backward time: 3.1298, DDP time: 0.0040, Total iter time: 5.3387 [2020-11-12 20:50:44,765][root][INFO] - ===> Epoch[194](5041/26): Loss -0.5763, Sem 0.1703, dir -0.9467, norm 0.2001, swav 0.0000 LR: 7.700e-02 Score 94.396 Data time: 0.2576, Forward time: 2.2703, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 5.7902 [2020-11-12 20:50:50,267][root][INFO] - ===> Epoch[194](5042/26): Loss -0.5981, Sem 0.1422, dir -0.9482, norm 0.2079, swav 0.0000 LR: 7.700e-02 Score 95.362 Data time: 0.2629, Forward time: 2.2704, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 5.3841 [2020-11-12 20:50:56,476][root][INFO] - ===> Epoch[194](5043/26): Loss -0.5927, Sem 0.1497, dir -0.9483, norm 0.2059, swav 0.0000 LR: 7.699e-02 Score 95.163 Data time: 0.3030, Forward time: 2.2706, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 6.0858 [2020-11-12 20:51:00,977][root][INFO] - ===> Epoch[194](5044/26): Loss -0.6006, Sem 0.1583, dir -0.9520, norm 0.1931, swav 0.0000 LR: 7.699e-02 Score 94.688 Data time: 0.1824, Forward time: 2.2706, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 4.3579 [2020-11-12 20:51:06,680][root][INFO] - ===> Epoch[195](5045/26): Loss -0.5547, Sem 0.1736, dir -0.9468, norm 0.2185, swav 0.0000 LR: 7.698e-02 Score 94.574 Data time: 0.1621, Forward time: 2.2705, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 5.5990 [2020-11-12 20:51:13,025][root][INFO] - ===> Epoch[195](5046/26): Loss -0.6248, Sem 0.1359, dir -0.9553, norm 0.1946, swav 0.0000 LR: 7.698e-02 Score 95.441 Data time: 0.1754, Forward time: 2.2704, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 6.2579 [2020-11-12 20:51:18,046][root][INFO] - ===> Epoch[195](5047/26): Loss -0.5927, Sem 0.1501, dir -0.9488, norm 0.2060, swav 0.0000 LR: 7.697e-02 Score 95.254 Data time: 0.1611, Forward time: 2.2703, Backward time: 3.1295, DDP time: 0.0040, Total iter time: 4.9065 [2020-11-12 20:51:24,470][root][INFO] - ===> Epoch[195](5048/26): Loss -0.5818, Sem 0.1635, dir -0.9502, norm 0.2050, swav 0.0000 LR: 7.697e-02 Score 94.545 Data time: 0.2224, Forward time: 2.2703, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 6.3339 [2020-11-12 20:51:29,529][root][INFO] - ===> Epoch[195](5049/26): Loss -0.5892, Sem 0.1611, dir -0.9504, norm 0.2001, swav 0.0000 LR: 7.696e-02 Score 94.687 Data time: 0.2511, Forward time: 2.2703, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 4.9324 [2020-11-12 20:51:34,847][root][INFO] - ===> Epoch[195](5050/26): Loss -0.5736, Sem 0.1699, dir -0.9438, norm 0.2003, swav 0.0000 LR: 7.696e-02 Score 94.378 Data time: 0.2116, Forward time: 2.2703, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 5.1984 [2020-11-12 20:51:40,119][root][INFO] - ===> Epoch[195](5051/26): Loss -0.5980, Sem 0.1538, dir -0.9495, norm 0.1977, swav 0.0000 LR: 7.695e-02 Score 95.180 Data time: 0.1915, Forward time: 2.2703, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 5.1552 [2020-11-12 20:51:47,271][root][INFO] - ===> Epoch[195](5052/26): Loss -0.5880, Sem 0.1600, dir -0.9504, norm 0.2024, swav 0.0000 LR: 7.695e-02 Score 94.642 Data time: 0.2601, Forward time: 2.2704, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 7.0688 [2020-11-12 20:51:53,487][root][INFO] - ===> Epoch[195](5053/26): Loss -0.5823, Sem 0.1604, dir -0.9488, norm 0.2061, swav 0.0000 LR: 7.694e-02 Score 94.417 Data time: 0.2739, Forward time: 2.2705, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 6.0869 [2020-11-12 20:51:58,967][root][INFO] - ===> Epoch[195](5054/26): Loss -0.5880, Sem 0.1542, dir -0.9501, norm 0.2079, swav 0.0000 LR: 7.694e-02 Score 94.883 Data time: 0.1647, Forward time: 2.2704, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 5.3434 [2020-11-12 20:52:04,496][root][INFO] - ===> Epoch[195](5055/26): Loss -0.5963, Sem 0.1448, dir -0.9473, norm 0.2063, swav 0.0000 LR: 7.694e-02 Score 95.162 Data time: 0.1964, Forward time: 2.2703, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 5.4696 [2020-11-12 20:52:09,293][root][INFO] - ===> Epoch[195](5056/26): Loss -0.5924, Sem 0.1441, dir -0.9459, norm 0.2095, swav 0.0000 LR: 7.693e-02 Score 95.309 Data time: 0.1948, Forward time: 2.2703, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 4.7070 [2020-11-12 20:52:15,733][root][INFO] - ===> Epoch[195](5057/26): Loss -0.5735, Sem 0.1348, dir -0.9420, norm 0.2337, swav 0.0000 LR: 7.693e-02 Score 95.627 Data time: 0.1313, Forward time: 2.2702, Backward time: 3.1296, DDP time: 0.0040, Total iter time: 6.3274 [2020-11-12 20:52:21,813][root][INFO] - ===> Epoch[195](5058/26): Loss -0.5941, Sem 0.1495, dir -0.9502, norm 0.2066, swav 0.0000 LR: 7.692e-02 Score 95.056 Data time: 0.1698, Forward time: 2.2701, Backward time: 3.1297, DDP time: 0.0040, Total iter time: 6.0241 [2020-11-12 20:52:28,217][root][INFO] - ===> Epoch[195](5059/26): Loss -0.5701, Sem 0.1541, dir -0.9405, norm 0.2163, swav 0.0000 LR: 7.692e-02 Score 94.774 Data time: 0.1945, Forward time: 2.2700, Backward time: 3.1299, DDP time: 0.0040, Total iter time: 6.3121 [2020-11-12 20:52:37,091][root][INFO] - ===> Epoch[195](5060/26): Loss -0.6112, Sem 0.1342, dir -0.9481, norm 0.2027, swav 0.0000 LR: 7.691e-02 Score 95.474 Data time: 0.2144, Forward time: 2.2700, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 8.7719 [2020-11-12 20:52:42,690][root][INFO] - ===> Epoch[195](5061/26): Loss -0.5747, Sem 0.1380, dir -0.9508, norm 0.2381, swav 0.0000 LR: 7.691e-02 Score 95.568 Data time: 0.1863, Forward time: 2.2700, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.4458 [2020-11-12 20:52:48,898][root][INFO] - ===> Epoch[195](5062/26): Loss -0.6131, Sem 0.1449, dir -0.9541, norm 0.1961, swav 0.0000 LR: 7.690e-02 Score 95.076 Data time: 0.1682, Forward time: 2.2699, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 6.1206 [2020-11-12 20:52:54,022][root][INFO] - ===> Epoch[195](5063/26): Loss -0.5638, Sem 0.1485, dir -0.9398, norm 0.2275, swav 0.0000 LR: 7.690e-02 Score 94.937 Data time: 0.1586, Forward time: 2.2698, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.0453 [2020-11-12 20:52:58,935][root][INFO] - ===> Epoch[195](5064/26): Loss -0.6022, Sem 0.1510, dir -0.9509, norm 0.1977, swav 0.0000 LR: 7.689e-02 Score 95.143 Data time: 0.2070, Forward time: 2.2698, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 4.8261 [2020-11-12 20:53:04,691][root][INFO] - ===> Epoch[195](5065/26): Loss -0.6100, Sem 0.1355, dir -0.9522, norm 0.2067, swav 0.0000 LR: 7.689e-02 Score 95.623 Data time: 0.1796, Forward time: 2.2698, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.6403 [2020-11-12 20:53:10,664][root][INFO] - ===> Epoch[195](5066/26): Loss -0.5935, Sem 0.1481, dir -0.9459, norm 0.2044, swav 0.0000 LR: 7.688e-02 Score 95.235 Data time: 0.2287, Forward time: 2.2698, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.8892 [2020-11-12 20:53:16,389][root][INFO] - ===> Epoch[195](5067/26): Loss -0.6043, Sem 0.1532, dir -0.9510, norm 0.1934, swav 0.0000 LR: 7.688e-02 Score 94.875 Data time: 0.2549, Forward time: 2.2699, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.6100 [2020-11-12 20:53:21,833][root][INFO] - ===> Epoch[195](5068/26): Loss -0.5920, Sem 0.1501, dir -0.9415, norm 0.1994, swav 0.0000 LR: 7.688e-02 Score 95.171 Data time: 0.2521, Forward time: 2.2700, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 5.3112 [2020-11-12 20:53:28,452][root][INFO] - ===> Epoch[195](5069/26): Loss -0.5769, Sem 0.1682, dir -0.9552, norm 0.2101, swav 0.0000 LR: 7.687e-02 Score 94.334 Data time: 0.1686, Forward time: 2.2699, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 6.4912 [2020-11-12 20:53:33,470][root][INFO] - ===> Epoch[195](5070/26): Loss -0.5905, Sem 0.1426, dir -0.9498, norm 0.2166, swav 0.0000 LR: 7.687e-02 Score 95.415 Data time: 0.1934, Forward time: 2.2699, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 4.9535 [2020-11-12 20:53:38,940][root][INFO] - ===> Epoch[196](5071/26): Loss -0.6112, Sem 0.1268, dir -0.9561, norm 0.2181, swav 0.0000 LR: 7.686e-02 Score 95.944 Data time: 0.1929, Forward time: 2.2698, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.3557 [2020-11-12 20:53:44,316][root][INFO] - ===> Epoch[196](5072/26): Loss -0.5591, Sem 0.1704, dir -0.9452, norm 0.2158, swav 0.0000 LR: 7.686e-02 Score 94.610 Data time: 0.1586, Forward time: 2.2696, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.3274 [2020-11-12 20:53:49,152][root][INFO] - ===> Epoch[196](5073/26): Loss -0.6012, Sem 0.1472, dir -0.9523, norm 0.2039, swav 0.0000 LR: 7.685e-02 Score 95.148 Data time: 0.1968, Forward time: 2.2697, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 4.7965 [2020-11-12 20:53:54,467][root][INFO] - ===> Epoch[196](5074/26): Loss -0.6087, Sem 0.1481, dir -0.9485, norm 0.1917, swav 0.0000 LR: 7.685e-02 Score 95.045 Data time: 0.1656, Forward time: 2.2695, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 5.1996 [2020-11-12 20:54:01,003][root][INFO] - ===> Epoch[196](5075/26): Loss -0.6178, Sem 0.1449, dir -0.9563, norm 0.1937, swav 0.0000 LR: 7.684e-02 Score 95.264 Data time: 0.2032, Forward time: 2.2695, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 6.4784 [2020-11-12 20:54:07,784][root][INFO] - ===> Epoch[196](5076/26): Loss -0.5133, Sem 0.2070, dir -0.9435, norm 0.2232, swav 0.0000 LR: 7.684e-02 Score 93.998 Data time: 0.1568, Forward time: 2.2694, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 6.6742 [2020-11-12 20:54:13,161][root][INFO] - ===> Epoch[196](5077/26): Loss -0.6057, Sem 0.1517, dir -0.9553, norm 0.1979, swav 0.0000 LR: 7.683e-02 Score 94.989 Data time: 0.1477, Forward time: 2.2692, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.2992 [2020-11-12 20:54:19,334][root][INFO] - ===> Epoch[196](5078/26): Loss -0.5823, Sem 0.1504, dir -0.9452, norm 0.2125, swav 0.0000 LR: 7.683e-02 Score 95.013 Data time: 0.1803, Forward time: 2.2692, Backward time: 3.1310, DDP time: 0.0040, Total iter time: 6.1244 [2020-11-12 20:54:25,304][root][INFO] - ===> Epoch[196](5079/26): Loss -0.5470, Sem 0.1563, dir -0.9442, norm 0.2409, swav 0.0000 LR: 7.682e-02 Score 94.913 Data time: 0.2351, Forward time: 2.2692, Backward time: 3.1310, DDP time: 0.0040, Total iter time: 5.8667 [2020-11-12 20:54:30,720][root][INFO] - ===> Epoch[196](5080/26): Loss -0.5864, Sem 0.1489, dir -0.9425, norm 0.2072, swav 0.0000 LR: 7.682e-02 Score 95.242 Data time: 0.1992, Forward time: 2.2692, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 5.2898 [2020-11-12 20:54:35,427][root][INFO] - ===> Epoch[196](5081/26): Loss -0.5994, Sem 0.1526, dir -0.9547, norm 0.2027, swav 0.0000 LR: 7.681e-02 Score 95.025 Data time: 0.1768, Forward time: 2.2692, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 4.5739 [2020-11-12 20:54:40,982][root][INFO] - ===> Epoch[196](5082/26): Loss -0.5857, Sem 0.1505, dir -0.9385, norm 0.2023, swav 0.0000 LR: 7.681e-02 Score 95.184 Data time: 0.1780, Forward time: 2.2691, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.4502 [2020-11-12 20:54:45,948][root][INFO] - ===> Epoch[196](5083/26): Loss -0.5872, Sem 0.1390, dir -0.9398, norm 0.2135, swav 0.0000 LR: 7.681e-02 Score 95.507 Data time: 0.1721, Forward time: 2.2690, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 4.8768 [2020-11-12 20:54:51,436][root][INFO] - ===> Epoch[196](5084/26): Loss -0.6279, Sem 0.1427, dir -0.9554, norm 0.1848, swav 0.0000 LR: 7.680e-02 Score 95.108 Data time: 0.1809, Forward time: 2.2689, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 5.4157 [2020-11-12 20:54:58,181][root][INFO] - ===> Epoch[196](5085/26): Loss -0.5672, Sem 0.1599, dir -0.9450, norm 0.2178, swav 0.0000 LR: 7.680e-02 Score 94.859 Data time: 0.1863, Forward time: 2.2689, Backward time: 3.1310, DDP time: 0.0040, Total iter time: 6.6510 [2020-11-12 20:55:03,345][root][INFO] - ===> Epoch[196](5086/26): Loss -0.6310, Sem 0.1393, dir -0.9543, norm 0.1840, swav 0.0000 LR: 7.679e-02 Score 95.489 Data time: 0.2306, Forward time: 2.2689, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.0630 [2020-11-12 20:55:10,664][root][INFO] - ===> Epoch[196](5087/26): Loss -0.6062, Sem 0.1428, dir -0.9474, norm 0.1984, swav 0.0000 LR: 7.679e-02 Score 95.190 Data time: 0.1592, Forward time: 2.2688, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 7.1966 [2020-11-12 20:55:16,835][root][INFO] - ===> Epoch[196](5088/26): Loss -0.6009, Sem 0.1323, dir -0.9505, norm 0.2174, swav 0.0000 LR: 7.678e-02 Score 95.664 Data time: 0.1844, Forward time: 2.2688, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 6.1114 [2020-11-12 20:55:22,479][root][INFO] - ===> Epoch[196](5089/26): Loss -0.5618, Sem 0.1865, dir -0.9480, norm 0.1997, swav 0.0000 LR: 7.678e-02 Score 94.181 Data time: 0.1200, Forward time: 2.2686, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 5.5447 [2020-11-12 20:55:27,832][root][INFO] - ===> Epoch[196](5090/26): Loss -0.6322, Sem 0.1327, dir -0.9586, norm 0.1937, swav 0.0000 LR: 7.677e-02 Score 95.402 Data time: 0.2240, Forward time: 2.2686, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 5.2873 [2020-11-12 20:55:33,714][root][INFO] - ===> Epoch[196](5091/26): Loss -0.5657, Sem 0.1481, dir -0.9457, norm 0.2319, swav 0.0000 LR: 7.677e-02 Score 95.093 Data time: 0.1906, Forward time: 2.2686, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 5.7784 [2020-11-12 20:55:40,329][root][INFO] - ===> Epoch[196](5092/26): Loss -0.6217, Sem 0.1458, dir -0.9491, norm 0.1817, swav 0.0000 LR: 7.676e-02 Score 94.947 Data time: 0.1231, Forward time: 2.2685, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.5177 [2020-11-12 20:55:45,259][root][INFO] - ===> Epoch[196](5093/26): Loss -0.5461, Sem 0.1634, dir -0.9454, norm 0.2359, swav 0.0000 LR: 7.676e-02 Score 95.042 Data time: 0.1823, Forward time: 2.2684, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 4.8612 [2020-11-12 20:55:50,695][root][INFO] - ===> Epoch[196](5094/26): Loss -0.6100, Sem 0.1423, dir -0.9513, norm 0.1990, swav 0.0000 LR: 7.675e-02 Score 95.316 Data time: 0.2599, Forward time: 2.2685, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 5.3378 [2020-11-12 20:55:58,228][root][INFO] - ===> Epoch[196](5095/26): Loss -0.5637, Sem 0.1676, dir -0.9496, norm 0.2183, swav 0.0000 LR: 7.675e-02 Score 94.383 Data time: 0.1962, Forward time: 2.2685, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 7.4134 [2020-11-12 20:56:04,278][root][INFO] - ===> Epoch[196](5096/26): Loss -0.5874, Sem 0.1603, dir -0.9521, norm 0.2043, swav 0.0000 LR: 7.675e-02 Score 94.682 Data time: 0.2284, Forward time: 2.2685, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.9364 [2020-11-12 20:56:09,520][root][INFO] - ===> Epoch[197](5097/26): Loss -0.5639, Sem 0.1672, dir -0.9419, norm 0.2108, swav 0.0000 LR: 7.674e-02 Score 94.218 Data time: 0.2119, Forward time: 2.2684, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.1496 [2020-11-12 20:56:14,990][root][INFO] - ===> Epoch[197](5098/26): Loss -0.5704, Sem 0.1752, dir -0.9506, norm 0.2050, swav 0.0000 LR: 7.674e-02 Score 94.443 Data time: 0.1780, Forward time: 2.2683, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.3657 [2020-11-12 20:56:20,314][root][INFO] - ===> Epoch[197](5099/26): Loss -0.5583, Sem 0.1653, dir -0.9449, norm 0.2213, swav 0.0000 LR: 7.673e-02 Score 94.648 Data time: 0.2386, Forward time: 2.2684, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.2472 [2020-11-12 20:56:25,715][root][INFO] - ===> Epoch[197](5100/26): Loss -0.5908, Sem 0.1532, dir -0.9474, norm 0.2034, swav 0.0000 LR: 7.673e-02 Score 95.070 Data time: 0.1858, Forward time: 2.2683, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.2604 [2020-11-12 20:56:31,780][root][INFO] - ===> Epoch[197](5101/26): Loss -0.6012, Sem 0.1564, dir -0.9505, norm 0.1930, swav 0.0000 LR: 7.672e-02 Score 94.665 Data time: 0.2200, Forward time: 2.2684, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.9725 [2020-11-12 20:56:36,793][root][INFO] - ===> Epoch[197](5102/26): Loss -0.6205, Sem 0.1421, dir -0.9544, norm 0.1918, swav 0.0000 LR: 7.672e-02 Score 95.313 Data time: 0.1824, Forward time: 2.2683, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 4.8969 [2020-11-12 20:56:43,373][root][INFO] - ===> Epoch[197](5103/26): Loss -0.5979, Sem 0.1583, dir -0.9457, norm 0.1894, swav 0.0000 LR: 7.671e-02 Score 94.877 Data time: 0.2662, Forward time: 2.2684, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 6.4812 [2020-11-12 20:56:48,636][root][INFO] - ===> Epoch[197](5104/26): Loss -0.5768, Sem 0.1699, dir -0.9483, norm 0.2016, swav 0.0000 LR: 7.671e-02 Score 94.471 Data time: 0.2103, Forward time: 2.2684, Backward time: 3.1316, DDP time: 0.0040, Total iter time: 5.1105 [2020-11-12 20:56:56,300][root][INFO] - ===> Epoch[197](5105/26): Loss -0.5671, Sem 0.1658, dir -0.9439, norm 0.2110, swav 0.0000 LR: 7.670e-02 Score 94.744 Data time: 0.2302, Forward time: 2.2684, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 7.5587 [2020-11-12 20:57:01,435][root][INFO] - ===> Epoch[197](5106/26): Loss -0.5588, Sem 0.1570, dir -0.9464, norm 0.2305, swav 0.0000 LR: 7.670e-02 Score 95.071 Data time: 0.2063, Forward time: 2.2685, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.0034 [2020-11-12 20:57:06,757][root][INFO] - ===> Epoch[197](5107/26): Loss -0.5760, Sem 0.1638, dir -0.9455, norm 0.2057, swav 0.0000 LR: 7.669e-02 Score 94.211 Data time: 0.1584, Forward time: 2.2684, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.1981 [2020-11-12 20:57:13,443][root][INFO] - ===> Epoch[197](5108/26): Loss -0.5589, Sem 0.1817, dir -0.9509, norm 0.2103, swav 0.0000 LR: 7.669e-02 Score 94.118 Data time: 0.1461, Forward time: 2.2682, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.6088 [2020-11-12 20:57:18,883][root][INFO] - ===> Epoch[197](5109/26): Loss -0.5921, Sem 0.1618, dir -0.9543, norm 0.2004, swav 0.0000 LR: 7.669e-02 Score 94.617 Data time: 0.2019, Forward time: 2.2682, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.3800 [2020-11-12 20:57:25,564][root][INFO] - ===> Epoch[197](5110/26): Loss -0.6225, Sem 0.1318, dir -0.9530, norm 0.1987, swav 0.0000 LR: 7.668e-02 Score 95.630 Data time: 0.1766, Forward time: 2.2682, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.5790 [2020-11-12 20:57:30,065][root][INFO] - ===> Epoch[197](5111/26): Loss -0.6229, Sem 0.1395, dir -0.9519, norm 0.1895, swav 0.0000 LR: 7.668e-02 Score 95.560 Data time: 0.2013, Forward time: 2.2682, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 4.4283 [2020-11-12 20:57:35,783][root][INFO] - ===> Epoch[197](5112/26): Loss -0.5673, Sem 0.1644, dir -0.9461, norm 0.2145, swav 0.0000 LR: 7.667e-02 Score 94.885 Data time: 0.2749, Forward time: 2.2683, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.6199 [2020-11-12 20:57:42,045][root][INFO] - ===> Epoch[197](5113/26): Loss -0.6165, Sem 0.1412, dir -0.9532, norm 0.1955, swav 0.0000 LR: 7.667e-02 Score 95.457 Data time: 0.2286, Forward time: 2.2683, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.1417 [2020-11-12 20:57:48,674][root][INFO] - ===> Epoch[197](5114/26): Loss -0.5936, Sem 0.1536, dir -0.9488, norm 0.2015, swav 0.0000 LR: 7.666e-02 Score 95.013 Data time: 0.2497, Forward time: 2.2684, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.5290 [2020-11-12 20:57:54,363][root][INFO] - ===> Epoch[197](5115/26): Loss -0.6143, Sem 0.1422, dir -0.9499, norm 0.1933, swav 0.0000 LR: 7.666e-02 Score 95.227 Data time: 0.1807, Forward time: 2.2684, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.5610 [2020-11-12 20:58:00,245][root][INFO] - ===> Epoch[197](5116/26): Loss -0.6004, Sem 0.1477, dir -0.9514, norm 0.2034, swav 0.0000 LR: 7.665e-02 Score 95.093 Data time: 0.2235, Forward time: 2.2684, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.7899 [2020-11-12 20:58:06,039][root][INFO] - ===> Epoch[197](5117/26): Loss -0.5445, Sem 0.1777, dir -0.9478, norm 0.2256, swav 0.0000 LR: 7.665e-02 Score 94.156 Data time: 0.2109, Forward time: 2.2684, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.6774 [2020-11-12 20:58:11,497][root][INFO] - ===> Epoch[197](5118/26): Loss -0.6253, Sem 0.1446, dir -0.9497, norm 0.1797, swav 0.0000 LR: 7.664e-02 Score 95.251 Data time: 0.2721, Forward time: 2.2685, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.3303 [2020-11-12 20:58:16,408][root][INFO] - ===> Epoch[197](5119/26): Loss -0.6244, Sem 0.1376, dir -0.9562, norm 0.1942, swav 0.0000 LR: 7.664e-02 Score 95.710 Data time: 0.1802, Forward time: 2.2684, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 4.7902 [2020-11-12 20:58:22,085][root][INFO] - ===> Epoch[197](5120/26): Loss -0.5524, Sem 0.1583, dir -0.9381, norm 0.2275, swav 0.0000 LR: 7.663e-02 Score 94.705 Data time: 0.2302, Forward time: 2.2684, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.5887 [2020-11-12 20:58:27,012][root][INFO] - ===> Epoch[197](5121/26): Loss -0.6054, Sem 0.1649, dir -0.9567, norm 0.1864, swav 0.0000 LR: 7.663e-02 Score 94.720 Data time: 0.1596, Forward time: 2.2683, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 4.8163 [2020-11-12 20:58:32,737][root][INFO] - ===> Epoch[197](5122/26): Loss -0.5983, Sem 0.1403, dir -0.9409, norm 0.2023, swav 0.0000 LR: 7.662e-02 Score 95.392 Data time: 0.1920, Forward time: 2.2682, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.6758 [2020-11-12 20:58:38,084][root][INFO] - ===> Epoch[198](5123/26): Loss -0.5796, Sem 0.1512, dir -0.9499, norm 0.2192, swav 0.0000 LR: 7.662e-02 Score 94.899 Data time: 0.1830, Forward time: 2.2682, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.2271 [2020-11-12 20:58:45,398][root][INFO] - ===> Epoch[198](5124/26): Loss -0.5480, Sem 0.1720, dir -0.9386, norm 0.2186, swav 0.0000 LR: 7.662e-02 Score 94.301 Data time: 0.1593, Forward time: 2.2681, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 7.2259 [2020-11-12 20:58:51,826][root][INFO] - ===> Epoch[198](5125/26): Loss -0.5683, Sem 0.1566, dir -0.9497, norm 0.2248, swav 0.0000 LR: 7.661e-02 Score 94.758 Data time: 0.2951, Forward time: 2.2682, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.3593 [2020-11-12 20:58:58,188][root][INFO] - ===> Epoch[198](5126/26): Loss -0.6067, Sem 0.1537, dir -0.9539, norm 0.1935, swav 0.0000 LR: 7.661e-02 Score 94.863 Data time: 0.2064, Forward time: 2.2682, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 6.2338 [2020-11-12 20:59:04,591][root][INFO] - ===> Epoch[198](5127/26): Loss -0.5588, Sem 0.1544, dir -0.9437, norm 0.2305, swav 0.0000 LR: 7.660e-02 Score 94.646 Data time: 0.2135, Forward time: 2.2681, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.2776 [2020-11-12 20:59:10,425][root][INFO] - ===> Epoch[198](5128/26): Loss -0.6117, Sem 0.1456, dir -0.9540, norm 0.1967, swav 0.0000 LR: 7.660e-02 Score 95.216 Data time: 0.2307, Forward time: 2.2682, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.7506 [2020-11-12 20:59:15,311][root][INFO] - ===> Epoch[198](5129/26): Loss -0.5702, Sem 0.1711, dir -0.9486, norm 0.2073, swav 0.0000 LR: 7.659e-02 Score 94.413 Data time: 0.1799, Forward time: 2.2681, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.7536 [2020-11-12 20:59:21,979][root][INFO] - ===> Epoch[198](5130/26): Loss -0.5407, Sem 0.1671, dir -0.9428, norm 0.2350, swav 0.0000 LR: 7.659e-02 Score 94.389 Data time: 0.2139, Forward time: 2.2681, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.5757 [2020-11-12 20:59:27,544][root][INFO] - ===> Epoch[198](5131/26): Loss -0.5783, Sem 0.1705, dir -0.9494, norm 0.2006, swav 0.0000 LR: 7.658e-02 Score 94.399 Data time: 0.2393, Forward time: 2.2682, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.4537 [2020-11-12 20:59:32,871][root][INFO] - ===> Epoch[198](5132/26): Loss -0.5622, Sem 0.1568, dir -0.9417, norm 0.2227, swav 0.0000 LR: 7.658e-02 Score 94.875 Data time: 0.2137, Forward time: 2.2682, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.1919 [2020-11-12 20:59:37,925][root][INFO] - ===> Epoch[198](5133/26): Loss -0.5826, Sem 0.1652, dir -0.9513, norm 0.2035, swav 0.0000 LR: 7.657e-02 Score 94.218 Data time: 0.1557, Forward time: 2.2681, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 4.9353 [2020-11-12 20:59:43,879][root][INFO] - ===> Epoch[198](5134/26): Loss -0.5522, Sem 0.1590, dir -0.9458, norm 0.2346, swav 0.0000 LR: 7.657e-02 Score 94.646 Data time: 0.1827, Forward time: 2.2680, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.8692 [2020-11-12 20:59:50,412][root][INFO] - ===> Epoch[198](5135/26): Loss -0.5448, Sem 0.1687, dir -0.9473, norm 0.2339, swav 0.0000 LR: 7.656e-02 Score 94.592 Data time: 0.1850, Forward time: 2.2680, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.4290 [2020-11-12 20:59:55,460][root][INFO] - ===> Epoch[198](5136/26): Loss -0.5946, Sem 0.1646, dir -0.9534, norm 0.1942, swav 0.0000 LR: 7.656e-02 Score 94.433 Data time: 0.2160, Forward time: 2.2680, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.9396 [2020-11-12 21:00:00,990][root][INFO] - ===> Epoch[198](5137/26): Loss -0.6282, Sem 0.1268, dir -0.9517, norm 0.1967, swav 0.0000 LR: 7.656e-02 Score 95.868 Data time: 0.2203, Forward time: 2.2680, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.4148 [2020-11-12 21:00:08,460][root][INFO] - ===> Epoch[198](5138/26): Loss -0.5704, Sem 0.1489, dir -0.9418, norm 0.2225, swav 0.0000 LR: 7.655e-02 Score 95.128 Data time: 0.3329, Forward time: 2.2682, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 7.3599 [2020-11-12 21:00:14,567][root][INFO] - ===> Epoch[198](5139/26): Loss -0.6171, Sem 0.1508, dir -0.9539, norm 0.1860, swav 0.0000 LR: 7.655e-02 Score 95.092 Data time: 0.2753, Forward time: 2.2683, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.9567 [2020-11-12 21:00:19,684][root][INFO] - ===> Epoch[198](5140/26): Loss -0.5484, Sem 0.1689, dir -0.9471, norm 0.2298, swav 0.0000 LR: 7.654e-02 Score 94.325 Data time: 0.2103, Forward time: 2.2683, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 4.9932 [2020-11-12 21:00:24,193][root][INFO] - ===> Epoch[198](5141/26): Loss -0.6460, Sem 0.1310, dir -0.9517, norm 0.1747, swav 0.0000 LR: 7.654e-02 Score 95.751 Data time: 0.2002, Forward time: 2.2683, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 4.3880 [2020-11-12 21:00:29,709][root][INFO] - ===> Epoch[198](5142/26): Loss -0.5820, Sem 0.1542, dir -0.9476, norm 0.2114, swav 0.0000 LR: 7.653e-02 Score 94.980 Data time: 0.1899, Forward time: 2.2683, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.4192 [2020-11-12 21:00:35,432][root][INFO] - ===> Epoch[198](5143/26): Loss -0.6133, Sem 0.1404, dir -0.9539, norm 0.2002, swav 0.0000 LR: 7.653e-02 Score 95.336 Data time: 0.1832, Forward time: 2.2682, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.6314 [2020-11-12 21:00:40,311][root][INFO] - ===> Epoch[198](5144/26): Loss -0.6203, Sem 0.1379, dir -0.9549, norm 0.1967, swav 0.0000 LR: 7.652e-02 Score 95.329 Data time: 0.1571, Forward time: 2.2681, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 4.8006 [2020-11-12 21:00:46,347][root][INFO] - ===> Epoch[198](5145/26): Loss -0.5910, Sem 0.1610, dir -0.9499, norm 0.1979, swav 0.0000 LR: 7.652e-02 Score 94.587 Data time: 0.1518, Forward time: 2.2680, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.9640 [2020-11-12 21:00:52,259][root][INFO] - ===> Epoch[198](5146/26): Loss -0.5893, Sem 0.1621, dir -0.9506, norm 0.1991, swav 0.0000 LR: 7.651e-02 Score 94.957 Data time: 0.1337, Forward time: 2.2678, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.8466 [2020-11-12 21:00:57,369][root][INFO] - ===> Epoch[198](5147/26): Loss -0.6006, Sem 0.1482, dir -0.9477, norm 0.1988, swav 0.0000 LR: 7.651e-02 Score 95.056 Data time: 0.1307, Forward time: 2.2677, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.0771 [2020-11-12 21:01:03,110][root][INFO] - ===> Epoch[198](5148/26): Loss -0.6298, Sem 0.1489, dir -0.9558, norm 0.1771, swav 0.0000 LR: 7.650e-02 Score 94.887 Data time: 0.1599, Forward time: 2.2676, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.6548 [2020-11-12 21:01:07,786][root][INFO] - ===> Epoch[199](5149/26): Loss -0.5391, Sem 0.1867, dir -0.9430, norm 0.2172, swav 0.0000 LR: 7.650e-02 Score 93.930 Data time: 0.1715, Forward time: 2.2675, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.6036 [2020-11-12 21:01:13,339][root][INFO] - ===> Epoch[199](5150/26): Loss -0.5519, Sem 0.1732, dir -0.9531, norm 0.2280, swav 0.0000 LR: 7.650e-02 Score 94.318 Data time: 0.1726, Forward time: 2.2674, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.5056 [2020-11-12 21:01:19,989][root][INFO] - ===> Epoch[199](5151/26): Loss -0.5364, Sem 0.1742, dir -0.9453, norm 0.2348, swav 0.0000 LR: 7.649e-02 Score 94.301 Data time: 0.3483, Forward time: 2.2676, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.5504 [2020-11-12 21:01:25,324][root][INFO] - ===> Epoch[199](5152/26): Loss -0.5773, Sem 0.1431, dir -0.9451, norm 0.2247, swav 0.0000 LR: 7.649e-02 Score 95.218 Data time: 0.2222, Forward time: 2.2676, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.2034 [2020-11-12 21:01:30,371][root][INFO] - ===> Epoch[199](5153/26): Loss -0.5850, Sem 0.1526, dir -0.9491, norm 0.2115, swav 0.0000 LR: 7.648e-02 Score 95.133 Data time: 0.1937, Forward time: 2.2675, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 4.9273 [2020-11-12 21:01:36,175][root][INFO] - ===> Epoch[199](5154/26): Loss -0.5356, Sem 0.1564, dir -0.9338, norm 0.2418, swav 0.0000 LR: 7.648e-02 Score 94.902 Data time: 0.2578, Forward time: 2.2675, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.6891 [2020-11-12 21:01:41,945][root][INFO] - ===> Epoch[199](5155/26): Loss -0.5868, Sem 0.1586, dir -0.9447, norm 0.1993, swav 0.0000 LR: 7.647e-02 Score 94.958 Data time: 0.2181, Forward time: 2.2676, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.6437 [2020-11-12 21:01:46,801][root][INFO] - ===> Epoch[199](5156/26): Loss -0.6045, Sem 0.1513, dir -0.9457, norm 0.1899, swav 0.0000 LR: 7.647e-02 Score 94.967 Data time: 0.1894, Forward time: 2.2675, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 4.7460 [2020-11-12 21:01:53,518][root][INFO] - ===> Epoch[199](5157/26): Loss -0.5625, Sem 0.1649, dir -0.9425, norm 0.2151, swav 0.0000 LR: 7.646e-02 Score 94.886 Data time: 0.2283, Forward time: 2.2675, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.6276 [2020-11-12 21:02:00,144][root][INFO] - ===> Epoch[199](5158/26): Loss -0.5638, Sem 0.1743, dir -0.9459, norm 0.2077, swav 0.0000 LR: 7.646e-02 Score 94.436 Data time: 0.2575, Forward time: 2.2676, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.5036 [2020-11-12 21:02:06,321][root][INFO] - ===> Epoch[199](5159/26): Loss -0.5554, Sem 0.1537, dir -0.9423, norm 0.2332, swav 0.0000 LR: 7.645e-02 Score 95.039 Data time: 0.2240, Forward time: 2.2677, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.0439 [2020-11-12 21:02:11,675][root][INFO] - ===> Epoch[199](5160/26): Loss -0.5390, Sem 0.1915, dir -0.9436, norm 0.2131, swav 0.0000 LR: 7.645e-02 Score 94.086 Data time: 0.1440, Forward time: 2.2675, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.2303 [2020-11-12 21:02:17,191][root][INFO] - ===> Epoch[199](5161/26): Loss -0.6140, Sem 0.1461, dir -0.9529, norm 0.1928, swav 0.0000 LR: 7.644e-02 Score 95.077 Data time: 0.2474, Forward time: 2.2676, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.4476 [2020-11-12 21:02:23,011][root][INFO] - ===> Epoch[199](5162/26): Loss -0.6044, Sem 0.1555, dir -0.9556, norm 0.1957, swav 0.0000 LR: 7.644e-02 Score 94.821 Data time: 0.2380, Forward time: 2.2677, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.6897 [2020-11-12 21:02:29,599][root][INFO] - ===> Epoch[199](5163/26): Loss -0.6318, Sem 0.1278, dir -0.9554, norm 0.1958, swav 0.0000 LR: 7.643e-02 Score 95.907 Data time: 0.2051, Forward time: 2.2677, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.4748 [2020-11-12 21:02:35,629][root][INFO] - ===> Epoch[199](5164/26): Loss -0.6042, Sem 0.1385, dir -0.9527, norm 0.2100, swav 0.0000 LR: 7.643e-02 Score 95.203 Data time: 0.2089, Forward time: 2.2677, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.9112 [2020-11-12 21:02:41,690][root][INFO] - ===> Epoch[199](5165/26): Loss -0.5781, Sem 0.1645, dir -0.9468, norm 0.2042, swav 0.0000 LR: 7.643e-02 Score 94.567 Data time: 0.2172, Forward time: 2.2677, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.9685 [2020-11-12 21:02:48,302][root][INFO] - ===> Epoch[199](5166/26): Loss -0.6121, Sem 0.1449, dir -0.9503, norm 0.1933, swav 0.0000 LR: 7.642e-02 Score 95.414 Data time: 0.1881, Forward time: 2.2676, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.5016 [2020-11-12 21:02:54,927][root][INFO] - ===> Epoch[199](5167/26): Loss -0.5686, Sem 0.1639, dir -0.9447, norm 0.2122, swav 0.0000 LR: 7.642e-02 Score 94.580 Data time: 0.2160, Forward time: 2.2677, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 6.5336 [2020-11-12 21:03:00,018][root][INFO] - ===> Epoch[199](5168/26): Loss -0.5182, Sem 0.2082, dir -0.9413, norm 0.2148, swav 0.0000 LR: 7.641e-02 Score 93.094 Data time: 0.2306, Forward time: 2.2677, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 4.9928 [2020-11-12 21:03:04,609][root][INFO] - ===> Epoch[199](5169/26): Loss -0.5740, Sem 0.1686, dir -0.9473, norm 0.2047, swav 0.0000 LR: 7.641e-02 Score 94.473 Data time: 0.1894, Forward time: 2.2677, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.4646 [2020-11-12 21:03:10,866][root][INFO] - ===> Epoch[199](5170/26): Loss -0.5743, Sem 0.1451, dir -0.9508, norm 0.2314, swav 0.0000 LR: 7.640e-02 Score 95.103 Data time: 0.1948, Forward time: 2.2676, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.1660 [2020-11-12 21:03:16,903][root][INFO] - ===> Epoch[199](5171/26): Loss -0.5885, Sem 0.1561, dir -0.9482, norm 0.2036, swav 0.0000 LR: 7.640e-02 Score 94.646 Data time: 0.1804, Forward time: 2.2676, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.9187 [2020-11-12 21:03:21,378][root][INFO] - ===> Epoch[199](5172/26): Loss -0.5918, Sem 0.1569, dir -0.9449, norm 0.1962, swav 0.0000 LR: 7.639e-02 Score 94.754 Data time: 0.1997, Forward time: 2.2675, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.3807 [2020-11-12 21:03:26,334][root][INFO] - ===> Epoch[199](5173/26): Loss -0.5347, Sem 0.1848, dir -0.9429, norm 0.2234, swav 0.0000 LR: 7.639e-02 Score 94.070 Data time: 0.1990, Forward time: 2.2675, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 4.8696 [2020-11-12 21:03:32,010][root][INFO] - ===> Epoch[199](5174/26): Loss -0.5428, Sem 0.1788, dir -0.9443, norm 0.2227, swav 0.0000 LR: 7.638e-02 Score 94.169 Data time: 0.1836, Forward time: 2.2674, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.5564 [2020-11-12 21:03:38,804][root][INFO] - ===> Epoch[200](5175/26): Loss -0.5682, Sem 0.1623, dir -0.9452, norm 0.2147, swav 0.0000 LR: 7.638e-02 Score 94.850 Data time: 0.1704, Forward time: 2.2674, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.6898 [2020-11-12 21:03:43,763][root][INFO] - ===> Epoch[200](5176/26): Loss -0.5717, Sem 0.1724, dir -0.9473, norm 0.2032, swav 0.0000 LR: 7.637e-02 Score 94.274 Data time: 0.1472, Forward time: 2.2672, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 4.8455 [2020-11-12 21:03:49,057][root][INFO] - ===> Epoch[200](5177/26): Loss -0.5444, Sem 0.1725, dir -0.9485, norm 0.2317, swav 0.0000 LR: 7.637e-02 Score 94.355 Data time: 0.1900, Forward time: 2.2672, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.1912 [2020-11-12 21:03:54,689][root][INFO] - ===> Epoch[200](5178/26): Loss -0.6126, Sem 0.1528, dir -0.9506, norm 0.1852, swav 0.0000 LR: 7.637e-02 Score 94.671 Data time: 0.2402, Forward time: 2.2672, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.5168 [2020-11-12 21:04:00,251][root][INFO] - ===> Epoch[200](5179/26): Loss -0.5510, Sem 0.1757, dir -0.9433, norm 0.2166, swav 0.0000 LR: 7.636e-02 Score 94.311 Data time: 0.2415, Forward time: 2.2673, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.4490 [2020-11-12 21:04:05,966][root][INFO] - ===> Epoch[200](5180/26): Loss -0.5414, Sem 0.1711, dir -0.9429, norm 0.2305, swav 0.0000 LR: 7.636e-02 Score 94.600 Data time: 0.2687, Forward time: 2.2674, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.5493 [2020-11-12 21:04:11,314][root][INFO] - ===> Epoch[200](5181/26): Loss -0.5867, Sem 0.1484, dir -0.9493, norm 0.2142, swav 0.0000 LR: 7.635e-02 Score 95.152 Data time: 0.2544, Forward time: 2.2675, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.2214 [2020-11-12 21:04:17,709][root][INFO] - ===> Epoch[200](5182/26): Loss -0.5645, Sem 0.1573, dir -0.9428, norm 0.2209, swav 0.0000 LR: 7.635e-02 Score 94.783 Data time: 0.2124, Forward time: 2.2675, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.2884 [2020-11-12 21:04:23,374][root][INFO] - ===> Epoch[200](5183/26): Loss -0.6053, Sem 0.1495, dir -0.9479, norm 0.1931, swav 0.0000 LR: 7.634e-02 Score 95.147 Data time: 0.2098, Forward time: 2.2675, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.5608 [2020-11-12 21:04:29,324][root][INFO] - ===> Epoch[200](5184/26): Loss -0.5646, Sem 0.1674, dir -0.9453, norm 0.2134, swav 0.0000 LR: 7.634e-02 Score 94.409 Data time: 0.2366, Forward time: 2.2676, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.8634 [2020-11-12 21:04:35,295][root][INFO] - ===> Epoch[200](5185/26): Loss -0.5912, Sem 0.1563, dir -0.9517, norm 0.2042, swav 0.0000 LR: 7.633e-02 Score 94.864 Data time: 0.1648, Forward time: 2.2675, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.8492 [2020-11-12 21:04:39,940][root][INFO] - ===> Epoch[200](5186/26): Loss -0.6123, Sem 0.1366, dir -0.9500, norm 0.2010, swav 0.0000 LR: 7.633e-02 Score 95.447 Data time: 0.1825, Forward time: 2.2674, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 4.5907 [2020-11-12 21:04:45,717][root][INFO] - ===> Epoch[200](5187/26): Loss -0.5770, Sem 0.1533, dir -0.9486, norm 0.2182, swav 0.0000 LR: 7.632e-02 Score 95.060 Data time: 0.2067, Forward time: 2.2674, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.6995 [2020-11-12 21:04:51,159][root][INFO] - ===> Epoch[200](5188/26): Loss -0.5670, Sem 0.1737, dir -0.9450, norm 0.2042, swav 0.0000 LR: 7.632e-02 Score 94.514 Data time: 0.1824, Forward time: 2.2673, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.3413 [2020-11-12 21:04:57,070][root][INFO] - ===> Epoch[200](5189/26): Loss -0.5671, Sem 0.1745, dir -0.9461, norm 0.2045, swav 0.0000 LR: 7.631e-02 Score 94.229 Data time: 0.1919, Forward time: 2.2673, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.8360 [2020-11-12 21:05:02,848][root][INFO] - ===> Epoch[200](5190/26): Loss -0.6102, Sem 0.1644, dir -0.9537, norm 0.1791, swav 0.0000 LR: 7.631e-02 Score 94.730 Data time: 0.2566, Forward time: 2.2674, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.6871 [2020-11-12 21:05:09,570][root][INFO] - ===> Epoch[200](5191/26): Loss -0.5894, Sem 0.1592, dir -0.9529, norm 0.2043, swav 0.0000 LR: 7.631e-02 Score 94.833 Data time: 0.1792, Forward time: 2.2673, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.6058 [2020-11-12 21:05:16,404][root][INFO] - ===> Epoch[200](5192/26): Loss -0.5707, Sem 0.1669, dir -0.9419, norm 0.2043, swav 0.0000 LR: 7.630e-02 Score 94.534 Data time: 0.3736, Forward time: 2.2675, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.7752 [2020-11-12 21:05:23,145][root][INFO] - ===> Epoch[200](5193/26): Loss -0.5884, Sem 0.1495, dir -0.9461, norm 0.2083, swav 0.0000 LR: 7.630e-02 Score 94.895 Data time: 0.3071, Forward time: 2.2677, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.6164 [2020-11-12 21:05:27,972][root][INFO] - ===> Epoch[200](5194/26): Loss -0.5941, Sem 0.1495, dir -0.9493, norm 0.2057, swav 0.0000 LR: 7.629e-02 Score 94.964 Data time: 0.1365, Forward time: 2.2676, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 4.7065 [2020-11-12 21:05:33,853][root][INFO] - ===> Epoch[200](5195/26): Loss -0.5985, Sem 0.1520, dir -0.9475, norm 0.1970, swav 0.0000 LR: 7.629e-02 Score 94.924 Data time: 0.1482, Forward time: 2.2675, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.7869 [2020-11-12 21:05:39,607][root][INFO] - ===> Epoch[200](5196/26): Loss -0.5900, Sem 0.1559, dir -0.9448, norm 0.1990, swav 0.0000 LR: 7.628e-02 Score 95.092 Data time: 0.1772, Forward time: 2.2674, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.7007 [2020-11-12 21:05:44,940][root][INFO] - ===> Epoch[200](5197/26): Loss -0.5531, Sem 0.1699, dir -0.9498, norm 0.2268, swav 0.0000 LR: 7.628e-02 Score 94.558 Data time: 0.1935, Forward time: 2.2674, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.2636 [2020-11-12 21:05:51,699][root][INFO] - ===> Epoch[200](5198/26): Loss -0.5920, Sem 0.1536, dir -0.9490, norm 0.2033, swav 0.0000 LR: 7.627e-02 Score 95.257 Data time: 0.1672, Forward time: 2.2673, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.6632 [2020-11-12 21:05:57,316][root][INFO] - ===> Epoch[200](5199/26): Loss -0.5842, Sem 0.1574, dir -0.9493, norm 0.2077, swav 0.0000 LR: 7.627e-02 Score 94.845 Data time: 0.1755, Forward time: 2.2672, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.5120 [2020-11-12 21:06:03,355][root][INFO] - ===> Epoch[200](5200/26): Loss -0.5789, Sem 0.1621, dir -0.9449, norm 0.2039, swav 0.0000 LR: 7.626e-02 Score 94.772 Data time: 0.1709, Forward time: 2.2671, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.9323 [2020-11-12 21:06:10,282][root][INFO] - ===> Epoch[201](5201/26): Loss -0.5599, Sem 0.1520, dir -0.9429, norm 0.2309, swav 0.0000 LR: 7.626e-02 Score 94.993 Data time: 0.3152, Forward time: 2.2672, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 6.8767 [2020-11-12 21:06:15,734][root][INFO] - ===> Epoch[201](5202/26): Loss -0.5997, Sem 0.1405, dir -0.9471, norm 0.2069, swav 0.0000 LR: 7.625e-02 Score 95.306 Data time: 0.2296, Forward time: 2.2673, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.3298 [2020-11-12 21:06:21,153][root][INFO] - ===> Epoch[201](5203/26): Loss -0.5647, Sem 0.1786, dir -0.9502, norm 0.2068, swav 0.0000 LR: 7.625e-02 Score 94.245 Data time: 0.2050, Forward time: 2.2673, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.2980 [2020-11-12 21:06:26,793][root][INFO] - ===> Epoch[201](5204/26): Loss -0.5847, Sem 0.1628, dir -0.9493, norm 0.2018, swav 0.0000 LR: 7.624e-02 Score 94.845 Data time: 0.1710, Forward time: 2.2672, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.5148 [2020-11-12 21:06:32,035][root][INFO] - ===> Epoch[201](5205/26): Loss -0.5243, Sem 0.2002, dir -0.9536, norm 0.2290, swav 0.0000 LR: 7.624e-02 Score 93.802 Data time: 0.2382, Forward time: 2.2672, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.1562 [2020-11-12 21:06:37,405][root][INFO] - ===> Epoch[201](5206/26): Loss -0.6052, Sem 0.1435, dir -0.9513, norm 0.2026, swav 0.0000 LR: 7.624e-02 Score 95.102 Data time: 0.2056, Forward time: 2.2672, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.2433 [2020-11-12 21:06:43,065][root][INFO] - ===> Epoch[201](5207/26): Loss -0.5725, Sem 0.1603, dir -0.9454, norm 0.2126, swav 0.0000 LR: 7.623e-02 Score 94.688 Data time: 0.2057, Forward time: 2.2672, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.5511 [2020-11-12 21:06:49,263][root][INFO] - ===> Epoch[201](5208/26): Loss -0.5644, Sem 0.1832, dir -0.9488, norm 0.2012, swav 0.0000 LR: 7.623e-02 Score 94.202 Data time: 0.1944, Forward time: 2.2672, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.0968 [2020-11-12 21:06:55,761][root][INFO] - ===> Epoch[201](5209/26): Loss -0.5669, Sem 0.1734, dir -0.9505, norm 0.2101, swav 0.0000 LR: 7.622e-02 Score 94.332 Data time: 0.1163, Forward time: 2.2670, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 6.4037 [2020-11-12 21:07:01,551][root][INFO] - ===> Epoch[201](5210/26): Loss -0.5852, Sem 0.1393, dir -0.9474, norm 0.2230, swav 0.0000 LR: 7.622e-02 Score 95.340 Data time: 0.1960, Forward time: 2.2670, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.7316 [2020-11-12 21:07:08,899][root][INFO] - ===> Epoch[201](5211/26): Loss -0.5994, Sem 0.1568, dir -0.9497, norm 0.1935, swav 0.0000 LR: 7.621e-02 Score 94.710 Data time: 0.2790, Forward time: 2.2671, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 7.2548 [2020-11-12 21:07:14,235][root][INFO] - ===> Epoch[201](5212/26): Loss -0.5607, Sem 0.1739, dir -0.9495, norm 0.2150, swav 0.0000 LR: 7.621e-02 Score 94.463 Data time: 0.2522, Forward time: 2.2672, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.2016 [2020-11-12 21:07:19,618][root][INFO] - ===> Epoch[201](5213/26): Loss -0.5539, Sem 0.1518, dir -0.9430, norm 0.2373, swav 0.0000 LR: 7.620e-02 Score 95.107 Data time: 0.1967, Forward time: 2.2672, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.2706 [2020-11-12 21:07:24,979][root][INFO] - ===> Epoch[201](5214/26): Loss -0.5896, Sem 0.1438, dir -0.9491, norm 0.2157, swav 0.0000 LR: 7.620e-02 Score 95.313 Data time: 0.2239, Forward time: 2.2672, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.2697 [2020-11-12 21:07:32,261][root][INFO] - ===> Epoch[201](5215/26): Loss -0.5806, Sem 0.1622, dir -0.9487, norm 0.2059, swav 0.0000 LR: 7.619e-02 Score 94.521 Data time: 0.2501, Forward time: 2.2673, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 7.1811 [2020-11-12 21:07:38,850][root][INFO] - ===> Epoch[201](5216/26): Loss -0.5805, Sem 0.1489, dir -0.9481, norm 0.2188, swav 0.0000 LR: 7.619e-02 Score 95.188 Data time: 0.2354, Forward time: 2.2674, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 6.4654 [2020-11-12 21:07:43,815][root][INFO] - ===> Epoch[201](5217/26): Loss -0.5607, Sem 0.1744, dir -0.9517, norm 0.2167, swav 0.0000 LR: 7.618e-02 Score 94.376 Data time: 0.1706, Forward time: 2.2673, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.8649 [2020-11-12 21:07:49,496][root][INFO] - ===> Epoch[201](5218/26): Loss -0.5327, Sem 0.1827, dir -0.9361, norm 0.2207, swav 0.0000 LR: 7.618e-02 Score 94.209 Data time: 0.1872, Forward time: 2.2672, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.6024 [2020-11-12 21:07:56,175][root][INFO] - ===> Epoch[201](5219/26): Loss -0.5398, Sem 0.1664, dir -0.9417, norm 0.2354, swav 0.0000 LR: 7.618e-02 Score 94.575 Data time: 0.2157, Forward time: 2.2673, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 6.6037 [2020-11-12 21:08:01,271][root][INFO] - ===> Epoch[201](5220/26): Loss -0.5857, Sem 0.1625, dir -0.9504, norm 0.2021, swav 0.0000 LR: 7.617e-02 Score 94.734 Data time: 0.2346, Forward time: 2.2673, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 4.9798 [2020-11-12 21:08:07,402][root][INFO] - ===> Epoch[201](5221/26): Loss -0.5985, Sem 0.1434, dir -0.9502, norm 0.2083, swav 0.0000 LR: 7.617e-02 Score 95.230 Data time: 0.2832, Forward time: 2.2675, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.9972 [2020-11-12 21:08:11,871][root][INFO] - ===> Epoch[201](5222/26): Loss -0.5711, Sem 0.1485, dir -0.9453, norm 0.2257, swav 0.0000 LR: 7.616e-02 Score 94.965 Data time: 0.1813, Forward time: 2.2674, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 4.3452 [2020-11-12 21:08:17,902][root][INFO] - ===> Epoch[201](5223/26): Loss -0.5722, Sem 0.1846, dir -0.9530, norm 0.1962, swav 0.0000 LR: 7.616e-02 Score 93.628 Data time: 0.2973, Forward time: 2.2675, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.9331 [2020-11-12 21:08:24,337][root][INFO] - ===> Epoch[201](5224/26): Loss -0.5957, Sem 0.1527, dir -0.9528, norm 0.2044, swav 0.0000 LR: 7.615e-02 Score 94.911 Data time: 0.3006, Forward time: 2.2677, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.3099 [2020-11-12 21:08:30,738][root][INFO] - ===> Epoch[201](5225/26): Loss -0.5803, Sem 0.1650, dir -0.9457, norm 0.2004, swav 0.0000 LR: 7.615e-02 Score 94.749 Data time: 0.1937, Forward time: 2.2677, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 6.2611 [2020-11-12 21:08:36,650][root][INFO] - ===> Epoch[201](5226/26): Loss -0.5380, Sem 0.1670, dir -0.9474, norm 0.2424, swav 0.0000 LR: 7.614e-02 Score 94.439 Data time: 0.2032, Forward time: 2.2677, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.7976 [2020-11-12 21:08:41,831][root][INFO] - ===> Epoch[202](5227/26): Loss -0.6234, Sem 0.1356, dir -0.9496, norm 0.1906, swav 0.0000 LR: 7.614e-02 Score 95.602 Data time: 0.1646, Forward time: 2.2676, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.0754 [2020-11-12 21:08:47,187][root][INFO] - ===> Epoch[202](5228/26): Loss -0.5407, Sem 0.1797, dir -0.9445, norm 0.2241, swav 0.0000 LR: 7.613e-02 Score 93.947 Data time: 0.1831, Forward time: 2.2676, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.2906 [2020-11-12 21:08:53,902][root][INFO] - ===> Epoch[202](5229/26): Loss -0.5862, Sem 0.1588, dir -0.9474, norm 0.2025, swav 0.0000 LR: 7.613e-02 Score 94.803 Data time: 0.2341, Forward time: 2.2675, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 6.6050 [2020-11-12 21:09:00,087][root][INFO] - ===> Epoch[202](5230/26): Loss -0.5555, Sem 0.1735, dir -0.9475, norm 0.2186, swav 0.0000 LR: 7.612e-02 Score 94.211 Data time: 0.1728, Forward time: 2.2675, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 6.0859 [2020-11-12 21:09:06,094][root][INFO] - ===> Epoch[202](5231/26): Loss -0.5846, Sem 0.1681, dir -0.9547, norm 0.2021, swav 0.0000 LR: 7.612e-02 Score 94.502 Data time: 0.1924, Forward time: 2.2675, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.9090 [2020-11-12 21:09:12,564][root][INFO] - ===> Epoch[202](5232/26): Loss -0.5601, Sem 0.1783, dir -0.9464, norm 0.2080, swav 0.0000 LR: 7.611e-02 Score 94.102 Data time: 0.2294, Forward time: 2.2675, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 6.3825 [2020-11-12 21:09:18,420][root][INFO] - ===> Epoch[202](5233/26): Loss -0.6003, Sem 0.1608, dir -0.9568, norm 0.1957, swav 0.0000 LR: 7.611e-02 Score 94.890 Data time: 0.2067, Forward time: 2.2675, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.7469 [2020-11-12 21:09:26,506][root][INFO] - ===> Epoch[202](5234/26): Loss -0.5872, Sem 0.1685, dir -0.9522, norm 0.1965, swav 0.0000 LR: 7.611e-02 Score 94.303 Data time: 0.1584, Forward time: 2.2674, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 7.9584 [2020-11-12 21:09:32,423][root][INFO] - ===> Epoch[202](5235/26): Loss -0.5824, Sem 0.1635, dir -0.9491, norm 0.2033, swav 0.0000 LR: 7.610e-02 Score 94.754 Data time: 0.1570, Forward time: 2.2673, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.8377 [2020-11-12 21:09:37,680][root][INFO] - ===> Epoch[202](5236/26): Loss -0.6166, Sem 0.1446, dir -0.9529, norm 0.1917, swav 0.0000 LR: 7.610e-02 Score 94.918 Data time: 0.2222, Forward time: 2.2673, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.1787 [2020-11-12 21:09:43,012][root][INFO] - ===> Epoch[202](5237/26): Loss -0.6052, Sem 0.1408, dir -0.9486, norm 0.2027, swav 0.0000 LR: 7.609e-02 Score 95.380 Data time: 0.1780, Forward time: 2.2672, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.2173 [2020-11-12 21:09:49,960][root][INFO] - ===> Epoch[202](5238/26): Loss -0.5764, Sem 0.1709, dir -0.9516, norm 0.2043, swav 0.0000 LR: 7.609e-02 Score 94.247 Data time: 0.2164, Forward time: 2.2672, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 6.8639 [2020-11-12 21:09:54,836][root][INFO] - ===> Epoch[202](5239/26): Loss -0.5924, Sem 0.1470, dir -0.9458, norm 0.2064, swav 0.0000 LR: 7.608e-02 Score 95.304 Data time: 0.1364, Forward time: 2.2671, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 4.7674 [2020-11-12 21:10:00,971][root][INFO] - ===> Epoch[202](5240/26): Loss -0.6135, Sem 0.1384, dir -0.9507, norm 0.1988, swav 0.0000 LR: 7.608e-02 Score 95.254 Data time: 0.2313, Forward time: 2.2671, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 6.0493 [2020-11-12 21:10:06,294][root][INFO] - ===> Epoch[202](5241/26): Loss -0.6254, Sem 0.1463, dir -0.9591, norm 0.1875, swav 0.0000 LR: 7.607e-02 Score 95.362 Data time: 0.2415, Forward time: 2.2671, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.1939 [2020-11-12 21:10:11,689][root][INFO] - ===> Epoch[202](5242/26): Loss -0.5879, Sem 0.1640, dir -0.9508, norm 0.1989, swav 0.0000 LR: 7.607e-02 Score 94.637 Data time: 0.2486, Forward time: 2.2672, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.2930 [2020-11-12 21:10:17,386][root][INFO] - ===> Epoch[202](5243/26): Loss -0.6150, Sem 0.1416, dir -0.9542, norm 0.1977, swav 0.0000 LR: 7.606e-02 Score 95.447 Data time: 0.1995, Forward time: 2.2671, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.5823 [2020-11-12 21:10:24,842][root][INFO] - ===> Epoch[202](5244/26): Loss -0.5902, Sem 0.1536, dir -0.9466, norm 0.2028, swav 0.0000 LR: 7.606e-02 Score 95.042 Data time: 0.2114, Forward time: 2.2671, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 7.3504 [2020-11-12 21:10:29,845][root][INFO] - ===> Epoch[202](5245/26): Loss -0.5766, Sem 0.1659, dir -0.9503, norm 0.2077, swav 0.0000 LR: 7.605e-02 Score 94.613 Data time: 0.2340, Forward time: 2.2672, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 4.8834 [2020-11-12 21:10:35,492][root][INFO] - ===> Epoch[202](5246/26): Loss -0.5634, Sem 0.1588, dir -0.9499, norm 0.2276, swav 0.0000 LR: 7.605e-02 Score 94.752 Data time: 0.1353, Forward time: 2.2670, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 5.5302 [2020-11-12 21:10:41,690][root][INFO] - ===> Epoch[202](5247/26): Loss -0.6042, Sem 0.1484, dir -0.9510, norm 0.1984, swav 0.0000 LR: 7.605e-02 Score 94.939 Data time: 0.1769, Forward time: 2.2669, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 6.1220 [2020-11-12 21:10:47,387][root][INFO] - ===> Epoch[202](5248/26): Loss -0.5979, Sem 0.1558, dir -0.9487, norm 0.1950, swav 0.0000 LR: 7.604e-02 Score 94.942 Data time: 0.2206, Forward time: 2.2670, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.6052 [2020-11-12 21:10:52,378][root][INFO] - ===> Epoch[202](5249/26): Loss -0.5850, Sem 0.1655, dir -0.9546, norm 0.2041, swav 0.0000 LR: 7.604e-02 Score 94.719 Data time: 0.2239, Forward time: 2.2670, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 4.8700 [2020-11-12 21:10:59,729][root][INFO] - ===> Epoch[202](5250/26): Loss -0.5691, Sem 0.1797, dir -0.9531, norm 0.2044, swav 0.0000 LR: 7.603e-02 Score 94.311 Data time: 0.3537, Forward time: 2.2672, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 7.2490 [2020-11-12 21:11:05,520][root][INFO] - ===> Epoch[202](5251/26): Loss -0.5451, Sem 0.1797, dir -0.9381, norm 0.2133, swav 0.0000 LR: 7.603e-02 Score 93.800 Data time: 0.1862, Forward time: 2.2672, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 5.6606 [2020-11-12 21:11:11,922][root][INFO] - ===> Epoch[202](5252/26): Loss -0.6117, Sem 0.1379, dir -0.9540, norm 0.2044, swav 0.0000 LR: 7.602e-02 Score 95.510 Data time: 0.2438, Forward time: 2.2672, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 6.2951 [2020-11-12 21:11:18,033][root][INFO] - ===> Epoch[203](5253/26): Loss -0.5892, Sem 0.1626, dir -0.9514, norm 0.1996, swav 0.0000 LR: 7.602e-02 Score 94.703 Data time: 0.2815, Forward time: 2.2673, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 6.0224 [2020-11-12 21:11:23,749][root][INFO] - ===> Epoch[203](5254/26): Loss -0.5713, Sem 0.1578, dir -0.9470, norm 0.2179, swav 0.0000 LR: 7.601e-02 Score 94.460 Data time: 0.2059, Forward time: 2.2673, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.5952 [2020-11-12 21:11:29,806][root][INFO] - ===> Epoch[203](5255/26): Loss -0.5748, Sem 0.1745, dir -0.9469, norm 0.1975, swav 0.0000 LR: 7.601e-02 Score 94.297 Data time: 0.2161, Forward time: 2.2673, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.9463 [2020-11-12 21:11:36,035][root][INFO] - ===> Epoch[203](5256/26): Loss -0.5812, Sem 0.1636, dir -0.9486, norm 0.2038, swav 0.0000 LR: 7.600e-02 Score 94.787 Data time: 0.1350, Forward time: 2.2672, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 6.1018 [2020-11-12 21:11:41,812][root][INFO] - ===> Epoch[203](5257/26): Loss -0.5474, Sem 0.1734, dir -0.9449, norm 0.2241, swav 0.0000 LR: 7.600e-02 Score 94.036 Data time: 0.1176, Forward time: 2.2670, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.6926 [2020-11-12 21:11:47,559][root][INFO] - ===> Epoch[203](5258/26): Loss -0.5398, Sem 0.1754, dir -0.9452, norm 0.2300, swav 0.0000 LR: 7.599e-02 Score 94.547 Data time: 0.1718, Forward time: 2.2669, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.7095 [2020-11-12 21:11:53,423][root][INFO] - ===> Epoch[203](5259/26): Loss -0.5948, Sem 0.1570, dir -0.9499, norm 0.1981, swav 0.0000 LR: 7.599e-02 Score 94.710 Data time: 0.2037, Forward time: 2.2669, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.7533 [2020-11-12 21:11:58,761][root][INFO] - ===> Epoch[203](5260/26): Loss -0.5802, Sem 0.1756, dir -0.9486, norm 0.1928, swav 0.0000 LR: 7.598e-02 Score 94.039 Data time: 0.1907, Forward time: 2.2669, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.2009 [2020-11-12 21:12:03,516][root][INFO] - ===> Epoch[203](5261/26): Loss -0.5813, Sem 0.1565, dir -0.9454, norm 0.2076, swav 0.0000 LR: 7.598e-02 Score 95.039 Data time: 0.1822, Forward time: 2.2668, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 4.6638 [2020-11-12 21:12:09,318][root][INFO] - ===> Epoch[203](5262/26): Loss -0.5556, Sem 0.1760, dir -0.9495, norm 0.2178, swav 0.0000 LR: 7.598e-02 Score 94.080 Data time: 0.1632, Forward time: 2.2667, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.6855 [2020-11-12 21:12:15,449][root][INFO] - ===> Epoch[203](5263/26): Loss -0.6089, Sem 0.1362, dir -0.9486, norm 0.2035, swav 0.0000 LR: 7.597e-02 Score 95.549 Data time: 0.2485, Forward time: 2.2667, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 6.0470 [2020-11-12 21:12:21,207][root][INFO] - ===> Epoch[203](5264/26): Loss -0.5327, Sem 0.1743, dir -0.9468, norm 0.2397, swav 0.0000 LR: 7.597e-02 Score 94.569 Data time: 0.1846, Forward time: 2.2667, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.6134 [2020-11-12 21:12:27,801][root][INFO] - ===> Epoch[203](5265/26): Loss -0.6044, Sem 0.1557, dir -0.9516, norm 0.1915, swav 0.0000 LR: 7.596e-02 Score 94.865 Data time: 0.2136, Forward time: 2.2667, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 6.4901 [2020-11-12 21:12:32,146][root][INFO] - ===> Epoch[203](5266/26): Loss -0.5755, Sem 0.1597, dir -0.9464, norm 0.2112, swav 0.0000 LR: 7.596e-02 Score 94.789 Data time: 0.1332, Forward time: 2.2666, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 4.2129 [2020-11-12 21:12:37,435][root][INFO] - ===> Epoch[203](5267/26): Loss -0.5673, Sem 0.1641, dir -0.9474, norm 0.2160, swav 0.0000 LR: 7.595e-02 Score 94.354 Data time: 0.1722, Forward time: 2.2665, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 5.2061 [2020-11-12 21:12:43,249][root][INFO] - ===> Epoch[203](5268/26): Loss -0.6096, Sem 0.1382, dir -0.9525, norm 0.2047, swav 0.0000 LR: 7.595e-02 Score 95.394 Data time: 0.2048, Forward time: 2.2664, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.6991 [2020-11-12 21:12:48,330][root][INFO] - ===> Epoch[203](5269/26): Loss -0.6070, Sem 0.1403, dir -0.9497, norm 0.2024, swav 0.0000 LR: 7.594e-02 Score 95.642 Data time: 0.2325, Forward time: 2.2665, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 4.9478 [2020-11-12 21:12:54,437][root][INFO] - ===> Epoch[203](5270/26): Loss -0.5818, Sem 0.1713, dir -0.9497, norm 0.1966, swav 0.0000 LR: 7.594e-02 Score 94.646 Data time: 0.2392, Forward time: 2.2665, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.9924 [2020-11-12 21:13:00,784][root][INFO] - ===> Epoch[203](5271/26): Loss -0.5635, Sem 0.1478, dir -0.9435, norm 0.2321, swav 0.0000 LR: 7.593e-02 Score 95.011 Data time: 0.3121, Forward time: 2.2667, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 6.2236 [2020-11-12 21:13:06,028][root][INFO] - ===> Epoch[203](5272/26): Loss -0.5315, Sem 0.1480, dir -0.9471, norm 0.2676, swav 0.0000 LR: 7.593e-02 Score 95.074 Data time: 0.1866, Forward time: 2.2666, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.1044 [2020-11-12 21:13:11,932][root][INFO] - ===> Epoch[203](5273/26): Loss -0.6603, Sem 0.1231, dir -0.9629, norm 0.1794, swav 0.0000 LR: 7.592e-02 Score 95.984 Data time: 0.1958, Forward time: 2.2666, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.8133 [2020-11-12 21:13:18,761][root][INFO] - ===> Epoch[203](5274/26): Loss -0.6090, Sem 0.1395, dir -0.9519, norm 0.2033, swav 0.0000 LR: 7.592e-02 Score 95.374 Data time: 0.1343, Forward time: 2.2664, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 6.7108 [2020-11-12 21:13:24,174][root][INFO] - ===> Epoch[203](5275/26): Loss -0.6166, Sem 0.1532, dir -0.9529, norm 0.1831, swav 0.0000 LR: 7.592e-02 Score 94.866 Data time: 0.1959, Forward time: 2.2664, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.3364 [2020-11-12 21:13:29,822][root][INFO] - ===> Epoch[203](5276/26): Loss -0.6143, Sem 0.1238, dir -0.9466, norm 0.2085, swav 0.0000 LR: 7.591e-02 Score 95.812 Data time: 0.2335, Forward time: 2.2665, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.5522 [2020-11-12 21:13:35,774][root][INFO] - ===> Epoch[203](5277/26): Loss -0.5862, Sem 0.1520, dir -0.9477, norm 0.2095, swav 0.0000 LR: 7.591e-02 Score 94.855 Data time: 0.2617, Forward time: 2.2665, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.8154 [2020-11-12 21:13:41,053][root][INFO] - ===> Epoch[203](5278/26): Loss -0.5962, Sem 0.1526, dir -0.9494, norm 0.2006, swav 0.0000 LR: 7.590e-02 Score 94.876 Data time: 0.2211, Forward time: 2.2665, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.1594 [2020-11-12 21:13:47,178][root][INFO] - ===> Epoch[204](5279/26): Loss -0.6192, Sem 0.1468, dir -0.9561, norm 0.1902, swav 0.0000 LR: 7.590e-02 Score 95.444 Data time: 0.1641, Forward time: 2.2664, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 6.0098 [2020-11-12 21:13:53,643][root][INFO] - ===> Epoch[204](5280/26): Loss -0.5990, Sem 0.1507, dir -0.9534, norm 0.2037, swav 0.0000 LR: 7.589e-02 Score 94.959 Data time: 0.2427, Forward time: 2.2665, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 6.3814 [2020-11-12 21:13:59,500][root][INFO] - ===> Epoch[204](5281/26): Loss -0.5815, Sem 0.1542, dir -0.9467, norm 0.2110, swav 0.0000 LR: 7.589e-02 Score 94.850 Data time: 0.2269, Forward time: 2.2665, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.7490 [2020-11-12 21:14:04,695][root][INFO] - ===> Epoch[204](5282/26): Loss -0.6200, Sem 0.1346, dir -0.9457, norm 0.1910, swav 0.0000 LR: 7.588e-02 Score 95.603 Data time: 0.1745, Forward time: 2.2665, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.0730 [2020-11-12 21:14:10,220][root][INFO] - ===> Epoch[204](5283/26): Loss -0.5961, Sem 0.1456, dir -0.9523, norm 0.2107, swav 0.0000 LR: 7.588e-02 Score 95.258 Data time: 0.1883, Forward time: 2.2664, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.3951 [2020-11-12 21:14:16,864][root][INFO] - ===> Epoch[204](5284/26): Loss -0.6340, Sem 0.1294, dir -0.9465, norm 0.1832, swav 0.0000 LR: 7.587e-02 Score 95.759 Data time: 0.2148, Forward time: 2.2664, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 6.5477 [2020-11-12 21:14:22,556][root][INFO] - ===> Epoch[204](5285/26): Loss -0.6041, Sem 0.1276, dir -0.9386, norm 0.2069, swav 0.0000 LR: 7.587e-02 Score 95.688 Data time: 0.1856, Forward time: 2.2664, Backward time: 3.1345, DDP time: 0.0040, Total iter time: 5.5859 [2020-11-12 21:14:30,291][root][INFO] - ===> Epoch[204](5286/26): Loss -0.6060, Sem 0.1444, dir -0.9472, norm 0.1969, swav 0.0000 LR: 7.586e-02 Score 95.385 Data time: 0.1444, Forward time: 2.2663, Backward time: 3.1350, DDP time: 0.0040, Total iter time: 7.6286 [2020-11-12 21:14:35,136][root][INFO] - ===> Epoch[204](5287/26): Loss -0.5601, Sem 0.1540, dir -0.9479, norm 0.2338, swav 0.0000 LR: 7.586e-02 Score 94.904 Data time: 0.1810, Forward time: 2.2662, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 4.7744 [2020-11-12 21:14:40,749][root][INFO] - ===> Epoch[204](5288/26): Loss -0.5701, Sem 0.1558, dir -0.9447, norm 0.2188, swav 0.0000 LR: 7.586e-02 Score 94.690 Data time: 0.1876, Forward time: 2.2662, Backward time: 3.1349, DDP time: 0.0040, Total iter time: 5.5097 [2020-11-12 21:14:45,845][root][INFO] - ===> Epoch[204](5289/26): Loss -0.6085, Sem 0.1440, dir -0.9466, norm 0.1942, swav 0.0000 LR: 7.585e-02 Score 95.711 Data time: 0.1784, Forward time: 2.2661, Backward time: 3.1348, DDP time: 0.0040, Total iter time: 4.9721 [2020-11-12 21:14:50,999][root][INFO] - ===> Epoch[204](5290/26): Loss -0.6064, Sem 0.1416, dir -0.9504, norm 0.2025, swav 0.0000 LR: 7.585e-02 Score 95.242 Data time: 0.2036, Forward time: 2.2661, Backward time: 3.1347, DDP time: 0.0040, Total iter time: 5.0652 [2020-11-12 21:14:56,403][root][INFO] - ===> Epoch[204](5291/26): Loss -0.5892, Sem 0.1477, dir -0.9465, norm 0.2097, swav 0.0000 LR: 7.584e-02 Score 95.189 Data time: 0.2553, Forward time: 2.2662, Backward time: 3.1346, DDP time: 0.0040, Total iter time: 5.2800 [2020-11-12 21:15:01,873][root][INFO] - ===> Epoch[204](5292/26): Loss -0.6151, Sem 0.1353, dir -0.9558, norm 0.2054, swav 0.0000 LR: 7.584e-02 Score 95.622 Data time: 0.2503, Forward time: 2.2663, Backward time: 3.1344, DDP time: 0.0040, Total iter time: 5.3401 [2020-11-12 21:15:06,922][root][INFO] - ===> Epoch[204](5293/26): Loss -0.6218, Sem 0.1377, dir -0.9539, norm 0.1943, swav 0.0000 LR: 7.583e-02 Score 95.387 Data time: 0.2279, Forward time: 2.2663, Backward time: 3.1343, DDP time: 0.0040, Total iter time: 4.9182 [2020-11-12 21:15:12,199][root][INFO] - ===> Epoch[204](5294/26): Loss -0.6237, Sem 0.1447, dir -0.9525, norm 0.1841, swav 0.0000 LR: 7.583e-02 Score 95.164 Data time: 0.2030, Forward time: 2.2663, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.1631 [2020-11-12 21:15:18,679][root][INFO] - ===> Epoch[204](5295/26): Loss -0.5492, Sem 0.1597, dir -0.9477, norm 0.2388, swav 0.0000 LR: 7.582e-02 Score 94.649 Data time: 0.2911, Forward time: 2.2664, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 6.3733 [2020-11-12 21:15:24,939][root][INFO] - ===> Epoch[204](5296/26): Loss -0.5999, Sem 0.1390, dir -0.9489, norm 0.2101, swav 0.0000 LR: 7.582e-02 Score 95.477 Data time: 0.2321, Forward time: 2.2665, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 6.1281 [2020-11-12 21:15:30,004][root][INFO] - ===> Epoch[204](5297/26): Loss -0.5888, Sem 0.1634, dir -0.9550, norm 0.2028, swav 0.0000 LR: 7.581e-02 Score 94.719 Data time: 0.2272, Forward time: 2.2665, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 4.9484 [2020-11-12 21:15:36,119][root][INFO] - ===> Epoch[204](5298/26): Loss -0.6277, Sem 0.1372, dir -0.9560, norm 0.1910, swav 0.0000 LR: 7.581e-02 Score 95.487 Data time: 0.2014, Forward time: 2.2665, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 6.0009 [2020-11-12 21:15:42,508][root][INFO] - ===> Epoch[204](5299/26): Loss -0.6307, Sem 0.1473, dir -0.9581, norm 0.1800, swav 0.0000 LR: 7.580e-02 Score 95.008 Data time: 0.2444, Forward time: 2.2665, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 6.2819 [2020-11-12 21:15:48,336][root][INFO] - ===> Epoch[204](5300/26): Loss -0.6338, Sem 0.1407, dir -0.9558, norm 0.1813, swav 0.0000 LR: 7.580e-02 Score 95.635 Data time: 0.1882, Forward time: 2.2665, Backward time: 3.1342, DDP time: 0.0040, Total iter time: 5.6984 [2020-11-12 21:15:53,466][root][INFO] - ===> Epoch[204](5301/26): Loss -0.5983, Sem 0.1475, dir -0.9466, norm 0.2009, swav 0.0000 LR: 7.579e-02 Score 95.235 Data time: 0.2000, Forward time: 2.2665, Backward time: 3.1341, DDP time: 0.0040, Total iter time: 5.0521 [2020-11-12 21:15:59,044][root][INFO] - ===> Epoch[204](5302/26): Loss -0.5887, Sem 0.1537, dir -0.9459, norm 0.2036, swav 0.0000 LR: 7.579e-02 Score 94.828 Data time: 0.2372, Forward time: 2.2665, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 5.4745 [2020-11-12 21:16:05,478][root][INFO] - ===> Epoch[204](5303/26): Loss -0.5844, Sem 0.1606, dir -0.9514, norm 0.2065, swav 0.0000 LR: 7.579e-02 Score 94.917 Data time: 0.2694, Forward time: 2.2666, Backward time: 3.1340, DDP time: 0.0040, Total iter time: 6.3059 [2020-11-12 21:16:10,550][root][INFO] - ===> Epoch[204](5304/26): Loss -0.5899, Sem 0.1478, dir -0.9524, norm 0.2147, swav 0.0000 LR: 7.578e-02 Score 95.128 Data time: 0.2113, Forward time: 2.2666, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 4.9475 [2020-11-12 21:16:16,842][root][INFO] - ===> Epoch[205](5305/26): Loss -0.5956, Sem 0.1461, dir -0.9431, norm 0.2014, swav 0.0000 LR: 7.578e-02 Score 95.359 Data time: 0.3618, Forward time: 2.2668, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 6.1990 [2020-11-12 21:16:23,066][root][INFO] - ===> Epoch[205](5306/26): Loss -0.5993, Sem 0.1561, dir -0.9501, norm 0.1947, swav 0.0000 LR: 7.577e-02 Score 94.865 Data time: 0.2105, Forward time: 2.2668, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 6.0934 [2020-11-12 21:16:28,278][root][INFO] - ===> Epoch[205](5307/26): Loss -0.5904, Sem 0.1541, dir -0.9464, norm 0.2019, swav 0.0000 LR: 7.577e-02 Score 94.889 Data time: 0.1788, Forward time: 2.2668, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.1098 [2020-11-12 21:16:33,392][root][INFO] - ===> Epoch[205](5308/26): Loss -0.5945, Sem 0.1624, dir -0.9534, norm 0.1965, swav 0.0000 LR: 7.576e-02 Score 94.736 Data time: 0.2172, Forward time: 2.2668, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 5.0054 [2020-11-12 21:16:38,510][root][INFO] - ===> Epoch[205](5309/26): Loss -0.6466, Sem 0.1298, dir -0.9604, norm 0.1841, swav 0.0000 LR: 7.576e-02 Score 95.681 Data time: 0.2096, Forward time: 2.2668, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.0230 [2020-11-12 21:16:44,887][root][INFO] - ===> Epoch[205](5310/26): Loss -0.5920, Sem 0.1479, dir -0.9470, norm 0.2071, swav 0.0000 LR: 7.575e-02 Score 95.143 Data time: 0.3121, Forward time: 2.2669, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.2918 [2020-11-12 21:16:50,622][root][INFO] - ===> Epoch[205](5311/26): Loss -0.5699, Sem 0.1510, dir -0.9385, norm 0.2176, swav 0.0000 LR: 7.575e-02 Score 95.255 Data time: 0.2570, Forward time: 2.2671, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.6043 [2020-11-12 21:16:55,701][root][INFO] - ===> Epoch[205](5312/26): Loss -0.6004, Sem 0.1511, dir -0.9487, norm 0.1971, swav 0.0000 LR: 7.574e-02 Score 95.044 Data time: 0.1842, Forward time: 2.2670, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 4.9578 [2020-11-12 21:17:01,404][root][INFO] - ===> Epoch[205](5313/26): Loss -0.6199, Sem 0.1235, dir -0.9407, norm 0.1972, swav 0.0000 LR: 7.574e-02 Score 95.831 Data time: 0.2103, Forward time: 2.2670, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.6092 [2020-11-12 21:17:07,298][root][INFO] - ===> Epoch[205](5314/26): Loss -0.6232, Sem 0.1318, dir -0.9536, norm 0.1985, swav 0.0000 LR: 7.573e-02 Score 95.569 Data time: 0.1645, Forward time: 2.2669, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.7987 [2020-11-12 21:17:13,586][root][INFO] - ===> Epoch[205](5315/26): Loss -0.5748, Sem 0.1470, dir -0.9462, norm 0.2243, swav 0.0000 LR: 7.573e-02 Score 95.331 Data time: 0.2219, Forward time: 2.2669, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.2226 [2020-11-12 21:17:19,324][root][INFO] - ===> Epoch[205](5316/26): Loss -0.5857, Sem 0.1530, dir -0.9518, norm 0.2131, swav 0.0000 LR: 7.573e-02 Score 95.073 Data time: 0.2169, Forward time: 2.2670, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.6302 [2020-11-12 21:17:23,862][root][INFO] - ===> Epoch[205](5317/26): Loss -0.5969, Sem 0.1507, dir -0.9548, norm 0.2073, swav 0.0000 LR: 7.572e-02 Score 94.793 Data time: 0.1877, Forward time: 2.2670, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 4.4438 [2020-11-12 21:17:29,348][root][INFO] - ===> Epoch[205](5318/26): Loss -0.6237, Sem 0.1312, dir -0.9521, norm 0.1972, swav 0.0000 LR: 7.572e-02 Score 95.492 Data time: 0.1939, Forward time: 2.2669, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.3915 [2020-11-12 21:17:33,542][root][INFO] - ===> Epoch[205](5319/26): Loss -0.5732, Sem 0.1447, dir -0.9442, norm 0.2263, swav 0.0000 LR: 7.571e-02 Score 95.283 Data time: 0.1823, Forward time: 2.2668, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.1102 [2020-11-12 21:17:38,707][root][INFO] - ===> Epoch[205](5320/26): Loss -0.6249, Sem 0.1391, dir -0.9556, norm 0.1916, swav 0.0000 LR: 7.571e-02 Score 95.499 Data time: 0.2123, Forward time: 2.2668, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.0792 [2020-11-12 21:17:43,953][root][INFO] - ===> Epoch[205](5321/26): Loss -0.5978, Sem 0.1344, dir -0.9456, norm 0.2134, swav 0.0000 LR: 7.570e-02 Score 95.470 Data time: 0.2224, Forward time: 2.2669, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.1256 [2020-11-12 21:17:49,747][root][INFO] - ===> Epoch[205](5322/26): Loss -0.6287, Sem 0.1412, dir -0.9583, norm 0.1884, swav 0.0000 LR: 7.570e-02 Score 95.328 Data time: 0.2137, Forward time: 2.2669, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.6547 [2020-11-12 21:17:56,314][root][INFO] - ===> Epoch[205](5323/26): Loss -0.6099, Sem 0.1470, dir -0.9508, norm 0.1940, swav 0.0000 LR: 7.569e-02 Score 95.259 Data time: 0.1175, Forward time: 2.2667, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 6.4654 [2020-11-12 21:18:02,563][root][INFO] - ===> Epoch[205](5324/26): Loss -0.6211, Sem 0.1343, dir -0.9541, norm 0.1987, swav 0.0000 LR: 7.569e-02 Score 95.667 Data time: 0.1553, Forward time: 2.2666, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 6.1694 [2020-11-12 21:18:09,945][root][INFO] - ===> Epoch[205](5325/26): Loss -0.5658, Sem 0.1711, dir -0.9496, norm 0.2127, swav 0.0000 LR: 7.568e-02 Score 94.287 Data time: 0.1928, Forward time: 2.2665, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 7.2846 [2020-11-12 21:18:14,655][root][INFO] - ===> Epoch[205](5326/26): Loss -0.5922, Sem 0.1348, dir -0.9406, norm 0.2137, swav 0.0000 LR: 7.568e-02 Score 95.456 Data time: 0.2332, Forward time: 2.2666, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 4.6051 [2020-11-12 21:18:20,192][root][INFO] - ===> Epoch[205](5327/26): Loss -0.6127, Sem 0.1465, dir -0.9520, norm 0.1929, swav 0.0000 LR: 7.567e-02 Score 95.190 Data time: 0.1781, Forward time: 2.2665, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.4342 [2020-11-12 21:18:26,504][root][INFO] - ===> Epoch[205](5328/26): Loss -0.5854, Sem 0.1468, dir -0.9500, norm 0.2177, swav 0.0000 LR: 7.567e-02 Score 94.992 Data time: 0.2377, Forward time: 2.2665, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.2302 [2020-11-12 21:18:31,836][root][INFO] - ===> Epoch[205](5329/26): Loss -0.6237, Sem 0.1468, dir -0.9534, norm 0.1829, swav 0.0000 LR: 7.566e-02 Score 95.179 Data time: 0.2596, Forward time: 2.2666, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.2158 [2020-11-12 21:18:37,620][root][INFO] - ===> Epoch[205](5330/26): Loss -0.6040, Sem 0.1480, dir -0.9536, norm 0.2016, swav 0.0000 LR: 7.566e-02 Score 95.104 Data time: 0.1722, Forward time: 2.2665, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 5.6866 [2020-11-12 21:18:43,776][root][INFO] - ===> Epoch[206](5331/26): Loss -0.6130, Sem 0.1442, dir -0.9495, norm 0.1923, swav 0.0000 LR: 7.566e-02 Score 95.017 Data time: 0.1936, Forward time: 2.2665, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.0618 [2020-11-12 21:18:50,324][root][INFO] - ===> Epoch[206](5332/26): Loss -0.5681, Sem 0.1787, dir -0.9474, norm 0.2007, swav 0.0000 LR: 7.565e-02 Score 94.410 Data time: 0.3001, Forward time: 2.2666, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 6.4527 [2020-11-12 21:18:56,837][root][INFO] - ===> Epoch[206](5333/26): Loss -0.5683, Sem 0.1661, dir -0.9529, norm 0.2185, swav 0.0000 LR: 7.565e-02 Score 94.498 Data time: 0.1983, Forward time: 2.2666, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 6.3955 [2020-11-12 21:19:03,194][root][INFO] - ===> Epoch[206](5334/26): Loss -0.6235, Sem 0.1317, dir -0.9525, norm 0.1973, swav 0.0000 LR: 7.564e-02 Score 95.861 Data time: 0.2096, Forward time: 2.2667, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 6.2501 [2020-11-12 21:19:09,159][root][INFO] - ===> Epoch[206](5335/26): Loss -0.6158, Sem 0.1442, dir -0.9527, norm 0.1927, swav 0.0000 LR: 7.564e-02 Score 95.280 Data time: 0.1796, Forward time: 2.2666, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.8589 [2020-11-12 21:19:14,399][root][INFO] - ===> Epoch[206](5336/26): Loss -0.6063, Sem 0.1495, dir -0.9505, norm 0.1947, swav 0.0000 LR: 7.563e-02 Score 94.954 Data time: 0.1906, Forward time: 2.2665, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 5.1516 [2020-11-12 21:19:21,294][root][INFO] - ===> Epoch[206](5337/26): Loss -0.5717, Sem 0.1629, dir -0.9463, norm 0.2117, swav 0.0000 LR: 7.563e-02 Score 94.707 Data time: 0.2373, Forward time: 2.2666, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 6.7830 [2020-11-12 21:19:27,707][root][INFO] - ===> Epoch[206](5338/26): Loss -0.6016, Sem 0.1529, dir -0.9509, norm 0.1964, swav 0.0000 LR: 7.562e-02 Score 94.830 Data time: 0.2483, Forward time: 2.2667, Backward time: 3.1339, DDP time: 0.0040, Total iter time: 6.2894 [2020-11-12 21:19:33,081][root][INFO] - ===> Epoch[206](5339/26): Loss -0.6189, Sem 0.1498, dir -0.9552, norm 0.1865, swav 0.0000 LR: 7.562e-02 Score 94.980 Data time: 0.2342, Forward time: 2.2667, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.2406 [2020-11-12 21:19:38,271][root][INFO] - ===> Epoch[206](5340/26): Loss -0.6273, Sem 0.1358, dir -0.9531, norm 0.1900, swav 0.0000 LR: 7.561e-02 Score 95.465 Data time: 0.2288, Forward time: 2.2667, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 5.0767 [2020-11-12 21:19:44,247][root][INFO] - ===> Epoch[206](5341/26): Loss -0.6491, Sem 0.1278, dir -0.9569, norm 0.1799, swav 0.0000 LR: 7.561e-02 Score 95.724 Data time: 0.2819, Forward time: 2.2668, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.8736 [2020-11-12 21:19:49,738][root][INFO] - ===> Epoch[206](5342/26): Loss -0.6233, Sem 0.1325, dir -0.9541, norm 0.1982, swav 0.0000 LR: 7.560e-02 Score 95.748 Data time: 0.1751, Forward time: 2.2667, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.3606 [2020-11-12 21:19:55,259][root][INFO] - ===> Epoch[206](5343/26): Loss -0.6323, Sem 0.1334, dir -0.9522, norm 0.1864, swav 0.0000 LR: 7.560e-02 Score 95.833 Data time: 0.2609, Forward time: 2.2668, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 5.4426 [2020-11-12 21:20:01,776][root][INFO] - ===> Epoch[206](5344/26): Loss -0.5662, Sem 0.1643, dir -0.9438, norm 0.2133, swav 0.0000 LR: 7.560e-02 Score 94.544 Data time: 0.1617, Forward time: 2.2667, Backward time: 3.1337, DDP time: 0.0040, Total iter time: 6.4052 [2020-11-12 21:20:06,634][root][INFO] - ===> Epoch[206](5345/26): Loss -0.6014, Sem 0.1556, dir -0.9546, norm 0.1977, swav 0.0000 LR: 7.559e-02 Score 94.691 Data time: 0.2315, Forward time: 2.2668, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 4.7867 [2020-11-12 21:20:13,438][root][INFO] - ===> Epoch[206](5346/26): Loss -0.6074, Sem 0.1290, dir -0.9477, norm 0.2113, swav 0.0000 LR: 7.559e-02 Score 95.655 Data time: 0.2593, Forward time: 2.2669, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 6.7111 [2020-11-12 21:20:19,296][root][INFO] - ===> Epoch[206](5347/26): Loss -0.6077, Sem 0.1413, dir -0.9516, norm 0.2025, swav 0.0000 LR: 7.558e-02 Score 95.187 Data time: 0.2004, Forward time: 2.2669, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.7424 [2020-11-12 21:20:26,345][root][INFO] - ===> Epoch[206](5348/26): Loss -0.6005, Sem 0.1415, dir -0.9482, norm 0.2062, swav 0.0000 LR: 7.558e-02 Score 95.158 Data time: 0.2037, Forward time: 2.2669, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 6.9367 [2020-11-12 21:20:31,587][root][INFO] - ===> Epoch[206](5349/26): Loss -0.5823, Sem 0.1561, dir -0.9465, norm 0.2081, swav 0.0000 LR: 7.557e-02 Score 94.822 Data time: 0.2085, Forward time: 2.2669, Backward time: 3.1338, DDP time: 0.0040, Total iter time: 5.1442 [2020-11-12 21:20:36,843][root][INFO] - ===> Epoch[206](5350/26): Loss -0.5993, Sem 0.1546, dir -0.9469, norm 0.1930, swav 0.0000 LR: 7.557e-02 Score 94.936 Data time: 0.2426, Forward time: 2.2669, Backward time: 3.1336, DDP time: 0.0040, Total iter time: 5.1193 [2020-11-12 21:20:41,667][root][INFO] - ===> Epoch[206](5351/26): Loss -0.5728, Sem 0.1341, dir -0.9384, norm 0.2315, swav 0.0000 LR: 7.556e-02 Score 95.619 Data time: 0.1909, Forward time: 2.2669, Backward time: 3.1335, DDP time: 0.0040, Total iter time: 4.7097 [2020-11-12 21:20:46,743][root][INFO] - ===> Epoch[206](5352/26): Loss -0.6051, Sem 0.1498, dir -0.9545, norm 0.1996, swav 0.0000 LR: 7.556e-02 Score 94.952 Data time: 0.2004, Forward time: 2.2668, Backward time: 3.1334, DDP time: 0.0040, Total iter time: 4.9582 [2020-11-12 21:20:52,338][root][INFO] - ===> Epoch[206](5353/26): Loss -0.5748, Sem 0.1529, dir -0.9456, norm 0.2180, swav 0.0000 LR: 7.555e-02 Score 94.664 Data time: 0.2690, Forward time: 2.2669, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.4969 [2020-11-12 21:20:59,222][root][INFO] - ===> Epoch[206](5354/26): Loss -0.6110, Sem 0.1379, dir -0.9524, norm 0.2035, swav 0.0000 LR: 7.555e-02 Score 95.415 Data time: 0.2731, Forward time: 2.2671, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 6.7597 [2020-11-12 21:21:04,314][root][INFO] - ===> Epoch[206](5355/26): Loss -0.6164, Sem 0.1313, dir -0.9570, norm 0.2094, swav 0.0000 LR: 7.554e-02 Score 95.773 Data time: 0.1590, Forward time: 2.2670, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 4.9465 [2020-11-12 21:21:09,774][root][INFO] - ===> Epoch[206](5356/26): Loss -0.5679, Sem 0.1648, dir -0.9434, norm 0.2107, swav 0.0000 LR: 7.554e-02 Score 94.333 Data time: 0.1964, Forward time: 2.2669, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 5.3766 [2020-11-12 21:21:14,557][root][INFO] - ===> Epoch[207](5357/26): Loss -0.6214, Sem 0.1438, dir -0.9541, norm 0.1889, swav 0.0000 LR: 7.553e-02 Score 95.304 Data time: 0.2460, Forward time: 2.2669, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.6933 [2020-11-12 21:21:19,897][root][INFO] - ===> Epoch[207](5358/26): Loss -0.6051, Sem 0.1347, dir -0.9479, norm 0.2081, swav 0.0000 LR: 7.553e-02 Score 95.649 Data time: 0.2259, Forward time: 2.2670, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.2303 [2020-11-12 21:21:25,714][root][INFO] - ===> Epoch[207](5359/26): Loss -0.5772, Sem 0.1536, dir -0.9505, norm 0.2197, swav 0.0000 LR: 7.553e-02 Score 94.790 Data time: 0.1932, Forward time: 2.2669, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.7067 [2020-11-12 21:21:31,270][root][INFO] - ===> Epoch[207](5360/26): Loss -0.6127, Sem 0.1401, dir -0.9526, norm 0.1998, swav 0.0000 LR: 7.552e-02 Score 95.264 Data time: 0.1803, Forward time: 2.2669, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.4461 [2020-11-12 21:21:38,432][root][INFO] - ===> Epoch[207](5361/26): Loss -0.6352, Sem 0.1268, dir -0.9583, norm 0.1963, swav 0.0000 LR: 7.552e-02 Score 95.735 Data time: 0.2052, Forward time: 2.2669, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 7.0671 [2020-11-12 21:21:44,325][root][INFO] - ===> Epoch[207](5362/26): Loss -0.6469, Sem 0.1260, dir -0.9547, norm 0.1818, swav 0.0000 LR: 7.551e-02 Score 95.840 Data time: 0.1752, Forward time: 2.2668, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.7726 [2020-11-12 21:21:49,426][root][INFO] - ===> Epoch[207](5363/26): Loss -0.5595, Sem 0.1763, dir -0.9484, norm 0.2126, swav 0.0000 LR: 7.551e-02 Score 94.240 Data time: 0.2011, Forward time: 2.2668, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 5.0026 [2020-11-12 21:21:55,854][root][INFO] - ===> Epoch[207](5364/26): Loss -0.6257, Sem 0.1337, dir -0.9541, norm 0.1947, swav 0.0000 LR: 7.550e-02 Score 95.479 Data time: 0.3103, Forward time: 2.2669, Backward time: 3.1332, DDP time: 0.0040, Total iter time: 6.3051 [2020-11-12 21:22:01,311][root][INFO] - ===> Epoch[207](5365/26): Loss -0.5882, Sem 0.1503, dir -0.9514, norm 0.2129, swav 0.0000 LR: 7.550e-02 Score 95.268 Data time: 0.2270, Forward time: 2.2670, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.3094 [2020-11-12 21:22:06,708][root][INFO] - ===> Epoch[207](5366/26): Loss -0.6103, Sem 0.1417, dir -0.9513, norm 0.1993, swav 0.0000 LR: 7.549e-02 Score 95.279 Data time: 0.2517, Forward time: 2.2671, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.2767 [2020-11-12 21:22:12,842][root][INFO] - ===> Epoch[207](5367/26): Loss -0.5927, Sem 0.1419, dir -0.9533, norm 0.2187, swav 0.0000 LR: 7.549e-02 Score 95.284 Data time: 0.1674, Forward time: 2.2670, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 6.0142 [2020-11-12 21:22:18,326][root][INFO] - ===> Epoch[207](5368/26): Loss -0.6046, Sem 0.1470, dir -0.9481, norm 0.1965, swav 0.0000 LR: 7.548e-02 Score 95.009 Data time: 0.2427, Forward time: 2.2670, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.4245 [2020-11-12 21:22:24,065][root][INFO] - ===> Epoch[207](5369/26): Loss -0.6043, Sem 0.1516, dir -0.9496, norm 0.1938, swav 0.0000 LR: 7.548e-02 Score 94.862 Data time: 0.2100, Forward time: 2.2670, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 5.6276 [2020-11-12 21:22:28,942][root][INFO] - ===> Epoch[207](5370/26): Loss -0.6029, Sem 0.1266, dir -0.9446, norm 0.2151, swav 0.0000 LR: 7.547e-02 Score 95.765 Data time: 0.1745, Forward time: 2.2670, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 4.7762 [2020-11-12 21:22:33,822][root][INFO] - ===> Epoch[207](5371/26): Loss -0.5900, Sem 0.1637, dir -0.9501, norm 0.1965, swav 0.0000 LR: 7.547e-02 Score 95.052 Data time: 0.2121, Forward time: 2.2670, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.8017 [2020-11-12 21:22:40,272][root][INFO] - ===> Epoch[207](5372/26): Loss -0.6126, Sem 0.1338, dir -0.9474, norm 0.2010, swav 0.0000 LR: 7.547e-02 Score 95.462 Data time: 0.1691, Forward time: 2.2669, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 6.3471 [2020-11-12 21:22:44,981][root][INFO] - ===> Epoch[207](5373/26): Loss -0.6414, Sem 0.1420, dir -0.9626, norm 0.1792, swav 0.0000 LR: 7.546e-02 Score 95.207 Data time: 0.2087, Forward time: 2.2669, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 4.6460 [2020-11-12 21:22:50,807][root][INFO] - ===> Epoch[207](5374/26): Loss -0.5715, Sem 0.1500, dir -0.9445, norm 0.2229, swav 0.0000 LR: 7.546e-02 Score 95.095 Data time: 0.2091, Forward time: 2.2669, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.7282 [2020-11-12 21:22:55,476][root][INFO] - ===> Epoch[207](5375/26): Loss -0.5692, Sem 0.1556, dir -0.9459, norm 0.2212, swav 0.0000 LR: 7.545e-02 Score 94.920 Data time: 0.2014, Forward time: 2.2668, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 4.5626 [2020-11-12 21:23:00,994][root][INFO] - ===> Epoch[207](5376/26): Loss -0.5810, Sem 0.1476, dir -0.9478, norm 0.2191, swav 0.0000 LR: 7.545e-02 Score 95.277 Data time: 0.2686, Forward time: 2.2669, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.4448 [2020-11-12 21:23:06,750][root][INFO] - ===> Epoch[207](5377/26): Loss -0.5307, Sem 0.1828, dir -0.9409, norm 0.2274, swav 0.0000 LR: 7.544e-02 Score 94.259 Data time: 0.2425, Forward time: 2.2670, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.6358 [2020-11-12 21:23:12,841][root][INFO] - ===> Epoch[207](5378/26): Loss -0.6197, Sem 0.1381, dir -0.9509, norm 0.1931, swav 0.0000 LR: 7.544e-02 Score 95.314 Data time: 0.2964, Forward time: 2.2671, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.9779 [2020-11-12 21:23:17,665][root][INFO] - ===> Epoch[207](5379/26): Loss -0.5910, Sem 0.1345, dir -0.9391, norm 0.2137, swav 0.0000 LR: 7.543e-02 Score 95.583 Data time: 0.2183, Forward time: 2.2671, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 4.6916 [2020-11-12 21:23:23,018][root][INFO] - ===> Epoch[207](5380/26): Loss -0.5906, Sem 0.1692, dir -0.9528, norm 0.1931, swav 0.0000 LR: 7.543e-02 Score 94.100 Data time: 0.2617, Forward time: 2.2672, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.2381 [2020-11-12 21:23:28,348][root][INFO] - ===> Epoch[207](5381/26): Loss -0.5402, Sem 0.1572, dir -0.9381, norm 0.2407, swav 0.0000 LR: 7.542e-02 Score 94.877 Data time: 0.1978, Forward time: 2.2672, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.1793 [2020-11-12 21:23:33,032][root][INFO] - ===> Epoch[207](5382/26): Loss -0.6283, Sem 0.1459, dir -0.9553, norm 0.1810, swav 0.0000 LR: 7.542e-02 Score 95.162 Data time: 0.1933, Forward time: 2.2672, Backward time: 3.1316, DDP time: 0.0040, Total iter time: 4.5898 [2020-11-12 21:23:39,425][root][INFO] - ===> Epoch[208](5383/26): Loss -0.6108, Sem 0.1407, dir -0.9513, norm 0.1998, swav 0.0000 LR: 7.541e-02 Score 95.194 Data time: 0.2424, Forward time: 2.2672, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 6.2701 [2020-11-12 21:23:45,537][root][INFO] - ===> Epoch[208](5384/26): Loss -0.6209, Sem 0.1420, dir -0.9521, norm 0.1892, swav 0.0000 LR: 7.541e-02 Score 95.475 Data time: 0.1900, Forward time: 2.2672, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.9870 [2020-11-12 21:23:51,489][root][INFO] - ===> Epoch[208](5385/26): Loss -0.6213, Sem 0.1345, dir -0.9498, norm 0.1940, swav 0.0000 LR: 7.540e-02 Score 95.479 Data time: 0.2350, Forward time: 2.2672, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.8384 [2020-11-12 21:23:57,832][root][INFO] - ===> Epoch[208](5386/26): Loss -0.5931, Sem 0.1524, dir -0.9501, norm 0.2046, swav 0.0000 LR: 7.540e-02 Score 94.942 Data time: 0.2883, Forward time: 2.2674, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 6.2184 [2020-11-12 21:24:03,933][root][INFO] - ===> Epoch[208](5387/26): Loss -0.6449, Sem 0.1291, dir -0.9549, norm 0.1809, swav 0.0000 LR: 7.540e-02 Score 95.582 Data time: 0.2836, Forward time: 2.2675, Backward time: 3.1316, DDP time: 0.0040, Total iter time: 5.9686 [2020-11-12 21:24:09,893][root][INFO] - ===> Epoch[208](5388/26): Loss -0.6024, Sem 0.1338, dir -0.9496, norm 0.2135, swav 0.0000 LR: 7.539e-02 Score 95.599 Data time: 0.1729, Forward time: 2.2675, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.8438 [2020-11-12 21:24:16,089][root][INFO] - ===> Epoch[208](5389/26): Loss -0.5767, Sem 0.1601, dir -0.9481, norm 0.2113, swav 0.0000 LR: 7.539e-02 Score 94.670 Data time: 0.1770, Forward time: 2.2674, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.0942 [2020-11-12 21:24:22,854][root][INFO] - ===> Epoch[208](5390/26): Loss -0.5950, Sem 0.1408, dir -0.9493, norm 0.2135, swav 0.0000 LR: 7.538e-02 Score 95.135 Data time: 0.2663, Forward time: 2.2674, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.6984 [2020-11-12 21:24:28,884][root][INFO] - ===> Epoch[208](5391/26): Loss -0.5854, Sem 0.1407, dir -0.9397, norm 0.2135, swav 0.0000 LR: 7.538e-02 Score 95.376 Data time: 0.2888, Forward time: 2.2675, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.9149 [2020-11-12 21:24:35,137][root][INFO] - ===> Epoch[208](5392/26): Loss -0.6054, Sem 0.1352, dir -0.9536, norm 0.2131, swav 0.0000 LR: 7.537e-02 Score 95.552 Data time: 0.2655, Forward time: 2.2676, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.1161 [2020-11-12 21:24:40,200][root][INFO] - ===> Epoch[208](5393/26): Loss -0.6243, Sem 0.1344, dir -0.9518, norm 0.1931, swav 0.0000 LR: 7.537e-02 Score 95.337 Data time: 0.2215, Forward time: 2.2677, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 4.9516 [2020-11-12 21:24:46,207][root][INFO] - ===> Epoch[208](5394/26): Loss -0.6539, Sem 0.1168, dir -0.9547, norm 0.1840, swav 0.0000 LR: 7.536e-02 Score 96.054 Data time: 0.2056, Forward time: 2.2676, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.8891 [2020-11-12 21:24:52,458][root][INFO] - ===> Epoch[208](5395/26): Loss -0.5709, Sem 0.1656, dir -0.9474, norm 0.2109, swav 0.0000 LR: 7.536e-02 Score 94.461 Data time: 0.2946, Forward time: 2.2678, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.1381 [2020-11-12 21:24:58,426][root][INFO] - ===> Epoch[208](5396/26): Loss -0.5668, Sem 0.1628, dir -0.9468, norm 0.2172, swav 0.0000 LR: 7.535e-02 Score 94.609 Data time: 0.2266, Forward time: 2.2678, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.8335 [2020-11-12 21:25:03,958][root][INFO] - ===> Epoch[208](5397/26): Loss -0.5875, Sem 0.1538, dir -0.9509, norm 0.2096, swav 0.0000 LR: 7.535e-02 Score 95.036 Data time: 0.2669, Forward time: 2.2679, Backward time: 3.1316, DDP time: 0.0040, Total iter time: 5.4068 [2020-11-12 21:25:09,752][root][INFO] - ===> Epoch[208](5398/26): Loss -0.5575, Sem 0.1831, dir -0.9556, norm 0.2149, swav 0.0000 LR: 7.534e-02 Score 94.153 Data time: 0.3173, Forward time: 2.2680, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 5.6746 [2020-11-12 21:25:16,249][root][INFO] - ===> Epoch[208](5399/26): Loss -0.5941, Sem 0.1557, dir -0.9567, norm 0.2069, swav 0.0000 LR: 7.534e-02 Score 94.733 Data time: 0.1483, Forward time: 2.2679, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 6.3695 [2020-11-12 21:25:22,969][root][INFO] - ===> Epoch[208](5400/26): Loss -0.5965, Sem 0.1518, dir -0.9538, norm 0.2055, swav 0.0000 LR: 7.534e-02 Score 94.903 Data time: 0.2194, Forward time: 2.2679, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.6792 [2020-11-12 21:25:28,151][root][INFO] - ===> Epoch[208](5401/26): Loss -0.6194, Sem 0.1470, dir -0.9575, norm 0.1910, swav 0.0000 LR: 7.533e-02 Score 95.183 Data time: 0.2074, Forward time: 2.2680, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.0884 [2020-11-12 21:25:33,015][root][INFO] - ===> Epoch[208](5402/26): Loss -0.6043, Sem 0.1562, dir -0.9547, norm 0.1941, swav 0.0000 LR: 7.533e-02 Score 94.601 Data time: 0.2281, Forward time: 2.2680, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 4.7680 [2020-11-12 21:25:38,663][root][INFO] - ===> Epoch[208](5403/26): Loss -0.5769, Sem 0.1540, dir -0.9500, norm 0.2191, swav 0.0000 LR: 7.532e-02 Score 95.142 Data time: 0.3126, Forward time: 2.2681, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 5.5478 [2020-11-12 21:25:44,391][root][INFO] - ===> Epoch[208](5404/26): Loss -0.5982, Sem 0.1496, dir -0.9514, norm 0.2036, swav 0.0000 LR: 7.532e-02 Score 94.933 Data time: 0.2821, Forward time: 2.2682, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 5.6186 [2020-11-12 21:25:49,221][root][INFO] - ===> Epoch[208](5405/26): Loss -0.5529, Sem 0.2178, dir -0.9568, norm 0.1861, swav 0.0000 LR: 7.531e-02 Score 93.569 Data time: 0.1509, Forward time: 2.2680, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 4.7150 [2020-11-12 21:25:54,012][root][INFO] - ===> Epoch[208](5406/26): Loss -0.5716, Sem 0.1667, dir -0.9447, norm 0.2063, swav 0.0000 LR: 7.531e-02 Score 94.384 Data time: 0.1458, Forward time: 2.2679, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 4.7469 [2020-11-12 21:25:58,978][root][INFO] - ===> Epoch[208](5407/26): Loss -0.5865, Sem 0.1665, dir -0.9463, norm 0.1932, swav 0.0000 LR: 7.530e-02 Score 94.259 Data time: 0.1611, Forward time: 2.2678, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 4.9275 [2020-11-12 21:26:05,016][root][INFO] - ===> Epoch[208](5408/26): Loss -0.6084, Sem 0.1511, dir -0.9473, norm 0.1878, swav 0.0000 LR: 7.530e-02 Score 95.007 Data time: 0.1851, Forward time: 2.2678, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 5.9688 [2020-11-12 21:26:09,468][root][INFO] - ===> Epoch[209](5409/26): Loss -0.5681, Sem 0.1765, dir -0.9529, norm 0.2083, swav 0.0000 LR: 7.529e-02 Score 94.004 Data time: 0.1354, Forward time: 2.2677, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 4.3569 [2020-11-12 21:26:15,412][root][INFO] - ===> Epoch[209](5410/26): Loss -0.5759, Sem 0.1585, dir -0.9470, norm 0.2127, swav 0.0000 LR: 7.529e-02 Score 94.770 Data time: 0.2291, Forward time: 2.2677, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 5.8804 [2020-11-12 21:26:21,689][root][INFO] - ===> Epoch[209](5411/26): Loss -0.5896, Sem 0.1556, dir -0.9484, norm 0.2033, swav 0.0000 LR: 7.528e-02 Score 94.724 Data time: 0.2002, Forward time: 2.2676, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 6.1716 [2020-11-12 21:26:26,970][root][INFO] - ===> Epoch[209](5412/26): Loss -0.5681, Sem 0.1679, dir -0.9491, norm 0.2131, swav 0.0000 LR: 7.528e-02 Score 94.625 Data time: 0.1986, Forward time: 2.2676, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 5.1830 [2020-11-12 21:26:32,232][root][INFO] - ===> Epoch[209](5413/26): Loss -0.5916, Sem 0.1510, dir -0.9477, norm 0.2051, swav 0.0000 LR: 7.527e-02 Score 95.297 Data time: 0.2014, Forward time: 2.2676, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 5.1383 [2020-11-12 21:26:38,624][root][INFO] - ===> Epoch[209](5414/26): Loss -0.5672, Sem 0.1664, dir -0.9453, norm 0.2117, swav 0.0000 LR: 7.527e-02 Score 94.778 Data time: 0.1685, Forward time: 2.2675, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 6.2700 [2020-11-12 21:26:43,302][root][INFO] - ===> Epoch[209](5415/26): Loss -0.6328, Sem 0.1323, dir -0.9575, norm 0.1925, swav 0.0000 LR: 7.527e-02 Score 95.654 Data time: 0.2048, Forward time: 2.2675, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 4.5810 [2020-11-12 21:26:49,013][root][INFO] - ===> Epoch[209](5416/26): Loss -0.5927, Sem 0.1538, dir -0.9485, norm 0.2021, swav 0.0000 LR: 7.526e-02 Score 94.988 Data time: 0.2792, Forward time: 2.2676, Backward time: 3.1311, DDP time: 0.0040, Total iter time: 5.6023 [2020-11-12 21:26:54,333][root][INFO] - ===> Epoch[209](5417/26): Loss -0.6507, Sem 0.1345, dir -0.9588, norm 0.1736, swav 0.0000 LR: 7.526e-02 Score 95.536 Data time: 0.2733, Forward time: 2.2676, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 5.1829 [2020-11-12 21:26:59,261][root][INFO] - ===> Epoch[209](5418/26): Loss -0.6331, Sem 0.1281, dir -0.9577, norm 0.1965, swav 0.0000 LR: 7.525e-02 Score 95.688 Data time: 0.2163, Forward time: 2.2677, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 4.8078 [2020-11-12 21:27:05,923][root][INFO] - ===> Epoch[209](5419/26): Loss -0.5695, Sem 0.1739, dir -0.9526, norm 0.2092, swav 0.0000 LR: 7.525e-02 Score 94.682 Data time: 0.2803, Forward time: 2.2678, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 6.5497 [2020-11-12 21:27:11,797][root][INFO] - ===> Epoch[209](5420/26): Loss -0.5824, Sem 0.1687, dir -0.9468, norm 0.1957, swav 0.0000 LR: 7.524e-02 Score 94.423 Data time: 0.2354, Forward time: 2.2678, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 5.7533 [2020-11-12 21:27:16,968][root][INFO] - ===> Epoch[209](5421/26): Loss -0.5857, Sem 0.1523, dir -0.9470, norm 0.2090, swav 0.0000 LR: 7.524e-02 Score 94.817 Data time: 0.2421, Forward time: 2.2679, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.0540 [2020-11-12 21:27:22,302][root][INFO] - ===> Epoch[209](5422/26): Loss -0.5657, Sem 0.1691, dir -0.9496, norm 0.2148, swav 0.0000 LR: 7.523e-02 Score 94.719 Data time: 0.2324, Forward time: 2.2680, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 5.2272 [2020-11-12 21:27:29,321][root][INFO] - ===> Epoch[209](5423/26): Loss -0.5653, Sem 0.1778, dir -0.9509, norm 0.2079, swav 0.0000 LR: 7.523e-02 Score 94.346 Data time: 0.1934, Forward time: 2.2679, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 6.9194 [2020-11-12 21:27:34,630][root][INFO] - ===> Epoch[209](5424/26): Loss -0.6143, Sem 0.1536, dir -0.9575, norm 0.1897, swav 0.0000 LR: 7.522e-02 Score 95.136 Data time: 0.2397, Forward time: 2.2680, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.2179 [2020-11-12 21:27:40,152][root][INFO] - ===> Epoch[209](5425/26): Loss -0.5705, Sem 0.1686, dir -0.9461, norm 0.2069, swav 0.0000 LR: 7.522e-02 Score 94.485 Data time: 0.2084, Forward time: 2.2680, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.4049 [2020-11-12 21:27:47,725][root][INFO] - ===> Epoch[209](5426/26): Loss -0.6101, Sem 0.1547, dir -0.9546, norm 0.1898, swav 0.0000 LR: 7.521e-02 Score 94.749 Data time: 0.2388, Forward time: 2.2681, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 7.4827 [2020-11-12 21:27:53,597][root][INFO] - ===> Epoch[209](5427/26): Loss -0.6347, Sem 0.1413, dir -0.9557, norm 0.1796, swav 0.0000 LR: 7.521e-02 Score 95.025 Data time: 0.2312, Forward time: 2.2681, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 5.7611 [2020-11-12 21:27:58,620][root][INFO] - ===> Epoch[209](5428/26): Loss -0.5934, Sem 0.1550, dir -0.9556, norm 0.2073, swav 0.0000 LR: 7.521e-02 Score 95.113 Data time: 0.2300, Forward time: 2.2682, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 4.9097 [2020-11-12 21:28:04,379][root][INFO] - ===> Epoch[209](5429/26): Loss -0.6073, Sem 0.1428, dir -0.9520, norm 0.2019, swav 0.0000 LR: 7.520e-02 Score 95.271 Data time: 0.2071, Forward time: 2.2682, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 5.6371 [2020-11-12 21:28:10,554][root][INFO] - ===> Epoch[209](5430/26): Loss -0.5815, Sem 0.1446, dir -0.9472, norm 0.2212, swav 0.0000 LR: 7.520e-02 Score 95.332 Data time: 0.3159, Forward time: 2.2683, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 6.0623 [2020-11-12 21:28:17,063][root][INFO] - ===> Epoch[209](5431/26): Loss -0.5859, Sem 0.1694, dir -0.9493, norm 0.1940, swav 0.0000 LR: 7.519e-02 Score 94.464 Data time: 0.2148, Forward time: 2.2684, Backward time: 3.1305, DDP time: 0.0040, Total iter time: 6.3902 [2020-11-12 21:28:23,150][root][INFO] - ===> Epoch[209](5432/26): Loss -0.6110, Sem 0.1432, dir -0.9541, norm 0.1999, swav 0.0000 LR: 7.519e-02 Score 95.162 Data time: 0.1688, Forward time: 2.2683, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.9905 [2020-11-12 21:28:29,015][root][INFO] - ===> Epoch[209](5433/26): Loss -0.6004, Sem 0.1400, dir -0.9457, norm 0.2053, swav 0.0000 LR: 7.518e-02 Score 95.262 Data time: 0.2153, Forward time: 2.2683, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.8361 [2020-11-12 21:28:34,459][root][INFO] - ===> Epoch[209](5434/26): Loss -0.5766, Sem 0.1623, dir -0.9468, norm 0.2078, swav 0.0000 LR: 7.518e-02 Score 94.662 Data time: 0.1696, Forward time: 2.2683, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.3297 [2020-11-12 21:28:39,331][root][INFO] - ===> Epoch[210](5435/26): Loss -0.6098, Sem 0.1461, dir -0.9465, norm 0.1906, swav 0.0000 LR: 7.517e-02 Score 95.149 Data time: 0.1421, Forward time: 2.2681, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 4.8085 [2020-11-12 21:28:44,155][root][INFO] - ===> Epoch[210](5436/26): Loss -0.5352, Sem 0.1753, dir -0.9464, norm 0.2359, swav 0.0000 LR: 7.517e-02 Score 94.155 Data time: 0.2202, Forward time: 2.2681, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 4.7758 [2020-11-12 21:28:49,193][root][INFO] - ===> Epoch[210](5437/26): Loss -0.6145, Sem 0.1521, dir -0.9550, norm 0.1884, swav 0.0000 LR: 7.516e-02 Score 95.017 Data time: 0.2015, Forward time: 2.2681, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 4.9322 [2020-11-12 21:28:54,781][root][INFO] - ===> Epoch[210](5438/26): Loss -0.5827, Sem 0.1379, dir -0.9450, norm 0.2244, swav 0.0000 LR: 7.516e-02 Score 95.576 Data time: 0.2370, Forward time: 2.2682, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 5.4838 [2020-11-12 21:29:00,245][root][INFO] - ===> Epoch[210](5439/26): Loss -0.6208, Sem 0.1312, dir -0.9538, norm 0.2019, swav 0.0000 LR: 7.515e-02 Score 95.571 Data time: 0.1909, Forward time: 2.2682, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 5.3470 [2020-11-12 21:29:06,439][root][INFO] - ===> Epoch[210](5440/26): Loss -0.5948, Sem 0.1591, dir -0.9527, norm 0.1988, swav 0.0000 LR: 7.515e-02 Score 94.653 Data time: 0.1861, Forward time: 2.2681, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 6.1025 [2020-11-12 21:29:11,320][root][INFO] - ===> Epoch[210](5441/26): Loss -0.5904, Sem 0.1437, dir -0.9441, norm 0.2099, swav 0.0000 LR: 7.514e-02 Score 95.326 Data time: 0.1905, Forward time: 2.2681, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 4.7720 [2020-11-12 21:29:15,991][root][INFO] - ===> Epoch[210](5442/26): Loss -0.6157, Sem 0.1469, dir -0.9524, norm 0.1898, swav 0.0000 LR: 7.514e-02 Score 95.136 Data time: 0.1610, Forward time: 2.2679, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 4.5811 [2020-11-12 21:29:21,507][root][INFO] - ===> Epoch[210](5443/26): Loss -0.5941, Sem 0.1460, dir -0.9493, norm 0.2092, swav 0.0000 LR: 7.514e-02 Score 95.235 Data time: 0.2031, Forward time: 2.2679, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.4522 [2020-11-12 21:29:27,302][root][INFO] - ===> Epoch[210](5444/26): Loss -0.5818, Sem 0.1619, dir -0.9474, norm 0.2037, swav 0.0000 LR: 7.513e-02 Score 94.855 Data time: 0.2566, Forward time: 2.2680, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 5.6978 [2020-11-12 21:29:33,146][root][INFO] - ===> Epoch[210](5445/26): Loss -0.5950, Sem 0.1456, dir -0.9440, norm 0.2035, swav 0.0000 LR: 7.513e-02 Score 94.913 Data time: 0.1679, Forward time: 2.2679, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.7141 [2020-11-12 21:29:38,172][root][INFO] - ===> Epoch[210](5446/26): Loss -0.5861, Sem 0.1552, dir -0.9528, norm 0.2114, swav 0.0000 LR: 7.512e-02 Score 95.082 Data time: 0.1774, Forward time: 2.2678, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 4.9259 [2020-11-12 21:29:43,596][root][INFO] - ===> Epoch[210](5447/26): Loss -0.5980, Sem 0.1549, dir -0.9533, norm 0.2003, swav 0.0000 LR: 7.512e-02 Score 94.687 Data time: 0.1825, Forward time: 2.2677, Backward time: 3.1301, DDP time: 0.0040, Total iter time: 5.3110 [2020-11-12 21:29:50,599][root][INFO] - ===> Epoch[210](5448/26): Loss -0.6358, Sem 0.1209, dir -0.9517, norm 0.1950, swav 0.0000 LR: 7.511e-02 Score 95.931 Data time: 0.1648, Forward time: 2.2676, Backward time: 3.1304, DDP time: 0.0040, Total iter time: 6.8888 [2020-11-12 21:29:57,476][root][INFO] - ===> Epoch[210](5449/26): Loss -0.6279, Sem 0.1285, dir -0.9584, norm 0.2020, swav 0.0000 LR: 7.511e-02 Score 95.728 Data time: 0.1747, Forward time: 2.2676, Backward time: 3.1307, DDP time: 0.0040, Total iter time: 6.8063 [2020-11-12 21:30:04,587][root][INFO] - ===> Epoch[210](5450/26): Loss -0.5464, Sem 0.1847, dir -0.9448, norm 0.2136, swav 0.0000 LR: 7.510e-02 Score 94.226 Data time: 0.2019, Forward time: 2.2676, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 7.0243 [2020-11-12 21:30:11,053][root][INFO] - ===> Epoch[210](5451/26): Loss -0.6263, Sem 0.1302, dir -0.9514, norm 0.1950, swav 0.0000 LR: 7.510e-02 Score 95.814 Data time: 0.1753, Forward time: 2.2675, Backward time: 3.1311, DDP time: 0.0040, Total iter time: 6.3580 [2020-11-12 21:30:17,769][root][INFO] - ===> Epoch[210](5452/26): Loss -0.5702, Sem 0.1521, dir -0.9450, norm 0.2227, swav 0.0000 LR: 7.509e-02 Score 95.015 Data time: 0.1875, Forward time: 2.2675, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 6.6150 [2020-11-12 21:30:24,109][root][INFO] - ===> Epoch[210](5453/26): Loss -0.5969, Sem 0.1504, dir -0.9542, norm 0.2070, swav 0.0000 LR: 7.509e-02 Score 95.131 Data time: 0.1623, Forward time: 2.2674, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 6.2269 [2020-11-12 21:30:28,461][root][INFO] - ===> Epoch[210](5454/26): Loss -0.5676, Sem 0.1775, dir -0.9493, norm 0.2042, swav 0.0000 LR: 7.508e-02 Score 94.259 Data time: 0.1353, Forward time: 2.2672, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 4.2563 [2020-11-12 21:30:34,248][root][INFO] - ===> Epoch[210](5455/26): Loss -0.5292, Sem 0.1618, dir -0.9373, norm 0.2463, swav 0.0000 LR: 7.508e-02 Score 94.798 Data time: 0.2449, Forward time: 2.2673, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 5.7160 [2020-11-12 21:30:40,343][root][INFO] - ===> Epoch[210](5456/26): Loss -0.5850, Sem 0.1563, dir -0.9547, norm 0.2134, swav 0.0000 LR: 7.508e-02 Score 95.056 Data time: 0.1968, Forward time: 2.2672, Backward time: 3.1314, DDP time: 0.0040, Total iter time: 5.9527 [2020-11-12 21:30:45,187][root][INFO] - ===> Epoch[210](5457/26): Loss -0.5884, Sem 0.1479, dir -0.9420, norm 0.2057, swav 0.0000 LR: 7.507e-02 Score 95.209 Data time: 0.2145, Forward time: 2.2673, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 4.7527 [2020-11-12 21:30:51,246][root][INFO] - ===> Epoch[210](5458/26): Loss -0.6311, Sem 0.1276, dir -0.9530, norm 0.1943, swav 0.0000 LR: 7.507e-02 Score 95.912 Data time: 0.2051, Forward time: 2.2672, Backward time: 3.1313, DDP time: 0.0040, Total iter time: 5.9664 [2020-11-12 21:30:58,683][root][INFO] - ===> Epoch[210](5459/26): Loss -0.5768, Sem 0.1692, dir -0.9526, norm 0.2066, swav 0.0000 LR: 7.506e-02 Score 94.548 Data time: 0.1575, Forward time: 2.2671, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 7.3227 [2020-11-12 21:31:04,460][root][INFO] - ===> Epoch[210](5460/26): Loss -0.5936, Sem 0.1493, dir -0.9476, norm 0.2047, swav 0.0000 LR: 7.506e-02 Score 94.861 Data time: 0.1594, Forward time: 2.2670, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.6956 [2020-11-12 21:31:10,107][root][INFO] - ===> Epoch[211](5461/26): Loss -0.6160, Sem 0.1264, dir -0.9521, norm 0.2097, swav 0.0000 LR: 7.505e-02 Score 95.788 Data time: 0.2725, Forward time: 2.2671, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.5759 [2020-11-12 21:31:16,537][root][INFO] - ===> Epoch[211](5462/26): Loss -0.5716, Sem 0.1388, dir -0.9446, norm 0.2341, swav 0.0000 LR: 7.505e-02 Score 95.395 Data time: 0.1865, Forward time: 2.2671, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 6.3102 [2020-11-12 21:31:22,762][root][INFO] - ===> Epoch[211](5463/26): Loss -0.5798, Sem 0.1619, dir -0.9535, norm 0.2119, swav 0.0000 LR: 7.504e-02 Score 94.517 Data time: 0.2039, Forward time: 2.2670, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.0782 [2020-11-12 21:31:28,298][root][INFO] - ===> Epoch[211](5464/26): Loss -0.5770, Sem 0.1687, dir -0.9476, norm 0.2019, swav 0.0000 LR: 7.504e-02 Score 94.276 Data time: 0.2112, Forward time: 2.2670, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.4104 [2020-11-12 21:31:35,343][root][INFO] - ===> Epoch[211](5465/26): Loss -0.5912, Sem 0.1312, dir -0.9480, norm 0.2256, swav 0.0000 LR: 7.503e-02 Score 95.674 Data time: 0.2194, Forward time: 2.2671, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.9267 [2020-11-12 21:31:40,578][root][INFO] - ===> Epoch[211](5466/26): Loss -0.5944, Sem 0.1526, dir -0.9544, norm 0.2074, swav 0.0000 LR: 7.503e-02 Score 94.800 Data time: 0.1672, Forward time: 2.2670, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.1157 [2020-11-12 21:31:46,562][root][INFO] - ===> Epoch[211](5467/26): Loss -0.5930, Sem 0.1610, dir -0.9524, norm 0.1984, swav 0.0000 LR: 7.502e-02 Score 94.593 Data time: 0.1920, Forward time: 2.2670, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.8932 [2020-11-12 21:31:52,426][root][INFO] - ===> Epoch[211](5468/26): Loss -0.5933, Sem 0.1501, dir -0.9448, norm 0.2014, swav 0.0000 LR: 7.502e-02 Score 95.222 Data time: 0.2131, Forward time: 2.2669, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.7357 [2020-11-12 21:31:57,961][root][INFO] - ===> Epoch[211](5469/26): Loss -0.5949, Sem 0.1519, dir -0.9543, norm 0.2075, swav 0.0000 LR: 7.501e-02 Score 94.967 Data time: 0.2056, Forward time: 2.2669, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.4363 [2020-11-12 21:32:03,331][root][INFO] - ===> Epoch[211](5470/26): Loss -0.6015, Sem 0.1586, dir -0.9537, norm 0.1936, swav 0.0000 LR: 7.501e-02 Score 94.561 Data time: 0.2366, Forward time: 2.2669, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.2305 [2020-11-12 21:32:09,349][root][INFO] - ===> Epoch[211](5471/26): Loss -0.5609, Sem 0.1683, dir -0.9416, norm 0.2124, swav 0.0000 LR: 7.501e-02 Score 94.384 Data time: 0.2720, Forward time: 2.2670, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.9231 [2020-11-12 21:32:14,905][root][INFO] - ===> Epoch[211](5472/26): Loss -0.6232, Sem 0.1379, dir -0.9518, norm 0.1907, swav 0.0000 LR: 7.500e-02 Score 95.284 Data time: 0.1558, Forward time: 2.2669, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.4373 [2020-11-12 21:32:20,288][root][INFO] - ===> Epoch[211](5473/26): Loss -0.6138, Sem 0.1473, dir -0.9554, norm 0.1943, swav 0.0000 LR: 7.500e-02 Score 95.265 Data time: 0.1994, Forward time: 2.2669, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.2751 [2020-11-12 21:32:25,501][root][INFO] - ===> Epoch[211](5474/26): Loss -0.5842, Sem 0.1472, dir -0.9413, norm 0.2098, swav 0.0000 LR: 7.499e-02 Score 95.193 Data time: 0.2127, Forward time: 2.2669, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.1050 [2020-11-12 21:32:31,459][root][INFO] - ===> Epoch[211](5475/26): Loss -0.5990, Sem 0.1568, dir -0.9539, norm 0.1980, swav 0.0000 LR: 7.499e-02 Score 94.952 Data time: 0.2076, Forward time: 2.2669, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.8429 [2020-11-12 21:32:38,510][root][INFO] - ===> Epoch[211](5476/26): Loss -0.5957, Sem 0.1655, dir -0.9543, norm 0.1932, swav 0.0000 LR: 7.498e-02 Score 94.354 Data time: 0.2677, Forward time: 2.2670, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.9486 [2020-11-12 21:32:43,848][root][INFO] - ===> Epoch[211](5477/26): Loss -0.5722, Sem 0.1522, dir -0.9453, norm 0.2208, swav 0.0000 LR: 7.498e-02 Score 94.693 Data time: 0.2003, Forward time: 2.2670, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.2190 [2020-11-12 21:32:49,544][root][INFO] - ===> Epoch[211](5478/26): Loss -0.6022, Sem 0.1650, dir -0.9499, norm 0.1827, swav 0.0000 LR: 7.497e-02 Score 94.859 Data time: 0.2569, Forward time: 2.2671, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.5947 [2020-11-12 21:32:55,718][root][INFO] - ===> Epoch[211](5479/26): Loss -0.6250, Sem 0.1490, dir -0.9545, norm 0.1805, swav 0.0000 LR: 7.497e-02 Score 95.307 Data time: 0.1860, Forward time: 2.2670, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 6.0564 [2020-11-12 21:33:00,573][root][INFO] - ===> Epoch[211](5480/26): Loss -0.6308, Sem 0.1345, dir -0.9579, norm 0.1926, swav 0.0000 LR: 7.496e-02 Score 95.567 Data time: 0.2243, Forward time: 2.2670, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 4.7730 [2020-11-12 21:33:06,384][root][INFO] - ===> Epoch[211](5481/26): Loss -0.5859, Sem 0.1595, dir -0.9528, norm 0.2075, swav 0.0000 LR: 7.496e-02 Score 94.649 Data time: 0.2304, Forward time: 2.2671, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.7079 [2020-11-12 21:33:12,430][root][INFO] - ===> Epoch[211](5482/26): Loss -0.5904, Sem 0.1611, dir -0.9500, norm 0.1985, swav 0.0000 LR: 7.495e-02 Score 94.954 Data time: 0.1991, Forward time: 2.2671, Backward time: 3.1318, DDP time: 0.0040, Total iter time: 5.9365 [2020-11-12 21:33:19,338][root][INFO] - ===> Epoch[211](5483/26): Loss -0.6441, Sem 0.1305, dir -0.9595, norm 0.1850, swav 0.0000 LR: 7.495e-02 Score 95.731 Data time: 0.2489, Forward time: 2.2671, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 6.8069 [2020-11-12 21:33:26,408][root][INFO] - ===> Epoch[211](5484/26): Loss -0.5961, Sem 0.1558, dir -0.9525, norm 0.2006, swav 0.0000 LR: 7.494e-02 Score 94.781 Data time: 0.2338, Forward time: 2.2672, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.9554 [2020-11-12 21:33:32,560][root][INFO] - ===> Epoch[211](5485/26): Loss -0.6115, Sem 0.1500, dir -0.9563, norm 0.1948, swav 0.0000 LR: 7.494e-02 Score 94.998 Data time: 0.2435, Forward time: 2.2673, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 6.0358 [2020-11-12 21:33:38,609][root][INFO] - ===> Epoch[211](5486/26): Loss -0.6196, Sem 0.1522, dir -0.9521, norm 0.1803, swav 0.0000 LR: 7.494e-02 Score 94.793 Data time: 0.1753, Forward time: 2.2672, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.9386 [2020-11-12 21:33:45,414][root][INFO] - ===> Epoch[212](5487/26): Loss -0.5828, Sem 0.1525, dir -0.9465, norm 0.2113, swav 0.0000 LR: 7.493e-02 Score 95.014 Data time: 0.2020, Forward time: 2.2672, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.7100 [2020-11-12 21:33:51,575][root][INFO] - ===> Epoch[212](5488/26): Loss -0.6057, Sem 0.1453, dir -0.9500, norm 0.1990, swav 0.0000 LR: 7.493e-02 Score 95.325 Data time: 0.2943, Forward time: 2.2673, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.0601 [2020-11-12 21:33:57,757][root][INFO] - ===> Epoch[212](5489/26): Loss -0.6275, Sem 0.1345, dir -0.9531, norm 0.1912, swav 0.0000 LR: 7.492e-02 Score 95.433 Data time: 0.1938, Forward time: 2.2673, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.0650 [2020-11-12 21:34:02,931][root][INFO] - ===> Epoch[212](5490/26): Loss -0.6318, Sem 0.1391, dir -0.9501, norm 0.1793, swav 0.0000 LR: 7.492e-02 Score 95.254 Data time: 0.1699, Forward time: 2.2672, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.0581 [2020-11-12 21:34:07,893][root][INFO] - ===> Epoch[212](5491/26): Loss -0.6241, Sem 0.1339, dir -0.9565, norm 0.1985, swav 0.0000 LR: 7.491e-02 Score 95.654 Data time: 0.1902, Forward time: 2.2672, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 4.8833 [2020-11-12 21:34:13,149][root][INFO] - ===> Epoch[212](5492/26): Loss -0.6305, Sem 0.1346, dir -0.9562, norm 0.1912, swav 0.0000 LR: 7.491e-02 Score 95.661 Data time: 0.2480, Forward time: 2.2672, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.1384 [2020-11-12 21:34:18,282][root][INFO] - ===> Epoch[212](5493/26): Loss -0.6390, Sem 0.1342, dir -0.9568, norm 0.1836, swav 0.0000 LR: 7.490e-02 Score 95.727 Data time: 0.2012, Forward time: 2.2672, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 4.9998 [2020-11-12 21:34:23,604][root][INFO] - ===> Epoch[212](5494/26): Loss -0.5579, Sem 0.1862, dir -0.9470, norm 0.2029, swav 0.0000 LR: 7.490e-02 Score 94.074 Data time: 0.2075, Forward time: 2.2672, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 5.2327 [2020-11-12 21:34:29,243][root][INFO] - ===> Epoch[212](5495/26): Loss -0.6322, Sem 0.1428, dir -0.9577, norm 0.1827, swav 0.0000 LR: 7.489e-02 Score 95.075 Data time: 0.1679, Forward time: 2.2671, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.5346 [2020-11-12 21:34:34,319][root][INFO] - ===> Epoch[212](5496/26): Loss -0.5847, Sem 0.1639, dir -0.9466, norm 0.1979, swav 0.0000 LR: 7.489e-02 Score 94.675 Data time: 0.1332, Forward time: 2.2670, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 4.9901 [2020-11-12 21:34:39,102][root][INFO] - ===> Epoch[212](5497/26): Loss -0.6131, Sem 0.1425, dir -0.9538, norm 0.1982, swav 0.0000 LR: 7.488e-02 Score 95.256 Data time: 0.1831, Forward time: 2.2669, Backward time: 3.1319, DDP time: 0.0040, Total iter time: 4.7259 [2020-11-12 21:34:44,874][root][INFO] - ===> Epoch[212](5498/26): Loss -0.6097, Sem 0.1425, dir -0.9510, norm 0.1988, swav 0.0000 LR: 7.488e-02 Score 95.333 Data time: 0.1685, Forward time: 2.2668, Backward time: 3.1320, DDP time: 0.0040, Total iter time: 5.6568 [2020-11-12 21:34:53,606][root][INFO] - ===> Epoch[212](5499/26): Loss -0.5978, Sem 0.1564, dir -0.9541, norm 0.1999, swav 0.0000 LR: 7.488e-02 Score 94.888 Data time: 0.3479, Forward time: 2.2670, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 8.6541 [2020-11-12 21:35:00,007][root][INFO] - ===> Epoch[212](5500/26): Loss -0.5765, Sem 0.1709, dir -0.9531, norm 0.2057, swav 0.0000 LR: 7.487e-02 Score 94.629 Data time: 0.1896, Forward time: 2.2670, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.2535 [2020-11-12 21:35:02,314][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 21:35:02,475][root][INFO] - ===> Start testing [2020-11-12 21:36:35,894][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.2122 Loss 0.996 (AVG: 0.435) Score 79.133 (AVG: 89.290) mIOU 70.845 mAP 75.463 mAcc 80.214 IOU: 83.822 96.492 66.625 82.352 91.269 84.876 69.202 67.000 69.531 75.616 24.520 60.856 59.840 62.246 53.166 63.478 93.700 64.097 82.178 66.044 mAP: 80.536 96.297 63.501 71.939 92.100 82.520 74.662 73.276 73.855 79.310 60.761 55.019 70.192 74.461 62.534 79.578 94.773 80.805 75.140 67.996 mAcc: 94.368 98.550 76.769 86.118 94.656 91.503 76.101 80.158 80.391 92.645 33.321 73.012 86.240 82.108 63.107 68.142 95.974 69.246 89.160 72.708 [2020-11-12 21:38:03,328][root][INFO] - 201/312: Data time: 0.0082, Iter time: 0.3362 Loss 0.153 (AVG: 0.410) Score 95.354 (AVG: 89.946) mIOU 71.590 mAP 76.150 mAcc 81.074 IOU: 85.479 96.436 64.473 81.081 90.980 84.646 71.330 67.743 67.641 82.085 27.041 63.140 63.156 70.347 50.492 60.413 94.090 64.968 86.798 59.461 mAP: 81.998 96.168 64.956 72.526 91.093 78.381 74.914 73.400 72.077 74.556 55.668 59.623 70.123 82.266 65.296 84.219 94.696 83.505 82.969 64.572 mAcc: 94.407 98.619 77.435 84.130 94.543 91.890 78.676 80.484 77.640 95.226 36.486 76.548 86.934 86.746 60.272 74.030 96.680 71.674 92.502 66.559 [2020-11-12 21:39:28,377][root][INFO] - 301/312: Data time: 0.0066, Iter time: 0.2055 Loss 0.204 (AVG: 0.434) Score 92.262 (AVG: 89.378) mIOU 70.737 mAP 76.077 mAcc 80.551 IOU: 85.031 96.392 61.781 82.421 90.637 84.313 70.923 63.895 61.707 79.579 29.287 64.339 59.936 67.783 49.891 64.349 92.607 67.723 88.206 53.939 mAP: 81.856 96.030 63.912 73.813 90.872 80.440 74.450 72.758 69.932 74.510 58.782 59.752 69.072 82.010 61.257 83.314 94.763 86.251 85.785 61.980 mAcc: 94.096 98.697 75.068 85.393 95.314 90.351 79.187 77.520 71.691 93.236 42.511 77.127 84.543 84.779 58.565 77.124 95.700 75.496 93.438 61.176 [2020-11-12 21:39:37,206][root][INFO] - 312/312: Data time: 0.0037, Iter time: 0.3757 Loss 1.287 (AVG: 0.433) Score 73.471 (AVG: 89.400) mIOU 70.716 mAP 76.027 mAcc 80.423 IOU: 85.062 96.368 62.684 81.310 90.605 84.443 70.843 63.910 63.327 80.258 29.872 64.859 60.209 66.966 50.158 61.228 92.837 68.183 87.370 53.828 mAP: 81.900 96.070 64.612 72.760 90.910 80.106 74.341 73.044 70.461 75.208 59.417 59.485 68.428 82.325 61.462 83.762 94.889 86.496 83.087 61.786 mAcc: 94.111 98.665 75.843 84.232 95.237 90.484 79.212 77.684 73.176 93.260 43.196 77.692 84.924 84.768 58.820 71.805 95.809 75.898 92.613 61.036 [2020-11-12 21:39:37,216][root][INFO] - Finished test. Elapsed time: 274.7309 [2020-11-12 21:39:48,069][root][INFO] - [2020-11-12 21:39:48,070][root][INFO] - ################################################################ [2020-11-12 21:39:48,070][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 21:39:48,070][root][INFO] - ################################################################ [2020-11-12 21:39:48,070][root][INFO] - cabinet : 0.255 0.493 0.724 [2020-11-12 21:39:48,070][root][INFO] - bed : 0.390 0.721 0.814 [2020-11-12 21:39:48,070][root][INFO] - chair : 0.712 0.854 0.901 [2020-11-12 21:39:48,070][root][INFO] - sofa : 0.426 0.642 0.800 [2020-11-12 21:39:48,070][root][INFO] - table : 0.417 0.651 0.770 [2020-11-12 21:39:48,070][root][INFO] - door : 0.249 0.467 0.618 [2020-11-12 21:39:48,070][root][INFO] - window : 0.220 0.397 0.560 [2020-11-12 21:39:48,070][root][INFO] - bookshelf : 0.214 0.596 0.759 [2020-11-12 21:39:48,070][root][INFO] - picture : 0.207 0.417 0.489 [2020-11-12 21:39:48,070][root][INFO] - counter : 0.059 0.220 0.620 [2020-11-12 21:39:48,070][root][INFO] - desk : 0.091 0.326 0.696 [2020-11-12 21:39:48,070][root][INFO] - curtain : 0.267 0.444 0.657 [2020-11-12 21:39:48,071][root][INFO] - refrigerator : 0.329 0.464 0.509 [2020-11-12 21:39:48,071][root][INFO] - shower curtain : 0.352 0.626 0.685 [2020-11-12 21:39:48,071][root][INFO] - toilet : 0.831 0.966 1.000 [2020-11-12 21:39:48,071][root][INFO] - sink : 0.334 0.643 0.883 [2020-11-12 21:39:48,071][root][INFO] - bathtub : 0.595 0.802 0.903 [2020-11-12 21:39:48,071][root][INFO] - otherfurniture : 0.345 0.506 0.636 [2020-11-12 21:39:48,071][root][INFO] - ---------------------------------------------------------------- [2020-11-12 21:39:48,071][root][INFO] - average : 0.350 0.569 0.724 [2020-11-12 21:39:48,071][root][INFO] - [2020-11-12 21:39:48,216][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 21:39:49,369][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 21:39:49,490][root][INFO] - Current best mIoU: 70.716 at iter 5500 [2020-11-12 21:39:53,056][root][INFO] - ===> Epoch[212](5501/26): Loss -0.6506, Sem 0.1352, dir -0.9585, norm 0.1727, swav 0.0000 LR: 7.487e-02 Score 95.607 Data time: 0.1397, Forward time: 2.2669, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 3.5604 [2020-11-12 21:39:59,229][root][INFO] - ===> Epoch[212](5502/26): Loss -0.6071, Sem 0.1487, dir -0.9530, norm 0.1971, swav 0.0000 LR: 7.486e-02 Score 95.078 Data time: 0.1847, Forward time: 2.2668, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.0665 [2020-11-12 21:40:05,675][root][INFO] - ===> Epoch[212](5503/26): Loss -0.5880, Sem 0.1771, dir -0.9494, norm 0.1843, swav 0.0000 LR: 7.486e-02 Score 94.292 Data time: 0.1736, Forward time: 2.2667, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 6.3460 [2020-11-12 21:40:10,927][root][INFO] - ===> Epoch[212](5504/26): Loss -0.6339, Sem 0.1288, dir -0.9574, norm 0.1947, swav 0.0000 LR: 7.485e-02 Score 95.551 Data time: 0.1697, Forward time: 2.2666, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.1663 [2020-11-12 21:40:15,916][root][INFO] - ===> Epoch[212](5505/26): Loss -0.5985, Sem 0.1760, dir -0.9549, norm 0.1804, swav 0.0000 LR: 7.485e-02 Score 94.092 Data time: 0.2288, Forward time: 2.2666, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 4.8833 [2020-11-12 21:40:21,452][root][INFO] - ===> Epoch[212](5506/26): Loss -0.5814, Sem 0.1611, dir -0.9543, norm 0.2118, swav 0.0000 LR: 7.484e-02 Score 94.631 Data time: 0.2714, Forward time: 2.2667, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.4117 [2020-11-12 21:40:27,689][root][INFO] - ===> Epoch[212](5507/26): Loss -0.5951, Sem 0.1438, dir -0.9504, norm 0.2115, swav 0.0000 LR: 7.484e-02 Score 95.199 Data time: 0.2107, Forward time: 2.2667, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.1156 [2020-11-12 21:40:33,747][root][INFO] - ===> Epoch[212](5508/26): Loss -0.6195, Sem 0.1384, dir -0.9579, norm 0.2000, swav 0.0000 LR: 7.483e-02 Score 95.635 Data time: 0.1643, Forward time: 2.2667, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.9504 [2020-11-12 21:40:40,229][root][INFO] - ===> Epoch[212](5509/26): Loss -0.5677, Sem 0.1807, dir -0.9500, norm 0.2017, swav 0.0000 LR: 7.483e-02 Score 93.977 Data time: 0.1718, Forward time: 2.2666, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 6.3998 [2020-11-12 21:40:48,692][root][INFO] - ===> Epoch[212](5510/26): Loss -0.5583, Sem 0.1637, dir -0.9433, norm 0.2213, swav 0.0000 LR: 7.482e-02 Score 94.961 Data time: 0.2139, Forward time: 2.2666, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 8.3449 [2020-11-12 21:40:54,610][root][INFO] - ===> Epoch[212](5511/26): Loss -0.5960, Sem 0.1579, dir -0.9492, norm 0.1953, swav 0.0000 LR: 7.482e-02 Score 94.452 Data time: 0.2200, Forward time: 2.2666, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.8002 [2020-11-12 21:41:00,719][root][INFO] - ===> Epoch[212](5512/26): Loss -0.5946, Sem 0.1661, dir -0.9544, norm 0.1937, swav 0.0000 LR: 7.481e-02 Score 94.499 Data time: 0.2246, Forward time: 2.2666, Backward time: 3.1331, DDP time: 0.0040, Total iter time: 5.9993 [2020-11-12 21:41:05,623][root][INFO] - ===> Epoch[213](5513/26): Loss -0.6353, Sem 0.1359, dir -0.9539, norm 0.1827, swav 0.0000 LR: 7.481e-02 Score 95.388 Data time: 0.2013, Forward time: 2.2666, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 4.7927 [2020-11-12 21:41:10,675][root][INFO] - ===> Epoch[213](5514/26): Loss -0.5866, Sem 0.1433, dir -0.9490, norm 0.2191, swav 0.0000 LR: 7.481e-02 Score 95.431 Data time: 0.2050, Forward time: 2.2666, Backward time: 3.1329, DDP time: 0.0040, Total iter time: 4.9428 [2020-11-12 21:41:15,937][root][INFO] - ===> Epoch[213](5515/26): Loss -0.5673, Sem 0.1744, dir -0.9505, norm 0.2088, swav 0.0000 LR: 7.480e-02 Score 94.379 Data time: 0.2029, Forward time: 2.2665, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.1402 [2020-11-12 21:41:22,618][root][INFO] - ===> Epoch[213](5516/26): Loss -0.5511, Sem 0.1713, dir -0.9399, norm 0.2174, swav 0.0000 LR: 7.480e-02 Score 94.540 Data time: 0.3194, Forward time: 2.2667, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 6.5772 [2020-11-12 21:41:28,271][root][INFO] - ===> Epoch[213](5517/26): Loss -0.5698, Sem 0.1637, dir -0.9440, norm 0.2105, swav 0.0000 LR: 7.479e-02 Score 94.885 Data time: 0.2584, Forward time: 2.2668, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.4952 [2020-11-12 21:41:33,600][root][INFO] - ===> Epoch[213](5518/26): Loss -0.6300, Sem 0.1279, dir -0.9462, norm 0.1883, swav 0.0000 LR: 7.479e-02 Score 95.944 Data time: 0.1953, Forward time: 2.2668, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.2082 [2020-11-12 21:41:38,876][root][INFO] - ===> Epoch[213](5519/26): Loss -0.5833, Sem 0.1694, dir -0.9522, norm 0.1995, swav 0.0000 LR: 7.478e-02 Score 94.534 Data time: 0.1813, Forward time: 2.2667, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.1756 [2020-11-12 21:41:43,499][root][INFO] - ===> Epoch[213](5520/26): Loss -0.5999, Sem 0.1398, dir -0.9592, norm 0.2196, swav 0.0000 LR: 7.478e-02 Score 95.166 Data time: 0.2092, Forward time: 2.2667, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 4.5406 [2020-11-12 21:41:48,178][root][INFO] - ===> Epoch[213](5521/26): Loss -0.5707, Sem 0.1464, dir -0.9443, norm 0.2272, swav 0.0000 LR: 7.477e-02 Score 95.038 Data time: 0.2271, Forward time: 2.2667, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.5779 [2020-11-12 21:41:53,934][root][INFO] - ===> Epoch[213](5522/26): Loss -0.6269, Sem 0.1424, dir -0.9564, norm 0.1871, swav 0.0000 LR: 7.477e-02 Score 95.417 Data time: 0.2426, Forward time: 2.2668, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.6530 [2020-11-12 21:42:01,620][root][INFO] - ===> Epoch[213](5523/26): Loss -0.5908, Sem 0.1577, dir -0.9509, norm 0.2023, swav 0.0000 LR: 7.476e-02 Score 94.870 Data time: 0.2756, Forward time: 2.2670, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 7.5409 [2020-11-12 21:42:08,630][root][INFO] - ===> Epoch[213](5524/26): Loss -0.5749, Sem 0.1555, dir -0.9499, norm 0.2195, swav 0.0000 LR: 7.476e-02 Score 94.762 Data time: 0.1819, Forward time: 2.2669, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 6.8675 [2020-11-12 21:42:13,821][root][INFO] - ===> Epoch[213](5525/26): Loss -0.5758, Sem 0.1623, dir -0.9442, norm 0.2061, swav 0.0000 LR: 7.475e-02 Score 94.819 Data time: 0.2018, Forward time: 2.2669, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.0864 [2020-11-12 21:42:19,883][root][INFO] - ===> Epoch[213](5526/26): Loss -0.5727, Sem 0.1666, dir -0.9501, norm 0.2108, swav 0.0000 LR: 7.475e-02 Score 94.242 Data time: 0.1384, Forward time: 2.2668, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 5.9525 [2020-11-12 21:42:25,364][root][INFO] - ===> Epoch[213](5527/26): Loss -0.5966, Sem 0.1615, dir -0.9546, norm 0.1965, swav 0.0000 LR: 7.475e-02 Score 94.475 Data time: 0.1801, Forward time: 2.2667, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.4211 [2020-11-12 21:42:31,335][root][INFO] - ===> Epoch[213](5528/26): Loss -0.6086, Sem 0.1537, dir -0.9529, norm 0.1906, swav 0.0000 LR: 7.474e-02 Score 94.824 Data time: 0.2380, Forward time: 2.2667, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.8813 [2020-11-12 21:42:36,800][root][INFO] - ===> Epoch[213](5529/26): Loss -0.6255, Sem 0.1395, dir -0.9594, norm 0.1943, swav 0.0000 LR: 7.474e-02 Score 95.254 Data time: 0.1819, Forward time: 2.2667, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.3564 [2020-11-12 21:42:43,711][root][INFO] - ===> Epoch[213](5530/26): Loss -0.5712, Sem 0.1759, dir -0.9501, norm 0.2030, swav 0.0000 LR: 7.473e-02 Score 94.649 Data time: 0.2396, Forward time: 2.2667, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 6.8074 [2020-11-12 21:42:49,039][root][INFO] - ===> Epoch[213](5531/26): Loss -0.6036, Sem 0.1575, dir -0.9539, norm 0.1929, swav 0.0000 LR: 7.473e-02 Score 94.814 Data time: 0.2054, Forward time: 2.2667, Backward time: 3.1326, DDP time: 0.0040, Total iter time: 5.2069 [2020-11-12 21:42:55,338][root][INFO] - ===> Epoch[213](5532/26): Loss -0.5559, Sem 0.1486, dir -0.9404, norm 0.2358, swav 0.0000 LR: 7.472e-02 Score 95.297 Data time: 0.2082, Forward time: 2.2667, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 6.1990 [2020-11-12 21:43:01,101][root][INFO] - ===> Epoch[213](5533/26): Loss -0.6033, Sem 0.1547, dir -0.9504, norm 0.1924, swav 0.0000 LR: 7.472e-02 Score 94.740 Data time: 0.2081, Forward time: 2.2667, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.6476 [2020-11-12 21:43:07,058][root][INFO] - ===> Epoch[213](5534/26): Loss -0.5934, Sem 0.1459, dir -0.9521, norm 0.2128, swav 0.0000 LR: 7.471e-02 Score 95.130 Data time: 0.1917, Forward time: 2.2667, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.8380 [2020-11-12 21:43:12,723][root][INFO] - ===> Epoch[213](5535/26): Loss -0.5693, Sem 0.1850, dir -0.9489, norm 0.1946, swav 0.0000 LR: 7.471e-02 Score 93.978 Data time: 0.1859, Forward time: 2.2666, Backward time: 3.1328, DDP time: 0.0040, Total iter time: 5.5681 [2020-11-12 21:43:18,170][root][INFO] - ===> Epoch[213](5536/26): Loss -0.5747, Sem 0.1556, dir -0.9423, norm 0.2119, swav 0.0000 LR: 7.470e-02 Score 94.656 Data time: 0.2257, Forward time: 2.2667, Backward time: 3.1327, DDP time: 0.0040, Total iter time: 5.3408 [2020-11-12 21:43:23,170][root][INFO] - ===> Epoch[213](5537/26): Loss -0.5839, Sem 0.1778, dir -0.9478, norm 0.1860, swav 0.0000 LR: 7.470e-02 Score 94.038 Data time: 0.2433, Forward time: 2.2667, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 4.8779 [2020-11-12 21:43:28,037][root][INFO] - ===> Epoch[213](5538/26): Loss -0.6185, Sem 0.1341, dir -0.9501, norm 0.1974, swav 0.0000 LR: 7.469e-02 Score 95.654 Data time: 0.1931, Forward time: 2.2667, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 4.7507 [2020-11-12 21:43:33,056][root][INFO] - ===> Epoch[214](5539/26): Loss -0.6228, Sem 0.1343, dir -0.9544, norm 0.1973, swav 0.0000 LR: 7.469e-02 Score 95.610 Data time: 0.1954, Forward time: 2.2666, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 4.9188 [2020-11-12 21:43:38,517][root][INFO] - ===> Epoch[214](5540/26): Loss -0.5789, Sem 0.1536, dir -0.9457, norm 0.2133, swav 0.0000 LR: 7.468e-02 Score 94.891 Data time: 0.2372, Forward time: 2.2667, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.3692 [2020-11-12 21:43:44,427][root][INFO] - ===> Epoch[214](5541/26): Loss -0.5777, Sem 0.1452, dir -0.9520, norm 0.2291, swav 0.0000 LR: 7.468e-02 Score 95.290 Data time: 0.1743, Forward time: 2.2666, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.7653 [2020-11-12 21:43:50,123][root][INFO] - ===> Epoch[214](5542/26): Loss -0.6197, Sem 0.1431, dir -0.9489, norm 0.1861, swav 0.0000 LR: 7.468e-02 Score 95.345 Data time: 0.2093, Forward time: 2.2666, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.5914 [2020-11-12 21:43:55,611][root][INFO] - ===> Epoch[214](5543/26): Loss -0.5947, Sem 0.1370, dir -0.9443, norm 0.2126, swav 0.0000 LR: 7.467e-02 Score 95.378 Data time: 0.2069, Forward time: 2.2666, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.3691 [2020-11-12 21:44:01,090][root][INFO] - ===> Epoch[214](5544/26): Loss -0.5765, Sem 0.1577, dir -0.9537, norm 0.2196, swav 0.0000 LR: 7.467e-02 Score 94.944 Data time: 0.1902, Forward time: 2.2665, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.3743 [2020-11-12 21:44:07,144][root][INFO] - ===> Epoch[214](5545/26): Loss -0.6346, Sem 0.1321, dir -0.9535, norm 0.1868, swav 0.0000 LR: 7.466e-02 Score 95.587 Data time: 0.2978, Forward time: 2.2666, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 5.9893 [2020-11-12 21:44:13,863][root][INFO] - ===> Epoch[214](5546/26): Loss -0.6187, Sem 0.1289, dir -0.9524, norm 0.2048, swav 0.0000 LR: 7.466e-02 Score 95.681 Data time: 0.1725, Forward time: 2.2666, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.5883 [2020-11-12 21:44:18,733][root][INFO] - ===> Epoch[214](5547/26): Loss -0.6025, Sem 0.1659, dir -0.9523, norm 0.1839, swav 0.0000 LR: 7.465e-02 Score 94.728 Data time: 0.2059, Forward time: 2.2666, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.7786 [2020-11-12 21:44:24,087][root][INFO] - ===> Epoch[214](5548/26): Loss -0.6336, Sem 0.1165, dir -0.9546, norm 0.2045, swav 0.0000 LR: 7.465e-02 Score 96.230 Data time: 0.1735, Forward time: 2.2665, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.2485 [2020-11-12 21:44:30,042][root][INFO] - ===> Epoch[214](5549/26): Loss -0.6176, Sem 0.1431, dir -0.9539, norm 0.1932, swav 0.0000 LR: 7.464e-02 Score 95.302 Data time: 0.2139, Forward time: 2.2665, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.8788 [2020-11-12 21:44:35,945][root][INFO] - ===> Epoch[214](5550/26): Loss -0.5788, Sem 0.1601, dir -0.9492, norm 0.2103, swav 0.0000 LR: 7.464e-02 Score 94.737 Data time: 0.1743, Forward time: 2.2664, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.7806 [2020-11-12 21:44:40,925][root][INFO] - ===> Epoch[214](5551/26): Loss -0.6042, Sem 0.1433, dir -0.9473, norm 0.1998, swav 0.0000 LR: 7.463e-02 Score 95.418 Data time: 0.2144, Forward time: 2.2664, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.8910 [2020-11-12 21:44:46,695][root][INFO] - ===> Epoch[214](5552/26): Loss -0.5813, Sem 0.1541, dir -0.9491, norm 0.2137, swav 0.0000 LR: 7.463e-02 Score 94.876 Data time: 0.2900, Forward time: 2.2665, Backward time: 3.1321, DDP time: 0.0040, Total iter time: 5.6594 [2020-11-12 21:44:53,359][root][INFO] - ===> Epoch[214](5553/26): Loss -0.5592, Sem 0.1786, dir -0.9481, norm 0.2103, swav 0.0000 LR: 7.462e-02 Score 94.057 Data time: 0.1710, Forward time: 2.2664, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 6.5334 [2020-11-12 21:44:59,731][root][INFO] - ===> Epoch[214](5554/26): Loss -0.5899, Sem 0.1541, dir -0.9499, norm 0.2059, swav 0.0000 LR: 7.462e-02 Score 95.000 Data time: 0.1868, Forward time: 2.2663, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 6.2719 [2020-11-12 21:45:05,719][root][INFO] - ===> Epoch[214](5555/26): Loss -0.6108, Sem 0.1550, dir -0.9547, norm 0.1889, swav 0.0000 LR: 7.462e-02 Score 94.896 Data time: 0.2871, Forward time: 2.2665, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.8897 [2020-11-12 21:45:12,723][root][INFO] - ===> Epoch[214](5556/26): Loss -0.6281, Sem 0.1344, dir -0.9541, norm 0.1916, swav 0.0000 LR: 7.461e-02 Score 95.631 Data time: 0.2553, Forward time: 2.2666, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 6.8840 [2020-11-12 21:45:18,138][root][INFO] - ===> Epoch[214](5557/26): Loss -0.6034, Sem 0.1529, dir -0.9519, norm 0.1957, swav 0.0000 LR: 7.461e-02 Score 95.082 Data time: 0.2750, Forward time: 2.2667, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.3008 [2020-11-12 21:45:23,272][root][INFO] - ===> Epoch[214](5558/26): Loss -0.6125, Sem 0.1466, dir -0.9539, norm 0.1948, swav 0.0000 LR: 7.460e-02 Score 95.089 Data time: 0.1615, Forward time: 2.2666, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 5.0272 [2020-11-12 21:45:28,749][root][INFO] - ===> Epoch[214](5559/26): Loss -0.6202, Sem 0.1449, dir -0.9544, norm 0.1893, swav 0.0000 LR: 7.460e-02 Score 95.019 Data time: 0.1911, Forward time: 2.2665, Backward time: 3.1323, DDP time: 0.0040, Total iter time: 5.4010 [2020-11-12 21:45:34,328][root][INFO] - ===> Epoch[214](5560/26): Loss -0.5680, Sem 0.1443, dir -0.9490, norm 0.2367, swav 0.0000 LR: 7.459e-02 Score 95.143 Data time: 0.1984, Forward time: 2.2665, Backward time: 3.1323, DDP time: 0.0041, Total iter time: 5.4649 [2020-11-12 21:45:40,934][root][INFO] - ===> Epoch[214](5561/26): Loss -0.5944, Sem 0.1732, dir -0.9578, norm 0.1902, swav 0.0000 LR: 7.459e-02 Score 94.513 Data time: 0.2595, Forward time: 2.2666, Backward time: 3.1324, DDP time: 0.0041, Total iter time: 6.5130 [2020-11-12 21:45:47,473][root][INFO] - ===> Epoch[214](5562/26): Loss -0.6216, Sem 0.1339, dir -0.9548, norm 0.1993, swav 0.0000 LR: 7.458e-02 Score 95.702 Data time: 0.2663, Forward time: 2.2667, Backward time: 3.1324, DDP time: 0.0041, Total iter time: 6.3974 [2020-11-12 21:45:53,414][root][INFO] - ===> Epoch[214](5563/26): Loss -0.5691, Sem 0.1513, dir -0.9509, norm 0.2305, swav 0.0000 LR: 7.458e-02 Score 95.066 Data time: 0.2424, Forward time: 2.2668, Backward time: 3.1324, DDP time: 0.0041, Total iter time: 5.8090 [2020-11-12 21:45:58,772][root][INFO] - ===> Epoch[214](5564/26): Loss -0.6106, Sem 0.1462, dir -0.9527, norm 0.1959, swav 0.0000 LR: 7.457e-02 Score 95.073 Data time: 0.2451, Forward time: 2.2668, Backward time: 3.1322, DDP time: 0.0041, Total iter time: 5.2354 [2020-11-12 21:46:04,280][root][INFO] - ===> Epoch[215](5565/26): Loss -0.6273, Sem 0.1340, dir -0.9564, norm 0.1952, swav 0.0000 LR: 7.457e-02 Score 95.471 Data time: 0.2467, Forward time: 2.2669, Backward time: 3.1321, DDP time: 0.0041, Total iter time: 5.3750 [2020-11-12 21:46:08,821][root][INFO] - ===> Epoch[215](5566/26): Loss -0.6181, Sem 0.1306, dir -0.9444, norm 0.1957, swav 0.0000 LR: 7.456e-02 Score 95.691 Data time: 0.1792, Forward time: 2.2669, Backward time: 3.1319, DDP time: 0.0041, Total iter time: 4.4261 [2020-11-12 21:46:14,588][root][INFO] - ===> Epoch[215](5567/26): Loss -0.5787, Sem 0.1522, dir -0.9397, norm 0.2088, swav 0.0000 LR: 7.456e-02 Score 94.792 Data time: 0.2480, Forward time: 2.2670, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 5.6881 [2020-11-12 21:46:19,267][root][INFO] - ===> Epoch[215](5568/26): Loss -0.6309, Sem 0.1281, dir -0.9479, norm 0.1889, swav 0.0000 LR: 7.455e-02 Score 95.620 Data time: 0.1968, Forward time: 2.2669, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 4.5359 [2020-11-12 21:46:24,454][root][INFO] - ===> Epoch[215](5569/26): Loss -0.5846, Sem 0.1440, dir -0.9446, norm 0.2160, swav 0.0000 LR: 7.455e-02 Score 95.423 Data time: 0.2155, Forward time: 2.2669, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.0735 [2020-11-12 21:46:29,583][root][INFO] - ===> Epoch[215](5570/26): Loss -0.6013, Sem 0.1380, dir -0.9494, norm 0.2101, swav 0.0000 LR: 7.455e-02 Score 95.423 Data time: 0.2509, Forward time: 2.2670, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.0108 [2020-11-12 21:46:35,061][root][INFO] - ===> Epoch[215](5571/26): Loss -0.5937, Sem 0.1363, dir -0.9431, norm 0.2132, swav 0.0000 LR: 7.454e-02 Score 95.418 Data time: 0.1759, Forward time: 2.2669, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.3442 [2020-11-12 21:46:40,292][root][INFO] - ===> Epoch[215](5572/26): Loss -0.5838, Sem 0.1400, dir -0.9496, norm 0.2259, swav 0.0000 LR: 7.454e-02 Score 95.311 Data time: 0.1453, Forward time: 2.2668, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 5.1391 [2020-11-12 21:46:46,253][root][INFO] - ===> Epoch[215](5573/26): Loss -0.5708, Sem 0.1446, dir -0.9535, norm 0.2382, swav 0.0000 LR: 7.453e-02 Score 95.264 Data time: 0.1830, Forward time: 2.2667, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.8933 [2020-11-12 21:46:52,237][root][INFO] - ===> Epoch[215](5574/26): Loss -0.5735, Sem 0.1515, dir -0.9473, norm 0.2223, swav 0.0000 LR: 7.453e-02 Score 94.789 Data time: 0.2227, Forward time: 2.2668, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.8805 [2020-11-12 21:46:57,220][root][INFO] - ===> Epoch[215](5575/26): Loss -0.5771, Sem 0.1576, dir -0.9472, norm 0.2124, swav 0.0000 LR: 7.452e-02 Score 94.609 Data time: 0.2019, Forward time: 2.2668, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 4.8684 [2020-11-12 21:47:01,887][root][INFO] - ===> Epoch[215](5576/26): Loss -0.5993, Sem 0.1434, dir -0.9461, norm 0.2034, swav 0.0000 LR: 7.452e-02 Score 95.363 Data time: 0.1676, Forward time: 2.2667, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 4.5643 [2020-11-12 21:47:08,440][root][INFO] - ===> Epoch[215](5577/26): Loss -0.5839, Sem 0.1409, dir -0.9447, norm 0.2199, swav 0.0000 LR: 7.451e-02 Score 95.448 Data time: 0.1803, Forward time: 2.2666, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 6.4746 [2020-11-12 21:47:13,839][root][INFO] - ===> Epoch[215](5578/26): Loss -0.5726, Sem 0.1738, dir -0.9500, norm 0.2036, swav 0.0000 LR: 7.451e-02 Score 94.333 Data time: 0.1620, Forward time: 2.2665, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.3061 [2020-11-12 21:47:19,714][root][INFO] - ===> Epoch[215](5579/26): Loss -0.6023, Sem 0.1405, dir -0.9527, norm 0.2099, swav 0.0000 LR: 7.450e-02 Score 95.368 Data time: 0.2595, Forward time: 2.2666, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 5.8055 [2020-11-12 21:47:24,944][root][INFO] - ===> Epoch[215](5580/26): Loss -0.5853, Sem 0.1554, dir -0.9480, norm 0.2073, swav 0.0000 LR: 7.450e-02 Score 94.888 Data time: 0.1683, Forward time: 2.2665, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 5.1090 [2020-11-12 21:47:30,807][root][INFO] - ===> Epoch[215](5581/26): Loss -0.6135, Sem 0.1469, dir -0.9523, norm 0.1919, swav 0.0000 LR: 7.449e-02 Score 94.918 Data time: 0.2246, Forward time: 2.2666, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 5.7798 [2020-11-12 21:47:35,687][root][INFO] - ===> Epoch[215](5582/26): Loss -0.5999, Sem 0.1551, dir -0.9449, norm 0.1899, swav 0.0000 LR: 7.449e-02 Score 95.133 Data time: 0.1737, Forward time: 2.2665, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 4.7644 [2020-11-12 21:47:40,639][root][INFO] - ===> Epoch[215](5583/26): Loss -0.6222, Sem 0.1340, dir -0.9450, norm 0.1888, swav 0.0000 LR: 7.448e-02 Score 95.431 Data time: 0.1624, Forward time: 2.2665, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 4.8754 [2020-11-12 21:47:47,312][root][INFO] - ===> Epoch[215](5584/26): Loss -0.5782, Sem 0.1578, dir -0.9488, norm 0.2128, swav 0.0000 LR: 7.448e-02 Score 94.551 Data time: 0.1842, Forward time: 2.2664, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 6.6111 [2020-11-12 21:47:52,758][root][INFO] - ===> Epoch[215](5585/26): Loss -0.6215, Sem 0.1480, dir -0.9584, norm 0.1889, swav 0.0000 LR: 7.448e-02 Score 95.360 Data time: 0.2718, Forward time: 2.2665, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.3543 [2020-11-12 21:47:58,231][root][INFO] - ===> Epoch[215](5586/26): Loss -0.6415, Sem 0.1329, dir -0.9569, norm 0.1825, swav 0.0000 LR: 7.447e-02 Score 95.455 Data time: 0.1733, Forward time: 2.2664, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.3573 [2020-11-12 21:48:03,413][root][INFO] - ===> Epoch[215](5587/26): Loss -0.5700, Sem 0.1704, dir -0.9506, norm 0.2103, swav 0.0000 LR: 7.447e-02 Score 94.249 Data time: 0.2153, Forward time: 2.2664, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 5.0953 [2020-11-12 21:48:09,975][root][INFO] - ===> Epoch[215](5588/26): Loss -0.5974, Sem 0.1442, dir -0.9477, norm 0.2060, swav 0.0000 LR: 7.446e-02 Score 95.212 Data time: 0.2186, Forward time: 2.2664, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 6.4395 [2020-11-12 21:48:15,958][root][INFO] - ===> Epoch[215](5589/26): Loss -0.6336, Sem 0.1293, dir -0.9540, norm 0.1911, swav 0.0000 LR: 7.446e-02 Score 95.719 Data time: 0.2845, Forward time: 2.2665, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 5.8675 [2020-11-12 21:48:21,617][root][INFO] - ===> Epoch[215](5590/26): Loss -0.6190, Sem 0.1488, dir -0.9523, norm 0.1844, swav 0.0000 LR: 7.445e-02 Score 94.987 Data time: 0.2268, Forward time: 2.2666, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.5378 [2020-11-12 21:48:26,707][root][INFO] - ===> Epoch[216](5591/26): Loss -0.5809, Sem 0.1755, dir -0.9493, norm 0.1929, swav 0.0000 LR: 7.445e-02 Score 94.264 Data time: 0.1870, Forward time: 2.2665, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 4.9697 [2020-11-12 21:48:31,134][root][INFO] - ===> Epoch[216](5592/26): Loss -0.6002, Sem 0.1492, dir -0.9473, norm 0.1979, swav 0.0000 LR: 7.444e-02 Score 95.123 Data time: 0.1883, Forward time: 2.2664, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 4.3391 [2020-11-12 21:48:38,300][root][INFO] - ===> Epoch[216](5593/26): Loss -0.6211, Sem 0.1240, dir -0.9500, norm 0.2048, swav 0.0000 LR: 7.444e-02 Score 95.819 Data time: 0.2139, Forward time: 2.2665, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 7.0857 [2020-11-12 21:48:43,864][root][INFO] - ===> Epoch[216](5594/26): Loss -0.5986, Sem 0.1590, dir -0.9530, norm 0.1954, swav 0.0000 LR: 7.443e-02 Score 94.889 Data time: 0.1837, Forward time: 2.2664, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.4359 [2020-11-12 21:48:49,940][root][INFO] - ===> Epoch[216](5595/26): Loss -0.5975, Sem 0.1390, dir -0.9478, norm 0.2113, swav 0.0000 LR: 7.443e-02 Score 95.247 Data time: 0.1682, Forward time: 2.2663, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.9927 [2020-11-12 21:48:56,104][root][INFO] - ===> Epoch[216](5596/26): Loss -0.5985, Sem 0.1473, dir -0.9545, norm 0.2087, swav 0.0000 LR: 7.442e-02 Score 95.410 Data time: 0.2789, Forward time: 2.2664, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 6.0956 [2020-11-12 21:49:01,911][root][INFO] - ===> Epoch[216](5597/26): Loss -0.5683, Sem 0.1643, dir -0.9412, norm 0.2086, swav 0.0000 LR: 7.442e-02 Score 94.497 Data time: 0.1582, Forward time: 2.2664, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.6874 [2020-11-12 21:49:08,852][root][INFO] - ===> Epoch[216](5598/26): Loss -0.5920, Sem 0.1516, dir -0.9487, norm 0.2051, swav 0.0000 LR: 7.442e-02 Score 94.999 Data time: 0.1639, Forward time: 2.2663, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 6.8428 [2020-11-12 21:49:13,811][root][INFO] - ===> Epoch[216](5599/26): Loss -0.6052, Sem 0.1378, dir -0.9535, norm 0.2105, swav 0.0000 LR: 7.441e-02 Score 95.348 Data time: 0.2260, Forward time: 2.2663, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 4.8856 [2020-11-12 21:49:19,318][root][INFO] - ===> Epoch[216](5600/26): Loss -0.5876, Sem 0.1362, dir -0.9436, norm 0.2198, swav 0.0000 LR: 7.441e-02 Score 95.373 Data time: 0.2572, Forward time: 2.2664, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.4014 [2020-11-12 21:49:26,201][root][INFO] - ===> Epoch[216](5601/26): Loss -0.6055, Sem 0.1341, dir -0.9428, norm 0.2032, swav 0.0000 LR: 7.440e-02 Score 95.542 Data time: 0.1388, Forward time: 2.2663, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 6.7586 [2020-11-12 21:49:31,706][root][INFO] - ===> Epoch[216](5602/26): Loss -0.5640, Sem 0.1561, dir -0.9512, norm 0.2311, swav 0.0000 LR: 7.440e-02 Score 94.907 Data time: 0.2115, Forward time: 2.2663, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.4388 [2020-11-12 21:49:37,137][root][INFO] - ===> Epoch[216](5603/26): Loss -0.6082, Sem 0.1644, dir -0.9563, norm 0.1838, swav 0.0000 LR: 7.439e-02 Score 94.659 Data time: 0.2540, Forward time: 2.2664, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 5.3303 [2020-11-12 21:49:42,529][root][INFO] - ===> Epoch[216](5604/26): Loss -0.6033, Sem 0.1514, dir -0.9532, norm 0.1985, swav 0.0000 LR: 7.439e-02 Score 95.031 Data time: 0.2012, Forward time: 2.2663, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.2732 [2020-11-12 21:49:47,233][root][INFO] - ===> Epoch[216](5605/26): Loss -0.6368, Sem 0.1310, dir -0.9534, norm 0.1855, swav 0.0000 LR: 7.438e-02 Score 95.639 Data time: 0.2249, Forward time: 2.2663, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 4.5941 [2020-11-12 21:49:53,640][root][INFO] - ===> Epoch[216](5606/26): Loss -0.6217, Sem 0.1428, dir -0.9579, norm 0.1934, swav 0.0000 LR: 7.438e-02 Score 95.302 Data time: 0.2745, Forward time: 2.2664, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 6.2996 [2020-11-12 21:49:59,123][root][INFO] - ===> Epoch[216](5607/26): Loss -0.5745, Sem 0.1659, dir -0.9480, norm 0.2075, swav 0.0000 LR: 7.437e-02 Score 94.666 Data time: 0.1899, Forward time: 2.2664, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.3497 [2020-11-12 21:50:04,152][root][INFO] - ===> Epoch[216](5608/26): Loss -0.6234, Sem 0.1305, dir -0.9536, norm 0.1997, swav 0.0000 LR: 7.437e-02 Score 95.766 Data time: 0.2486, Forward time: 2.2664, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 4.9233 [2020-11-12 21:50:10,205][root][INFO] - ===> Epoch[216](5609/26): Loss -0.5607, Sem 0.1779, dir -0.9497, norm 0.2110, swav 0.0000 LR: 7.436e-02 Score 93.979 Data time: 0.2843, Forward time: 2.2666, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.9328 [2020-11-12 21:50:15,871][root][INFO] - ===> Epoch[216](5610/26): Loss -0.5980, Sem 0.1445, dir -0.9482, norm 0.2057, swav 0.0000 LR: 7.436e-02 Score 95.128 Data time: 0.1851, Forward time: 2.2665, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 5.5421 [2020-11-12 21:50:21,418][root][INFO] - ===> Epoch[216](5611/26): Loss -0.6015, Sem 0.1497, dir -0.9514, norm 0.2002, swav 0.0000 LR: 7.435e-02 Score 95.051 Data time: 0.2424, Forward time: 2.2666, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.4312 [2020-11-12 21:50:26,915][root][INFO] - ===> Epoch[216](5612/26): Loss -0.6363, Sem 0.1281, dir -0.9571, norm 0.1926, swav 0.0000 LR: 7.435e-02 Score 95.738 Data time: 0.1985, Forward time: 2.2666, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.3766 [2020-11-12 21:50:32,678][root][INFO] - ===> Epoch[216](5613/26): Loss -0.6148, Sem 0.1467, dir -0.9561, norm 0.1947, swav 0.0000 LR: 7.435e-02 Score 95.290 Data time: 0.2465, Forward time: 2.2666, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.6468 [2020-11-12 21:50:39,012][root][INFO] - ===> Epoch[216](5614/26): Loss -0.5959, Sem 0.1440, dir -0.9444, norm 0.2045, swav 0.0000 LR: 7.434e-02 Score 95.417 Data time: 0.3045, Forward time: 2.2668, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 6.2120 [2020-11-12 21:50:45,033][root][INFO] - ===> Epoch[216](5615/26): Loss -0.6422, Sem 0.1299, dir -0.9548, norm 0.1827, swav 0.0000 LR: 7.434e-02 Score 95.589 Data time: 0.2116, Forward time: 2.2668, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.8906 [2020-11-12 21:50:50,334][root][INFO] - ===> Epoch[216](5616/26): Loss -0.6178, Sem 0.1430, dir -0.9527, norm 0.1919, swav 0.0000 LR: 7.433e-02 Score 95.556 Data time: 0.2060, Forward time: 2.2668, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.1943 [2020-11-12 21:50:55,279][root][INFO] - ===> Epoch[217](5617/26): Loss -0.6305, Sem 0.1293, dir -0.9562, norm 0.1964, swav 0.0000 LR: 7.433e-02 Score 95.710 Data time: 0.1892, Forward time: 2.2667, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 4.8509 [2020-11-12 21:51:00,383][root][INFO] - ===> Epoch[217](5618/26): Loss -0.5592, Sem 0.1489, dir -0.9473, norm 0.2392, swav 0.0000 LR: 7.432e-02 Score 95.006 Data time: 0.1612, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.9923 [2020-11-12 21:51:05,776][root][INFO] - ===> Epoch[217](5619/26): Loss -0.6136, Sem 0.1495, dir -0.9542, norm 0.1910, swav 0.0000 LR: 7.432e-02 Score 95.268 Data time: 0.1855, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.3247 [2020-11-12 21:51:11,009][root][INFO] - ===> Epoch[217](5620/26): Loss -0.6167, Sem 0.1401, dir -0.9563, norm 0.1994, swav 0.0000 LR: 7.431e-02 Score 95.367 Data time: 0.1845, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.1260 [2020-11-12 21:51:17,185][root][INFO] - ===> Epoch[217](5621/26): Loss -0.6077, Sem 0.1464, dir -0.9541, norm 0.2000, swav 0.0000 LR: 7.431e-02 Score 95.245 Data time: 0.3189, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.1005 [2020-11-12 21:51:24,963][root][INFO] - ===> Epoch[217](5622/26): Loss -0.6416, Sem 0.1278, dir -0.9538, norm 0.1845, swav 0.0000 LR: 7.430e-02 Score 95.698 Data time: 0.2322, Forward time: 2.2667, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 7.6422 [2020-11-12 21:51:30,372][root][INFO] - ===> Epoch[217](5623/26): Loss -0.5772, Sem 0.1466, dir -0.9450, norm 0.2212, swav 0.0000 LR: 7.430e-02 Score 95.192 Data time: 0.1707, Forward time: 2.2666, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.2955 [2020-11-12 21:51:35,993][root][INFO] - ===> Epoch[217](5624/26): Loss -0.5643, Sem 0.1827, dir -0.9478, norm 0.2008, swav 0.0000 LR: 7.429e-02 Score 94.202 Data time: 0.1722, Forward time: 2.2666, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.5363 [2020-11-12 21:51:41,034][root][INFO] - ===> Epoch[217](5625/26): Loss -0.5914, Sem 0.1493, dir -0.9523, norm 0.2116, swav 0.0000 LR: 7.429e-02 Score 94.674 Data time: 0.1957, Forward time: 2.2665, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 4.9421 [2020-11-12 21:51:47,949][root][INFO] - ===> Epoch[217](5626/26): Loss -0.6227, Sem 0.1313, dir -0.9509, norm 0.1969, swav 0.0000 LR: 7.428e-02 Score 95.670 Data time: 0.2340, Forward time: 2.2666, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.8053 [2020-11-12 21:51:53,380][root][INFO] - ===> Epoch[217](5627/26): Loss -0.5913, Sem 0.1604, dir -0.9513, norm 0.1996, swav 0.0000 LR: 7.428e-02 Score 95.052 Data time: 0.2352, Forward time: 2.2666, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.3070 [2020-11-12 21:51:58,714][root][INFO] - ===> Epoch[217](5628/26): Loss -0.5830, Sem 0.1492, dir -0.9482, norm 0.2160, swav 0.0000 LR: 7.428e-02 Score 95.064 Data time: 0.1955, Forward time: 2.2665, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.2202 [2020-11-12 21:52:04,732][root][INFO] - ===> Epoch[217](5629/26): Loss -0.6743, Sem 0.1094, dir -0.9581, norm 0.1744, swav 0.0000 LR: 7.427e-02 Score 96.412 Data time: 0.2231, Forward time: 2.2665, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.9088 [2020-11-12 21:52:09,621][root][INFO] - ===> Epoch[217](5630/26): Loss -0.5965, Sem 0.1713, dir -0.9558, norm 0.1880, swav 0.0000 LR: 7.427e-02 Score 94.321 Data time: 0.2450, Forward time: 2.2665, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 4.7873 [2020-11-12 21:52:14,925][root][INFO] - ===> Epoch[217](5631/26): Loss -0.6014, Sem 0.1411, dir -0.9469, norm 0.2044, swav 0.0000 LR: 7.426e-02 Score 95.427 Data time: 0.2512, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.1842 [2020-11-12 21:52:19,953][root][INFO] - ===> Epoch[217](5632/26): Loss -0.6672, Sem 0.1166, dir -0.9573, norm 0.1735, swav 0.0000 LR: 7.426e-02 Score 96.229 Data time: 0.2443, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.9084 [2020-11-12 21:52:25,766][root][INFO] - ===> Epoch[217](5633/26): Loss -0.6045, Sem 0.1459, dir -0.9459, norm 0.1956, swav 0.0000 LR: 7.425e-02 Score 95.204 Data time: 0.2013, Forward time: 2.2666, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.7081 [2020-11-12 21:52:31,690][root][INFO] - ===> Epoch[217](5634/26): Loss -0.5818, Sem 0.1390, dir -0.9473, norm 0.2265, swav 0.0000 LR: 7.425e-02 Score 95.384 Data time: 0.1983, Forward time: 2.2666, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.8301 [2020-11-12 21:52:39,252][root][INFO] - ===> Epoch[217](5635/26): Loss -0.5737, Sem 0.1454, dir -0.9466, norm 0.2275, swav 0.0000 LR: 7.424e-02 Score 94.911 Data time: 0.3974, Forward time: 2.2668, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 7.4631 [2020-11-12 21:52:45,647][root][INFO] - ===> Epoch[217](5636/26): Loss -0.6171, Sem 0.1374, dir -0.9533, norm 0.1988, swav 0.0000 LR: 7.424e-02 Score 95.339 Data time: 0.1908, Forward time: 2.2668, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.2593 [2020-11-12 21:52:51,503][root][INFO] - ===> Epoch[217](5637/26): Loss -0.5893, Sem 0.1686, dir -0.9516, norm 0.1937, swav 0.0000 LR: 7.423e-02 Score 94.157 Data time: 0.2836, Forward time: 2.2669, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.7261 [2020-11-12 21:52:56,961][root][INFO] - ===> Epoch[217](5638/26): Loss -0.5746, Sem 0.1698, dir -0.9515, norm 0.2071, swav 0.0000 LR: 7.423e-02 Score 94.815 Data time: 0.2253, Forward time: 2.2669, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.3381 [2020-11-12 21:53:04,331][root][INFO] - ===> Epoch[217](5639/26): Loss -0.6511, Sem 0.1250, dir -0.9628, norm 0.1867, swav 0.0000 LR: 7.422e-02 Score 95.863 Data time: 0.2792, Forward time: 2.2670, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 7.2750 [2020-11-12 21:53:09,769][root][INFO] - ===> Epoch[217](5640/26): Loss -0.6106, Sem 0.1401, dir -0.9479, norm 0.1972, swav 0.0000 LR: 7.422e-02 Score 95.428 Data time: 0.2510, Forward time: 2.2671, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.3459 [2020-11-12 21:53:15,100][root][INFO] - ===> Epoch[217](5641/26): Loss -0.6089, Sem 0.1425, dir -0.9487, norm 0.1973, swav 0.0000 LR: 7.422e-02 Score 95.299 Data time: 0.2312, Forward time: 2.2671, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.2066 [2020-11-12 21:53:21,862][root][INFO] - ===> Epoch[217](5642/26): Loss -0.6104, Sem 0.1470, dir -0.9588, norm 0.2014, swav 0.0000 LR: 7.421e-02 Score 95.087 Data time: 0.2662, Forward time: 2.2672, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.6642 [2020-11-12 21:53:28,560][root][INFO] - ===> Epoch[218](5643/26): Loss -0.6348, Sem 0.1389, dir -0.9576, norm 0.1839, swav 0.0000 LR: 7.421e-02 Score 95.420 Data time: 0.2382, Forward time: 2.2673, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.5963 [2020-11-12 21:53:34,616][root][INFO] - ===> Epoch[218](5644/26): Loss -0.6004, Sem 0.1533, dir -0.9512, norm 0.1976, swav 0.0000 LR: 7.420e-02 Score 94.676 Data time: 0.1372, Forward time: 2.2672, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.9471 [2020-11-12 21:53:40,594][root][INFO] - ===> Epoch[218](5645/26): Loss -0.6215, Sem 0.1220, dir -0.9557, norm 0.2122, swav 0.0000 LR: 7.420e-02 Score 96.071 Data time: 0.1879, Forward time: 2.2671, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.9250 [2020-11-12 21:53:46,149][root][INFO] - ===> Epoch[218](5646/26): Loss -0.6273, Sem 0.1324, dir -0.9539, norm 0.1942, swav 0.0000 LR: 7.419e-02 Score 95.632 Data time: 0.1705, Forward time: 2.2670, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.4714 [2020-11-12 21:53:52,675][root][INFO] - ===> Epoch[218](5647/26): Loss -0.6227, Sem 0.1481, dir -0.9595, norm 0.1888, swav 0.0000 LR: 7.419e-02 Score 94.810 Data time: 0.2189, Forward time: 2.2671, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.4417 [2020-11-12 21:53:58,194][root][INFO] - ===> Epoch[218](5648/26): Loss -0.6127, Sem 0.1353, dir -0.9548, norm 0.2069, swav 0.0000 LR: 7.418e-02 Score 95.684 Data time: 0.2262, Forward time: 2.2671, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.4004 [2020-11-12 21:54:03,282][root][INFO] - ===> Epoch[218](5649/26): Loss -0.6078, Sem 0.1389, dir -0.9496, norm 0.2029, swav 0.0000 LR: 7.418e-02 Score 95.542 Data time: 0.2017, Forward time: 2.2671, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 4.9677 [2020-11-12 21:54:09,831][root][INFO] - ===> Epoch[218](5650/26): Loss -0.5862, Sem 0.1484, dir -0.9484, norm 0.2139, swav 0.0000 LR: 7.417e-02 Score 95.047 Data time: 0.1882, Forward time: 2.2670, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.4523 [2020-11-12 21:54:15,406][root][INFO] - ===> Epoch[218](5651/26): Loss -0.6466, Sem 0.1353, dir -0.9593, norm 0.1773, swav 0.0000 LR: 7.417e-02 Score 95.593 Data time: 0.1660, Forward time: 2.2670, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.4845 [2020-11-12 21:54:21,513][root][INFO] - ===> Epoch[218](5652/26): Loss -0.6038, Sem 0.1446, dir -0.9530, norm 0.2046, swav 0.0000 LR: 7.416e-02 Score 95.182 Data time: 0.1762, Forward time: 2.2669, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.0435 [2020-11-12 21:54:26,477][root][INFO] - ===> Epoch[218](5653/26): Loss -0.5971, Sem 0.1582, dir -0.9442, norm 0.1889, swav 0.0000 LR: 7.416e-02 Score 94.678 Data time: 0.1782, Forward time: 2.2668, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 4.8627 [2020-11-12 21:54:32,193][root][INFO] - ===> Epoch[218](5654/26): Loss -0.5873, Sem 0.1489, dir -0.9516, norm 0.2154, swav 0.0000 LR: 7.415e-02 Score 95.182 Data time: 0.2670, Forward time: 2.2669, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.6257 [2020-11-12 21:54:38,460][root][INFO] - ===> Epoch[218](5655/26): Loss -0.5819, Sem 0.1646, dir -0.9464, norm 0.1999, swav 0.0000 LR: 7.415e-02 Score 94.894 Data time: 0.2357, Forward time: 2.2670, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.1352 [2020-11-12 21:54:45,092][root][INFO] - ===> Epoch[218](5656/26): Loss -0.5673, Sem 0.1636, dir -0.9413, norm 0.2104, swav 0.0000 LR: 7.415e-02 Score 94.956 Data time: 0.2540, Forward time: 2.2670, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.4801 [2020-11-12 21:54:50,653][root][INFO] - ===> Epoch[218](5657/26): Loss -0.6372, Sem 0.1458, dir -0.9551, norm 0.1721, swav 0.0000 LR: 7.414e-02 Score 95.199 Data time: 0.1441, Forward time: 2.2669, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.4413 [2020-11-12 21:54:57,249][root][INFO] - ===> Epoch[218](5658/26): Loss -0.5979, Sem 0.1529, dir -0.9530, norm 0.2022, swav 0.0000 LR: 7.414e-02 Score 95.116 Data time: 0.1196, Forward time: 2.2667, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 6.5374 [2020-11-12 21:55:02,289][root][INFO] - ===> Epoch[218](5659/26): Loss -0.6049, Sem 0.1467, dir -0.9524, norm 0.2008, swav 0.0000 LR: 7.413e-02 Score 95.185 Data time: 0.2000, Forward time: 2.2667, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.0054 [2020-11-12 21:55:07,194][root][INFO] - ===> Epoch[218](5660/26): Loss -0.5688, Sem 0.1689, dir -0.9502, norm 0.2125, swav 0.0000 LR: 7.413e-02 Score 94.092 Data time: 0.1891, Forward time: 2.2667, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 4.8010 [2020-11-12 21:55:13,032][root][INFO] - ===> Epoch[218](5661/26): Loss -0.6032, Sem 0.1552, dir -0.9518, norm 0.1933, swav 0.0000 LR: 7.412e-02 Score 94.920 Data time: 0.2217, Forward time: 2.2667, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 5.7244 [2020-11-12 21:55:20,320][root][INFO] - ===> Epoch[218](5662/26): Loss -0.5877, Sem 0.1494, dir -0.9494, norm 0.2123, swav 0.0000 LR: 7.412e-02 Score 94.951 Data time: 0.2003, Forward time: 2.2666, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 7.1685 [2020-11-12 21:55:26,024][root][INFO] - ===> Epoch[218](5663/26): Loss -0.5734, Sem 0.1671, dir -0.9477, norm 0.2072, swav 0.0000 LR: 7.411e-02 Score 94.578 Data time: 0.2020, Forward time: 2.2666, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.5954 [2020-11-12 21:55:31,439][root][INFO] - ===> Epoch[218](5664/26): Loss -0.5878, Sem 0.1658, dir -0.9489, norm 0.1952, swav 0.0000 LR: 7.411e-02 Score 94.446 Data time: 0.1529, Forward time: 2.2665, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.2977 [2020-11-12 21:55:37,754][root][INFO] - ===> Epoch[218](5665/26): Loss -0.6088, Sem 0.1402, dir -0.9495, norm 0.2005, swav 0.0000 LR: 7.410e-02 Score 95.439 Data time: 0.1830, Forward time: 2.2665, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 6.2297 [2020-11-12 21:55:43,074][root][INFO] - ===> Epoch[218](5666/26): Loss -0.5906, Sem 0.1636, dir -0.9495, norm 0.1953, swav 0.0000 LR: 7.410e-02 Score 94.540 Data time: 0.2407, Forward time: 2.2665, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.2192 [2020-11-12 21:55:48,377][root][INFO] - ===> Epoch[218](5667/26): Loss -0.6254, Sem 0.1446, dir -0.9570, norm 0.1870, swav 0.0000 LR: 7.409e-02 Score 95.190 Data time: 0.2235, Forward time: 2.2666, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 5.1647 [2020-11-12 21:55:54,003][root][INFO] - ===> Epoch[218](5668/26): Loss -0.5865, Sem 0.1313, dir -0.9403, norm 0.2225, swav 0.0000 LR: 7.409e-02 Score 95.745 Data time: 0.2396, Forward time: 2.2666, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.5016 [2020-11-12 21:56:00,455][root][INFO] - ===> Epoch[219](5669/26): Loss -0.6694, Sem 0.1167, dir -0.9569, norm 0.1708, swav 0.0000 LR: 7.408e-02 Score 96.004 Data time: 0.3154, Forward time: 2.2668, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 6.3516 [2020-11-12 21:56:06,109][root][INFO] - ===> Epoch[219](5670/26): Loss -0.6343, Sem 0.1331, dir -0.9522, norm 0.1848, swav 0.0000 LR: 7.408e-02 Score 95.617 Data time: 0.1497, Forward time: 2.2667, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.5285 [2020-11-12 21:56:12,042][root][INFO] - ===> Epoch[219](5671/26): Loss -0.5807, Sem 0.1693, dir -0.9486, norm 0.1986, swav 0.0000 LR: 7.408e-02 Score 94.611 Data time: 0.1364, Forward time: 2.2665, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.8599 [2020-11-12 21:56:19,099][root][INFO] - ===> Epoch[219](5672/26): Loss -0.6144, Sem 0.1466, dir -0.9566, norm 0.1956, swav 0.0000 LR: 7.407e-02 Score 95.171 Data time: 0.2166, Forward time: 2.2666, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 6.9981 [2020-11-12 21:56:25,235][root][INFO] - ===> Epoch[219](5673/26): Loss -0.5931, Sem 0.1464, dir -0.9492, norm 0.2096, swav 0.0000 LR: 7.407e-02 Score 95.193 Data time: 0.1429, Forward time: 2.2665, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 6.0405 [2020-11-12 21:56:30,939][root][INFO] - ===> Epoch[219](5674/26): Loss -0.5947, Sem 0.1666, dir -0.9513, norm 0.1899, swav 0.0000 LR: 7.406e-02 Score 94.505 Data time: 0.1717, Forward time: 2.2664, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.6345 [2020-11-12 21:56:37,239][root][INFO] - ===> Epoch[219](5675/26): Loss -0.6320, Sem 0.1341, dir -0.9536, norm 0.1874, swav 0.0000 LR: 7.406e-02 Score 95.447 Data time: 0.2490, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 6.2132 [2020-11-12 21:56:43,182][root][INFO] - ===> Epoch[219](5676/26): Loss -0.6411, Sem 0.1301, dir -0.9569, norm 0.1856, swav 0.0000 LR: 7.405e-02 Score 95.594 Data time: 0.2331, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.8153 [2020-11-12 21:56:48,838][root][INFO] - ===> Epoch[219](5677/26): Loss -0.6295, Sem 0.1459, dir -0.9582, norm 0.1828, swav 0.0000 LR: 7.405e-02 Score 94.962 Data time: 0.1593, Forward time: 2.2664, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.5403 [2020-11-12 21:56:53,191][root][INFO] - ===> Epoch[219](5678/26): Loss -0.6017, Sem 0.1462, dir -0.9554, norm 0.2076, swav 0.0000 LR: 7.404e-02 Score 95.237 Data time: 0.2190, Forward time: 2.2664, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 4.2838 [2020-11-12 21:57:00,529][root][INFO] - ===> Epoch[219](5679/26): Loss -0.6045, Sem 0.1553, dir -0.9546, norm 0.1949, swav 0.0000 LR: 7.404e-02 Score 94.733 Data time: 0.2251, Forward time: 2.2664, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 7.2285 [2020-11-12 21:57:05,817][root][INFO] - ===> Epoch[219](5680/26): Loss -0.6068, Sem 0.1466, dir -0.9500, norm 0.1966, swav 0.0000 LR: 7.403e-02 Score 95.247 Data time: 0.2344, Forward time: 2.2664, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 5.1885 [2020-11-12 21:57:11,452][root][INFO] - ===> Epoch[219](5681/26): Loss -0.5920, Sem 0.1597, dir -0.9527, norm 0.2010, swav 0.0000 LR: 7.403e-02 Score 94.842 Data time: 0.2600, Forward time: 2.2666, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.5204 [2020-11-12 21:57:17,752][root][INFO] - ===> Epoch[219](5682/26): Loss -0.6295, Sem 0.1306, dir -0.9522, norm 0.1921, swav 0.0000 LR: 7.402e-02 Score 95.682 Data time: 0.1894, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 6.1757 [2020-11-12 21:57:22,809][root][INFO] - ===> Epoch[219](5683/26): Loss -0.6032, Sem 0.1512, dir -0.9505, norm 0.1961, swav 0.0000 LR: 7.402e-02 Score 95.034 Data time: 0.2154, Forward time: 2.2665, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.0030 [2020-11-12 21:57:28,330][root][INFO] - ===> Epoch[219](5684/26): Loss -0.5972, Sem 0.1720, dir -0.9607, norm 0.1916, swav 0.0000 LR: 7.402e-02 Score 94.368 Data time: 0.2376, Forward time: 2.2665, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.3947 [2020-11-12 21:57:34,377][root][INFO] - ===> Epoch[219](5685/26): Loss -0.5990, Sem 0.1566, dir -0.9572, norm 0.2016, swav 0.0000 LR: 7.401e-02 Score 94.853 Data time: 0.2185, Forward time: 2.2666, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.9325 [2020-11-12 21:57:40,066][root][INFO] - ===> Epoch[219](5686/26): Loss -0.5942, Sem 0.1384, dir -0.9489, norm 0.2163, swav 0.0000 LR: 7.401e-02 Score 95.417 Data time: 0.1765, Forward time: 2.2665, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.5831 [2020-11-12 21:57:45,098][root][INFO] - ===> Epoch[219](5687/26): Loss -0.6146, Sem 0.1407, dir -0.9545, norm 0.1991, swav 0.0000 LR: 7.400e-02 Score 95.226 Data time: 0.2313, Forward time: 2.2665, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 4.9487 [2020-11-12 21:57:50,110][root][INFO] - ===> Epoch[219](5688/26): Loss -0.5995, Sem 0.1681, dir -0.9558, norm 0.1881, swav 0.0000 LR: 7.400e-02 Score 94.548 Data time: 0.2335, Forward time: 2.2665, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 4.8947 [2020-11-12 21:57:55,955][root][INFO] - ===> Epoch[219](5689/26): Loss -0.6133, Sem 0.1484, dir -0.9476, norm 0.1859, swav 0.0000 LR: 7.399e-02 Score 95.039 Data time: 0.1738, Forward time: 2.2665, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.7139 [2020-11-12 21:58:02,118][root][INFO] - ===> Epoch[219](5690/26): Loss -0.5953, Sem 0.1367, dir -0.9460, norm 0.2140, swav 0.0000 LR: 7.399e-02 Score 95.498 Data time: 0.1918, Forward time: 2.2664, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 6.0500 [2020-11-12 21:58:08,663][root][INFO] - ===> Epoch[219](5691/26): Loss -0.5800, Sem 0.1637, dir -0.9517, norm 0.2080, swav 0.0000 LR: 7.398e-02 Score 94.639 Data time: 0.2496, Forward time: 2.2664, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 6.4574 [2020-11-12 21:58:13,715][root][INFO] - ===> Epoch[219](5692/26): Loss -0.6326, Sem 0.1325, dir -0.9587, norm 0.1936, swav 0.0000 LR: 7.398e-02 Score 95.664 Data time: 0.1585, Forward time: 2.2664, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 4.9299 [2020-11-12 21:58:20,395][root][INFO] - ===> Epoch[219](5693/26): Loss -0.6115, Sem 0.1369, dir -0.9531, norm 0.2047, swav 0.0000 LR: 7.397e-02 Score 95.343 Data time: 0.1273, Forward time: 2.2662, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 6.5902 [2020-11-12 21:58:27,087][root][INFO] - ===> Epoch[219](5694/26): Loss -0.6021, Sem 0.1508, dir -0.9490, norm 0.1961, swav 0.0000 LR: 7.397e-02 Score 94.643 Data time: 0.1851, Forward time: 2.2662, Backward time: 3.1320, DDP time: 0.0041, Total iter time: 6.6186 [2020-11-12 21:58:33,686][root][INFO] - ===> Epoch[220](5695/26): Loss -0.6137, Sem 0.1361, dir -0.9520, norm 0.2022, swav 0.0000 LR: 7.396e-02 Score 95.600 Data time: 0.2240, Forward time: 2.2662, Backward time: 3.1321, DDP time: 0.0041, Total iter time: 6.5111 [2020-11-12 21:58:39,662][root][INFO] - ===> Epoch[220](5696/26): Loss -0.6084, Sem 0.1508, dir -0.9552, norm 0.1960, swav 0.0000 LR: 7.396e-02 Score 94.992 Data time: 0.2590, Forward time: 2.2663, Backward time: 3.1320, DDP time: 0.0041, Total iter time: 5.8576 [2020-11-12 21:58:45,069][root][INFO] - ===> Epoch[220](5697/26): Loss -0.6497, Sem 0.1304, dir -0.9601, norm 0.1800, swav 0.0000 LR: 7.395e-02 Score 95.406 Data time: 0.1997, Forward time: 2.2663, Backward time: 3.1319, DDP time: 0.0041, Total iter time: 5.2794 [2020-11-12 21:58:50,080][root][INFO] - ===> Epoch[220](5698/26): Loss -0.6068, Sem 0.1432, dir -0.9538, norm 0.2038, swav 0.0000 LR: 7.395e-02 Score 95.167 Data time: 0.2351, Forward time: 2.2663, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 4.9020 [2020-11-12 21:58:54,745][root][INFO] - ===> Epoch[220](5699/26): Loss -0.5676, Sem 0.1738, dir -0.9491, norm 0.2076, swav 0.0000 LR: 7.395e-02 Score 94.996 Data time: 0.2199, Forward time: 2.2663, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 4.5534 [2020-11-12 21:59:01,445][root][INFO] - ===> Epoch[220](5700/26): Loss -0.6448, Sem 0.1323, dir -0.9586, norm 0.1815, swav 0.0000 LR: 7.394e-02 Score 95.547 Data time: 0.2471, Forward time: 2.2664, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 6.5918 [2020-11-12 21:59:07,802][root][INFO] - ===> Epoch[220](5701/26): Loss -0.6349, Sem 0.1354, dir -0.9540, norm 0.1837, swav 0.0000 LR: 7.394e-02 Score 95.527 Data time: 0.1678, Forward time: 2.2663, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 6.2271 [2020-11-12 21:59:13,838][root][INFO] - ===> Epoch[220](5702/26): Loss -0.6088, Sem 0.1495, dir -0.9580, norm 0.1996, swav 0.0000 LR: 7.393e-02 Score 95.012 Data time: 0.2356, Forward time: 2.2664, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 5.9545 [2020-11-12 21:59:19,119][root][INFO] - ===> Epoch[220](5703/26): Loss -0.5856, Sem 0.1442, dir -0.9481, norm 0.2184, swav 0.0000 LR: 7.393e-02 Score 95.529 Data time: 0.2059, Forward time: 2.2663, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 5.1530 [2020-11-12 21:59:26,164][root][INFO] - ===> Epoch[220](5704/26): Loss -0.6102, Sem 0.1445, dir -0.9481, norm 0.1935, swav 0.0000 LR: 7.392e-02 Score 95.320 Data time: 0.2318, Forward time: 2.2663, Backward time: 3.1320, DDP time: 0.0041, Total iter time: 6.9390 [2020-11-12 21:59:31,371][root][INFO] - ===> Epoch[220](5705/26): Loss -0.6202, Sem 0.1573, dir -0.9570, norm 0.1795, swav 0.0000 LR: 7.392e-02 Score 94.662 Data time: 0.2240, Forward time: 2.2664, Backward time: 3.1319, DDP time: 0.0041, Total iter time: 5.1099 [2020-11-12 21:59:37,012][root][INFO] - ===> Epoch[220](5706/26): Loss -0.6322, Sem 0.1367, dir -0.9539, norm 0.1850, swav 0.0000 LR: 7.391e-02 Score 95.620 Data time: 0.2149, Forward time: 2.2663, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 5.5193 [2020-11-12 21:59:43,281][root][INFO] - ===> Epoch[220](5707/26): Loss -0.6149, Sem 0.1548, dir -0.9534, norm 0.1837, swav 0.0000 LR: 7.391e-02 Score 95.240 Data time: 0.3100, Forward time: 2.2665, Backward time: 3.1318, DDP time: 0.0041, Total iter time: 6.1656 [2020-11-12 21:59:49,071][root][INFO] - ===> Epoch[220](5708/26): Loss -0.6189, Sem 0.1424, dir -0.9589, norm 0.1976, swav 0.0000 LR: 7.390e-02 Score 95.453 Data time: 0.2713, Forward time: 2.2666, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 5.6561 [2020-11-12 21:59:54,492][root][INFO] - ===> Epoch[220](5709/26): Loss -0.6257, Sem 0.1440, dir -0.9544, norm 0.1848, swav 0.0000 LR: 7.390e-02 Score 95.330 Data time: 0.2269, Forward time: 2.2667, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 5.3073 [2020-11-12 22:00:00,189][root][INFO] - ===> Epoch[220](5710/26): Loss -0.5918, Sem 0.1541, dir -0.9477, norm 0.2018, swav 0.0000 LR: 7.389e-02 Score 94.954 Data time: 0.1604, Forward time: 2.2666, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 5.5938 [2020-11-12 22:00:06,133][root][INFO] - ===> Epoch[220](5711/26): Loss -0.6309, Sem 0.1448, dir -0.9551, norm 0.1794, swav 0.0000 LR: 7.389e-02 Score 95.169 Data time: 0.1722, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.8793 [2020-11-12 22:00:13,241][root][INFO] - ===> Epoch[220](5712/26): Loss -0.6006, Sem 0.1417, dir -0.9483, norm 0.2060, swav 0.0000 LR: 7.388e-02 Score 95.337 Data time: 0.2313, Forward time: 2.2665, Backward time: 3.1319, DDP time: 0.0041, Total iter time: 7.0207 [2020-11-12 22:00:18,338][root][INFO] - ===> Epoch[220](5713/26): Loss -0.6231, Sem 0.1519, dir -0.9609, norm 0.1860, swav 0.0000 LR: 7.388e-02 Score 95.421 Data time: 0.1863, Forward time: 2.2665, Backward time: 3.1319, DDP time: 0.0041, Total iter time: 4.9881 [2020-11-12 22:00:23,298][root][INFO] - ===> Epoch[220](5714/26): Loss -0.5994, Sem 0.1495, dir -0.9477, norm 0.1989, swav 0.0000 LR: 7.388e-02 Score 94.926 Data time: 0.2244, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 4.8626 [2020-11-12 22:00:28,890][root][INFO] - ===> Epoch[220](5715/26): Loss -0.6028, Sem 0.1462, dir -0.9495, norm 0.2005, swav 0.0000 LR: 7.387e-02 Score 94.939 Data time: 0.2759, Forward time: 2.2665, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 5.4820 [2020-11-12 22:00:35,055][root][INFO] - ===> Epoch[220](5716/26): Loss -0.5900, Sem 0.1533, dir -0.9466, norm 0.2033, swav 0.0000 LR: 7.387e-02 Score 94.864 Data time: 0.2226, Forward time: 2.2666, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 6.0352 [2020-11-12 22:00:41,053][root][INFO] - ===> Epoch[220](5717/26): Loss -0.6385, Sem 0.1334, dir -0.9541, norm 0.1822, swav 0.0000 LR: 7.386e-02 Score 95.568 Data time: 0.1737, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.8992 [2020-11-12 22:00:46,574][root][INFO] - ===> Epoch[220](5718/26): Loss -0.5726, Sem 0.1656, dir -0.9438, norm 0.2057, swav 0.0000 LR: 7.386e-02 Score 94.430 Data time: 0.1859, Forward time: 2.2665, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.4470 [2020-11-12 22:00:51,787][root][INFO] - ===> Epoch[220](5719/26): Loss -0.6640, Sem 0.1289, dir -0.9616, norm 0.1686, swav 0.0000 LR: 7.385e-02 Score 95.660 Data time: 0.1688, Forward time: 2.2664, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 5.1011 [2020-11-12 22:00:57,663][root][INFO] - ===> Epoch[220](5720/26): Loss -0.6433, Sem 0.1375, dir -0.9587, norm 0.1780, swav 0.0000 LR: 7.385e-02 Score 95.166 Data time: 0.2588, Forward time: 2.2665, Backward time: 3.1316, DDP time: 0.0041, Total iter time: 5.8127 [2020-11-12 22:01:02,519][root][INFO] - ===> Epoch[221](5721/26): Loss -0.5972, Sem 0.1577, dir -0.9516, norm 0.1967, swav 0.0000 LR: 7.384e-02 Score 95.053 Data time: 0.1818, Forward time: 2.2665, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 4.7276 [2020-11-12 22:01:08,240][root][INFO] - ===> Epoch[221](5722/26): Loss -0.6180, Sem 0.1331, dir -0.9537, norm 0.2026, swav 0.0000 LR: 7.384e-02 Score 95.572 Data time: 0.2818, Forward time: 2.2666, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 5.6381 [2020-11-12 22:01:13,642][root][INFO] - ===> Epoch[221](5723/26): Loss -0.5799, Sem 0.1682, dir -0.9473, norm 0.1992, swav 0.0000 LR: 7.383e-02 Score 94.515 Data time: 0.2289, Forward time: 2.2666, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.2757 [2020-11-12 22:01:18,952][root][INFO] - ===> Epoch[221](5724/26): Loss -0.6609, Sem 0.1270, dir -0.9559, norm 0.1680, swav 0.0000 LR: 7.383e-02 Score 95.597 Data time: 0.2302, Forward time: 2.2666, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 5.1934 [2020-11-12 22:01:24,435][root][INFO] - ===> Epoch[221](5725/26): Loss -0.6162, Sem 0.1591, dir -0.9571, norm 0.1818, swav 0.0000 LR: 7.382e-02 Score 94.627 Data time: 0.2414, Forward time: 2.2667, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 5.3787 [2020-11-12 22:01:29,784][root][INFO] - ===> Epoch[221](5726/26): Loss -0.6382, Sem 0.1469, dir -0.9605, norm 0.1754, swav 0.0000 LR: 7.382e-02 Score 95.281 Data time: 0.2128, Forward time: 2.2667, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 5.2230 [2020-11-12 22:01:35,348][root][INFO] - ===> Epoch[221](5727/26): Loss -0.6073, Sem 0.1504, dir -0.9564, norm 0.1986, swav 0.0000 LR: 7.381e-02 Score 95.263 Data time: 0.2543, Forward time: 2.2668, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.4566 [2020-11-12 22:01:40,812][root][INFO] - ===> Epoch[221](5728/26): Loss -0.6004, Sem 0.1692, dir -0.9553, norm 0.1856, swav 0.0000 LR: 7.381e-02 Score 94.468 Data time: 0.1698, Forward time: 2.2667, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.3367 [2020-11-12 22:01:47,285][root][INFO] - ===> Epoch[221](5729/26): Loss -0.5876, Sem 0.1525, dir -0.9568, norm 0.2167, swav 0.0000 LR: 7.381e-02 Score 95.046 Data time: 0.2836, Forward time: 2.2669, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.3826 [2020-11-12 22:01:53,945][root][INFO] - ===> Epoch[221](5730/26): Loss -0.6332, Sem 0.1161, dir -0.9540, norm 0.2047, swav 0.0000 LR: 7.380e-02 Score 96.338 Data time: 0.3509, Forward time: 2.2670, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.5212 [2020-11-12 22:01:59,010][root][INFO] - ===> Epoch[221](5731/26): Loss -0.6463, Sem 0.1370, dir -0.9614, norm 0.1782, swav 0.0000 LR: 7.380e-02 Score 95.636 Data time: 0.2017, Forward time: 2.2670, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 4.9306 [2020-11-12 22:02:04,757][root][INFO] - ===> Epoch[221](5732/26): Loss -0.6232, Sem 0.1352, dir -0.9590, norm 0.2007, swav 0.0000 LR: 7.379e-02 Score 95.548 Data time: 0.2282, Forward time: 2.2670, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.6211 [2020-11-12 22:02:09,767][root][INFO] - ===> Epoch[221](5733/26): Loss -0.6206, Sem 0.1470, dir -0.9535, norm 0.1860, swav 0.0000 LR: 7.379e-02 Score 95.052 Data time: 0.1659, Forward time: 2.2670, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 4.8839 [2020-11-12 22:02:14,729][root][INFO] - ===> Epoch[221](5734/26): Loss -0.6262, Sem 0.1392, dir -0.9552, norm 0.1898, swav 0.0000 LR: 7.378e-02 Score 95.240 Data time: 0.2061, Forward time: 2.2670, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.8919 [2020-11-12 22:02:20,101][root][INFO] - ===> Epoch[221](5735/26): Loss -0.6270, Sem 0.1362, dir -0.9558, norm 0.1926, swav 0.0000 LR: 7.378e-02 Score 95.459 Data time: 0.1993, Forward time: 2.2669, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.2744 [2020-11-12 22:02:24,763][root][INFO] - ===> Epoch[221](5736/26): Loss -0.6164, Sem 0.1549, dir -0.9571, norm 0.1857, swav 0.0000 LR: 7.377e-02 Score 94.910 Data time: 0.2006, Forward time: 2.2669, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 4.5602 [2020-11-12 22:02:30,425][root][INFO] - ===> Epoch[221](5737/26): Loss -0.6372, Sem 0.1314, dir -0.9559, norm 0.1872, swav 0.0000 LR: 7.377e-02 Score 95.730 Data time: 0.2019, Forward time: 2.2669, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.5843 [2020-11-12 22:02:36,846][root][INFO] - ===> Epoch[221](5738/26): Loss -0.6308, Sem 0.1343, dir -0.9574, norm 0.1923, swav 0.0000 LR: 7.376e-02 Score 95.599 Data time: 0.2227, Forward time: 2.2669, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3125 [2020-11-12 22:02:42,590][root][INFO] - ===> Epoch[221](5739/26): Loss -0.6132, Sem 0.1481, dir -0.9572, norm 0.1959, swav 0.0000 LR: 7.376e-02 Score 94.954 Data time: 0.2651, Forward time: 2.2669, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.6512 [2020-11-12 22:02:48,593][root][INFO] - ===> Epoch[221](5740/26): Loss -0.5940, Sem 0.1601, dir -0.9511, norm 0.1971, swav 0.0000 LR: 7.375e-02 Score 94.786 Data time: 0.2443, Forward time: 2.2670, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.8700 [2020-11-12 22:02:54,468][root][INFO] - ===> Epoch[221](5741/26): Loss -0.6348, Sem 0.1282, dir -0.9494, norm 0.1864, swav 0.0000 LR: 7.375e-02 Score 95.817 Data time: 0.2522, Forward time: 2.2670, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.7600 [2020-11-12 22:03:02,038][root][INFO] - ===> Epoch[221](5742/26): Loss -0.6146, Sem 0.1232, dir -0.9494, norm 0.2115, swav 0.0000 LR: 7.375e-02 Score 96.033 Data time: 0.2925, Forward time: 2.2671, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 7.4765 [2020-11-12 22:03:07,127][root][INFO] - ===> Epoch[221](5743/26): Loss -0.6392, Sem 0.1307, dir -0.9536, norm 0.1837, swav 0.0000 LR: 7.374e-02 Score 95.537 Data time: 0.2725, Forward time: 2.2672, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 4.9835 [2020-11-12 22:03:13,570][root][INFO] - ===> Epoch[221](5744/26): Loss -0.6380, Sem 0.1456, dir -0.9595, norm 0.1759, swav 0.0000 LR: 7.374e-02 Score 94.985 Data time: 0.2934, Forward time: 2.2672, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3412 [2020-11-12 22:03:20,142][root][INFO] - ===> Epoch[221](5745/26): Loss -0.5978, Sem 0.1317, dir -0.9462, norm 0.2167, swav 0.0000 LR: 7.373e-02 Score 95.692 Data time: 0.2579, Forward time: 2.2673, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.4555 [2020-11-12 22:03:25,572][root][INFO] - ===> Epoch[221](5746/26): Loss -0.6484, Sem 0.1343, dir -0.9591, norm 0.1764, swav 0.0000 LR: 7.373e-02 Score 95.377 Data time: 0.2004, Forward time: 2.2673, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.3152 [2020-11-12 22:03:31,204][root][INFO] - ===> Epoch[222](5747/26): Loss -0.6317, Sem 0.1378, dir -0.9558, norm 0.1862, swav 0.0000 LR: 7.372e-02 Score 95.297 Data time: 0.2599, Forward time: 2.2674, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5481 [2020-11-12 22:03:37,008][root][INFO] - ===> Epoch[222](5748/26): Loss -0.6253, Sem 0.1254, dir -0.9501, norm 0.1995, swav 0.0000 LR: 7.372e-02 Score 95.935 Data time: 0.1835, Forward time: 2.2674, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.6841 [2020-11-12 22:03:42,259][root][INFO] - ===> Epoch[222](5749/26): Loss -0.6073, Sem 0.1491, dir -0.9501, norm 0.1936, swav 0.0000 LR: 7.371e-02 Score 94.958 Data time: 0.2145, Forward time: 2.2674, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.1684 [2020-11-12 22:03:47,505][root][INFO] - ===> Epoch[222](5750/26): Loss -0.6270, Sem 0.1346, dir -0.9554, norm 0.1939, swav 0.0000 LR: 7.371e-02 Score 95.595 Data time: 0.1742, Forward time: 2.2674, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.1404 [2020-11-12 22:03:53,963][root][INFO] - ===> Epoch[222](5751/26): Loss -0.5975, Sem 0.1484, dir -0.9524, norm 0.2065, swav 0.0000 LR: 7.370e-02 Score 94.952 Data time: 0.2059, Forward time: 2.2673, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.3504 [2020-11-12 22:04:00,421][root][INFO] - ===> Epoch[222](5752/26): Loss -0.6064, Sem 0.1568, dir -0.9552, norm 0.1920, swav 0.0000 LR: 7.370e-02 Score 94.757 Data time: 0.2107, Forward time: 2.2674, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3579 [2020-11-12 22:04:06,685][root][INFO] - ===> Epoch[222](5753/26): Loss -0.6118, Sem 0.1451, dir -0.9519, norm 0.1950, swav 0.0000 LR: 7.369e-02 Score 95.139 Data time: 0.1619, Forward time: 2.2672, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.1639 [2020-11-12 22:04:12,531][root][INFO] - ===> Epoch[222](5754/26): Loss -0.6503, Sem 0.1225, dir -0.9537, norm 0.1809, swav 0.0000 LR: 7.369e-02 Score 95.992 Data time: 0.2717, Forward time: 2.2673, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.7772 [2020-11-12 22:04:18,404][root][INFO] - ===> Epoch[222](5755/26): Loss -0.6238, Sem 0.1371, dir -0.9509, norm 0.1900, swav 0.0000 LR: 7.368e-02 Score 95.549 Data time: 0.2349, Forward time: 2.2673, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.7369 [2020-11-12 22:04:24,863][root][INFO] - ===> Epoch[222](5756/26): Loss -0.6105, Sem 0.1380, dir -0.9484, norm 0.1998, swav 0.0000 LR: 7.368e-02 Score 95.361 Data time: 0.2896, Forward time: 2.2675, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3647 [2020-11-12 22:04:31,140][root][INFO] - ===> Epoch[222](5757/26): Loss -0.6232, Sem 0.1442, dir -0.9561, norm 0.1887, swav 0.0000 LR: 7.368e-02 Score 95.364 Data time: 0.1950, Forward time: 2.2675, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.1252 [2020-11-12 22:04:36,982][root][INFO] - ===> Epoch[222](5758/26): Loss -0.6468, Sem 0.1195, dir -0.9570, norm 0.1907, swav 0.0000 LR: 7.367e-02 Score 95.936 Data time: 0.1986, Forward time: 2.2675, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.7519 [2020-11-12 22:04:42,254][root][INFO] - ===> Epoch[222](5759/26): Loss -0.6259, Sem 0.1320, dir -0.9560, norm 0.1980, swav 0.0000 LR: 7.367e-02 Score 95.711 Data time: 0.1973, Forward time: 2.2675, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.1829 [2020-11-12 22:04:46,942][root][INFO] - ===> Epoch[222](5760/26): Loss -0.6162, Sem 0.1368, dir -0.9524, norm 0.1994, swav 0.0000 LR: 7.366e-02 Score 95.478 Data time: 0.2073, Forward time: 2.2675, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 4.5673 [2020-11-12 22:04:52,029][root][INFO] - ===> Epoch[222](5761/26): Loss -0.5808, Sem 0.1586, dir -0.9497, norm 0.2104, swav 0.0000 LR: 7.366e-02 Score 94.790 Data time: 0.1779, Forward time: 2.2674, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.9584 [2020-11-12 22:04:57,021][root][INFO] - ===> Epoch[222](5762/26): Loss -0.6000, Sem 0.1634, dir -0.9510, norm 0.1876, swav 0.0000 LR: 7.365e-02 Score 94.675 Data time: 0.2155, Forward time: 2.2674, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.9024 [2020-11-12 22:05:02,712][root][INFO] - ===> Epoch[222](5763/26): Loss -0.6018, Sem 0.1420, dir -0.9502, norm 0.2063, swav 0.0000 LR: 7.365e-02 Score 95.416 Data time: 0.2533, Forward time: 2.2674, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.5915 [2020-11-12 22:05:09,391][root][INFO] - ===> Epoch[222](5764/26): Loss -0.6331, Sem 0.1300, dir -0.9541, norm 0.1910, swav 0.0000 LR: 7.364e-02 Score 95.748 Data time: 0.3328, Forward time: 2.2676, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.5486 [2020-11-12 22:05:15,790][root][INFO] - ===> Epoch[222](5765/26): Loss -0.6202, Sem 0.1373, dir -0.9453, norm 0.1879, swav 0.0000 LR: 7.364e-02 Score 95.496 Data time: 0.1904, Forward time: 2.2676, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 6.2531 [2020-11-12 22:05:20,655][root][INFO] - ===> Epoch[222](5766/26): Loss -0.6472, Sem 0.1276, dir -0.9568, norm 0.1820, swav 0.0000 LR: 7.363e-02 Score 95.838 Data time: 0.2308, Forward time: 2.2677, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 4.7576 [2020-11-12 22:05:26,152][root][INFO] - ===> Epoch[222](5767/26): Loss -0.6123, Sem 0.1434, dir -0.9471, norm 0.1914, swav 0.0000 LR: 7.363e-02 Score 95.189 Data time: 0.2280, Forward time: 2.2677, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.3762 [2020-11-12 22:05:31,654][root][INFO] - ===> Epoch[222](5768/26): Loss -0.6382, Sem 0.1335, dir -0.9582, norm 0.1864, swav 0.0000 LR: 7.362e-02 Score 95.528 Data time: 0.2202, Forward time: 2.2677, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 5.4151 [2020-11-12 22:05:36,540][root][INFO] - ===> Epoch[222](5769/26): Loss -0.5937, Sem 0.1354, dir -0.9443, norm 0.2153, swav 0.0000 LR: 7.362e-02 Score 95.604 Data time: 0.1580, Forward time: 2.2676, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 4.7470 [2020-11-12 22:05:41,774][root][INFO] - ===> Epoch[222](5770/26): Loss -0.5984, Sem 0.1227, dir -0.9499, norm 0.2288, swav 0.0000 LR: 7.361e-02 Score 96.034 Data time: 0.1960, Forward time: 2.2676, Backward time: 3.1295, DDP time: 0.0041, Total iter time: 5.1897 [2020-11-12 22:05:47,627][root][INFO] - ===> Epoch[222](5771/26): Loss -0.6247, Sem 0.1340, dir -0.9535, norm 0.1948, swav 0.0000 LR: 7.361e-02 Score 95.488 Data time: 0.2751, Forward time: 2.2677, Backward time: 3.1294, DDP time: 0.0041, Total iter time: 5.7589 [2020-11-12 22:05:54,091][root][INFO] - ===> Epoch[222](5772/26): Loss -0.6272, Sem 0.1275, dir -0.9521, norm 0.1974, swav 0.0000 LR: 7.361e-02 Score 95.727 Data time: 0.2366, Forward time: 2.2677, Backward time: 3.1295, DDP time: 0.0041, Total iter time: 6.3398 [2020-11-12 22:05:59,208][root][INFO] - ===> Epoch[223](5773/26): Loss -0.6377, Sem 0.1255, dir -0.9529, norm 0.1897, swav 0.0000 LR: 7.360e-02 Score 95.847 Data time: 0.1994, Forward time: 2.2678, Backward time: 3.1294, DDP time: 0.0041, Total iter time: 5.0207 [2020-11-12 22:06:03,904][root][INFO] - ===> Epoch[223](5774/26): Loss -0.6071, Sem 0.1469, dir -0.9502, norm 0.1962, swav 0.0000 LR: 7.360e-02 Score 95.144 Data time: 0.1360, Forward time: 2.2676, Backward time: 3.1293, DDP time: 0.0041, Total iter time: 4.6049 [2020-11-12 22:06:08,704][root][INFO] - ===> Epoch[223](5775/26): Loss -0.6274, Sem 0.1424, dir -0.9525, norm 0.1826, swav 0.0000 LR: 7.359e-02 Score 95.337 Data time: 0.1766, Forward time: 2.2676, Backward time: 3.1292, DDP time: 0.0041, Total iter time: 4.7279 [2020-11-12 22:06:14,884][root][INFO] - ===> Epoch[223](5776/26): Loss -0.6677, Sem 0.1219, dir -0.9539, norm 0.1643, swav 0.0000 LR: 7.359e-02 Score 96.049 Data time: 0.1863, Forward time: 2.2675, Backward time: 3.1293, DDP time: 0.0041, Total iter time: 6.0784 [2020-11-12 22:06:20,260][root][INFO] - ===> Epoch[223](5777/26): Loss -0.6342, Sem 0.1292, dir -0.9575, norm 0.1941, swav 0.0000 LR: 7.358e-02 Score 95.771 Data time: 0.2289, Forward time: 2.2676, Backward time: 3.1292, DDP time: 0.0041, Total iter time: 5.2977 [2020-11-12 22:06:24,753][root][INFO] - ===> Epoch[223](5778/26): Loss -0.6309, Sem 0.1300, dir -0.9559, norm 0.1950, swav 0.0000 LR: 7.358e-02 Score 95.602 Data time: 0.2042, Forward time: 2.2675, Backward time: 3.1290, DDP time: 0.0041, Total iter time: 4.3657 [2020-11-12 22:06:31,848][root][INFO] - ===> Epoch[223](5779/26): Loss -0.6202, Sem 0.1338, dir -0.9484, norm 0.1944, swav 0.0000 LR: 7.357e-02 Score 95.598 Data time: 0.3472, Forward time: 2.2678, Backward time: 3.1290, DDP time: 0.0041, Total iter time: 7.0017 [2020-11-12 22:06:38,641][root][INFO] - ===> Epoch[223](5780/26): Loss -0.6216, Sem 0.1401, dir -0.9571, norm 0.1953, swav 0.0000 LR: 7.357e-02 Score 95.516 Data time: 0.1462, Forward time: 2.2677, Backward time: 3.1293, DDP time: 0.0041, Total iter time: 6.6655 [2020-11-12 22:06:44,700][root][INFO] - ===> Epoch[223](5781/26): Loss -0.6505, Sem 0.1186, dir -0.9583, norm 0.1892, swav 0.0000 LR: 7.356e-02 Score 96.086 Data time: 0.1451, Forward time: 2.2676, Backward time: 3.1294, DDP time: 0.0041, Total iter time: 5.9776 [2020-11-12 22:06:50,608][root][INFO] - ===> Epoch[223](5782/26): Loss -0.6095, Sem 0.1472, dir -0.9566, norm 0.1999, swav 0.0000 LR: 7.356e-02 Score 95.364 Data time: 0.1854, Forward time: 2.2675, Backward time: 3.1295, DDP time: 0.0041, Total iter time: 5.8743 [2020-11-12 22:06:56,832][root][INFO] - ===> Epoch[223](5783/26): Loss -0.5876, Sem 0.1528, dir -0.9505, norm 0.2100, swav 0.0000 LR: 7.355e-02 Score 94.967 Data time: 0.2702, Forward time: 2.2676, Backward time: 3.1295, DDP time: 0.0041, Total iter time: 6.1260 [2020-11-12 22:07:02,500][root][INFO] - ===> Epoch[223](5784/26): Loss -0.6510, Sem 0.1243, dir -0.9535, norm 0.1782, swav 0.0000 LR: 7.355e-02 Score 95.647 Data time: 0.1472, Forward time: 2.2675, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 5.5454 [2020-11-12 22:07:07,098][root][INFO] - ===> Epoch[223](5785/26): Loss -0.6265, Sem 0.1319, dir -0.9507, norm 0.1924, swav 0.0000 LR: 7.354e-02 Score 95.451 Data time: 0.2151, Forward time: 2.2675, Backward time: 3.1294, DDP time: 0.0041, Total iter time: 4.5225 [2020-11-12 22:07:12,642][root][INFO] - ===> Epoch[223](5786/26): Loss -0.5139, Sem 0.1923, dir -0.9483, norm 0.2421, swav 0.0000 LR: 7.354e-02 Score 93.958 Data time: 0.2495, Forward time: 2.2676, Backward time: 3.1292, DDP time: 0.0041, Total iter time: 5.4410 [2020-11-12 22:07:18,278][root][INFO] - ===> Epoch[223](5787/26): Loss -0.6106, Sem 0.1312, dir -0.9433, norm 0.2015, swav 0.0000 LR: 7.354e-02 Score 95.762 Data time: 0.1725, Forward time: 2.2676, Backward time: 3.1293, DDP time: 0.0041, Total iter time: 5.5149 [2020-11-12 22:07:24,875][root][INFO] - ===> Epoch[223](5788/26): Loss -0.6382, Sem 0.1440, dir -0.9587, norm 0.1764, swav 0.0000 LR: 7.353e-02 Score 95.109 Data time: 0.1613, Forward time: 2.2675, Backward time: 3.1295, DDP time: 0.0041, Total iter time: 6.4910 [2020-11-12 22:07:31,347][root][INFO] - ===> Epoch[223](5789/26): Loss -0.6467, Sem 0.1271, dir -0.9564, norm 0.1826, swav 0.0000 LR: 7.353e-02 Score 95.824 Data time: 0.1881, Forward time: 2.2674, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 6.3792 [2020-11-12 22:07:37,471][root][INFO] - ===> Epoch[223](5790/26): Loss -0.6012, Sem 0.1446, dir -0.9530, norm 0.2072, swav 0.0000 LR: 7.352e-02 Score 95.653 Data time: 0.1834, Forward time: 2.2674, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 6.0240 [2020-11-12 22:07:44,032][root][INFO] - ===> Epoch[223](5791/26): Loss -0.6324, Sem 0.1407, dir -0.9580, norm 0.1848, swav 0.0000 LR: 7.352e-02 Score 95.410 Data time: 0.1883, Forward time: 2.2674, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.4712 [2020-11-12 22:07:48,559][root][INFO] - ===> Epoch[223](5792/26): Loss -0.6320, Sem 0.1444, dir -0.9573, norm 0.1809, swav 0.0000 LR: 7.351e-02 Score 95.156 Data time: 0.1637, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 4.4089 [2020-11-12 22:07:54,686][root][INFO] - ===> Epoch[223](5793/26): Loss -0.6179, Sem 0.1458, dir -0.9564, norm 0.1928, swav 0.0000 LR: 7.351e-02 Score 95.018 Data time: 0.2148, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 6.0282 [2020-11-12 22:07:59,881][root][INFO] - ===> Epoch[223](5794/26): Loss -0.6051, Sem 0.1483, dir -0.9555, norm 0.2021, swav 0.0000 LR: 7.350e-02 Score 95.221 Data time: 0.2168, Forward time: 2.2673, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.0949 [2020-11-12 22:08:06,465][root][INFO] - ===> Epoch[223](5795/26): Loss -0.6439, Sem 0.1256, dir -0.9598, norm 0.1903, swav 0.0000 LR: 7.350e-02 Score 95.728 Data time: 0.2381, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 6.4944 [2020-11-12 22:08:12,160][root][INFO] - ===> Epoch[223](5796/26): Loss -0.6122, Sem 0.1344, dir -0.9519, norm 0.2053, swav 0.0000 LR: 7.349e-02 Score 95.419 Data time: 0.1721, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.5620 [2020-11-12 22:08:17,113][root][INFO] - ===> Epoch[223](5797/26): Loss -0.6051, Sem 0.1485, dir -0.9516, norm 0.1981, swav 0.0000 LR: 7.349e-02 Score 95.259 Data time: 0.1521, Forward time: 2.2671, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 4.8736 [2020-11-12 22:08:21,920][root][INFO] - ===> Epoch[223](5798/26): Loss -0.6380, Sem 0.1359, dir -0.9530, norm 0.1791, swav 0.0000 LR: 7.348e-02 Score 95.628 Data time: 0.2212, Forward time: 2.2672, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 4.7417 [2020-11-12 22:08:29,433][root][INFO] - ===> Epoch[224](5799/26): Loss -0.6070, Sem 0.1334, dir -0.9527, norm 0.2124, swav 0.0000 LR: 7.348e-02 Score 95.728 Data time: 0.1255, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 7.4036 [2020-11-12 22:08:34,996][root][INFO] - ===> Epoch[224](5800/26): Loss -0.6287, Sem 0.1420, dir -0.9578, norm 0.1871, swav 0.0000 LR: 7.348e-02 Score 95.419 Data time: 0.2057, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4966 [2020-11-12 22:08:40,672][root][INFO] - ===> Epoch[224](5801/26): Loss -0.6347, Sem 0.1414, dir -0.9555, norm 0.1794, swav 0.0000 LR: 7.347e-02 Score 95.199 Data time: 0.2611, Forward time: 2.2671, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.5640 [2020-11-12 22:08:45,622][root][INFO] - ===> Epoch[224](5802/26): Loss -0.6121, Sem 0.1544, dir -0.9591, norm 0.1926, swav 0.0000 LR: 7.347e-02 Score 94.975 Data time: 0.1728, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 4.8103 [2020-11-12 22:08:51,527][root][INFO] - ===> Epoch[224](5803/26): Loss -0.6199, Sem 0.1425, dir -0.9545, norm 0.1921, swav 0.0000 LR: 7.346e-02 Score 95.142 Data time: 0.1945, Forward time: 2.2670, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.8041 [2020-11-12 22:08:57,812][root][INFO] - ===> Epoch[224](5804/26): Loss -0.6358, Sem 0.1342, dir -0.9491, norm 0.1791, swav 0.0000 LR: 7.346e-02 Score 95.496 Data time: 0.1461, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.1902 [2020-11-12 22:09:03,335][root][INFO] - ===> Epoch[224](5805/26): Loss -0.5676, Sem 0.1477, dir -0.9419, norm 0.2266, swav 0.0000 LR: 7.345e-02 Score 95.211 Data time: 0.2370, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4665 [2020-11-12 22:09:09,360][root][INFO] - ===> Epoch[224](5806/26): Loss -0.6458, Sem 0.1365, dir -0.9595, norm 0.1772, swav 0.0000 LR: 7.345e-02 Score 95.451 Data time: 0.2312, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.9048 [2020-11-12 22:09:15,657][root][INFO] - ===> Epoch[224](5807/26): Loss -0.6008, Sem 0.1548, dir -0.9539, norm 0.1984, swav 0.0000 LR: 7.344e-02 Score 94.809 Data time: 0.2806, Forward time: 2.2671, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 6.1898 [2020-11-12 22:09:21,522][root][INFO] - ===> Epoch[224](5808/26): Loss -0.6353, Sem 0.1293, dir -0.9573, norm 0.1927, swav 0.0000 LR: 7.344e-02 Score 95.878 Data time: 0.2042, Forward time: 2.2671, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.7299 [2020-11-12 22:09:27,202][root][INFO] - ===> Epoch[224](5809/26): Loss -0.6652, Sem 0.1314, dir -0.9586, norm 0.1620, swav 0.0000 LR: 7.343e-02 Score 95.528 Data time: 0.1612, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5750 [2020-11-12 22:09:32,337][root][INFO] - ===> Epoch[224](5810/26): Loss -0.6358, Sem 0.1354, dir -0.9568, norm 0.1856, swav 0.0000 LR: 7.343e-02 Score 95.508 Data time: 0.2138, Forward time: 2.2670, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.0589 [2020-11-12 22:09:38,251][root][INFO] - ===> Epoch[224](5811/26): Loss -0.6258, Sem 0.1433, dir -0.9592, norm 0.1901, swav 0.0000 LR: 7.342e-02 Score 95.132 Data time: 0.2358, Forward time: 2.2671, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.8130 [2020-11-12 22:09:43,651][root][INFO] - ===> Epoch[224](5812/26): Loss -0.6297, Sem 0.1378, dir -0.9537, norm 0.1862, swav 0.0000 LR: 7.342e-02 Score 95.389 Data time: 0.1971, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.2556 [2020-11-12 22:09:50,497][root][INFO] - ===> Epoch[224](5813/26): Loss -0.5612, Sem 0.1707, dir -0.9449, norm 0.2130, swav 0.0000 LR: 7.341e-02 Score 94.729 Data time: 0.1678, Forward time: 2.2670, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.7377 [2020-11-12 22:09:56,612][root][INFO] - ===> Epoch[224](5814/26): Loss -0.5928, Sem 0.1589, dir -0.9524, norm 0.2007, swav 0.0000 LR: 7.341e-02 Score 94.733 Data time: 0.2884, Forward time: 2.2671, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.0402 [2020-11-12 22:10:03,093][root][INFO] - ===> Epoch[224](5815/26): Loss -0.6093, Sem 0.1330, dir -0.9525, norm 0.2102, swav 0.0000 LR: 7.341e-02 Score 95.517 Data time: 0.2307, Forward time: 2.2671, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.3509 [2020-11-12 22:10:09,423][root][INFO] - ===> Epoch[224](5816/26): Loss -0.6311, Sem 0.1393, dir -0.9565, norm 0.1861, swav 0.0000 LR: 7.340e-02 Score 95.467 Data time: 0.1999, Forward time: 2.2671, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.2251 [2020-11-12 22:10:14,574][root][INFO] - ===> Epoch[224](5817/26): Loss -0.6074, Sem 0.1505, dir -0.9556, norm 0.1977, swav 0.0000 LR: 7.340e-02 Score 95.240 Data time: 0.1464, Forward time: 2.2670, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.0435 [2020-11-12 22:10:19,423][root][INFO] - ===> Epoch[224](5818/26): Loss -0.5811, Sem 0.1549, dir -0.9452, norm 0.2092, swav 0.0000 LR: 7.339e-02 Score 94.831 Data time: 0.2238, Forward time: 2.2671, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.7775 [2020-11-12 22:10:25,772][root][INFO] - ===> Epoch[224](5819/26): Loss -0.6079, Sem 0.1515, dir -0.9508, norm 0.1915, swav 0.0000 LR: 7.339e-02 Score 94.999 Data time: 0.2401, Forward time: 2.2671, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.2458 [2020-11-12 22:10:31,224][root][INFO] - ===> Epoch[224](5820/26): Loss -0.6214, Sem 0.1393, dir -0.9528, norm 0.1921, swav 0.0000 LR: 7.338e-02 Score 95.673 Data time: 0.2261, Forward time: 2.2671, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.3373 [2020-11-12 22:10:36,646][root][INFO] - ===> Epoch[224](5821/26): Loss -0.5981, Sem 0.1437, dir -0.9575, norm 0.2156, swav 0.0000 LR: 7.338e-02 Score 95.591 Data time: 0.2204, Forward time: 2.2672, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.3300 [2020-11-12 22:10:42,159][root][INFO] - ===> Epoch[224](5822/26): Loss -0.6020, Sem 0.1471, dir -0.9540, norm 0.2049, swav 0.0000 LR: 7.337e-02 Score 94.991 Data time: 0.2597, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.4065 [2020-11-12 22:10:47,081][root][INFO] - ===> Epoch[224](5823/26): Loss -0.6195, Sem 0.1353, dir -0.9537, norm 0.1989, swav 0.0000 LR: 7.337e-02 Score 95.393 Data time: 0.2163, Forward time: 2.2672, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 4.7985 [2020-11-12 22:10:53,085][root][INFO] - ===> Epoch[224](5824/26): Loss -0.6187, Sem 0.1334, dir -0.9543, norm 0.2022, swav 0.0000 LR: 7.336e-02 Score 95.398 Data time: 0.2362, Forward time: 2.2673, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.9064 [2020-11-12 22:10:59,323][root][INFO] - ===> Epoch[225](5825/26): Loss -0.6406, Sem 0.1276, dir -0.9560, norm 0.1879, swav 0.0000 LR: 7.336e-02 Score 95.763 Data time: 0.1434, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.1144 [2020-11-12 22:11:05,102][root][INFO] - ===> Epoch[225](5826/26): Loss -0.5972, Sem 0.1421, dir -0.9442, norm 0.2049, swav 0.0000 LR: 7.335e-02 Score 95.318 Data time: 0.2162, Forward time: 2.2672, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.7255 [2020-11-12 22:11:10,397][root][INFO] - ===> Epoch[225](5827/26): Loss -0.5969, Sem 0.1603, dir -0.9538, norm 0.1966, swav 0.0000 LR: 7.335e-02 Score 94.576 Data time: 0.1636, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.1904 [2020-11-12 22:11:16,500][root][INFO] - ===> Epoch[225](5828/26): Loss -0.6407, Sem 0.1328, dir -0.9554, norm 0.1818, swav 0.0000 LR: 7.334e-02 Score 95.618 Data time: 0.2495, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.0259 [2020-11-12 22:11:21,867][root][INFO] - ===> Epoch[225](5829/26): Loss -0.5998, Sem 0.1493, dir -0.9515, norm 0.2024, swav 0.0000 LR: 7.334e-02 Score 95.039 Data time: 0.1762, Forward time: 2.2670, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.2558 [2020-11-12 22:11:27,557][root][INFO] - ===> Epoch[225](5830/26): Loss -0.6141, Sem 0.1391, dir -0.9602, norm 0.2070, swav 0.0000 LR: 7.334e-02 Score 95.608 Data time: 0.1639, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.6034 [2020-11-12 22:11:33,402][root][INFO] - ===> Epoch[225](5831/26): Loss -0.5698, Sem 0.1616, dir -0.9471, norm 0.2157, swav 0.0000 LR: 7.333e-02 Score 94.922 Data time: 0.2201, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.7670 [2020-11-12 22:11:38,684][root][INFO] - ===> Epoch[225](5832/26): Loss -0.6377, Sem 0.1371, dir -0.9525, norm 0.1778, swav 0.0000 LR: 7.333e-02 Score 95.199 Data time: 0.2589, Forward time: 2.2670, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.1705 [2020-11-12 22:11:44,014][root][INFO] - ===> Epoch[225](5833/26): Loss -0.6430, Sem 0.1266, dir -0.9546, norm 0.1850, swav 0.0000 LR: 7.332e-02 Score 95.951 Data time: 0.2108, Forward time: 2.2670, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.2061 [2020-11-12 22:11:50,265][root][INFO] - ===> Epoch[225](5834/26): Loss -0.6553, Sem 0.1210, dir -0.9529, norm 0.1766, swav 0.0000 LR: 7.332e-02 Score 95.780 Data time: 0.2895, Forward time: 2.2671, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 6.1479 [2020-11-12 22:11:55,636][root][INFO] - ===> Epoch[225](5835/26): Loss -0.6520, Sem 0.1342, dir -0.9575, norm 0.1712, swav 0.0000 LR: 7.331e-02 Score 95.502 Data time: 0.1215, Forward time: 2.2670, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.2512 [2020-11-12 22:12:02,484][root][INFO] - ===> Epoch[225](5836/26): Loss -0.5896, Sem 0.1695, dir -0.9494, norm 0.1903, swav 0.0000 LR: 7.331e-02 Score 94.279 Data time: 0.1965, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.7589 [2020-11-12 22:12:08,471][root][INFO] - ===> Epoch[225](5837/26): Loss -0.6303, Sem 0.1405, dir -0.9588, norm 0.1880, swav 0.0000 LR: 7.330e-02 Score 95.479 Data time: 0.1593, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.9373 [2020-11-12 22:12:13,578][root][INFO] - ===> Epoch[225](5838/26): Loss -0.6168, Sem 0.1451, dir -0.9547, norm 0.1928, swav 0.0000 LR: 7.330e-02 Score 95.364 Data time: 0.1190, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.0277 [2020-11-12 22:12:20,540][root][INFO] - ===> Epoch[225](5839/26): Loss -0.5431, Sem 0.1793, dir -0.9433, norm 0.2208, swav 0.0000 LR: 7.329e-02 Score 94.328 Data time: 0.1496, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.9146 [2020-11-12 22:12:26,167][root][INFO] - ===> Epoch[225](5840/26): Loss -0.6325, Sem 0.1390, dir -0.9565, norm 0.1849, swav 0.0000 LR: 7.329e-02 Score 95.260 Data time: 0.2219, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.5535 [2020-11-12 22:12:31,205][root][INFO] - ===> Epoch[225](5841/26): Loss -0.5910, Sem 0.1482, dir -0.9467, norm 0.2075, swav 0.0000 LR: 7.328e-02 Score 94.933 Data time: 0.1972, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.9287 [2020-11-12 22:12:37,972][root][INFO] - ===> Epoch[225](5842/26): Loss -0.5731, Sem 0.1569, dir -0.9499, norm 0.2199, swav 0.0000 LR: 7.328e-02 Score 94.870 Data time: 0.2253, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.6720 [2020-11-12 22:12:43,519][root][INFO] - ===> Epoch[225](5843/26): Loss -0.6325, Sem 0.1444, dir -0.9583, norm 0.1814, swav 0.0000 LR: 7.327e-02 Score 95.170 Data time: 0.2152, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.4135 [2020-11-12 22:12:49,042][root][INFO] - ===> Epoch[225](5844/26): Loss -0.6402, Sem 0.1297, dir -0.9600, norm 0.1901, swav 0.0000 LR: 7.327e-02 Score 95.725 Data time: 0.2205, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.4194 [2020-11-12 22:12:54,514][root][INFO] - ===> Epoch[225](5845/26): Loss -0.6168, Sem 0.1550, dir -0.9573, norm 0.1856, swav 0.0000 LR: 7.327e-02 Score 94.738 Data time: 0.1876, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.3453 [2020-11-12 22:12:58,659][root][INFO] - ===> Epoch[225](5846/26): Loss -0.6041, Sem 0.1706, dir -0.9548, norm 0.1801, swav 0.0000 LR: 7.326e-02 Score 94.543 Data time: 0.1435, Forward time: 2.2664, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 4.0548 [2020-11-12 22:13:04,794][root][INFO] - ===> Epoch[225](5847/26): Loss -0.6144, Sem 0.1336, dir -0.9523, norm 0.2043, swav 0.0000 LR: 7.326e-02 Score 95.463 Data time: 0.2699, Forward time: 2.2666, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.0818 [2020-11-12 22:13:10,339][root][INFO] - ===> Epoch[225](5848/26): Loss -0.6024, Sem 0.1572, dir -0.9555, norm 0.1959, swav 0.0000 LR: 7.325e-02 Score 94.860 Data time: 0.1994, Forward time: 2.2666, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.4261 [2020-11-12 22:13:15,908][root][INFO] - ===> Epoch[225](5849/26): Loss -0.6139, Sem 0.1383, dir -0.9502, norm 0.1981, swav 0.0000 LR: 7.325e-02 Score 95.668 Data time: 0.1850, Forward time: 2.2665, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.4701 [2020-11-12 22:13:21,225][root][INFO] - ===> Epoch[225](5850/26): Loss -0.6066, Sem 0.1456, dir -0.9525, norm 0.2003, swav 0.0000 LR: 7.324e-02 Score 95.163 Data time: 0.2363, Forward time: 2.2665, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.2181 [2020-11-12 22:13:26,392][root][INFO] - ===> Epoch[226](5851/26): Loss -0.6329, Sem 0.1373, dir -0.9539, norm 0.1837, swav 0.0000 LR: 7.324e-02 Score 95.423 Data time: 0.1640, Forward time: 2.2664, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0748 [2020-11-12 22:13:31,300][root][INFO] - ===> Epoch[226](5852/26): Loss -0.6583, Sem 0.1200, dir -0.9563, norm 0.1780, swav 0.0000 LR: 7.323e-02 Score 96.151 Data time: 0.2137, Forward time: 2.2664, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.8304 [2020-11-12 22:13:36,218][root][INFO] - ===> Epoch[226](5853/26): Loss -0.6289, Sem 0.1583, dir -0.9601, norm 0.1729, swav 0.0000 LR: 7.323e-02 Score 94.615 Data time: 0.1763, Forward time: 2.2663, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 4.8120 [2020-11-12 22:13:42,071][root][INFO] - ===> Epoch[226](5854/26): Loss -0.6170, Sem 0.1411, dir -0.9542, norm 0.1961, swav 0.0000 LR: 7.322e-02 Score 95.398 Data time: 0.2976, Forward time: 2.2664, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.7824 [2020-11-12 22:13:47,936][root][INFO] - ===> Epoch[226](5855/26): Loss -0.6661, Sem 0.1155, dir -0.9548, norm 0.1731, swav 0.0000 LR: 7.322e-02 Score 96.153 Data time: 0.2380, Forward time: 2.2665, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.7564 [2020-11-12 22:13:53,117][root][INFO] - ===> Epoch[226](5856/26): Loss -0.5934, Sem 0.1583, dir -0.9498, norm 0.1982, swav 0.0000 LR: 7.321e-02 Score 94.952 Data time: 0.2030, Forward time: 2.2664, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.0584 [2020-11-12 22:13:59,883][root][INFO] - ===> Epoch[226](5857/26): Loss -0.6360, Sem 0.1249, dir -0.9571, norm 0.1962, swav 0.0000 LR: 7.321e-02 Score 95.851 Data time: 0.1974, Forward time: 2.2664, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.6680 [2020-11-12 22:14:06,156][root][INFO] - ===> Epoch[226](5858/26): Loss -0.6091, Sem 0.1454, dir -0.9535, norm 0.1990, swav 0.0000 LR: 7.321e-02 Score 94.952 Data time: 0.2787, Forward time: 2.2665, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.1727 [2020-11-12 22:14:13,190][root][INFO] - ===> Epoch[226](5859/26): Loss -0.6350, Sem 0.1279, dir -0.9486, norm 0.1857, swav 0.0000 LR: 7.320e-02 Score 95.763 Data time: 0.3306, Forward time: 2.2667, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 6.8981 [2020-11-12 22:14:19,953][root][INFO] - ===> Epoch[226](5860/26): Loss -0.6016, Sem 0.1474, dir -0.9522, norm 0.2033, swav 0.0000 LR: 7.320e-02 Score 95.230 Data time: 0.1525, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.6271 [2020-11-12 22:14:25,622][root][INFO] - ===> Epoch[226](5861/26): Loss -0.6665, Sem 0.1078, dir -0.9556, norm 0.1813, swav 0.0000 LR: 7.319e-02 Score 96.299 Data time: 0.3061, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.5904 [2020-11-12 22:14:31,703][root][INFO] - ===> Epoch[226](5862/26): Loss -0.6254, Sem 0.1295, dir -0.9494, norm 0.1945, swav 0.0000 LR: 7.319e-02 Score 95.918 Data time: 0.2993, Forward time: 2.2669, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.9642 [2020-11-12 22:14:36,832][root][INFO] - ===> Epoch[226](5863/26): Loss -0.6323, Sem 0.1367, dir -0.9512, norm 0.1821, swav 0.0000 LR: 7.318e-02 Score 95.364 Data time: 0.2179, Forward time: 2.2669, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.0194 [2020-11-12 22:14:42,769][root][INFO] - ===> Epoch[226](5864/26): Loss -0.6008, Sem 0.1425, dir -0.9443, norm 0.2010, swav 0.0000 LR: 7.318e-02 Score 95.142 Data time: 0.2059, Forward time: 2.2669, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.8451 [2020-11-12 22:14:50,703][root][INFO] - ===> Epoch[226](5865/26): Loss -0.6299, Sem 0.1472, dir -0.9555, norm 0.1785, swav 0.0000 LR: 7.317e-02 Score 95.000 Data time: 0.1624, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 7.8260 [2020-11-12 22:14:56,953][root][INFO] - ===> Epoch[226](5866/26): Loss -0.6232, Sem 0.1421, dir -0.9556, norm 0.1902, swav 0.0000 LR: 7.317e-02 Score 95.427 Data time: 0.2026, Forward time: 2.2668, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.1947 [2020-11-12 22:15:01,891][root][INFO] - ===> Epoch[226](5867/26): Loss -0.6089, Sem 0.1365, dir -0.9477, norm 0.2024, swav 0.0000 LR: 7.316e-02 Score 95.398 Data time: 0.1384, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 4.8312 [2020-11-12 22:15:07,001][root][INFO] - ===> Epoch[226](5868/26): Loss -0.6620, Sem 0.1221, dir -0.9581, norm 0.1740, swav 0.0000 LR: 7.316e-02 Score 95.871 Data time: 0.2386, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0333 [2020-11-12 22:15:12,502][root][INFO] - ===> Epoch[226](5869/26): Loss -0.6021, Sem 0.1500, dir -0.9493, norm 0.1972, swav 0.0000 LR: 7.315e-02 Score 95.031 Data time: 0.1961, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.3863 [2020-11-12 22:15:18,288][root][INFO] - ===> Epoch[226](5870/26): Loss -0.5975, Sem 0.1426, dir -0.9530, norm 0.2129, swav 0.0000 LR: 7.315e-02 Score 95.455 Data time: 0.2266, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.6762 [2020-11-12 22:15:24,695][root][INFO] - ===> Epoch[226](5871/26): Loss -0.6188, Sem 0.1378, dir -0.9552, norm 0.1986, swav 0.0000 LR: 7.314e-02 Score 95.401 Data time: 0.2090, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.2844 [2020-11-12 22:15:29,934][root][INFO] - ===> Epoch[226](5872/26): Loss -0.6287, Sem 0.1387, dir -0.9588, norm 0.1913, swav 0.0000 LR: 7.314e-02 Score 95.404 Data time: 0.1930, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.1276 [2020-11-12 22:15:36,372][root][INFO] - ===> Epoch[226](5873/26): Loss -0.6108, Sem 0.1398, dir -0.9529, norm 0.2023, swav 0.0000 LR: 7.314e-02 Score 95.500 Data time: 0.3090, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.3330 [2020-11-12 22:15:42,076][root][INFO] - ===> Epoch[226](5874/26): Loss -0.6545, Sem 0.1280, dir -0.9527, norm 0.1702, swav 0.0000 LR: 7.313e-02 Score 95.663 Data time: 0.1698, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5814 [2020-11-12 22:15:47,177][root][INFO] - ===> Epoch[226](5875/26): Loss -0.6255, Sem 0.1324, dir -0.9547, norm 0.1968, swav 0.0000 LR: 7.313e-02 Score 95.335 Data time: 0.1704, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.9985 [2020-11-12 22:15:52,339][root][INFO] - ===> Epoch[226](5876/26): Loss -0.6234, Sem 0.1541, dir -0.9596, norm 0.1821, swav 0.0000 LR: 7.312e-02 Score 94.903 Data time: 0.1780, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0709 [2020-11-12 22:15:58,501][root][INFO] - ===> Epoch[227](5877/26): Loss -0.6127, Sem 0.1452, dir -0.9483, norm 0.1904, swav 0.0000 LR: 7.312e-02 Score 94.968 Data time: 0.1975, Forward time: 2.2666, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.0569 [2020-11-12 22:16:03,375][root][INFO] - ===> Epoch[227](5878/26): Loss -0.6033, Sem 0.1424, dir -0.9489, norm 0.2032, swav 0.0000 LR: 7.311e-02 Score 95.218 Data time: 0.1771, Forward time: 2.2665, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.7841 [2020-11-12 22:16:08,936][root][INFO] - ===> Epoch[227](5879/26): Loss -0.6199, Sem 0.1384, dir -0.9515, norm 0.1933, swav 0.0000 LR: 7.311e-02 Score 95.385 Data time: 0.2233, Forward time: 2.2665, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.4723 [2020-11-12 22:16:15,679][root][INFO] - ===> Epoch[227](5880/26): Loss -0.5662, Sem 0.1512, dir -0.9469, norm 0.2295, swav 0.0000 LR: 7.310e-02 Score 95.147 Data time: 0.1584, Forward time: 2.2664, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.6241 [2020-11-12 22:16:20,690][root][INFO] - ===> Epoch[227](5881/26): Loss -0.5924, Sem 0.1574, dir -0.9488, norm 0.1990, swav 0.0000 LR: 7.310e-02 Score 94.838 Data time: 0.1855, Forward time: 2.2664, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 4.9135 [2020-11-12 22:16:26,761][root][INFO] - ===> Epoch[227](5882/26): Loss -0.6070, Sem 0.1408, dir -0.9510, norm 0.2032, swav 0.0000 LR: 7.309e-02 Score 95.453 Data time: 0.1648, Forward time: 2.2663, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.9565 [2020-11-12 22:16:32,943][root][INFO] - ===> Epoch[227](5883/26): Loss -0.5640, Sem 0.1719, dir -0.9414, norm 0.2054, swav 0.0000 LR: 7.309e-02 Score 94.373 Data time: 0.2360, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.0852 [2020-11-12 22:16:39,028][root][INFO] - ===> Epoch[227](5884/26): Loss -0.6405, Sem 0.1403, dir -0.9627, norm 0.1819, swav 0.0000 LR: 7.308e-02 Score 95.677 Data time: 0.2456, Forward time: 2.2664, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.9734 [2020-11-12 22:16:44,458][root][INFO] - ===> Epoch[227](5885/26): Loss -0.5863, Sem 0.1578, dir -0.9477, norm 0.2036, swav 0.0000 LR: 7.308e-02 Score 95.035 Data time: 0.2644, Forward time: 2.2665, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.2884 [2020-11-12 22:16:50,111][root][INFO] - ===> Epoch[227](5886/26): Loss -0.6168, Sem 0.1489, dir -0.9551, norm 0.1895, swav 0.0000 LR: 7.307e-02 Score 94.792 Data time: 0.2572, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5400 [2020-11-12 22:16:56,162][root][INFO] - ===> Epoch[227](5887/26): Loss -0.6379, Sem 0.1321, dir -0.9550, norm 0.1850, swav 0.0000 LR: 7.307e-02 Score 95.545 Data time: 0.1922, Forward time: 2.2665, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.9391 [2020-11-12 22:17:01,720][root][INFO] - ===> Epoch[227](5888/26): Loss -0.6160, Sem 0.1319, dir -0.9573, norm 0.2095, swav 0.0000 LR: 7.307e-02 Score 95.473 Data time: 0.2032, Forward time: 2.2665, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4635 [2020-11-12 22:17:06,837][root][INFO] - ===> Epoch[227](5889/26): Loss -0.6329, Sem 0.1304, dir -0.9543, norm 0.1910, swav 0.0000 LR: 7.306e-02 Score 95.574 Data time: 0.2401, Forward time: 2.2666, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.0049 [2020-11-12 22:17:11,720][root][INFO] - ===> Epoch[227](5890/26): Loss -0.6178, Sem 0.1292, dir -0.9491, norm 0.2021, swav 0.0000 LR: 7.306e-02 Score 95.658 Data time: 0.2263, Forward time: 2.2666, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 4.7543 [2020-11-12 22:17:17,088][root][INFO] - ===> Epoch[227](5891/26): Loss -0.6066, Sem 0.1524, dir -0.9507, norm 0.1917, swav 0.0000 LR: 7.305e-02 Score 95.039 Data time: 0.2557, Forward time: 2.2667, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 5.2618 [2020-11-12 22:17:22,654][root][INFO] - ===> Epoch[227](5892/26): Loss -0.6017, Sem 0.1345, dir -0.9462, norm 0.2101, swav 0.0000 LR: 7.305e-02 Score 95.594 Data time: 0.2090, Forward time: 2.2667, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 5.4428 [2020-11-12 22:17:28,165][root][INFO] - ===> Epoch[227](5893/26): Loss -0.6156, Sem 0.1407, dir -0.9569, norm 0.2006, swav 0.0000 LR: 7.304e-02 Score 95.320 Data time: 0.1901, Forward time: 2.2666, Backward time: 3.1296, DDP time: 0.0041, Total iter time: 5.3959 [2020-11-12 22:17:33,933][root][INFO] - ===> Epoch[227](5894/26): Loss -0.6127, Sem 0.1496, dir -0.9551, norm 0.1928, swav 0.0000 LR: 7.304e-02 Score 94.939 Data time: 0.2175, Forward time: 2.2667, Backward time: 3.1295, DDP time: 0.0041, Total iter time: 5.6669 [2020-11-12 22:17:40,235][root][INFO] - ===> Epoch[227](5895/26): Loss -0.6062, Sem 0.1545, dir -0.9498, norm 0.1891, swav 0.0000 LR: 7.303e-02 Score 94.822 Data time: 0.1868, Forward time: 2.2666, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 6.1858 [2020-11-12 22:17:45,403][root][INFO] - ===> Epoch[227](5896/26): Loss -0.6110, Sem 0.1427, dir -0.9484, norm 0.1947, swav 0.0000 LR: 7.303e-02 Score 95.146 Data time: 0.1341, Forward time: 2.2664, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.0683 [2020-11-12 22:17:50,840][root][INFO] - ===> Epoch[227](5897/26): Loss -0.6377, Sem 0.1323, dir -0.9505, norm 0.1806, swav 0.0000 LR: 7.302e-02 Score 95.237 Data time: 0.1625, Forward time: 2.2663, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.3442 [2020-11-12 22:17:57,334][root][INFO] - ===> Epoch[227](5898/26): Loss -0.6503, Sem 0.1229, dir -0.9575, norm 0.1843, swav 0.0000 LR: 7.302e-02 Score 96.136 Data time: 0.1567, Forward time: 2.2662, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 6.3969 [2020-11-12 22:18:02,331][root][INFO] - ===> Epoch[227](5899/26): Loss -0.5665, Sem 0.1795, dir -0.9487, norm 0.2027, swav 0.0000 LR: 7.301e-02 Score 94.256 Data time: 0.1672, Forward time: 2.2662, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.9080 [2020-11-12 22:18:08,123][root][INFO] - ===> Epoch[227](5900/26): Loss -0.6315, Sem 0.1429, dir -0.9526, norm 0.1782, swav 0.0000 LR: 7.301e-02 Score 95.404 Data time: 0.1728, Forward time: 2.2661, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.6820 [2020-11-12 22:18:14,114][root][INFO] - ===> Epoch[227](5901/26): Loss -0.6621, Sem 0.1345, dir -0.9604, norm 0.1637, swav 0.0000 LR: 7.300e-02 Score 95.540 Data time: 0.2042, Forward time: 2.2660, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.9071 [2020-11-12 22:18:19,714][root][INFO] - ===> Epoch[227](5902/26): Loss -0.6245, Sem 0.1463, dir -0.9566, norm 0.1858, swav 0.0000 LR: 7.300e-02 Score 95.087 Data time: 0.1647, Forward time: 2.2660, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.4798 [2020-11-12 22:18:25,703][root][INFO] - ===> Epoch[228](5903/26): Loss -0.6337, Sem 0.1155, dir -0.9546, norm 0.2055, swav 0.0000 LR: 7.300e-02 Score 96.284 Data time: 0.2243, Forward time: 2.2659, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.8755 [2020-11-12 22:18:31,299][root][INFO] - ===> Epoch[228](5904/26): Loss -0.6529, Sem 0.1316, dir -0.9634, norm 0.1788, swav 0.0000 LR: 7.299e-02 Score 95.375 Data time: 0.1860, Forward time: 2.2658, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.4819 [2020-11-12 22:18:36,452][root][INFO] - ===> Epoch[228](5905/26): Loss -0.6266, Sem 0.1376, dir -0.9511, norm 0.1869, swav 0.0000 LR: 7.299e-02 Score 95.516 Data time: 0.2436, Forward time: 2.2659, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0561 [2020-11-12 22:18:41,511][root][INFO] - ===> Epoch[228](5906/26): Loss -0.6489, Sem 0.1292, dir -0.9553, norm 0.1772, swav 0.0000 LR: 7.298e-02 Score 95.691 Data time: 0.1700, Forward time: 2.2658, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.9467 [2020-11-12 22:18:47,539][root][INFO] - ===> Epoch[228](5907/26): Loss -0.6317, Sem 0.1420, dir -0.9556, norm 0.1819, swav 0.0000 LR: 7.298e-02 Score 95.386 Data time: 0.2491, Forward time: 2.2659, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.8915 [2020-11-12 22:18:53,854][root][INFO] - ===> Epoch[228](5908/26): Loss -0.5963, Sem 0.1495, dir -0.9461, norm 0.2002, swav 0.0000 LR: 7.297e-02 Score 95.105 Data time: 0.2692, Forward time: 2.2660, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 6.1760 [2020-11-12 22:19:00,468][root][INFO] - ===> Epoch[228](5909/26): Loss -0.6255, Sem 0.1406, dir -0.9524, norm 0.1863, swav 0.0000 LR: 7.297e-02 Score 95.208 Data time: 0.1782, Forward time: 2.2659, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.4765 [2020-11-12 22:19:06,873][root][INFO] - ===> Epoch[228](5910/26): Loss -0.6120, Sem 0.1401, dir -0.9560, norm 0.2038, swav 0.0000 LR: 7.296e-02 Score 95.247 Data time: 0.2098, Forward time: 2.2660, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3089 [2020-11-12 22:19:12,729][root][INFO] - ===> Epoch[228](5911/26): Loss -0.6258, Sem 0.1498, dir -0.9563, norm 0.1807, swav 0.0000 LR: 7.296e-02 Score 95.084 Data time: 0.1920, Forward time: 2.2659, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.7436 [2020-11-12 22:19:19,512][root][INFO] - ===> Epoch[228](5912/26): Loss -0.6081, Sem 0.1388, dir -0.9558, norm 0.2089, swav 0.0000 LR: 7.295e-02 Score 95.586 Data time: 0.2215, Forward time: 2.2659, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.6727 [2020-11-12 22:19:24,531][root][INFO] - ===> Epoch[228](5913/26): Loss -0.5723, Sem 0.1841, dir -0.9543, norm 0.1978, swav 0.0000 LR: 7.295e-02 Score 94.227 Data time: 0.2375, Forward time: 2.2660, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 4.9240 [2020-11-12 22:19:29,995][root][INFO] - ===> Epoch[228](5914/26): Loss -0.6325, Sem 0.1472, dir -0.9589, norm 0.1792, swav 0.0000 LR: 7.294e-02 Score 94.793 Data time: 0.2108, Forward time: 2.2660, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.3554 [2020-11-12 22:19:38,229][root][INFO] - ===> Epoch[228](5915/26): Loss -0.6045, Sem 0.1520, dir -0.9521, norm 0.1956, swav 0.0000 LR: 7.294e-02 Score 94.571 Data time: 0.2001, Forward time: 2.2659, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 8.1070 [2020-11-12 22:19:44,693][root][INFO] - ===> Epoch[228](5916/26): Loss -0.6275, Sem 0.1406, dir -0.9539, norm 0.1858, swav 0.0000 LR: 7.293e-02 Score 95.182 Data time: 0.2931, Forward time: 2.2661, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.3839 [2020-11-12 22:19:51,165][root][INFO] - ===> Epoch[228](5917/26): Loss -0.5767, Sem 0.1576, dir -0.9512, norm 0.2169, swav 0.0000 LR: 7.293e-02 Score 94.938 Data time: 0.2283, Forward time: 2.2661, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.3592 [2020-11-12 22:19:56,979][root][INFO] - ===> Epoch[228](5918/26): Loss -0.6031, Sem 0.1547, dir -0.9544, norm 0.1966, swav 0.0000 LR: 7.293e-02 Score 94.849 Data time: 0.2801, Forward time: 2.2662, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.6750 [2020-11-12 22:20:02,220][root][INFO] - ===> Epoch[228](5919/26): Loss -0.6349, Sem 0.1397, dir -0.9558, norm 0.1812, swav 0.0000 LR: 7.292e-02 Score 95.464 Data time: 0.2011, Forward time: 2.2662, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.1122 [2020-11-12 22:20:08,049][root][INFO] - ===> Epoch[228](5920/26): Loss -0.6049, Sem 0.1422, dir -0.9502, norm 0.2032, swav 0.0000 LR: 7.292e-02 Score 95.092 Data time: 0.2181, Forward time: 2.2662, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.7330 [2020-11-12 22:20:12,921][root][INFO] - ===> Epoch[228](5921/26): Loss -0.6168, Sem 0.1220, dir -0.9482, norm 0.2094, swav 0.0000 LR: 7.291e-02 Score 95.779 Data time: 0.2047, Forward time: 2.2662, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.7466 [2020-11-12 22:20:18,940][root][INFO] - ===> Epoch[228](5922/26): Loss -0.5935, Sem 0.1432, dir -0.9504, norm 0.2137, swav 0.0000 LR: 7.291e-02 Score 95.322 Data time: 0.2267, Forward time: 2.2662, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.9014 [2020-11-12 22:20:25,130][root][INFO] - ===> Epoch[228](5923/26): Loss -0.6057, Sem 0.1400, dir -0.9522, norm 0.2065, swav 0.0000 LR: 7.290e-02 Score 95.298 Data time: 0.2829, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.0706 [2020-11-12 22:20:30,437][root][INFO] - ===> Epoch[228](5924/26): Loss -0.6458, Sem 0.1168, dir -0.9557, norm 0.1931, swav 0.0000 LR: 7.290e-02 Score 96.042 Data time: 0.1901, Forward time: 2.2663, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.1696 [2020-11-12 22:20:36,319][root][INFO] - ===> Epoch[228](5925/26): Loss -0.6343, Sem 0.1459, dir -0.9581, norm 0.1779, swav 0.0000 LR: 7.289e-02 Score 95.244 Data time: 0.1955, Forward time: 2.2662, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.7627 [2020-11-12 22:20:42,671][root][INFO] - ===> Epoch[228](5926/26): Loss -0.6054, Sem 0.1517, dir -0.9549, norm 0.1977, swav 0.0000 LR: 7.289e-02 Score 94.799 Data time: 0.2234, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.2414 [2020-11-12 22:20:47,988][root][INFO] - ===> Epoch[228](5927/26): Loss -0.6489, Sem 0.1288, dir -0.9576, norm 0.1799, swav 0.0000 LR: 7.288e-02 Score 95.705 Data time: 0.1934, Forward time: 2.2662, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.1910 [2020-11-12 22:20:53,765][root][INFO] - ===> Epoch[228](5928/26): Loss -0.6142, Sem 0.1529, dir -0.9498, norm 0.1828, swav 0.0000 LR: 7.288e-02 Score 94.977 Data time: 0.1488, Forward time: 2.2661, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.6792 [2020-11-12 22:20:59,093][root][INFO] - ===> Epoch[229](5929/26): Loss -0.6139, Sem 0.1438, dir -0.9537, norm 0.1959, swav 0.0000 LR: 7.287e-02 Score 95.195 Data time: 0.1525, Forward time: 2.2660, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.2516 [2020-11-12 22:21:05,164][root][INFO] - ===> Epoch[229](5930/26): Loss -0.6279, Sem 0.1339, dir -0.9596, norm 0.1979, swav 0.0000 LR: 7.287e-02 Score 95.540 Data time: 0.1864, Forward time: 2.2660, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 6.0041 [2020-11-12 22:21:10,987][root][INFO] - ===> Epoch[229](5931/26): Loss -0.6183, Sem 0.1554, dir -0.9547, norm 0.1810, swav 0.0000 LR: 7.286e-02 Score 95.105 Data time: 0.1995, Forward time: 2.2659, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.7328 [2020-11-12 22:21:17,827][root][INFO] - ===> Epoch[229](5932/26): Loss -0.6325, Sem 0.1340, dir -0.9598, norm 0.1933, swav 0.0000 LR: 7.286e-02 Score 95.363 Data time: 0.1799, Forward time: 2.2659, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 6.7147 [2020-11-12 22:21:25,576][root][INFO] - ===> Epoch[229](5933/26): Loss -0.6162, Sem 0.1439, dir -0.9541, norm 0.1941, swav 0.0000 LR: 7.286e-02 Score 95.229 Data time: 0.1898, Forward time: 2.2659, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 7.6612 [2020-11-12 22:21:30,512][root][INFO] - ===> Epoch[229](5934/26): Loss -0.6058, Sem 0.1575, dir -0.9534, norm 0.1902, swav 0.0000 LR: 7.285e-02 Score 94.659 Data time: 0.1326, Forward time: 2.2657, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 4.8371 [2020-11-12 22:21:37,543][root][INFO] - ===> Epoch[229](5935/26): Loss -0.6232, Sem 0.1347, dir -0.9590, norm 0.2010, swav 0.0000 LR: 7.285e-02 Score 95.596 Data time: 0.2148, Forward time: 2.2657, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 6.9824 [2020-11-12 22:21:43,659][root][INFO] - ===> Epoch[229](5936/26): Loss -0.6294, Sem 0.1411, dir -0.9526, norm 0.1822, swav 0.0000 LR: 7.284e-02 Score 95.360 Data time: 0.2054, Forward time: 2.2658, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 6.0048 [2020-11-12 22:21:50,457][root][INFO] - ===> Epoch[229](5937/26): Loss -0.6414, Sem 0.1283, dir -0.9558, norm 0.1861, swav 0.0000 LR: 7.284e-02 Score 95.994 Data time: 0.1567, Forward time: 2.2657, Backward time: 3.1317, DDP time: 0.0041, Total iter time: 6.6882 [2020-11-12 22:21:54,597][root][INFO] - ===> Epoch[229](5938/26): Loss -0.6337, Sem 0.1494, dir -0.9556, norm 0.1725, swav 0.0000 LR: 7.283e-02 Score 95.457 Data time: 0.1964, Forward time: 2.2656, Backward time: 3.1315, DDP time: 0.0041, Total iter time: 4.0526 [2020-11-12 22:22:00,797][root][INFO] - ===> Epoch[229](5939/26): Loss -0.6543, Sem 0.1211, dir -0.9567, norm 0.1813, swav 0.0000 LR: 7.283e-02 Score 95.865 Data time: 0.3249, Forward time: 2.2657, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 6.1041 [2020-11-12 22:22:07,246][root][INFO] - ===> Epoch[229](5940/26): Loss -0.6465, Sem 0.1296, dir -0.9577, norm 0.1816, swav 0.0000 LR: 7.282e-02 Score 95.664 Data time: 0.2832, Forward time: 2.2659, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 6.3282 [2020-11-12 22:22:12,035][root][INFO] - ===> Epoch[229](5941/26): Loss -0.6365, Sem 0.1256, dir -0.9554, norm 0.1933, swav 0.0000 LR: 7.282e-02 Score 95.736 Data time: 0.1691, Forward time: 2.2658, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 4.6889 [2020-11-12 22:22:18,476][root][INFO] - ===> Epoch[229](5942/26): Loss -0.6128, Sem 0.1354, dir -0.9582, norm 0.2100, swav 0.0000 LR: 7.281e-02 Score 95.720 Data time: 0.2376, Forward time: 2.2659, Backward time: 3.1314, DDP time: 0.0041, Total iter time: 6.3450 [2020-11-12 22:22:23,591][root][INFO] - ===> Epoch[229](5943/26): Loss -0.6291, Sem 0.1357, dir -0.9529, norm 0.1881, swav 0.0000 LR: 7.281e-02 Score 95.416 Data time: 0.2053, Forward time: 2.2659, Backward time: 3.1312, DDP time: 0.0041, Total iter time: 5.0046 [2020-11-12 22:22:29,644][root][INFO] - ===> Epoch[229](5944/26): Loss -0.5794, Sem 0.1704, dir -0.9515, norm 0.2017, swav 0.0000 LR: 7.280e-02 Score 94.678 Data time: 0.2024, Forward time: 2.2659, Backward time: 3.1313, DDP time: 0.0041, Total iter time: 5.9552 [2020-11-12 22:22:34,769][root][INFO] - ===> Epoch[229](5945/26): Loss -0.6677, Sem 0.1221, dir -0.9610, norm 0.1712, swav 0.0000 LR: 7.280e-02 Score 95.827 Data time: 0.2212, Forward time: 2.2659, Backward time: 3.1311, DDP time: 0.0041, Total iter time: 5.0068 [2020-11-12 22:22:39,734][root][INFO] - ===> Epoch[229](5946/26): Loss -0.5878, Sem 0.1556, dir -0.9474, norm 0.2040, swav 0.0000 LR: 7.279e-02 Score 94.714 Data time: 0.1826, Forward time: 2.2659, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 4.8367 [2020-11-12 22:22:45,600][root][INFO] - ===> Epoch[229](5947/26): Loss -0.6128, Sem 0.1403, dir -0.9548, norm 0.2016, swav 0.0000 LR: 7.279e-02 Score 95.250 Data time: 0.5089, Forward time: 2.2659, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 5.7609 [2020-11-12 22:22:53,427][root][INFO] - ===> Epoch[229](5948/26): Loss -0.6034, Sem 0.1475, dir -0.9432, norm 0.1923, swav 0.0000 LR: 7.279e-02 Score 95.171 Data time: 0.4033, Forward time: 2.2662, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 7.7030 [2020-11-12 22:22:58,211][root][INFO] - ===> Epoch[229](5949/26): Loss -0.6306, Sem 0.1413, dir -0.9564, norm 0.1845, swav 0.0000 LR: 7.278e-02 Score 95.114 Data time: 0.1990, Forward time: 2.2662, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 4.6597 [2020-11-12 22:23:03,343][root][INFO] - ===> Epoch[229](5950/26): Loss -0.5997, Sem 0.1470, dir -0.9500, norm 0.2034, swav 0.0000 LR: 7.278e-02 Score 95.091 Data time: 0.1903, Forward time: 2.2662, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.0265 [2020-11-12 22:23:09,552][root][INFO] - ===> Epoch[229](5951/26): Loss -0.5760, Sem 0.1567, dir -0.9471, norm 0.2145, swav 0.0000 LR: 7.277e-02 Score 95.045 Data time: 0.1809, Forward time: 2.2661, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 6.1091 [2020-11-12 22:23:15,385][root][INFO] - ===> Epoch[229](5952/26): Loss -0.6449, Sem 0.1313, dir -0.9622, norm 0.1860, swav 0.0000 LR: 7.277e-02 Score 95.702 Data time: 0.2545, Forward time: 2.2662, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.7533 [2020-11-12 22:23:20,832][root][INFO] - ===> Epoch[229](5953/26): Loss -0.6280, Sem 0.1409, dir -0.9506, norm 0.1818, swav 0.0000 LR: 7.276e-02 Score 95.282 Data time: 0.1954, Forward time: 2.2662, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.3241 [2020-11-12 22:23:26,883][root][INFO] - ===> Epoch[229](5954/26): Loss -0.6165, Sem 0.1532, dir -0.9581, norm 0.1884, swav 0.0000 LR: 7.276e-02 Score 95.256 Data time: 0.2235, Forward time: 2.2662, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.9549 [2020-11-12 22:23:32,475][root][INFO] - ===> Epoch[230](5955/26): Loss -0.6548, Sem 0.1321, dir -0.9605, norm 0.1735, swav 0.0000 LR: 7.275e-02 Score 95.307 Data time: 0.1638, Forward time: 2.2662, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.4819 [2020-11-12 22:23:38,573][root][INFO] - ===> Epoch[230](5956/26): Loss -0.6610, Sem 0.1194, dir -0.9529, norm 0.1724, swav 0.0000 LR: 7.275e-02 Score 96.115 Data time: 0.1678, Forward time: 2.2661, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 6.0335 [2020-11-12 22:23:43,842][root][INFO] - ===> Epoch[230](5957/26): Loss -0.6453, Sem 0.1319, dir -0.9574, norm 0.1803, swav 0.0000 LR: 7.274e-02 Score 95.587 Data time: 0.2308, Forward time: 2.2661, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 5.1744 [2020-11-12 22:23:50,083][root][INFO] - ===> Epoch[230](5958/26): Loss -0.6430, Sem 0.1322, dir -0.9573, norm 0.1822, swav 0.0000 LR: 7.274e-02 Score 95.623 Data time: 0.3148, Forward time: 2.2662, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.1261 [2020-11-12 22:23:56,876][root][INFO] - ===> Epoch[230](5959/26): Loss -0.6706, Sem 0.1220, dir -0.9578, norm 0.1652, swav 0.0000 LR: 7.273e-02 Score 95.887 Data time: 0.2572, Forward time: 2.2663, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.6656 [2020-11-12 22:24:02,563][root][INFO] - ===> Epoch[230](5960/26): Loss -0.6301, Sem 0.1375, dir -0.9561, norm 0.1884, swav 0.0000 LR: 7.273e-02 Score 95.335 Data time: 0.1643, Forward time: 2.2662, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 5.5720 [2020-11-12 22:24:08,300][root][INFO] - ===> Epoch[230](5961/26): Loss -0.6409, Sem 0.1261, dir -0.9475, norm 0.1805, swav 0.0000 LR: 7.273e-02 Score 95.819 Data time: 0.2687, Forward time: 2.2663, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.6550 [2020-11-12 22:24:14,422][root][INFO] - ===> Epoch[230](5962/26): Loss -0.6259, Sem 0.1643, dir -0.9611, norm 0.1710, swav 0.0000 LR: 7.272e-02 Score 94.544 Data time: 0.1717, Forward time: 2.2663, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 6.0152 [2020-11-12 22:24:20,690][root][INFO] - ===> Epoch[230](5963/26): Loss -0.6725, Sem 0.1188, dir -0.9580, norm 0.1668, swav 0.0000 LR: 7.272e-02 Score 96.041 Data time: 0.2032, Forward time: 2.2663, Backward time: 3.1310, DDP time: 0.0041, Total iter time: 6.2295 [2020-11-12 22:24:25,611][root][INFO] - ===> Epoch[230](5964/26): Loss -0.6270, Sem 0.1322, dir -0.9551, norm 0.1958, swav 0.0000 LR: 7.271e-02 Score 95.690 Data time: 0.1848, Forward time: 2.2663, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 4.8365 [2020-11-12 22:24:30,372][root][INFO] - ===> Epoch[230](5965/26): Loss -0.6427, Sem 0.1406, dir -0.9591, norm 0.1758, swav 0.0000 LR: 7.271e-02 Score 95.224 Data time: 0.2496, Forward time: 2.2663, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 4.6744 [2020-11-12 22:24:35,780][root][INFO] - ===> Epoch[230](5966/26): Loss -0.5775, Sem 0.1503, dir -0.9531, norm 0.2253, swav 0.0000 LR: 7.270e-02 Score 95.213 Data time: 0.2386, Forward time: 2.2663, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.2865 [2020-11-12 22:24:40,331][root][INFO] - ===> Epoch[230](5967/26): Loss -0.6563, Sem 0.1277, dir -0.9618, norm 0.1777, swav 0.0000 LR: 7.270e-02 Score 95.782 Data time: 0.2023, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.4202 [2020-11-12 22:24:46,725][root][INFO] - ===> Epoch[230](5968/26): Loss -0.6399, Sem 0.1300, dir -0.9566, norm 0.1868, swav 0.0000 LR: 7.269e-02 Score 95.670 Data time: 0.2327, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.3045 [2020-11-12 22:24:53,955][root][INFO] - ===> Epoch[230](5969/26): Loss -0.6558, Sem 0.1250, dir -0.9638, norm 0.1830, swav 0.0000 LR: 7.269e-02 Score 95.827 Data time: 0.2499, Forward time: 2.2664, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 7.0909 [2020-11-12 22:24:59,332][root][INFO] - ===> Epoch[230](5970/26): Loss -0.6233, Sem 0.1514, dir -0.9589, norm 0.1841, swav 0.0000 LR: 7.268e-02 Score 94.938 Data time: 0.2185, Forward time: 2.2664, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.2308 [2020-11-12 22:25:04,591][root][INFO] - ===> Epoch[230](5971/26): Loss -0.5984, Sem 0.1642, dir -0.9526, norm 0.1899, swav 0.0000 LR: 7.268e-02 Score 94.595 Data time: 0.2407, Forward time: 2.2665, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.1436 [2020-11-12 22:25:11,038][root][INFO] - ===> Epoch[230](5972/26): Loss -0.6561, Sem 0.1305, dir -0.9598, norm 0.1732, swav 0.0000 LR: 7.267e-02 Score 95.739 Data time: 0.1760, Forward time: 2.2664, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.3256 [2020-11-12 22:25:18,327][root][INFO] - ===> Epoch[230](5973/26): Loss -0.6564, Sem 0.1182, dir -0.9581, norm 0.1836, swav 0.0000 LR: 7.267e-02 Score 96.131 Data time: 0.2176, Forward time: 2.2665, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 7.2178 [2020-11-12 22:25:23,372][root][INFO] - ===> Epoch[230](5974/26): Loss -0.6831, Sem 0.1128, dir -0.9603, norm 0.1643, swav 0.0000 LR: 7.266e-02 Score 96.338 Data time: 0.1828, Forward time: 2.2664, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 4.9281 [2020-11-12 22:25:30,228][root][INFO] - ===> Epoch[230](5975/26): Loss -0.6345, Sem 0.1317, dir -0.9573, norm 0.1912, swav 0.0000 LR: 7.266e-02 Score 95.601 Data time: 0.1671, Forward time: 2.2663, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 6.7715 [2020-11-12 22:25:35,272][root][INFO] - ===> Epoch[230](5976/26): Loss -0.6250, Sem 0.1412, dir -0.9529, norm 0.1867, swav 0.0000 LR: 7.266e-02 Score 95.369 Data time: 0.1790, Forward time: 2.2663, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 4.9662 [2020-11-12 22:25:40,122][root][INFO] - ===> Epoch[230](5977/26): Loss -0.6378, Sem 0.1266, dir -0.9493, norm 0.1849, swav 0.0000 LR: 7.265e-02 Score 95.637 Data time: 0.2073, Forward time: 2.2663, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 4.7500 [2020-11-12 22:25:44,968][root][INFO] - ===> Epoch[230](5978/26): Loss -0.6564, Sem 0.1296, dir -0.9580, norm 0.1719, swav 0.0000 LR: 7.265e-02 Score 95.649 Data time: 0.2262, Forward time: 2.2663, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 4.7417 [2020-11-12 22:25:50,167][root][INFO] - ===> Epoch[230](5979/26): Loss -0.6198, Sem 0.1387, dir -0.9555, norm 0.1969, swav 0.0000 LR: 7.264e-02 Score 95.460 Data time: 0.1915, Forward time: 2.2662, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.0558 [2020-11-12 22:25:55,912][root][INFO] - ===> Epoch[230](5980/26): Loss -0.6317, Sem 0.1259, dir -0.9545, norm 0.1969, swav 0.0000 LR: 7.264e-02 Score 95.802 Data time: 0.2567, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.6519 [2020-11-12 22:26:03,320][root][INFO] - ===> Epoch[231](5981/26): Loss -0.6227, Sem 0.1305, dir -0.9497, norm 0.1965, swav 0.0000 LR: 7.263e-02 Score 95.609 Data time: 0.2510, Forward time: 2.2664, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 7.2951 [2020-11-12 22:26:08,551][root][INFO] - ===> Epoch[231](5982/26): Loss -0.5986, Sem 0.1472, dir -0.9502, norm 0.2044, swav 0.0000 LR: 7.263e-02 Score 95.007 Data time: 0.2517, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.0867 [2020-11-12 22:26:14,943][root][INFO] - ===> Epoch[231](5983/26): Loss -0.6251, Sem 0.1429, dir -0.9515, norm 0.1835, swav 0.0000 LR: 7.262e-02 Score 95.135 Data time: 0.3406, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.2816 [2020-11-12 22:26:20,649][root][INFO] - ===> Epoch[231](5984/26): Loss -0.6380, Sem 0.1313, dir -0.9576, norm 0.1884, swav 0.0000 LR: 7.262e-02 Score 95.552 Data time: 0.2227, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.5711 [2020-11-12 22:26:25,858][root][INFO] - ===> Epoch[231](5985/26): Loss -0.6386, Sem 0.1276, dir -0.9571, norm 0.1909, swav 0.0000 LR: 7.261e-02 Score 95.884 Data time: 0.2624, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.0968 [2020-11-12 22:26:31,912][root][INFO] - ===> Epoch[231](5986/26): Loss -0.6593, Sem 0.1293, dir -0.9588, norm 0.1701, swav 0.0000 LR: 7.261e-02 Score 95.510 Data time: 0.2903, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.9306 [2020-11-12 22:26:37,613][root][INFO] - ===> Epoch[231](5987/26): Loss -0.5883, Sem 0.1490, dir -0.9481, norm 0.2107, swav 0.0000 LR: 7.260e-02 Score 95.177 Data time: 0.2321, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.5946 [2020-11-12 22:26:42,367][root][INFO] - ===> Epoch[231](5988/26): Loss -0.6363, Sem 0.1235, dir -0.9514, norm 0.1915, swav 0.0000 LR: 7.260e-02 Score 96.048 Data time: 0.2019, Forward time: 2.2669, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 4.6449 [2020-11-12 22:26:49,984][root][INFO] - ===> Epoch[231](5989/26): Loss -0.6010, Sem 0.1534, dir -0.9572, norm 0.2028, swav 0.0000 LR: 7.259e-02 Score 94.804 Data time: 0.2524, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 7.5188 [2020-11-12 22:26:56,168][root][INFO] - ===> Epoch[231](5990/26): Loss -0.6153, Sem 0.1253, dir -0.9518, norm 0.2113, swav 0.0000 LR: 7.259e-02 Score 95.856 Data time: 0.2454, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.0608 [2020-11-12 22:27:02,789][root][INFO] - ===> Epoch[231](5991/26): Loss -0.6195, Sem 0.1408, dir -0.9576, norm 0.1974, swav 0.0000 LR: 7.259e-02 Score 95.103 Data time: 0.2995, Forward time: 2.2671, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 6.5103 [2020-11-12 22:27:08,389][root][INFO] - ===> Epoch[231](5992/26): Loss -0.6492, Sem 0.1271, dir -0.9608, norm 0.1845, swav 0.0000 LR: 7.258e-02 Score 95.822 Data time: 0.1687, Forward time: 2.2671, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4698 [2020-11-12 22:27:14,841][root][INFO] - ===> Epoch[231](5993/26): Loss -0.6327, Sem 0.1320, dir -0.9551, norm 0.1904, swav 0.0000 LR: 7.258e-02 Score 95.543 Data time: 0.1609, Forward time: 2.2670, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3706 [2020-11-12 22:27:21,616][root][INFO] - ===> Epoch[231](5994/26): Loss -0.6152, Sem 0.1418, dir -0.9510, norm 0.1941, swav 0.0000 LR: 7.257e-02 Score 95.345 Data time: 0.1611, Forward time: 2.2669, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.7066 [2020-11-12 22:27:27,098][root][INFO] - ===> Epoch[231](5995/26): Loss -0.6700, Sem 0.1137, dir -0.9616, norm 0.1779, swav 0.0000 LR: 7.257e-02 Score 96.036 Data time: 0.1602, Forward time: 2.2668, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.3958 [2020-11-12 22:27:33,611][root][INFO] - ===> Epoch[231](5996/26): Loss -0.6705, Sem 0.1081, dir -0.9575, norm 0.1788, swav 0.0000 LR: 7.256e-02 Score 96.390 Data time: 0.2064, Forward time: 2.2668, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.4358 [2020-11-12 22:27:39,764][root][INFO] - ===> Epoch[231](5997/26): Loss -0.6247, Sem 0.1442, dir -0.9565, norm 0.1876, swav 0.0000 LR: 7.256e-02 Score 95.186 Data time: 0.3279, Forward time: 2.2669, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 6.0691 [2020-11-12 22:27:45,124][root][INFO] - ===> Epoch[231](5998/26): Loss -0.6656, Sem 0.1205, dir -0.9598, norm 0.1737, swav 0.0000 LR: 7.255e-02 Score 95.876 Data time: 0.1841, Forward time: 2.2669, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.2319 [2020-11-12 22:27:49,800][root][INFO] - ===> Epoch[231](5999/26): Loss -0.6572, Sem 0.1104, dir -0.9478, norm 0.1803, swav 0.0000 LR: 7.255e-02 Score 96.380 Data time: 0.2379, Forward time: 2.2669, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.5636 [2020-11-12 22:27:56,054][root][INFO] - ===> Epoch[231](6000/26): Loss -0.6438, Sem 0.1280, dir -0.9589, norm 0.1870, swav 0.0000 LR: 7.254e-02 Score 95.830 Data time: 0.2116, Forward time: 2.2669, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.1355 [2020-11-12 22:27:56,972][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 22:27:57,090][root][INFO] - ===> Start testing [2020-11-12 22:29:24,860][root][INFO] - 101/312: Data time: 0.0071, Iter time: 0.4688 Loss 0.128 (AVG: 0.473) Score 95.916 (AVG: 88.979) mIOU 69.903 mAP 76.207 mAcc 77.706 IOU: 84.360 96.420 67.012 77.684 92.962 89.430 72.084 56.506 52.336 76.668 30.265 70.786 61.743 65.545 53.901 56.520 88.997 60.389 90.082 54.365 mAP: 83.188 96.241 62.971 72.717 91.363 85.219 76.878 69.133 67.589 81.523 58.465 57.583 66.472 78.615 58.189 86.825 94.844 82.649 88.394 65.273 mAcc: 94.167 98.712 79.573 79.855 96.508 95.476 79.948 70.798 68.655 89.617 35.098 80.513 79.260 71.900 58.988 62.822 91.445 63.998 91.245 65.543 [2020-11-12 22:30:58,985][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.4016 Loss 0.414 (AVG: 0.451) Score 87.403 (AVG: 89.760) mIOU 71.810 mAP 76.858 mAcc 79.817 IOU: 84.899 96.094 66.115 81.233 92.589 89.237 72.735 61.751 59.801 80.266 31.110 66.992 61.752 73.860 56.522 59.187 90.411 66.226 87.516 57.900 mAP: 82.203 95.904 63.664 74.124 90.177 84.565 75.490 73.290 69.075 75.884 54.691 60.012 69.008 80.810 70.295 90.662 95.638 83.878 84.557 63.230 mAcc: 94.323 98.658 81.807 83.925 95.866 95.225 81.037 77.035 72.721 92.392 36.432 78.215 81.911 80.651 62.987 63.720 93.262 71.022 91.029 64.125 [2020-11-12 22:32:27,831][root][INFO] - 301/312: Data time: 0.0096, Iter time: 0.2841 Loss 0.117 (AVG: 0.455) Score 96.438 (AVG: 89.644) mIOU 71.404 mAP 76.272 mAcc 79.670 IOU: 85.164 96.256 65.514 82.462 91.602 86.064 73.701 61.563 57.743 78.630 29.817 65.308 63.642 69.757 53.950 62.138 91.589 68.187 88.914 56.071 mAP: 82.453 96.019 64.236 74.473 90.313 80.832 76.178 71.770 68.903 74.050 54.589 59.771 70.311 81.090 65.388 84.698 96.071 84.602 85.703 63.987 mAcc: 94.457 98.785 81.822 85.024 95.586 93.944 81.437 75.768 71.215 91.430 37.022 78.667 82.598 76.292 60.695 66.300 94.268 73.520 92.022 62.540 [2020-11-12 22:32:37,972][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1674 Loss 0.275 (AVG: 0.457) Score 88.030 (AVG: 89.596) mIOU 71.077 mAP 76.214 mAcc 79.374 IOU: 85.095 96.264 65.672 80.556 91.648 86.280 73.788 62.013 57.732 79.381 29.897 64.829 63.111 69.035 53.937 58.161 91.798 68.357 88.472 55.513 mAP: 82.239 95.920 64.957 73.189 90.396 80.877 76.460 72.169 68.761 74.831 54.138 59.771 70.574 81.558 65.603 84.737 96.207 84.856 83.442 63.595 mAcc: 94.466 98.786 81.878 82.994 95.615 93.966 81.565 76.311 71.401 91.810 37.106 78.667 82.624 75.428 60.880 62.254 94.388 73.758 91.432 62.158 [2020-11-12 22:32:37,974][root][INFO] - Finished test. Elapsed time: 280.8812 [2020-11-12 22:32:48,807][root][INFO] - [2020-11-12 22:32:48,810][root][INFO] - ################################################################ [2020-11-12 22:32:48,810][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 22:32:48,810][root][INFO] - ################################################################ [2020-11-12 22:32:48,811][root][INFO] - cabinet : 0.284 0.539 0.733 [2020-11-12 22:32:48,811][root][INFO] - bed : 0.396 0.721 0.802 [2020-11-12 22:32:48,811][root][INFO] - chair : 0.718 0.867 0.915 [2020-11-12 22:32:48,811][root][INFO] - sofa : 0.446 0.694 0.853 [2020-11-12 22:32:48,811][root][INFO] - table : 0.436 0.657 0.789 [2020-11-12 22:32:48,811][root][INFO] - door : 0.265 0.490 0.618 [2020-11-12 22:32:48,811][root][INFO] - window : 0.218 0.402 0.589 [2020-11-12 22:32:48,811][root][INFO] - bookshelf : 0.244 0.620 0.772 [2020-11-12 22:32:48,811][root][INFO] - picture : 0.167 0.301 0.413 [2020-11-12 22:32:48,811][root][INFO] - counter : 0.081 0.263 0.622 [2020-11-12 22:32:48,811][root][INFO] - desk : 0.088 0.287 0.695 [2020-11-12 22:32:48,811][root][INFO] - curtain : 0.263 0.424 0.626 [2020-11-12 22:32:48,811][root][INFO] - refrigerator : 0.375 0.472 0.539 [2020-11-12 22:32:48,811][root][INFO] - shower curtain : 0.429 0.612 0.612 [2020-11-12 22:32:48,811][root][INFO] - toilet : 0.867 0.983 0.983 [2020-11-12 22:32:48,811][root][INFO] - sink : 0.341 0.658 0.885 [2020-11-12 22:32:48,811][root][INFO] - bathtub : 0.603 0.806 0.871 [2020-11-12 22:32:48,811][root][INFO] - otherfurniture : 0.385 0.543 0.670 [2020-11-12 22:32:48,811][root][INFO] - ---------------------------------------------------------------- [2020-11-12 22:32:48,811][root][INFO] - average : 0.367 0.574 0.722 [2020-11-12 22:32:48,811][root][INFO] - [2020-11-12 22:32:48,928][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 22:32:49,845][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-12 22:32:49,971][root][INFO] - Current best mIoU: 71.077 at iter 6000 [2020-11-12 22:32:53,562][root][INFO] - ===> Epoch[231](6001/26): Loss -0.6184, Sem 0.1414, dir -0.9491, norm 0.1893, swav 0.0000 LR: 7.254e-02 Score 95.262 Data time: 0.1536, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 3.5854 [2020-11-12 22:32:59,208][root][INFO] - ===> Epoch[231](6002/26): Loss -0.6229, Sem 0.1329, dir -0.9547, norm 0.1989, swav 0.0000 LR: 7.253e-02 Score 95.565 Data time: 0.1699, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.5480 [2020-11-12 22:33:04,957][root][INFO] - ===> Epoch[231](6003/26): Loss -0.6477, Sem 0.1335, dir -0.9532, norm 0.1720, swav 0.0000 LR: 7.253e-02 Score 95.492 Data time: 0.2362, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.6899 [2020-11-12 22:33:10,558][root][INFO] - ===> Epoch[231](6004/26): Loss -0.6203, Sem 0.1326, dir -0.9516, norm 0.1987, swav 0.0000 LR: 7.252e-02 Score 95.558 Data time: 0.1543, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.4794 [2020-11-12 22:33:15,730][root][INFO] - ===> Epoch[231](6005/26): Loss -0.6508, Sem 0.1288, dir -0.9591, norm 0.1796, swav 0.0000 LR: 7.252e-02 Score 95.729 Data time: 0.2348, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0918 [2020-11-12 22:33:20,900][root][INFO] - ===> Epoch[231](6006/26): Loss -0.6477, Sem 0.1276, dir -0.9570, norm 0.1817, swav 0.0000 LR: 7.252e-02 Score 95.795 Data time: 0.2088, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.0515 [2020-11-12 22:33:25,967][root][INFO] - ===> Epoch[232](6007/26): Loss -0.6416, Sem 0.1146, dir -0.9547, norm 0.1985, swav 0.0000 LR: 7.251e-02 Score 96.181 Data time: 0.1965, Forward time: 2.2667, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 4.9652 [2020-11-12 22:33:31,528][root][INFO] - ===> Epoch[232](6008/26): Loss -0.6177, Sem 0.1320, dir -0.9500, norm 0.2002, swav 0.0000 LR: 7.251e-02 Score 95.460 Data time: 0.2084, Forward time: 2.2668, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.4567 [2020-11-12 22:33:37,472][root][INFO] - ===> Epoch[232](6009/26): Loss -0.6478, Sem 0.1287, dir -0.9588, norm 0.1823, swav 0.0000 LR: 7.250e-02 Score 95.642 Data time: 0.2522, Forward time: 2.2668, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.8253 [2020-11-12 22:33:44,556][root][INFO] - ===> Epoch[232](6010/26): Loss -0.6533, Sem 0.1191, dir -0.9592, norm 0.1868, swav 0.0000 LR: 7.250e-02 Score 96.057 Data time: 0.1971, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.9843 [2020-11-12 22:33:49,922][root][INFO] - ===> Epoch[232](6011/26): Loss -0.6329, Sem 0.1203, dir -0.9503, norm 0.1971, swav 0.0000 LR: 7.249e-02 Score 96.024 Data time: 0.2256, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.2457 [2020-11-12 22:33:57,483][root][INFO] - ===> Epoch[232](6012/26): Loss -0.5883, Sem 0.1401, dir -0.9496, norm 0.2211, swav 0.0000 LR: 7.249e-02 Score 95.204 Data time: 0.1957, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 7.4710 [2020-11-12 22:34:03,060][root][INFO] - ===> Epoch[232](6013/26): Loss -0.6613, Sem 0.1167, dir -0.9566, norm 0.1785, swav 0.0000 LR: 7.248e-02 Score 95.938 Data time: 0.2093, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.4778 [2020-11-12 22:34:08,819][root][INFO] - ===> Epoch[232](6014/26): Loss -0.5908, Sem 0.1559, dir -0.9506, norm 0.2039, swav 0.0000 LR: 7.248e-02 Score 94.788 Data time: 0.1842, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.6385 [2020-11-12 22:34:14,421][root][INFO] - ===> Epoch[232](6015/26): Loss -0.6302, Sem 0.1437, dir -0.9559, norm 0.1820, swav 0.0000 LR: 7.247e-02 Score 95.359 Data time: 0.1973, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.4910 [2020-11-12 22:34:19,970][root][INFO] - ===> Epoch[232](6016/26): Loss -0.6420, Sem 0.1200, dir -0.9551, norm 0.1930, swav 0.0000 LR: 7.247e-02 Score 96.046 Data time: 0.2109, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.4265 [2020-11-12 22:34:26,732][root][INFO] - ===> Epoch[232](6017/26): Loss -0.6423, Sem 0.1184, dir -0.9542, norm 0.1934, swav 0.0000 LR: 7.246e-02 Score 96.161 Data time: 0.3294, Forward time: 2.2668, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.6782 [2020-11-12 22:34:32,066][root][INFO] - ===> Epoch[232](6018/26): Loss -0.6420, Sem 0.1232, dir -0.9505, norm 0.1853, swav 0.0000 LR: 7.246e-02 Score 95.781 Data time: 0.1804, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.2125 [2020-11-12 22:34:37,757][root][INFO] - ===> Epoch[232](6019/26): Loss -0.6505, Sem 0.1215, dir -0.9553, norm 0.1833, swav 0.0000 LR: 7.245e-02 Score 95.701 Data time: 0.2143, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.5706 [2020-11-12 22:34:42,860][root][INFO] - ===> Epoch[232](6020/26): Loss -0.6481, Sem 0.1346, dir -0.9557, norm 0.1730, swav 0.0000 LR: 7.245e-02 Score 95.516 Data time: 0.2282, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.9753 [2020-11-12 22:34:49,361][root][INFO] - ===> Epoch[232](6021/26): Loss -0.6029, Sem 0.1417, dir -0.9480, norm 0.2034, swav 0.0000 LR: 7.245e-02 Score 95.238 Data time: 0.1938, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.3792 [2020-11-12 22:34:54,933][root][INFO] - ===> Epoch[232](6022/26): Loss -0.6639, Sem 0.1321, dir -0.9614, norm 0.1654, swav 0.0000 LR: 7.244e-02 Score 95.320 Data time: 0.2351, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.4834 [2020-11-12 22:35:00,237][root][INFO] - ===> Epoch[232](6023/26): Loss -0.6402, Sem 0.1238, dir -0.9538, norm 0.1898, swav 0.0000 LR: 7.244e-02 Score 95.815 Data time: 0.1843, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.1893 [2020-11-12 22:35:06,285][root][INFO] - ===> Epoch[232](6024/26): Loss -0.5970, Sem 0.1582, dir -0.9514, norm 0.1962, swav 0.0000 LR: 7.243e-02 Score 95.075 Data time: 0.1830, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.9359 [2020-11-12 22:35:11,967][root][INFO] - ===> Epoch[232](6025/26): Loss -0.6123, Sem 0.1412, dir -0.9540, norm 0.2005, swav 0.0000 LR: 7.243e-02 Score 95.395 Data time: 0.2113, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.5916 [2020-11-12 22:35:17,844][root][INFO] - ===> Epoch[232](6026/26): Loss -0.6410, Sem 0.1212, dir -0.9565, norm 0.1942, swav 0.0000 LR: 7.242e-02 Score 95.920 Data time: 0.1713, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.7616 [2020-11-12 22:35:23,805][root][INFO] - ===> Epoch[232](6027/26): Loss -0.6405, Sem 0.1295, dir -0.9542, norm 0.1842, swav 0.0000 LR: 7.242e-02 Score 95.639 Data time: 0.2282, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.8701 [2020-11-12 22:35:30,016][root][INFO] - ===> Epoch[232](6028/26): Loss -0.6148, Sem 0.1257, dir -0.9482, norm 0.2077, swav 0.0000 LR: 7.241e-02 Score 95.895 Data time: 0.1967, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.0839 [2020-11-12 22:35:36,069][root][INFO] - ===> Epoch[232](6029/26): Loss -0.6332, Sem 0.1348, dir -0.9619, norm 0.1938, swav 0.0000 LR: 7.241e-02 Score 95.493 Data time: 0.2861, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.9276 [2020-11-12 22:35:41,291][root][INFO] - ===> Epoch[232](6030/26): Loss -0.6372, Sem 0.1385, dir -0.9565, norm 0.1809, swav 0.0000 LR: 7.240e-02 Score 95.391 Data time: 0.2238, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0981 [2020-11-12 22:35:45,915][root][INFO] - ===> Epoch[232](6031/26): Loss -0.6513, Sem 0.1164, dir -0.9574, norm 0.1897, swav 0.0000 LR: 7.240e-02 Score 95.953 Data time: 0.1992, Forward time: 2.2669, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 4.5077 [2020-11-12 22:35:51,928][root][INFO] - ===> Epoch[232](6032/26): Loss -0.6447, Sem 0.1294, dir -0.9561, norm 0.1819, swav 0.0000 LR: 7.239e-02 Score 95.788 Data time: 0.1468, Forward time: 2.2668, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.8960 [2020-11-12 22:35:57,909][root][INFO] - ===> Epoch[233](6033/26): Loss -0.6031, Sem 0.1404, dir -0.9484, norm 0.2049, swav 0.0000 LR: 7.239e-02 Score 95.259 Data time: 0.1816, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.8959 [2020-11-12 22:36:02,978][root][INFO] - ===> Epoch[233](6034/26): Loss -0.6042, Sem 0.1521, dir -0.9516, norm 0.1952, swav 0.0000 LR: 7.238e-02 Score 94.836 Data time: 0.1629, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.9744 [2020-11-12 22:36:08,711][root][INFO] - ===> Epoch[233](6035/26): Loss -0.6047, Sem 0.1583, dir -0.9607, norm 0.1978, swav 0.0000 LR: 7.238e-02 Score 94.799 Data time: 0.2533, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.6343 [2020-11-12 22:36:15,400][root][INFO] - ===> Epoch[233](6036/26): Loss -0.6156, Sem 0.1335, dir -0.9550, norm 0.2059, swav 0.0000 LR: 7.238e-02 Score 95.664 Data time: 0.2038, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.5359 [2020-11-12 22:36:21,564][root][INFO] - ===> Epoch[233](6037/26): Loss -0.6214, Sem 0.1653, dir -0.9571, norm 0.1704, swav 0.0000 LR: 7.237e-02 Score 94.538 Data time: 0.1845, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.0462 [2020-11-12 22:36:26,228][root][INFO] - ===> Epoch[233](6038/26): Loss -0.5986, Sem 0.1509, dir -0.9516, norm 0.2020, swav 0.0000 LR: 7.237e-02 Score 95.159 Data time: 0.2612, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.5673 [2020-11-12 22:36:31,746][root][INFO] - ===> Epoch[233](6039/26): Loss -0.6533, Sem 0.1226, dir -0.9568, norm 0.1809, swav 0.0000 LR: 7.236e-02 Score 95.766 Data time: 0.2012, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4031 [2020-11-12 22:36:37,430][root][INFO] - ===> Epoch[233](6040/26): Loss -0.6740, Sem 0.1181, dir -0.9590, norm 0.1668, swav 0.0000 LR: 7.236e-02 Score 96.075 Data time: 0.2358, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5775 [2020-11-12 22:36:43,269][root][INFO] - ===> Epoch[233](6041/26): Loss -0.6219, Sem 0.1522, dir -0.9601, norm 0.1860, swav 0.0000 LR: 7.235e-02 Score 95.002 Data time: 0.1972, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.7445 [2020-11-12 22:36:49,908][root][INFO] - ===> Epoch[233](6042/26): Loss -0.6324, Sem 0.1351, dir -0.9568, norm 0.1893, swav 0.0000 LR: 7.235e-02 Score 95.571 Data time: 0.1767, Forward time: 2.2665, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.5093 [2020-11-12 22:36:55,532][root][INFO] - ===> Epoch[233](6043/26): Loss -0.6486, Sem 0.1196, dir -0.9607, norm 0.1925, swav 0.0000 LR: 7.234e-02 Score 96.076 Data time: 0.1822, Forward time: 2.2665, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.5095 [2020-11-12 22:37:02,755][root][INFO] - ===> Epoch[233](6044/26): Loss -0.5964, Sem 0.1282, dir -0.9520, norm 0.2273, swav 0.0000 LR: 7.234e-02 Score 95.747 Data time: 0.1922, Forward time: 2.2664, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 7.1142 [2020-11-12 22:37:09,358][root][INFO] - ===> Epoch[233](6045/26): Loss -0.6198, Sem 0.1327, dir -0.9466, norm 0.1942, swav 0.0000 LR: 7.233e-02 Score 95.582 Data time: 0.3321, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.4861 [2020-11-12 22:37:15,103][root][INFO] - ===> Epoch[233](6046/26): Loss -0.6620, Sem 0.1182, dir -0.9604, norm 0.1802, swav 0.0000 LR: 7.233e-02 Score 96.115 Data time: 0.1960, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.6148 [2020-11-12 22:37:21,696][root][INFO] - ===> Epoch[233](6047/26): Loss -0.6446, Sem 0.1292, dir -0.9599, norm 0.1860, swav 0.0000 LR: 7.232e-02 Score 95.723 Data time: 0.2160, Forward time: 2.2666, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 6.4921 [2020-11-12 22:37:27,137][root][INFO] - ===> Epoch[233](6048/26): Loss -0.6155, Sem 0.1242, dir -0.9471, norm 0.2074, swav 0.0000 LR: 7.232e-02 Score 95.774 Data time: 0.2231, Forward time: 2.2667, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.3304 [2020-11-12 22:37:32,086][root][INFO] - ===> Epoch[233](6049/26): Loss -0.6488, Sem 0.1140, dir -0.9540, norm 0.1913, swav 0.0000 LR: 7.231e-02 Score 96.214 Data time: 0.1961, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 4.8223 [2020-11-12 22:37:37,948][root][INFO] - ===> Epoch[233](6050/26): Loss -0.6272, Sem 0.1323, dir -0.9538, norm 0.1943, swav 0.0000 LR: 7.231e-02 Score 95.552 Data time: 0.2156, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.7550 [2020-11-12 22:37:43,604][root][INFO] - ===> Epoch[233](6051/26): Loss -0.6246, Sem 0.1281, dir -0.9478, norm 0.1952, swav 0.0000 LR: 7.231e-02 Score 95.615 Data time: 0.2353, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.5568 [2020-11-12 22:37:50,207][root][INFO] - ===> Epoch[233](6052/26): Loss -0.6335, Sem 0.1374, dir -0.9554, norm 0.1845, swav 0.0000 LR: 7.230e-02 Score 95.268 Data time: 0.3119, Forward time: 2.2668, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.4901 [2020-11-12 22:37:55,457][root][INFO] - ===> Epoch[233](6053/26): Loss -0.6651, Sem 0.1168, dir -0.9605, norm 0.1786, swav 0.0000 LR: 7.230e-02 Score 96.109 Data time: 0.2054, Forward time: 2.2668, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.1027 [2020-11-12 22:38:01,280][root][INFO] - ===> Epoch[233](6054/26): Loss -0.6416, Sem 0.1311, dir -0.9549, norm 0.1822, swav 0.0000 LR: 7.229e-02 Score 95.758 Data time: 0.3166, Forward time: 2.2669, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.7152 [2020-11-12 22:38:06,713][root][INFO] - ===> Epoch[233](6055/26): Loss -0.6596, Sem 0.1222, dir -0.9544, norm 0.1726, swav 0.0000 LR: 7.229e-02 Score 95.909 Data time: 0.2231, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.3188 [2020-11-12 22:38:11,280][root][INFO] - ===> Epoch[233](6056/26): Loss -0.6504, Sem 0.1293, dir -0.9576, norm 0.1779, swav 0.0000 LR: 7.228e-02 Score 95.646 Data time: 0.1521, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.4367 [2020-11-12 22:38:16,388][root][INFO] - ===> Epoch[233](6057/26): Loss -0.6315, Sem 0.1300, dir -0.9507, norm 0.1892, swav 0.0000 LR: 7.228e-02 Score 95.500 Data time: 0.1354, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.0091 [2020-11-12 22:38:23,343][root][INFO] - ===> Epoch[233](6058/26): Loss -0.6723, Sem 0.1126, dir -0.9587, norm 0.1738, swav 0.0000 LR: 7.227e-02 Score 96.187 Data time: 0.1957, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.8914 [2020-11-12 22:38:29,062][root][INFO] - ===> Epoch[234](6059/26): Loss -0.6479, Sem 0.1372, dir -0.9605, norm 0.1754, swav 0.0000 LR: 7.227e-02 Score 95.477 Data time: 0.2531, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.6170 [2020-11-12 22:38:34,699][root][INFO] - ===> Epoch[234](6060/26): Loss -0.6468, Sem 0.1281, dir -0.9601, norm 0.1852, swav 0.0000 LR: 7.226e-02 Score 95.666 Data time: 0.1809, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.5096 [2020-11-12 22:38:40,052][root][INFO] - ===> Epoch[234](6061/26): Loss -0.6292, Sem 0.1313, dir -0.9578, norm 0.1973, swav 0.0000 LR: 7.226e-02 Score 95.594 Data time: 0.2039, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.2506 [2020-11-12 22:38:45,201][root][INFO] - ===> Epoch[234](6062/26): Loss -0.6388, Sem 0.1350, dir -0.9564, norm 0.1827, swav 0.0000 LR: 7.225e-02 Score 95.601 Data time: 0.1983, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.0371 [2020-11-12 22:38:49,871][root][INFO] - ===> Epoch[234](6063/26): Loss -0.6654, Sem 0.1142, dir -0.9545, norm 0.1750, swav 0.0000 LR: 7.225e-02 Score 96.155 Data time: 0.1488, Forward time: 2.2666, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 4.5603 [2020-11-12 22:38:55,187][root][INFO] - ===> Epoch[234](6064/26): Loss -0.6602, Sem 0.1348, dir -0.9603, norm 0.1654, swav 0.0000 LR: 7.224e-02 Score 95.403 Data time: 0.2594, Forward time: 2.2667, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.2273 [2020-11-12 22:39:01,302][root][INFO] - ===> Epoch[234](6065/26): Loss -0.6440, Sem 0.1284, dir -0.9568, norm 0.1844, swav 0.0000 LR: 7.224e-02 Score 95.556 Data time: 0.2070, Forward time: 2.2667, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 6.0046 [2020-11-12 22:39:06,214][root][INFO] - ===> Epoch[234](6066/26): Loss -0.6450, Sem 0.1163, dir -0.9580, norm 0.1967, swav 0.0000 LR: 7.224e-02 Score 96.109 Data time: 0.1973, Forward time: 2.2666, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 4.7931 [2020-11-12 22:39:11,721][root][INFO] - ===> Epoch[234](6067/26): Loss -0.6092, Sem 0.1324, dir -0.9452, norm 0.2036, swav 0.0000 LR: 7.223e-02 Score 96.037 Data time: 0.2179, Forward time: 2.2667, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.3978 [2020-11-12 22:39:18,202][root][INFO] - ===> Epoch[234](6068/26): Loss -0.6182, Sem 0.1317, dir -0.9529, norm 0.2030, swav 0.0000 LR: 7.223e-02 Score 95.636 Data time: 0.2344, Forward time: 2.2667, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 6.3372 [2020-11-12 22:39:24,635][root][INFO] - ===> Epoch[234](6069/26): Loss -0.6427, Sem 0.1295, dir -0.9585, norm 0.1863, swav 0.0000 LR: 7.222e-02 Score 95.565 Data time: 0.2205, Forward time: 2.2668, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 6.2858 [2020-11-12 22:39:32,849][root][INFO] - ===> Epoch[234](6070/26): Loss -0.6174, Sem 0.1355, dir -0.9556, norm 0.2027, swav 0.0000 LR: 7.222e-02 Score 95.436 Data time: 0.2219, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 8.0663 [2020-11-12 22:39:38,479][root][INFO] - ===> Epoch[234](6071/26): Loss -0.6293, Sem 0.1353, dir -0.9517, norm 0.1871, swav 0.0000 LR: 7.221e-02 Score 95.767 Data time: 0.1713, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.4865 [2020-11-12 22:39:44,028][root][INFO] - ===> Epoch[234](6072/26): Loss -0.6033, Sem 0.1303, dir -0.9511, norm 0.2175, swav 0.0000 LR: 7.221e-02 Score 95.771 Data time: 0.1964, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4449 [2020-11-12 22:39:49,612][root][INFO] - ===> Epoch[234](6073/26): Loss -0.6552, Sem 0.1308, dir -0.9587, norm 0.1726, swav 0.0000 LR: 7.220e-02 Score 95.559 Data time: 0.2183, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4798 [2020-11-12 22:39:56,590][root][INFO] - ===> Epoch[234](6074/26): Loss -0.5861, Sem 0.1444, dir -0.9529, norm 0.2225, swav 0.0000 LR: 7.220e-02 Score 95.266 Data time: 0.3285, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.8710 [2020-11-12 22:40:02,926][root][INFO] - ===> Epoch[234](6075/26): Loss -0.6378, Sem 0.1397, dir -0.9549, norm 0.1774, swav 0.0000 LR: 7.219e-02 Score 95.283 Data time: 0.2885, Forward time: 2.2670, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.2074 [2020-11-12 22:40:08,758][root][INFO] - ===> Epoch[234](6076/26): Loss -0.6664, Sem 0.1178, dir -0.9593, norm 0.1751, swav 0.0000 LR: 7.219e-02 Score 95.945 Data time: 0.2656, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.7160 [2020-11-12 22:40:13,976][root][INFO] - ===> Epoch[234](6077/26): Loss -0.6108, Sem 0.1495, dir -0.9571, norm 0.1969, swav 0.0000 LR: 7.218e-02 Score 95.047 Data time: 0.1839, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.1126 [2020-11-12 22:40:19,739][root][INFO] - ===> Epoch[234](6078/26): Loss -0.6559, Sem 0.1307, dir -0.9567, norm 0.1701, swav 0.0000 LR: 7.218e-02 Score 95.620 Data time: 0.2279, Forward time: 2.2671, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.6819 [2020-11-12 22:40:24,778][root][INFO] - ===> Epoch[234](6079/26): Loss -0.6676, Sem 0.1254, dir -0.9583, norm 0.1653, swav 0.0000 LR: 7.217e-02 Score 95.775 Data time: 0.2388, Forward time: 2.2672, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 4.9394 [2020-11-12 22:40:30,173][root][INFO] - ===> Epoch[234](6080/26): Loss -0.6120, Sem 0.1323, dir -0.9462, norm 0.2020, swav 0.0000 LR: 7.217e-02 Score 95.629 Data time: 0.1601, Forward time: 2.2671, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.2861 [2020-11-12 22:40:36,139][root][INFO] - ===> Epoch[234](6081/26): Loss -0.6130, Sem 0.1546, dir -0.9610, norm 0.1935, swav 0.0000 LR: 7.217e-02 Score 95.025 Data time: 0.1694, Forward time: 2.2670, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.8733 [2020-11-12 22:40:41,628][root][INFO] - ===> Epoch[234](6082/26): Loss -0.6668, Sem 0.1216, dir -0.9603, norm 0.1718, swav 0.0000 LR: 7.216e-02 Score 95.995 Data time: 0.2255, Forward time: 2.2670, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.4078 [2020-11-12 22:40:47,072][root][INFO] - ===> Epoch[234](6083/26): Loss -0.6422, Sem 0.1305, dir -0.9547, norm 0.1820, swav 0.0000 LR: 7.216e-02 Score 95.673 Data time: 0.2213, Forward time: 2.2669, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.3408 [2020-11-12 22:40:52,970][root][INFO] - ===> Epoch[234](6084/26): Loss -0.6348, Sem 0.1358, dir -0.9581, norm 0.1875, swav 0.0000 LR: 7.215e-02 Score 95.780 Data time: 0.2356, Forward time: 2.2670, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.7979 [2020-11-12 22:40:58,134][root][INFO] - ===> Epoch[235](6085/26): Loss -0.6170, Sem 0.1494, dir -0.9548, norm 0.1885, swav 0.0000 LR: 7.215e-02 Score 95.078 Data time: 0.1733, Forward time: 2.2669, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.0612 [2020-11-12 22:41:03,797][root][INFO] - ===> Epoch[235](6086/26): Loss -0.6393, Sem 0.1365, dir -0.9538, norm 0.1780, swav 0.0000 LR: 7.214e-02 Score 95.539 Data time: 0.1505, Forward time: 2.2668, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.5598 [2020-11-12 22:41:10,262][root][INFO] - ===> Epoch[235](6087/26): Loss -0.6420, Sem 0.1282, dir -0.9539, norm 0.1837, swav 0.0000 LR: 7.214e-02 Score 95.554 Data time: 0.2213, Forward time: 2.2668, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 6.3743 [2020-11-12 22:41:17,249][root][INFO] - ===> Epoch[235](6088/26): Loss -0.6336, Sem 0.1355, dir -0.9529, norm 0.1838, swav 0.0000 LR: 7.213e-02 Score 95.489 Data time: 0.1966, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.8699 [2020-11-12 22:41:22,893][root][INFO] - ===> Epoch[235](6089/26): Loss -0.6383, Sem 0.1314, dir -0.9603, norm 0.1905, swav 0.0000 LR: 7.213e-02 Score 95.556 Data time: 0.2325, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5467 [2020-11-12 22:41:28,651][root][INFO] - ===> Epoch[235](6090/26): Loss -0.6642, Sem 0.1326, dir -0.9594, norm 0.1626, swav 0.0000 LR: 7.212e-02 Score 95.315 Data time: 0.2305, Forward time: 2.2668, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.6436 [2020-11-12 22:41:33,543][root][INFO] - ===> Epoch[235](6091/26): Loss -0.6437, Sem 0.1387, dir -0.9573, norm 0.1749, swav 0.0000 LR: 7.212e-02 Score 95.381 Data time: 0.1553, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.7611 [2020-11-12 22:41:39,578][root][INFO] - ===> Epoch[235](6092/26): Loss -0.6380, Sem 0.1335, dir -0.9577, norm 0.1862, swav 0.0000 LR: 7.211e-02 Score 95.442 Data time: 0.2177, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.9445 [2020-11-12 22:41:45,137][root][INFO] - ===> Epoch[235](6093/26): Loss -0.6426, Sem 0.1348, dir -0.9604, norm 0.1830, swav 0.0000 LR: 7.211e-02 Score 95.263 Data time: 0.2572, Forward time: 2.2668, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.4415 [2020-11-12 22:41:51,803][root][INFO] - ===> Epoch[235](6094/26): Loss -0.6191, Sem 0.1380, dir -0.9502, norm 0.1930, swav 0.0000 LR: 7.210e-02 Score 95.483 Data time: 0.1990, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.5436 [2020-11-12 22:41:58,131][root][INFO] - ===> Epoch[235](6095/26): Loss -0.6008, Sem 0.1449, dir -0.9531, norm 0.2074, swav 0.0000 LR: 7.210e-02 Score 95.119 Data time: 0.2485, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.2318 [2020-11-12 22:42:04,200][root][INFO] - ===> Epoch[235](6096/26): Loss -0.6422, Sem 0.1232, dir -0.9533, norm 0.1880, swav 0.0000 LR: 7.210e-02 Score 95.943 Data time: 0.1831, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.9452 [2020-11-12 22:42:09,825][root][INFO] - ===> Epoch[235](6097/26): Loss -0.6270, Sem 0.1354, dir -0.9553, norm 0.1930, swav 0.0000 LR: 7.209e-02 Score 95.472 Data time: 0.2112, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.5500 [2020-11-12 22:42:15,714][root][INFO] - ===> Epoch[235](6098/26): Loss -0.6541, Sem 0.1269, dir -0.9602, norm 0.1791, swav 0.0000 LR: 7.209e-02 Score 95.843 Data time: 0.1570, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.7896 [2020-11-12 22:42:20,072][root][INFO] - ===> Epoch[235](6099/26): Loss -0.5714, Sem 0.1460, dir -0.9485, norm 0.2311, swav 0.0000 LR: 7.208e-02 Score 95.074 Data time: 0.1365, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.2904 [2020-11-12 22:42:27,825][root][INFO] - ===> Epoch[235](6100/26): Loss -0.6598, Sem 0.1263, dir -0.9577, norm 0.1717, swav 0.0000 LR: 7.208e-02 Score 95.721 Data time: 0.2315, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 7.7209 [2020-11-12 22:42:33,554][root][INFO] - ===> Epoch[235](6101/26): Loss -0.6234, Sem 0.1568, dir -0.9602, norm 0.1799, swav 0.0000 LR: 7.207e-02 Score 94.837 Data time: 0.2117, Forward time: 2.2666, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.6295 [2020-11-12 22:42:38,736][root][INFO] - ===> Epoch[235](6102/26): Loss -0.6572, Sem 0.1172, dir -0.9611, norm 0.1866, swav 0.0000 LR: 7.207e-02 Score 95.983 Data time: 0.1706, Forward time: 2.2665, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.1114 [2020-11-12 22:42:43,904][root][INFO] - ===> Epoch[235](6103/26): Loss -0.6379, Sem 0.1233, dir -0.9533, norm 0.1921, swav 0.0000 LR: 7.206e-02 Score 95.888 Data time: 0.2446, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.1135 [2020-11-12 22:42:49,866][root][INFO] - ===> Epoch[235](6104/26): Loss -0.6455, Sem 0.1444, dir -0.9609, norm 0.1711, swav 0.0000 LR: 7.206e-02 Score 95.431 Data time: 0.2913, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.8510 [2020-11-12 22:42:56,195][root][INFO] - ===> Epoch[235](6105/26): Loss -0.6398, Sem 0.1246, dir -0.9557, norm 0.1913, swav 0.0000 LR: 7.205e-02 Score 95.911 Data time: 0.1963, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.1950 [2020-11-12 22:43:01,856][root][INFO] - ===> Epoch[235](6106/26): Loss -0.6442, Sem 0.1354, dir -0.9578, norm 0.1783, swav 0.0000 LR: 7.205e-02 Score 95.343 Data time: 0.2055, Forward time: 2.2667, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.5622 [2020-11-12 22:43:07,013][root][INFO] - ===> Epoch[235](6107/26): Loss -0.6404, Sem 0.1258, dir -0.9530, norm 0.1869, swav 0.0000 LR: 7.204e-02 Score 95.825 Data time: 0.1929, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.0384 [2020-11-12 22:43:12,343][root][INFO] - ===> Epoch[235](6108/26): Loss -0.6605, Sem 0.1285, dir -0.9617, norm 0.1728, swav 0.0000 LR: 7.204e-02 Score 95.789 Data time: 0.1699, Forward time: 2.2666, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.2332 [2020-11-12 22:43:17,799][root][INFO] - ===> Epoch[235](6109/26): Loss -0.6387, Sem 0.1198, dir -0.9537, norm 0.1952, swav 0.0000 LR: 7.203e-02 Score 96.248 Data time: 0.2032, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.3730 [2020-11-12 22:43:23,686][root][INFO] - ===> Epoch[235](6110/26): Loss -0.6539, Sem 0.1340, dir -0.9616, norm 0.1736, swav 0.0000 LR: 7.203e-02 Score 95.852 Data time: 0.1572, Forward time: 2.2665, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.7740 [2020-11-12 22:43:29,712][root][INFO] - ===> Epoch[236](6111/26): Loss -0.6269, Sem 0.1416, dir -0.9525, norm 0.1840, swav 0.0000 LR: 7.203e-02 Score 95.276 Data time: 0.1851, Forward time: 2.2665, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.9465 [2020-11-12 22:43:34,866][root][INFO] - ===> Epoch[236](6112/26): Loss -0.6237, Sem 0.1426, dir -0.9500, norm 0.1837, swav 0.0000 LR: 7.202e-02 Score 95.440 Data time: 0.1874, Forward time: 2.2664, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.0648 [2020-11-12 22:43:41,099][root][INFO] - ===> Epoch[236](6113/26): Loss -0.6499, Sem 0.1255, dir -0.9618, norm 0.1864, swav 0.0000 LR: 7.202e-02 Score 95.702 Data time: 0.2131, Forward time: 2.2664, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.1454 [2020-11-12 22:43:45,690][root][INFO] - ===> Epoch[236](6114/26): Loss -0.6630, Sem 0.1251, dir -0.9579, norm 0.1698, swav 0.0000 LR: 7.201e-02 Score 95.876 Data time: 0.2159, Forward time: 2.2664, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.4647 [2020-11-12 22:43:52,441][root][INFO] - ===> Epoch[236](6115/26): Loss -0.6433, Sem 0.1268, dir -0.9529, norm 0.1828, swav 0.0000 LR: 7.201e-02 Score 95.945 Data time: 0.2216, Forward time: 2.2664, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.6467 [2020-11-12 22:43:58,876][root][INFO] - ===> Epoch[236](6116/26): Loss -0.6250, Sem 0.1353, dir -0.9536, norm 0.1933, swav 0.0000 LR: 7.200e-02 Score 95.435 Data time: 0.2567, Forward time: 2.2665, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.2969 [2020-11-12 22:44:05,378][root][INFO] - ===> Epoch[236](6117/26): Loss -0.6461, Sem 0.1251, dir -0.9554, norm 0.1842, swav 0.0000 LR: 7.200e-02 Score 95.865 Data time: 0.1823, Forward time: 2.2665, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.3715 [2020-11-12 22:44:12,362][root][INFO] - ===> Epoch[236](6118/26): Loss -0.6328, Sem 0.1336, dir -0.9519, norm 0.1855, swav 0.0000 LR: 7.199e-02 Score 95.441 Data time: 0.1481, Forward time: 2.2663, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.8758 [2020-11-12 22:44:17,947][root][INFO] - ===> Epoch[236](6119/26): Loss -0.6481, Sem 0.1273, dir -0.9569, norm 0.1815, swav 0.0000 LR: 7.199e-02 Score 95.761 Data time: 0.2649, Forward time: 2.2664, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.5197 [2020-11-12 22:44:24,911][root][INFO] - ===> Epoch[236](6120/26): Loss -0.6740, Sem 0.1144, dir -0.9587, norm 0.1703, swav 0.0000 LR: 7.198e-02 Score 96.209 Data time: 0.2039, Forward time: 2.2664, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.8323 [2020-11-12 22:44:30,260][root][INFO] - ===> Epoch[236](6121/26): Loss -0.6102, Sem 0.1285, dir -0.9477, norm 0.2090, swav 0.0000 LR: 7.198e-02 Score 95.656 Data time: 0.2200, Forward time: 2.2665, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.2340 [2020-11-12 22:44:36,597][root][INFO] - ===> Epoch[236](6122/26): Loss -0.6468, Sem 0.1289, dir -0.9522, norm 0.1765, swav 0.0000 LR: 7.197e-02 Score 95.732 Data time: 0.1652, Forward time: 2.2664, Backward time: 3.1309, DDP time: 0.0041, Total iter time: 6.1923 [2020-11-12 22:44:42,008][root][INFO] - ===> Epoch[236](6123/26): Loss -0.6565, Sem 0.1257, dir -0.9555, norm 0.1733, swav 0.0000 LR: 7.197e-02 Score 95.524 Data time: 0.2145, Forward time: 2.2664, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.3255 [2020-11-12 22:44:47,660][root][INFO] - ===> Epoch[236](6124/26): Loss -0.6772, Sem 0.1178, dir -0.9629, norm 0.1679, swav 0.0000 LR: 7.196e-02 Score 95.941 Data time: 0.2327, Forward time: 2.2664, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.5424 [2020-11-12 22:44:54,259][root][INFO] - ===> Epoch[236](6125/26): Loss -0.6330, Sem 0.1357, dir -0.9606, norm 0.1919, swav 0.0000 LR: 7.196e-02 Score 95.530 Data time: 0.2598, Forward time: 2.2665, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 6.4838 [2020-11-12 22:44:59,197][root][INFO] - ===> Epoch[236](6126/26): Loss -0.6628, Sem 0.1214, dir -0.9565, norm 0.1723, swav 0.0000 LR: 7.196e-02 Score 95.980 Data time: 0.1758, Forward time: 2.2664, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 4.7945 [2020-11-12 22:45:05,255][root][INFO] - ===> Epoch[236](6127/26): Loss -0.6478, Sem 0.1397, dir -0.9584, norm 0.1710, swav 0.0000 LR: 7.195e-02 Score 95.558 Data time: 0.2173, Forward time: 2.2664, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.9751 [2020-11-12 22:45:10,885][root][INFO] - ===> Epoch[236](6128/26): Loss -0.6388, Sem 0.1296, dir -0.9545, norm 0.1861, swav 0.0000 LR: 7.195e-02 Score 95.810 Data time: 0.2212, Forward time: 2.2665, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.5088 [2020-11-12 22:45:16,764][root][INFO] - ===> Epoch[236](6129/26): Loss -0.6393, Sem 0.1187, dir -0.9559, norm 0.1980, swav 0.0000 LR: 7.194e-02 Score 96.001 Data time: 0.2185, Forward time: 2.2665, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.7479 [2020-11-12 22:45:22,378][root][INFO] - ===> Epoch[236](6130/26): Loss -0.6542, Sem 0.1205, dir -0.9561, norm 0.1814, swav 0.0000 LR: 7.194e-02 Score 95.879 Data time: 0.2008, Forward time: 2.2665, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 5.4907 [2020-11-12 22:45:27,597][root][INFO] - ===> Epoch[236](6131/26): Loss -0.6267, Sem 0.1468, dir -0.9546, norm 0.1810, swav 0.0000 LR: 7.193e-02 Score 95.072 Data time: 0.2303, Forward time: 2.2665, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.1077 [2020-11-12 22:45:33,776][root][INFO] - ===> Epoch[236](6132/26): Loss -0.5918, Sem 0.1532, dir -0.9484, norm 0.2034, swav 0.0000 LR: 7.193e-02 Score 95.080 Data time: 0.3039, Forward time: 2.2666, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.0704 [2020-11-12 22:45:37,640][root][INFO] - ===> Epoch[236](6133/26): Loss -0.6449, Sem 0.1288, dir -0.9558, norm 0.1821, swav 0.0000 LR: 7.192e-02 Score 95.828 Data time: 0.1615, Forward time: 2.2665, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 3.7167 [2020-11-12 22:45:42,549][root][INFO] - ===> Epoch[236](6134/26): Loss -0.6447, Sem 0.1336, dir -0.9590, norm 0.1807, swav 0.0000 LR: 7.192e-02 Score 95.477 Data time: 0.1423, Forward time: 2.2664, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 4.8247 [2020-11-12 22:45:48,700][root][INFO] - ===> Epoch[236](6135/26): Loss -0.6653, Sem 0.1252, dir -0.9605, norm 0.1700, swav 0.0000 LR: 7.191e-02 Score 95.837 Data time: 0.1417, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.0737 [2020-11-12 22:45:54,910][root][INFO] - ===> Epoch[236](6136/26): Loss -0.5691, Sem 0.1585, dir -0.9549, norm 0.2272, swav 0.0000 LR: 7.191e-02 Score 94.965 Data time: 0.2502, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.1273 [2020-11-12 22:46:01,180][root][INFO] - ===> Epoch[237](6137/26): Loss -0.6351, Sem 0.1263, dir -0.9556, norm 0.1943, swav 0.0000 LR: 7.190e-02 Score 95.778 Data time: 0.2090, Forward time: 2.2664, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.1609 [2020-11-12 22:46:06,356][root][INFO] - ===> Epoch[237](6138/26): Loss -0.6105, Sem 0.1444, dir -0.9534, norm 0.1985, swav 0.0000 LR: 7.190e-02 Score 95.305 Data time: 0.1944, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.0528 [2020-11-12 22:46:14,078][root][INFO] - ===> Epoch[237](6139/26): Loss -0.6183, Sem 0.1489, dir -0.9577, norm 0.1905, swav 0.0000 LR: 7.189e-02 Score 95.059 Data time: 0.2104, Forward time: 2.2663, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 7.6100 [2020-11-12 22:46:20,003][root][INFO] - ===> Epoch[237](6140/26): Loss -0.6443, Sem 0.1119, dir -0.9565, norm 0.2002, swav 0.0000 LR: 7.189e-02 Score 96.294 Data time: 0.1993, Forward time: 2.2663, Backward time: 3.1308, DDP time: 0.0041, Total iter time: 5.7993 [2020-11-12 22:46:24,671][root][INFO] - ===> Epoch[237](6141/26): Loss -0.6292, Sem 0.1406, dir -0.9548, norm 0.1850, swav 0.0000 LR: 7.189e-02 Score 95.334 Data time: 0.2405, Forward time: 2.2663, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 4.5667 [2020-11-12 22:46:31,220][root][INFO] - ===> Epoch[237](6142/26): Loss -0.6271, Sem 0.1274, dir -0.9545, norm 0.2000, swav 0.0000 LR: 7.188e-02 Score 95.792 Data time: 0.2500, Forward time: 2.2663, Backward time: 3.1307, DDP time: 0.0041, Total iter time: 6.4507 [2020-11-12 22:46:36,637][root][INFO] - ===> Epoch[237](6143/26): Loss -0.6007, Sem 0.1630, dir -0.9511, norm 0.1874, swav 0.0000 LR: 7.188e-02 Score 94.555 Data time: 0.2367, Forward time: 2.2664, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 5.2991 [2020-11-12 22:46:42,395][root][INFO] - ===> Epoch[237](6144/26): Loss -0.6791, Sem 0.1092, dir -0.9656, norm 0.1774, swav 0.0000 LR: 7.187e-02 Score 96.437 Data time: 0.1799, Forward time: 2.2664, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.6469 [2020-11-12 22:46:47,490][root][INFO] - ===> Epoch[237](6145/26): Loss -0.6684, Sem 0.1153, dir -0.9562, norm 0.1725, swav 0.0000 LR: 7.187e-02 Score 96.207 Data time: 0.1514, Forward time: 2.2663, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 4.9938 [2020-11-12 22:46:53,213][root][INFO] - ===> Epoch[237](6146/26): Loss -0.6386, Sem 0.1394, dir -0.9554, norm 0.1774, swav 0.0000 LR: 7.186e-02 Score 95.281 Data time: 0.2030, Forward time: 2.2663, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.6536 [2020-11-12 22:46:58,035][root][INFO] - ===> Epoch[237](6147/26): Loss -0.6236, Sem 0.1436, dir -0.9507, norm 0.1836, swav 0.0000 LR: 7.186e-02 Score 95.081 Data time: 0.2199, Forward time: 2.2662, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 4.7254 [2020-11-12 22:47:04,001][root][INFO] - ===> Epoch[237](6148/26): Loss -0.5769, Sem 0.1715, dir -0.9473, norm 0.1988, swav 0.0000 LR: 7.185e-02 Score 94.145 Data time: 0.2827, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.8740 [2020-11-12 22:47:09,309][root][INFO] - ===> Epoch[237](6149/26): Loss -0.6602, Sem 0.1297, dir -0.9642, norm 0.1743, swav 0.0000 LR: 7.185e-02 Score 95.620 Data time: 0.2365, Forward time: 2.2664, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.1930 [2020-11-12 22:47:15,091][root][INFO] - ===> Epoch[237](6150/26): Loss -0.6017, Sem 0.1515, dir -0.9480, norm 0.1949, swav 0.0000 LR: 7.184e-02 Score 95.015 Data time: 0.2038, Forward time: 2.2664, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.6535 [2020-11-12 22:47:21,054][root][INFO] - ===> Epoch[237](6151/26): Loss -0.6181, Sem 0.1458, dir -0.9537, norm 0.1898, swav 0.0000 LR: 7.184e-02 Score 95.178 Data time: 0.2297, Forward time: 2.2665, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.8580 [2020-11-12 22:47:25,637][root][INFO] - ===> Epoch[237](6152/26): Loss -0.5880, Sem 0.1486, dir -0.9478, norm 0.2113, swav 0.0000 LR: 7.183e-02 Score 95.088 Data time: 0.1859, Forward time: 2.2664, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 4.4672 [2020-11-12 22:47:30,884][root][INFO] - ===> Epoch[237](6153/26): Loss -0.6492, Sem 0.1226, dir -0.9580, norm 0.1862, swav 0.0000 LR: 7.183e-02 Score 95.984 Data time: 0.1732, Forward time: 2.2663, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.1486 [2020-11-12 22:47:36,677][root][INFO] - ===> Epoch[237](6154/26): Loss -0.6409, Sem 0.1500, dir -0.9588, norm 0.1679, swav 0.0000 LR: 7.182e-02 Score 94.905 Data time: 0.2704, Forward time: 2.2665, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.6996 [2020-11-12 22:47:42,457][root][INFO] - ===> Epoch[237](6155/26): Loss -0.6044, Sem 0.1607, dir -0.9537, norm 0.1885, swav 0.0000 LR: 7.182e-02 Score 94.676 Data time: 0.2457, Forward time: 2.2665, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.6767 [2020-11-12 22:47:48,102][root][INFO] - ===> Epoch[237](6156/26): Loss -0.6174, Sem 0.1441, dir -0.9601, norm 0.1986, swav 0.0000 LR: 7.182e-02 Score 95.008 Data time: 0.2187, Forward time: 2.2666, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.5236 [2020-11-12 22:47:55,286][root][INFO] - ===> Epoch[237](6157/26): Loss -0.6453, Sem 0.1322, dir -0.9578, norm 0.1803, swav 0.0000 LR: 7.181e-02 Score 95.689 Data time: 0.1355, Forward time: 2.2664, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 7.0729 [2020-11-12 22:48:00,712][root][INFO] - ===> Epoch[237](6158/26): Loss -0.6259, Sem 0.1262, dir -0.9480, norm 0.1959, swav 0.0000 LR: 7.181e-02 Score 95.923 Data time: 0.2091, Forward time: 2.2664, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.3689 [2020-11-12 22:48:07,820][root][INFO] - ===> Epoch[237](6159/26): Loss -0.6213, Sem 0.1395, dir -0.9523, norm 0.1915, swav 0.0000 LR: 7.180e-02 Score 95.373 Data time: 0.2114, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.9971 [2020-11-12 22:48:13,543][root][INFO] - ===> Epoch[237](6160/26): Loss -0.6202, Sem 0.1412, dir -0.9518, norm 0.1904, swav 0.0000 LR: 7.180e-02 Score 95.202 Data time: 0.1839, Forward time: 2.2663, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.6384 [2020-11-12 22:48:19,811][root][INFO] - ===> Epoch[237](6161/26): Loss -0.6104, Sem 0.1491, dir -0.9596, norm 0.2001, swav 0.0000 LR: 7.179e-02 Score 94.939 Data time: 0.2768, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.1879 [2020-11-12 22:48:24,877][root][INFO] - ===> Epoch[237](6162/26): Loss -0.5878, Sem 0.1577, dir -0.9487, norm 0.2032, swav 0.0000 LR: 7.179e-02 Score 94.793 Data time: 0.2236, Forward time: 2.2665, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 4.9233 [2020-11-12 22:48:31,805][root][INFO] - ===> Epoch[238](6163/26): Loss -0.6253, Sem 0.1390, dir -0.9536, norm 0.1893, swav 0.0000 LR: 7.178e-02 Score 95.286 Data time: 0.1717, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.8168 [2020-11-12 22:48:37,167][root][INFO] - ===> Epoch[238](6164/26): Loss -0.6263, Sem 0.1347, dir -0.9525, norm 0.1915, swav 0.0000 LR: 7.178e-02 Score 95.500 Data time: 0.2140, Forward time: 2.2664, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.3007 [2020-11-12 22:48:43,639][root][INFO] - ===> Epoch[238](6165/26): Loss -0.6289, Sem 0.1319, dir -0.9601, norm 0.1994, swav 0.0000 LR: 7.177e-02 Score 95.689 Data time: 0.2660, Forward time: 2.2665, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.3545 [2020-11-12 22:48:49,312][root][INFO] - ===> Epoch[238](6166/26): Loss -0.6320, Sem 0.1411, dir -0.9605, norm 0.1874, swav 0.0000 LR: 7.177e-02 Score 95.490 Data time: 0.2277, Forward time: 2.2666, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.5537 [2020-11-12 22:48:56,500][root][INFO] - ===> Epoch[238](6167/26): Loss -0.5932, Sem 0.1628, dir -0.9516, norm 0.1956, swav 0.0000 LR: 7.176e-02 Score 94.238 Data time: 0.1794, Forward time: 2.2665, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 7.0727 [2020-11-12 22:49:02,436][root][INFO] - ===> Epoch[238](6168/26): Loss -0.6473, Sem 0.1354, dir -0.9596, norm 0.1769, swav 0.0000 LR: 7.176e-02 Score 95.511 Data time: 0.2623, Forward time: 2.2666, Backward time: 3.1306, DDP time: 0.0041, Total iter time: 5.8585 [2020-11-12 22:49:08,915][root][INFO] - ===> Epoch[238](6169/26): Loss -0.5919, Sem 0.1532, dir -0.9541, norm 0.2090, swav 0.0000 LR: 7.175e-02 Score 94.665 Data time: 0.2947, Forward time: 2.2667, Backward time: 3.1305, DDP time: 0.0041, Total iter time: 6.3600 [2020-11-12 22:49:14,106][root][INFO] - ===> Epoch[238](6170/26): Loss -0.6322, Sem 0.1396, dir -0.9548, norm 0.1830, swav 0.0000 LR: 7.175e-02 Score 95.363 Data time: 0.2585, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.0547 [2020-11-12 22:49:19,496][root][INFO] - ===> Epoch[238](6171/26): Loss -0.6359, Sem 0.1218, dir -0.9564, norm 0.1987, swav 0.0000 LR: 7.175e-02 Score 95.935 Data time: 0.1663, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 5.2987 [2020-11-12 22:49:24,661][root][INFO] - ===> Epoch[238](6172/26): Loss -0.6004, Sem 0.1417, dir -0.9488, norm 0.2067, swav 0.0000 LR: 7.174e-02 Score 95.591 Data time: 0.2435, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 5.0927 [2020-11-12 22:49:31,516][root][INFO] - ===> Epoch[238](6173/26): Loss -0.6010, Sem 0.1645, dir -0.9553, norm 0.1898, swav 0.0000 LR: 7.174e-02 Score 94.593 Data time: 0.2135, Forward time: 2.2667, Backward time: 3.1304, DDP time: 0.0041, Total iter time: 6.7463 [2020-11-12 22:49:37,432][root][INFO] - ===> Epoch[238](6174/26): Loss -0.6409, Sem 0.1305, dir -0.9542, norm 0.1827, swav 0.0000 LR: 7.173e-02 Score 95.542 Data time: 0.2599, Forward time: 2.2668, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 5.8147 [2020-11-12 22:49:42,165][root][INFO] - ===> Epoch[238](6175/26): Loss -0.6331, Sem 0.1325, dir -0.9536, norm 0.1879, swav 0.0000 LR: 7.173e-02 Score 95.424 Data time: 0.1897, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 4.5822 [2020-11-12 22:49:47,050][root][INFO] - ===> Epoch[238](6176/26): Loss -0.5900, Sem 0.1833, dir -0.9554, norm 0.1821, swav 0.0000 LR: 7.172e-02 Score 94.281 Data time: 0.2087, Forward time: 2.2668, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.7938 [2020-11-12 22:49:52,607][root][INFO] - ===> Epoch[238](6177/26): Loss -0.6314, Sem 0.1329, dir -0.9563, norm 0.1920, swav 0.0000 LR: 7.172e-02 Score 95.343 Data time: 0.1808, Forward time: 2.2667, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4486 [2020-11-12 22:49:57,899][root][INFO] - ===> Epoch[238](6178/26): Loss -0.6105, Sem 0.1477, dir -0.9537, norm 0.1955, swav 0.0000 LR: 7.171e-02 Score 95.149 Data time: 0.1964, Forward time: 2.2667, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.2135 [2020-11-12 22:50:03,912][root][INFO] - ===> Epoch[238](6179/26): Loss -0.6398, Sem 0.1220, dir -0.9579, norm 0.1962, swav 0.0000 LR: 7.171e-02 Score 95.997 Data time: 0.2670, Forward time: 2.2668, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.9024 [2020-11-12 22:50:10,813][root][INFO] - ===> Epoch[238](6180/26): Loss -0.5984, Sem 0.1505, dir -0.9468, norm 0.1978, swav 0.0000 LR: 7.170e-02 Score 95.040 Data time: 0.2236, Forward time: 2.2668, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.7637 [2020-11-12 22:50:15,742][root][INFO] - ===> Epoch[238](6181/26): Loss -0.6081, Sem 0.1608, dir -0.9580, norm 0.1891, swav 0.0000 LR: 7.170e-02 Score 94.894 Data time: 0.2181, Forward time: 2.2668, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.8135 [2020-11-12 22:50:22,040][root][INFO] - ===> Epoch[238](6182/26): Loss -0.5714, Sem 0.1900, dir -0.9530, norm 0.1917, swav 0.0000 LR: 7.169e-02 Score 94.160 Data time: 0.1576, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 6.1981 [2020-11-12 22:50:26,807][root][INFO] - ===> Epoch[238](6183/26): Loss -0.6167, Sem 0.1368, dir -0.9533, norm 0.1998, swav 0.0000 LR: 7.169e-02 Score 95.632 Data time: 0.1920, Forward time: 2.2666, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 4.7035 [2020-11-12 22:50:32,412][root][INFO] - ===> Epoch[238](6184/26): Loss -0.5884, Sem 0.1443, dir -0.9511, norm 0.2184, swav 0.0000 LR: 7.168e-02 Score 95.247 Data time: 0.1918, Forward time: 2.2666, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.5051 [2020-11-12 22:50:37,401][root][INFO] - ===> Epoch[238](6185/26): Loss -0.6040, Sem 0.1473, dir -0.9528, norm 0.2014, swav 0.0000 LR: 7.168e-02 Score 95.038 Data time: 0.2401, Forward time: 2.2666, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 4.8914 [2020-11-12 22:50:45,037][root][INFO] - ===> Epoch[238](6186/26): Loss -0.6050, Sem 0.1511, dir -0.9482, norm 0.1922, swav 0.0000 LR: 7.168e-02 Score 95.042 Data time: 0.2069, Forward time: 2.2667, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 7.5390 [2020-11-12 22:50:50,562][root][INFO] - ===> Epoch[238](6187/26): Loss -0.6234, Sem 0.1470, dir -0.9582, norm 0.1879, swav 0.0000 LR: 7.167e-02 Score 94.857 Data time: 0.2092, Forward time: 2.2666, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.4209 [2020-11-12 22:50:57,767][root][INFO] - ===> Epoch[238](6188/26): Loss -0.5963, Sem 0.1535, dir -0.9531, norm 0.2033, swav 0.0000 LR: 7.167e-02 Score 94.931 Data time: 0.3492, Forward time: 2.2668, Backward time: 3.1302, DDP time: 0.0041, Total iter time: 7.1173 [2020-11-12 22:51:04,427][root][INFO] - ===> Epoch[239](6189/26): Loss -0.5777, Sem 0.1632, dir -0.9448, norm 0.2039, swav 0.0000 LR: 7.166e-02 Score 94.585 Data time: 0.2253, Forward time: 2.2669, Backward time: 3.1303, DDP time: 0.0041, Total iter time: 6.4970 [2020-11-12 22:51:09,777][root][INFO] - ===> Epoch[239](6190/26): Loss -0.6474, Sem 0.1277, dir -0.9584, norm 0.1833, swav 0.0000 LR: 7.166e-02 Score 95.787 Data time: 0.2466, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 5.2316 [2020-11-12 22:51:14,955][root][INFO] - ===> Epoch[239](6191/26): Loss -0.6252, Sem 0.1468, dir -0.9548, norm 0.1828, swav 0.0000 LR: 7.165e-02 Score 95.011 Data time: 0.2375, Forward time: 2.2670, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.0616 [2020-11-12 22:51:20,364][root][INFO] - ===> Epoch[239](6192/26): Loss -0.6394, Sem 0.1313, dir -0.9521, norm 0.1814, swav 0.0000 LR: 7.165e-02 Score 95.453 Data time: 0.1793, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.2823 [2020-11-12 22:51:26,196][root][INFO] - ===> Epoch[239](6193/26): Loss -0.6236, Sem 0.1496, dir -0.9572, norm 0.1841, swav 0.0000 LR: 7.164e-02 Score 94.963 Data time: 0.1947, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.7289 [2020-11-12 22:51:32,591][root][INFO] - ===> Epoch[239](6194/26): Loss -0.6467, Sem 0.1325, dir -0.9575, norm 0.1783, swav 0.0000 LR: 7.164e-02 Score 95.500 Data time: 0.2122, Forward time: 2.2669, Backward time: 3.1301, DDP time: 0.0041, Total iter time: 6.2825 [2020-11-12 22:51:38,099][root][INFO] - ===> Epoch[239](6195/26): Loss -0.6303, Sem 0.1383, dir -0.9570, norm 0.1884, swav 0.0000 LR: 7.163e-02 Score 95.514 Data time: 0.2165, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.3725 [2020-11-12 22:51:43,796][root][INFO] - ===> Epoch[239](6196/26): Loss -0.6040, Sem 0.1546, dir -0.9570, norm 0.1983, swav 0.0000 LR: 7.163e-02 Score 94.970 Data time: 0.2447, Forward time: 2.2669, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 5.5768 [2020-11-12 22:51:49,681][root][INFO] - ===> Epoch[239](6197/26): Loss -0.6247, Sem 0.1350, dir -0.9527, norm 0.1931, swav 0.0000 LR: 7.162e-02 Score 95.423 Data time: 0.2873, Forward time: 2.2670, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 5.7451 [2020-11-12 22:51:55,570][root][INFO] - ===> Epoch[239](6198/26): Loss -0.6296, Sem 0.1210, dir -0.9562, norm 0.2057, swav 0.0000 LR: 7.162e-02 Score 95.822 Data time: 0.2977, Forward time: 2.2671, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.7795 [2020-11-12 22:52:01,535][root][INFO] - ===> Epoch[239](6199/26): Loss -0.5838, Sem 0.1512, dir -0.9538, norm 0.2188, swav 0.0000 LR: 7.161e-02 Score 95.173 Data time: 0.2880, Forward time: 2.2672, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.8531 [2020-11-12 22:52:08,678][root][INFO] - ===> Epoch[239](6200/26): Loss -0.6372, Sem 0.1326, dir -0.9548, norm 0.1850, swav 0.0000 LR: 7.161e-02 Score 95.763 Data time: 0.2196, Forward time: 2.2673, Backward time: 3.1299, DDP time: 0.0041, Total iter time: 7.0140 [2020-11-12 22:52:14,346][root][INFO] - ===> Epoch[239](6201/26): Loss -0.6027, Sem 0.1552, dir -0.9510, norm 0.1930, swav 0.0000 LR: 7.161e-02 Score 94.904 Data time: 0.2319, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.5603 [2020-11-12 22:52:20,564][root][INFO] - ===> Epoch[239](6202/26): Loss -0.5844, Sem 0.1599, dir -0.9607, norm 0.2164, swav 0.0000 LR: 7.160e-02 Score 94.621 Data time: 0.2901, Forward time: 2.2674, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 6.0842 [2020-11-12 22:52:25,763][root][INFO] - ===> Epoch[239](6203/26): Loss -0.6214, Sem 0.1371, dir -0.9528, norm 0.1943, swav 0.0000 LR: 7.160e-02 Score 95.319 Data time: 0.2172, Forward time: 2.2674, Backward time: 3.1297, DDP time: 0.0041, Total iter time: 5.0898 [2020-11-12 22:52:32,848][root][INFO] - ===> Epoch[239](6204/26): Loss -0.6397, Sem 0.1286, dir -0.9558, norm 0.1875, swav 0.0000 LR: 7.159e-02 Score 95.764 Data time: 0.1885, Forward time: 2.2673, Backward time: 3.1300, DDP time: 0.0041, Total iter time: 6.9730 [2020-11-12 22:52:37,797][root][INFO] - ===> Epoch[239](6205/26): Loss -0.6264, Sem 0.1409, dir -0.9553, norm 0.1881, swav 0.0000 LR: 7.159e-02 Score 95.356 Data time: 0.2197, Forward time: 2.2674, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 4.8625 [2020-11-12 22:52:43,178][root][INFO] - ===> Epoch[239](6206/26): Loss -0.6307, Sem 0.1336, dir -0.9504, norm 0.1861, swav 0.0000 LR: 7.158e-02 Score 95.566 Data time: 0.1925, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0041, Total iter time: 5.2700 [2020-11-12 22:52:48,802][root][INFO] - ===> Epoch[239](6207/26): Loss -0.6133, Sem 0.1395, dir -0.9444, norm 0.1916, swav 0.0000 LR: 7.158e-02 Score 95.379 Data time: 0.1717, Forward time: 2.2673, Backward time: 3.1298, DDP time: 0.0042, Total iter time: 5.5091 [2020-11-12 22:52:54,925][root][INFO] - ===> Epoch[239](6208/26): Loss -0.6371, Sem 0.1326, dir -0.9525, norm 0.1828, swav 0.0000 LR: 7.157e-02 Score 95.640 Data time: 0.2646, Forward time: 2.2674, Backward time: 3.1298, DDP time: 0.0042, Total iter time: 6.0367 [2020-11-12 22:53:00,563][root][INFO] - ===> Epoch[239](6209/26): Loss -0.6098, Sem 0.1452, dir -0.9539, norm 0.1989, swav 0.0000 LR: 7.157e-02 Score 95.444 Data time: 0.2174, Forward time: 2.2674, Backward time: 3.1298, DDP time: 0.0042, Total iter time: 5.5240 [2020-11-12 22:53:06,305][root][INFO] - ===> Epoch[239](6210/26): Loss -0.6309, Sem 0.1315, dir -0.9525, norm 0.1901, swav 0.0000 LR: 7.156e-02 Score 95.655 Data time: 0.2753, Forward time: 2.2675, Backward time: 3.1296, DDP time: 0.0042, Total iter time: 5.6249 [2020-11-12 22:53:10,993][root][INFO] - ===> Epoch[239](6211/26): Loss -0.6352, Sem 0.1367, dir -0.9615, norm 0.1896, swav 0.0000 LR: 7.156e-02 Score 95.409 Data time: 0.2281, Forward time: 2.2675, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 4.5538 [2020-11-12 22:53:16,381][root][INFO] - ===> Epoch[239](6212/26): Loss -0.6320, Sem 0.1424, dir -0.9579, norm 0.1836, swav 0.0000 LR: 7.155e-02 Score 95.190 Data time: 0.2473, Forward time: 2.2675, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 5.2749 [2020-11-12 22:53:21,354][root][INFO] - ===> Epoch[239](6213/26): Loss -0.6811, Sem 0.1187, dir -0.9639, norm 0.1641, swav 0.0000 LR: 7.155e-02 Score 96.051 Data time: 0.1957, Forward time: 2.2675, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 4.8415 [2020-11-12 22:53:26,653][root][INFO] - ===> Epoch[239](6214/26): Loss -0.6120, Sem 0.1526, dir -0.9548, norm 0.1902, swav 0.0000 LR: 7.154e-02 Score 95.099 Data time: 0.2483, Forward time: 2.2674, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.2092 [2020-11-12 22:53:34,141][root][INFO] - ===> Epoch[240](6215/26): Loss -0.6351, Sem 0.1294, dir -0.9523, norm 0.1878, swav 0.0000 LR: 7.154e-02 Score 95.688 Data time: 0.3935, Forward time: 2.2676, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 7.4036 [2020-11-12 22:53:39,005][root][INFO] - ===> Epoch[240](6216/26): Loss -0.6482, Sem 0.1319, dir -0.9592, norm 0.1792, swav 0.0000 LR: 7.154e-02 Score 95.638 Data time: 0.2323, Forward time: 2.2676, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 4.7297 [2020-11-12 22:53:44,860][root][INFO] - ===> Epoch[240](6217/26): Loss -0.6495, Sem 0.1177, dir -0.9581, norm 0.1909, swav 0.0000 LR: 7.153e-02 Score 96.036 Data time: 0.1726, Forward time: 2.2676, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.7419 [2020-11-12 22:53:48,878][root][INFO] - ===> Epoch[240](6218/26): Loss -0.6707, Sem 0.1205, dir -0.9626, norm 0.1714, swav 0.0000 LR: 7.153e-02 Score 96.150 Data time: 0.1757, Forward time: 2.2675, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 3.9384 [2020-11-12 22:53:53,972][root][INFO] - ===> Epoch[240](6219/26): Loss -0.6417, Sem 0.1316, dir -0.9567, norm 0.1834, swav 0.0000 LR: 7.152e-02 Score 95.788 Data time: 0.1062, Forward time: 2.2673, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.0002 [2020-11-12 22:53:58,845][root][INFO] - ===> Epoch[240](6220/26): Loss -0.5942, Sem 0.1429, dir -0.9487, norm 0.2116, swav 0.0000 LR: 7.152e-02 Score 95.149 Data time: 0.2297, Forward time: 2.2674, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 4.8418 [2020-11-12 22:54:05,097][root][INFO] - ===> Epoch[240](6221/26): Loss -0.6115, Sem 0.1339, dir -0.9564, norm 0.2110, swav 0.0000 LR: 7.151e-02 Score 95.656 Data time: 0.2380, Forward time: 2.2674, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 6.1451 [2020-11-12 22:54:09,837][root][INFO] - ===> Epoch[240](6222/26): Loss -0.6265, Sem 0.1497, dir -0.9574, norm 0.1812, swav 0.0000 LR: 7.151e-02 Score 95.336 Data time: 0.1963, Forward time: 2.2674, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 4.6082 [2020-11-12 22:54:16,907][root][INFO] - ===> Epoch[240](6223/26): Loss -0.6398, Sem 0.1393, dir -0.9583, norm 0.1792, swav 0.0000 LR: 7.150e-02 Score 95.498 Data time: 0.1602, Forward time: 2.2673, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.9480 [2020-11-12 22:54:21,769][root][INFO] - ===> Epoch[240](6224/26): Loss -0.6377, Sem 0.1402, dir -0.9557, norm 0.1778, swav 0.0000 LR: 7.150e-02 Score 95.280 Data time: 0.2200, Forward time: 2.2673, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 4.7846 [2020-11-12 22:54:27,387][root][INFO] - ===> Epoch[240](6225/26): Loss -0.6671, Sem 0.1271, dir -0.9602, norm 0.1660, swav 0.0000 LR: 7.149e-02 Score 95.703 Data time: 0.2580, Forward time: 2.2674, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.4994 [2020-11-12 22:54:32,840][root][INFO] - ===> Epoch[240](6226/26): Loss -0.6312, Sem 0.1355, dir -0.9539, norm 0.1872, swav 0.0000 LR: 7.149e-02 Score 95.591 Data time: 0.2620, Forward time: 2.2675, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.3094 [2020-11-12 22:54:38,932][root][INFO] - ===> Epoch[240](6227/26): Loss -0.5964, Sem 0.1697, dir -0.9510, norm 0.1850, swav 0.0000 LR: 7.148e-02 Score 95.039 Data time: 0.2720, Forward time: 2.2676, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.9807 [2020-11-12 22:54:44,318][root][INFO] - ===> Epoch[240](6228/26): Loss -0.6324, Sem 0.1304, dir -0.9527, norm 0.1898, swav 0.0000 LR: 7.148e-02 Score 95.713 Data time: 0.2383, Forward time: 2.2676, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.2468 [2020-11-12 22:54:50,033][root][INFO] - ===> Epoch[240](6229/26): Loss -0.6147, Sem 0.1476, dir -0.9551, norm 0.1927, swav 0.0000 LR: 7.147e-02 Score 95.354 Data time: 0.2636, Forward time: 2.2677, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.6017 [2020-11-12 22:54:56,863][root][INFO] - ===> Epoch[240](6230/26): Loss -0.6278, Sem 0.1239, dir -0.9572, norm 0.2055, swav 0.0000 LR: 7.147e-02 Score 95.906 Data time: 0.1874, Forward time: 2.2677, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.7126 [2020-11-12 22:55:02,031][root][INFO] - ===> Epoch[240](6231/26): Loss -0.6546, Sem 0.1256, dir -0.9582, norm 0.1781, swav 0.0000 LR: 7.147e-02 Score 95.875 Data time: 0.1642, Forward time: 2.2676, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.0721 [2020-11-12 22:55:07,541][root][INFO] - ===> Epoch[240](6232/26): Loss -0.6347, Sem 0.1391, dir -0.9551, norm 0.1812, swav 0.0000 LR: 7.146e-02 Score 95.491 Data time: 0.1971, Forward time: 2.2676, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.4081 [2020-11-12 22:55:13,809][root][INFO] - ===> Epoch[240](6233/26): Loss -0.6479, Sem 0.1269, dir -0.9523, norm 0.1776, swav 0.0000 LR: 7.146e-02 Score 95.765 Data time: 0.1676, Forward time: 2.2676, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.1752 [2020-11-12 22:55:19,744][root][INFO] - ===> Epoch[240](6234/26): Loss -0.5710, Sem 0.1797, dir -0.9533, norm 0.2026, swav 0.0000 LR: 7.145e-02 Score 94.574 Data time: 0.2288, Forward time: 2.2675, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.8656 [2020-11-12 22:55:25,344][root][INFO] - ===> Epoch[240](6235/26): Loss -0.6118, Sem 0.1461, dir -0.9561, norm 0.1982, swav 0.0000 LR: 7.145e-02 Score 94.912 Data time: 0.1600, Forward time: 2.2674, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.5292 [2020-11-12 22:55:31,427][root][INFO] - ===> Epoch[240](6236/26): Loss -0.6251, Sem 0.1415, dir -0.9576, norm 0.1909, swav 0.0000 LR: 7.144e-02 Score 95.432 Data time: 0.2219, Forward time: 2.2674, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.0237 [2020-11-12 22:55:36,596][root][INFO] - ===> Epoch[240](6237/26): Loss -0.6608, Sem 0.1263, dir -0.9601, norm 0.1730, swav 0.0000 LR: 7.144e-02 Score 95.818 Data time: 0.2400, Forward time: 2.2675, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.0544 [2020-11-12 22:55:41,024][root][INFO] - ===> Epoch[240](6238/26): Loss -0.6254, Sem 0.1377, dir -0.9551, norm 0.1920, swav 0.0000 LR: 7.143e-02 Score 95.641 Data time: 0.1893, Forward time: 2.2675, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 4.3101 [2020-11-12 22:55:46,660][root][INFO] - ===> Epoch[240](6239/26): Loss -0.6510, Sem 0.1280, dir -0.9566, norm 0.1776, swav 0.0000 LR: 7.143e-02 Score 95.718 Data time: 0.1776, Forward time: 2.2675, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.5504 [2020-11-12 22:55:53,967][root][INFO] - ===> Epoch[240](6240/26): Loss -0.6403, Sem 0.1149, dir -0.9531, norm 0.1979, swav 0.0000 LR: 7.142e-02 Score 96.192 Data time: 0.3423, Forward time: 2.2677, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 7.2068 [2020-11-12 22:55:59,713][root][INFO] - ===> Epoch[241](6241/26): Loss -0.6533, Sem 0.1316, dir -0.9597, norm 0.1747, swav 0.0000 LR: 7.142e-02 Score 95.531 Data time: 0.1648, Forward time: 2.2676, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.6098 [2020-11-12 22:56:05,499][root][INFO] - ===> Epoch[241](6242/26): Loss -0.6103, Sem 0.1432, dir -0.9542, norm 0.2007, swav 0.0000 LR: 7.141e-02 Score 95.327 Data time: 0.1633, Forward time: 2.2675, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.6700 [2020-11-12 22:56:11,067][root][INFO] - ===> Epoch[241](6243/26): Loss -0.6285, Sem 0.1532, dir -0.9569, norm 0.1752, swav 0.0000 LR: 7.141e-02 Score 95.435 Data time: 0.2319, Forward time: 2.2676, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.4837 [2020-11-12 22:56:16,190][root][INFO] - ===> Epoch[241](6244/26): Loss -0.6377, Sem 0.1343, dir -0.9547, norm 0.1826, swav 0.0000 LR: 7.140e-02 Score 95.562 Data time: 0.2865, Forward time: 2.2676, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.0251 [2020-11-12 22:56:23,002][root][INFO] - ===> Epoch[241](6245/26): Loss -0.6324, Sem 0.1316, dir -0.9579, norm 0.1938, swav 0.0000 LR: 7.140e-02 Score 95.664 Data time: 0.1932, Forward time: 2.2676, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.7063 [2020-11-12 22:56:29,258][root][INFO] - ===> Epoch[241](6246/26): Loss -0.6171, Sem 0.1325, dir -0.9556, norm 0.2060, swav 0.0000 LR: 7.140e-02 Score 95.567 Data time: 0.3095, Forward time: 2.2677, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 6.1505 [2020-11-12 22:56:34,405][root][INFO] - ===> Epoch[241](6247/26): Loss -0.6662, Sem 0.1298, dir -0.9602, norm 0.1642, swav 0.0000 LR: 7.139e-02 Score 95.679 Data time: 0.2335, Forward time: 2.2678, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.0270 [2020-11-12 22:56:40,125][root][INFO] - ===> Epoch[241](6248/26): Loss -0.6432, Sem 0.1343, dir -0.9536, norm 0.1761, swav 0.0000 LR: 7.139e-02 Score 95.448 Data time: 0.1744, Forward time: 2.2678, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.6130 [2020-11-12 22:56:45,289][root][INFO] - ===> Epoch[241](6249/26): Loss -0.6315, Sem 0.1433, dir -0.9556, norm 0.1808, swav 0.0000 LR: 7.138e-02 Score 95.141 Data time: 0.2375, Forward time: 2.2678, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.0917 [2020-11-12 22:56:50,353][root][INFO] - ===> Epoch[241](6250/26): Loss -0.6534, Sem 0.1265, dir -0.9617, norm 0.1818, swav 0.0000 LR: 7.138e-02 Score 95.895 Data time: 0.2183, Forward time: 2.2678, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 4.9685 [2020-11-12 22:56:55,130][root][INFO] - ===> Epoch[241](6251/26): Loss -0.6307, Sem 0.1280, dir -0.9530, norm 0.1943, swav 0.0000 LR: 7.137e-02 Score 95.686 Data time: 0.2045, Forward time: 2.2678, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 4.6766 [2020-11-12 22:57:00,537][root][INFO] - ===> Epoch[241](6252/26): Loss -0.6565, Sem 0.1305, dir -0.9596, norm 0.1726, swav 0.0000 LR: 7.137e-02 Score 95.759 Data time: 0.1863, Forward time: 2.2678, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.2956 [2020-11-12 22:57:05,971][root][INFO] - ===> Epoch[241](6253/26): Loss -0.6596, Sem 0.1250, dir -0.9612, norm 0.1766, swav 0.0000 LR: 7.136e-02 Score 95.824 Data time: 0.1929, Forward time: 2.2677, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.3404 [2020-11-12 22:57:11,744][root][INFO] - ===> Epoch[241](6254/26): Loss -0.6058, Sem 0.1387, dir -0.9504, norm 0.2059, swav 0.0000 LR: 7.136e-02 Score 95.461 Data time: 0.2287, Forward time: 2.2677, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.6733 [2020-11-12 22:57:18,322][root][INFO] - ===> Epoch[241](6255/26): Loss -0.6315, Sem 0.1299, dir -0.9563, norm 0.1949, swav 0.0000 LR: 7.135e-02 Score 95.573 Data time: 0.3160, Forward time: 2.2679, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 6.4712 [2020-11-12 22:57:24,727][root][INFO] - ===> Epoch[241](6256/26): Loss -0.6410, Sem 0.1284, dir -0.9605, norm 0.1911, swav 0.0000 LR: 7.135e-02 Score 95.603 Data time: 0.2247, Forward time: 2.2679, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 6.2861 [2020-11-12 22:57:30,972][root][INFO] - ===> Epoch[241](6257/26): Loss -0.6476, Sem 0.1244, dir -0.9552, norm 0.1832, swav 0.0000 LR: 7.134e-02 Score 95.671 Data time: 0.1870, Forward time: 2.2679, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 6.1528 [2020-11-12 22:57:36,179][root][INFO] - ===> Epoch[241](6258/26): Loss -0.6219, Sem 0.1395, dir -0.9503, norm 0.1889, swav 0.0000 LR: 7.134e-02 Score 95.353 Data time: 0.1874, Forward time: 2.2678, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.1042 [2020-11-12 22:57:41,177][root][INFO] - ===> Epoch[241](6259/26): Loss -0.6030, Sem 0.1482, dir -0.9532, norm 0.2020, swav 0.0000 LR: 7.133e-02 Score 95.053 Data time: 0.2058, Forward time: 2.2678, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 4.9050 [2020-11-12 22:57:46,910][root][INFO] - ===> Epoch[241](6260/26): Loss -0.6446, Sem 0.1281, dir -0.9571, norm 0.1844, swav 0.0000 LR: 7.133e-02 Score 95.828 Data time: 0.2233, Forward time: 2.2679, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 5.6180 [2020-11-12 22:57:53,864][root][INFO] - ===> Epoch[241](6261/26): Loss -0.6340, Sem 0.1384, dir -0.9564, norm 0.1840, swav 0.0000 LR: 7.132e-02 Score 95.301 Data time: 0.2201, Forward time: 2.2679, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 6.8133 [2020-11-12 22:57:59,743][root][INFO] - ===> Epoch[241](6262/26): Loss -0.6121, Sem 0.1359, dir -0.9454, norm 0.1973, swav 0.0000 LR: 7.132e-02 Score 95.505 Data time: 0.2744, Forward time: 2.2680, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.7592 [2020-11-12 22:58:05,541][root][INFO] - ===> Epoch[241](6263/26): Loss -0.5831, Sem 0.1667, dir -0.9464, norm 0.1965, swav 0.0000 LR: 7.132e-02 Score 94.548 Data time: 0.1701, Forward time: 2.2679, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.6585 [2020-11-12 22:58:10,967][root][INFO] - ===> Epoch[241](6264/26): Loss -0.6176, Sem 0.1530, dir -0.9611, norm 0.1905, swav 0.0000 LR: 7.131e-02 Score 94.963 Data time: 0.1640, Forward time: 2.2678, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.3235 [2020-11-12 22:58:16,983][root][INFO] - ===> Epoch[241](6265/26): Loss -0.6706, Sem 0.1185, dir -0.9621, norm 0.1729, swav 0.0000 LR: 7.131e-02 Score 96.134 Data time: 0.2721, Forward time: 2.2679, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.9450 [2020-11-12 22:58:22,934][root][INFO] - ===> Epoch[241](6266/26): Loss -0.6366, Sem 0.1472, dir -0.9590, norm 0.1753, swav 0.0000 LR: 7.130e-02 Score 95.279 Data time: 0.1761, Forward time: 2.2679, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.8306 [2020-11-12 22:58:28,955][root][INFO] - ===> Epoch[242](6267/26): Loss -0.6419, Sem 0.1283, dir -0.9544, norm 0.1842, swav 0.0000 LR: 7.130e-02 Score 95.624 Data time: 0.2576, Forward time: 2.2679, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.9353 [2020-11-12 22:58:34,037][root][INFO] - ===> Epoch[242](6268/26): Loss -0.6585, Sem 0.1357, dir -0.9577, norm 0.1635, swav 0.0000 LR: 7.129e-02 Score 95.254 Data time: 0.2047, Forward time: 2.2679, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 4.9843 [2020-11-12 22:58:39,645][root][INFO] - ===> Epoch[242](6269/26): Loss -0.6381, Sem 0.1389, dir -0.9605, norm 0.1834, swav 0.0000 LR: 7.129e-02 Score 95.150 Data time: 0.1985, Forward time: 2.2679, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.4964 [2020-11-12 22:58:45,348][root][INFO] - ===> Epoch[242](6270/26): Loss -0.6203, Sem 0.1424, dir -0.9543, norm 0.1916, swav 0.0000 LR: 7.128e-02 Score 95.164 Data time: 0.2750, Forward time: 2.2680, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 5.6055 [2020-11-12 22:58:52,090][root][INFO] - ===> Epoch[242](6271/26): Loss -0.6371, Sem 0.1299, dir -0.9544, norm 0.1875, swav 0.0000 LR: 7.128e-02 Score 95.709 Data time: 0.1947, Forward time: 2.2679, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 6.6277 [2020-11-12 22:58:58,103][root][INFO] - ===> Epoch[242](6272/26): Loss -0.6511, Sem 0.1241, dir -0.9597, norm 0.1845, swav 0.0000 LR: 7.127e-02 Score 95.837 Data time: 0.2935, Forward time: 2.2681, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.8917 [2020-11-12 22:59:05,578][root][INFO] - ===> Epoch[242](6273/26): Loss -0.6572, Sem 0.1308, dir -0.9590, norm 0.1710, swav 0.0000 LR: 7.127e-02 Score 95.692 Data time: 0.2486, Forward time: 2.2681, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 7.3397 [2020-11-12 22:59:11,486][root][INFO] - ===> Epoch[242](6274/26): Loss -0.6187, Sem 0.1340, dir -0.9557, norm 0.2029, swav 0.0000 LR: 7.126e-02 Score 95.591 Data time: 0.2311, Forward time: 2.2682, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.7913 [2020-11-12 22:59:18,113][root][INFO] - ===> Epoch[242](6275/26): Loss -0.6441, Sem 0.1290, dir -0.9515, norm 0.1784, swav 0.0000 LR: 7.126e-02 Score 95.681 Data time: 0.1889, Forward time: 2.2681, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 6.5247 [2020-11-12 22:59:23,238][root][INFO] - ===> Epoch[242](6276/26): Loss -0.6226, Sem 0.1560, dir -0.9564, norm 0.1778, swav 0.0000 LR: 7.125e-02 Score 94.865 Data time: 0.1811, Forward time: 2.2681, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.0213 [2020-11-12 22:59:30,639][root][INFO] - ===> Epoch[242](6277/26): Loss -0.5982, Sem 0.1514, dir -0.9502, norm 0.2007, swav 0.0000 LR: 7.125e-02 Score 95.134 Data time: 0.1973, Forward time: 2.2680, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 7.2897 [2020-11-12 22:59:35,769][root][INFO] - ===> Epoch[242](6278/26): Loss -0.6480, Sem 0.1319, dir -0.9526, norm 0.1726, swav 0.0000 LR: 7.125e-02 Score 95.592 Data time: 0.1758, Forward time: 2.2680, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 4.9956 [2020-11-12 22:59:40,970][root][INFO] - ===> Epoch[242](6279/26): Loss -0.6383, Sem 0.1263, dir -0.9584, norm 0.1939, swav 0.0000 LR: 7.124e-02 Score 95.696 Data time: 0.2469, Forward time: 2.2680, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.1256 [2020-11-12 22:59:47,452][root][INFO] - ===> Epoch[242](6280/26): Loss -0.6765, Sem 0.1108, dir -0.9558, norm 0.1685, swav 0.0000 LR: 7.124e-02 Score 96.409 Data time: 0.2240, Forward time: 2.2680, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 6.3412 [2020-11-12 22:59:52,981][root][INFO] - ===> Epoch[242](6281/26): Loss -0.6015, Sem 0.1503, dir -0.9550, norm 0.2031, swav 0.0000 LR: 7.123e-02 Score 94.941 Data time: 0.2421, Forward time: 2.2681, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.4173 [2020-11-12 22:59:57,652][root][INFO] - ===> Epoch[242](6282/26): Loss -0.6118, Sem 0.1356, dir -0.9468, norm 0.1994, swav 0.0000 LR: 7.123e-02 Score 95.552 Data time: 0.1287, Forward time: 2.2680, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 4.5488 [2020-11-12 23:00:03,199][root][INFO] - ===> Epoch[242](6283/26): Loss -0.6398, Sem 0.1236, dir -0.9561, norm 0.1926, swav 0.0000 LR: 7.122e-02 Score 96.114 Data time: 0.1601, Forward time: 2.2679, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.4946 [2020-11-12 23:00:08,204][root][INFO] - ===> Epoch[242](6284/26): Loss -0.5716, Sem 0.1504, dir -0.9486, norm 0.2267, swav 0.0000 LR: 7.122e-02 Score 95.008 Data time: 0.1743, Forward time: 2.2679, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 4.9535 [2020-11-12 23:00:12,748][root][INFO] - ===> Epoch[242](6285/26): Loss -0.6258, Sem 0.1473, dir -0.9546, norm 0.1816, swav 0.0000 LR: 7.121e-02 Score 95.128 Data time: 0.1629, Forward time: 2.2678, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 4.4673 [2020-11-12 23:00:19,157][root][INFO] - ===> Epoch[242](6286/26): Loss -0.6151, Sem 0.1437, dir -0.9511, norm 0.1923, swav 0.0000 LR: 7.121e-02 Score 95.287 Data time: 0.2065, Forward time: 2.2678, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 6.3444 [2020-11-12 23:00:24,195][root][INFO] - ===> Epoch[242](6287/26): Loss -0.6221, Sem 0.1502, dir -0.9554, norm 0.1831, swav 0.0000 LR: 7.120e-02 Score 94.906 Data time: 0.1796, Forward time: 2.2678, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 4.9106 [2020-11-12 23:00:29,814][root][INFO] - ===> Epoch[242](6288/26): Loss -0.6445, Sem 0.1235, dir -0.9562, norm 0.1882, swav 0.0000 LR: 7.120e-02 Score 95.771 Data time: 0.1986, Forward time: 2.2677, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.4948 [2020-11-12 23:00:36,770][root][INFO] - ===> Epoch[242](6289/26): Loss -0.6311, Sem 0.1331, dir -0.9538, norm 0.1896, swav 0.0000 LR: 7.119e-02 Score 95.537 Data time: 0.1545, Forward time: 2.2676, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 6.8492 [2020-11-12 23:00:42,099][root][INFO] - ===> Epoch[242](6290/26): Loss -0.5943, Sem 0.1459, dir -0.9516, norm 0.2113, swav 0.0000 LR: 7.119e-02 Score 95.335 Data time: 0.2132, Forward time: 2.2676, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.2479 [2020-11-12 23:00:48,464][root][INFO] - ===> Epoch[242](6291/26): Loss -0.6016, Sem 0.1326, dir -0.9492, norm 0.2149, swav 0.0000 LR: 7.118e-02 Score 95.648 Data time: 0.2339, Forward time: 2.2676, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 6.2661 [2020-11-12 23:00:53,889][root][INFO] - ===> Epoch[242](6292/26): Loss -0.6282, Sem 0.1374, dir -0.9546, norm 0.1890, swav 0.0000 LR: 7.118e-02 Score 95.461 Data time: 0.2437, Forward time: 2.2677, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.2813 [2020-11-12 23:00:59,653][root][INFO] - ===> Epoch[243](6293/26): Loss -0.6124, Sem 0.1550, dir -0.9508, norm 0.1834, swav 0.0000 LR: 7.118e-02 Score 94.820 Data time: 0.1961, Forward time: 2.2677, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.6664 [2020-11-12 23:01:06,056][root][INFO] - ===> Epoch[243](6294/26): Loss -0.6425, Sem 0.1042, dir -0.9549, norm 0.2081, swav 0.0000 LR: 7.117e-02 Score 96.609 Data time: 0.1682, Forward time: 2.2676, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 6.2966 [2020-11-12 23:01:11,273][root][INFO] - ===> Epoch[243](6295/26): Loss -0.6756, Sem 0.1122, dir -0.9604, norm 0.1727, swav 0.0000 LR: 7.117e-02 Score 96.130 Data time: 0.1624, Forward time: 2.2675, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.1332 [2020-11-12 23:01:16,163][root][INFO] - ===> Epoch[243](6296/26): Loss -0.6610, Sem 0.1265, dir -0.9581, norm 0.1705, swav 0.0000 LR: 7.116e-02 Score 95.676 Data time: 0.1813, Forward time: 2.2675, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 4.8046 [2020-11-12 23:01:21,556][root][INFO] - ===> Epoch[243](6297/26): Loss -0.6031, Sem 0.1446, dir -0.9536, norm 0.2058, swav 0.0000 LR: 7.116e-02 Score 95.288 Data time: 0.1901, Forward time: 2.2674, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.2996 [2020-11-12 23:01:26,397][root][INFO] - ===> Epoch[243](6298/26): Loss -0.5756, Sem 0.1657, dir -0.9416, norm 0.2003, swav 0.0000 LR: 7.115e-02 Score 94.651 Data time: 0.1554, Forward time: 2.2673, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 4.7211 [2020-11-12 23:01:32,499][root][INFO] - ===> Epoch[243](6299/26): Loss -0.6138, Sem 0.1458, dir -0.9533, norm 0.1938, swav 0.0000 LR: 7.115e-02 Score 95.196 Data time: 0.2616, Forward time: 2.2674, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 6.0250 [2020-11-12 23:01:37,712][root][INFO] - ===> Epoch[243](6300/26): Loss -0.6316, Sem 0.1461, dir -0.9559, norm 0.1781, swav 0.0000 LR: 7.114e-02 Score 94.973 Data time: 0.1795, Forward time: 2.2673, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.0755 [2020-11-12 23:01:43,029][root][INFO] - ===> Epoch[243](6301/26): Loss -0.5813, Sem 0.1566, dir -0.9442, norm 0.2063, swav 0.0000 LR: 7.114e-02 Score 95.098 Data time: 0.2176, Forward time: 2.2674, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.2370 [2020-11-12 23:01:50,233][root][INFO] - ===> Epoch[243](6302/26): Loss -0.5652, Sem 0.1668, dir -0.9520, norm 0.2200, swav 0.0000 LR: 7.113e-02 Score 94.603 Data time: 0.2637, Forward time: 2.2674, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 7.0717 [2020-11-12 23:01:55,253][root][INFO] - ===> Epoch[243](6303/26): Loss -0.5890, Sem 0.1630, dir -0.9540, norm 0.2020, swav 0.0000 LR: 7.113e-02 Score 94.635 Data time: 0.1838, Forward time: 2.2674, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 4.8924 [2020-11-12 23:02:02,015][root][INFO] - ===> Epoch[243](6304/26): Loss -0.5976, Sem 0.1377, dir -0.9499, norm 0.2147, swav 0.0000 LR: 7.112e-02 Score 95.479 Data time: 0.2179, Forward time: 2.2674, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 6.6647 [2020-11-12 23:02:07,236][root][INFO] - ===> Epoch[243](6305/26): Loss -0.5991, Sem 0.1325, dir -0.9451, norm 0.2134, swav 0.0000 LR: 7.112e-02 Score 95.655 Data time: 0.2182, Forward time: 2.2674, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.1092 [2020-11-12 23:02:13,014][root][INFO] - ===> Epoch[243](6306/26): Loss -0.5337, Sem 0.1729, dir -0.9417, norm 0.2351, swav 0.0000 LR: 7.111e-02 Score 94.069 Data time: 0.1772, Forward time: 2.2673, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.6604 [2020-11-12 23:02:18,305][root][INFO] - ===> Epoch[243](6307/26): Loss -0.6169, Sem 0.1429, dir -0.9532, norm 0.1934, swav 0.0000 LR: 7.111e-02 Score 95.235 Data time: 0.1897, Forward time: 2.2673, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.2093 [2020-11-12 23:02:24,222][root][INFO] - ===> Epoch[243](6308/26): Loss -0.6189, Sem 0.1347, dir -0.9522, norm 0.1986, swav 0.0000 LR: 7.111e-02 Score 95.563 Data time: 0.2067, Forward time: 2.2673, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.8128 [2020-11-12 23:02:30,668][root][INFO] - ===> Epoch[243](6309/26): Loss -0.6333, Sem 0.1380, dir -0.9582, norm 0.1868, swav 0.0000 LR: 7.110e-02 Score 95.245 Data time: 0.2210, Forward time: 2.2673, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 6.3429 [2020-11-12 23:02:37,043][root][INFO] - ===> Epoch[243](6310/26): Loss -0.6102, Sem 0.1447, dir -0.9536, norm 0.1987, swav 0.0000 LR: 7.110e-02 Score 95.199 Data time: 0.1977, Forward time: 2.2673, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 6.2535 [2020-11-12 23:02:42,663][root][INFO] - ===> Epoch[243](6311/26): Loss -0.5946, Sem 0.1579, dir -0.9506, norm 0.1981, swav 0.0000 LR: 7.109e-02 Score 94.824 Data time: 0.2268, Forward time: 2.2673, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.5223 [2020-11-12 23:02:48,297][root][INFO] - ===> Epoch[243](6312/26): Loss -0.6220, Sem 0.1473, dir -0.9574, norm 0.1881, swav 0.0000 LR: 7.109e-02 Score 95.122 Data time: 0.2480, Forward time: 2.2674, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.5157 [2020-11-12 23:02:53,866][root][INFO] - ===> Epoch[243](6313/26): Loss -0.5822, Sem 0.1529, dir -0.9478, norm 0.2127, swav 0.0000 LR: 7.108e-02 Score 94.779 Data time: 0.1298, Forward time: 2.2672, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.4543 [2020-11-12 23:03:00,319][root][INFO] - ===> Epoch[243](6314/26): Loss -0.5906, Sem 0.1619, dir -0.9500, norm 0.1975, swav 0.0000 LR: 7.108e-02 Score 94.605 Data time: 0.2059, Forward time: 2.2673, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.3925 [2020-11-12 23:03:06,967][root][INFO] - ===> Epoch[243](6315/26): Loss -0.6024, Sem 0.1631, dir -0.9518, norm 0.1863, swav 0.0000 LR: 7.107e-02 Score 94.943 Data time: 0.1936, Forward time: 2.2672, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.5405 [2020-11-12 23:03:13,040][root][INFO] - ===> Epoch[243](6316/26): Loss -0.5520, Sem 0.1560, dir -0.9435, norm 0.2355, swav 0.0000 LR: 7.107e-02 Score 94.511 Data time: 0.2007, Forward time: 2.2672, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.0005 [2020-11-12 23:03:19,900][root][INFO] - ===> Epoch[243](6317/26): Loss -0.6460, Sem 0.1142, dir -0.9511, norm 0.1909, swav 0.0000 LR: 7.106e-02 Score 96.178 Data time: 0.2079, Forward time: 2.2672, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.7432 [2020-11-12 23:03:26,273][root][INFO] - ===> Epoch[243](6318/26): Loss -0.6357, Sem 0.1325, dir -0.9568, norm 0.1885, swav 0.0000 LR: 7.106e-02 Score 95.386 Data time: 0.1984, Forward time: 2.2671, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 6.2955 [2020-11-12 23:03:32,445][root][INFO] - ===> Epoch[244](6319/26): Loss -0.6222, Sem 0.1366, dir -0.9523, norm 0.1935, swav 0.0000 LR: 7.105e-02 Score 95.454 Data time: 0.2518, Forward time: 2.2672, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 6.0963 [2020-11-12 23:03:37,442][root][INFO] - ===> Epoch[244](6320/26): Loss -0.6033, Sem 0.1530, dir -0.9562, norm 0.1999, swav 0.0000 LR: 7.105e-02 Score 94.817 Data time: 0.2181, Forward time: 2.2672, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.8739 [2020-11-12 23:03:43,312][root][INFO] - ===> Epoch[244](6321/26): Loss -0.6144, Sem 0.1353, dir -0.9510, norm 0.2014, swav 0.0000 LR: 7.104e-02 Score 95.177 Data time: 0.1481, Forward time: 2.2671, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.7748 [2020-11-12 23:03:48,511][root][INFO] - ===> Epoch[244](6322/26): Loss -0.6477, Sem 0.1242, dir -0.9556, norm 0.1837, swav 0.0000 LR: 7.104e-02 Score 95.840 Data time: 0.1762, Forward time: 2.2670, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.1129 [2020-11-12 23:03:53,281][root][INFO] - ===> Epoch[244](6323/26): Loss -0.6641, Sem 0.1265, dir -0.9603, norm 0.1697, swav 0.0000 LR: 7.104e-02 Score 95.752 Data time: 0.1682, Forward time: 2.2670, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.6758 [2020-11-12 23:03:58,605][root][INFO] - ===> Epoch[244](6324/26): Loss -0.6141, Sem 0.1367, dir -0.9517, norm 0.2008, swav 0.0000 LR: 7.103e-02 Score 95.671 Data time: 0.1943, Forward time: 2.2669, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.2371 [2020-11-12 23:04:03,885][root][INFO] - ===> Epoch[244](6325/26): Loss -0.6329, Sem 0.1283, dir -0.9531, norm 0.1920, swav 0.0000 LR: 7.103e-02 Score 95.857 Data time: 0.1963, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.1769 [2020-11-12 23:04:09,472][root][INFO] - ===> Epoch[244](6326/26): Loss -0.6339, Sem 0.1344, dir -0.9569, norm 0.1886, swav 0.0000 LR: 7.102e-02 Score 95.572 Data time: 0.1726, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.4774 [2020-11-12 23:04:14,298][root][INFO] - ===> Epoch[244](6327/26): Loss -0.6262, Sem 0.1553, dir -0.9585, norm 0.1771, swav 0.0000 LR: 7.102e-02 Score 95.194 Data time: 0.1978, Forward time: 2.2668, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 4.7039 [2020-11-12 23:04:19,036][root][INFO] - ===> Epoch[244](6328/26): Loss -0.6160, Sem 0.1665, dir -0.9591, norm 0.1766, swav 0.0000 LR: 7.101e-02 Score 94.985 Data time: 0.2149, Forward time: 2.2668, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 4.6246 [2020-11-12 23:04:24,902][root][INFO] - ===> Epoch[244](6329/26): Loss -0.6143, Sem 0.1369, dir -0.9531, norm 0.2019, swav 0.0000 LR: 7.101e-02 Score 95.729 Data time: 0.2056, Forward time: 2.2668, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.7380 [2020-11-12 23:04:31,819][root][INFO] - ===> Epoch[244](6330/26): Loss -0.5696, Sem 0.1558, dir -0.9504, norm 0.2250, swav 0.0000 LR: 7.100e-02 Score 94.851 Data time: 0.2247, Forward time: 2.2668, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.7959 [2020-11-12 23:04:37,594][root][INFO] - ===> Epoch[244](6331/26): Loss -0.5597, Sem 0.1874, dir -0.9513, norm 0.2042, swav 0.0000 LR: 7.100e-02 Score 93.485 Data time: 0.2606, Forward time: 2.2669, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.6414 [2020-11-12 23:04:44,276][root][INFO] - ===> Epoch[244](6332/26): Loss -0.6269, Sem 0.1425, dir -0.9546, norm 0.1853, swav 0.0000 LR: 7.099e-02 Score 95.161 Data time: 0.1877, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 6.5496 [2020-11-12 23:04:50,611][root][INFO] - ===> Epoch[244](6333/26): Loss -0.5962, Sem 0.1692, dir -0.9562, norm 0.1908, swav 0.0000 LR: 7.099e-02 Score 94.745 Data time: 0.2147, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 6.2293 [2020-11-12 23:04:56,868][root][INFO] - ===> Epoch[244](6334/26): Loss -0.6185, Sem 0.1553, dir -0.9570, norm 0.1832, swav 0.0000 LR: 7.098e-02 Score 94.705 Data time: 0.1616, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 6.1294 [2020-11-12 23:05:02,533][root][INFO] - ===> Epoch[244](6335/26): Loss -0.6079, Sem 0.1656, dir -0.9558, norm 0.1823, swav 0.0000 LR: 7.098e-02 Score 95.047 Data time: 0.2665, Forward time: 2.2669, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.5961 [2020-11-12 23:05:07,470][root][INFO] - ===> Epoch[244](6336/26): Loss -0.6492, Sem 0.1335, dir -0.9542, norm 0.1714, swav 0.0000 LR: 7.097e-02 Score 95.485 Data time: 0.1729, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 4.8207 [2020-11-12 23:05:12,454][root][INFO] - ===> Epoch[244](6337/26): Loss -0.5540, Sem 0.1932, dir -0.9526, norm 0.2053, swav 0.0000 LR: 7.097e-02 Score 93.828 Data time: 0.2264, Forward time: 2.2670, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 4.8941 [2020-11-12 23:05:17,750][root][INFO] - ===> Epoch[244](6338/26): Loss -0.5605, Sem 0.1707, dir -0.9443, norm 0.2131, swav 0.0000 LR: 7.097e-02 Score 94.353 Data time: 0.2240, Forward time: 2.2670, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.1650 [2020-11-12 23:05:24,705][root][INFO] - ===> Epoch[244](6339/26): Loss -0.6306, Sem 0.1474, dir -0.9580, norm 0.1801, swav 0.0000 LR: 7.096e-02 Score 94.885 Data time: 0.2167, Forward time: 2.2670, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.8541 [2020-11-12 23:05:30,613][root][INFO] - ===> Epoch[244](6340/26): Loss -0.6164, Sem 0.1562, dir -0.9550, norm 0.1824, swav 0.0000 LR: 7.096e-02 Score 94.872 Data time: 0.1825, Forward time: 2.2670, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.7900 [2020-11-12 23:05:37,432][root][INFO] - ===> Epoch[244](6341/26): Loss -0.6032, Sem 0.1511, dir -0.9515, norm 0.1972, swav 0.0000 LR: 7.095e-02 Score 94.947 Data time: 0.1661, Forward time: 2.2669, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.7056 [2020-11-12 23:05:44,763][root][INFO] - ===> Epoch[244](6342/26): Loss -0.5577, Sem 0.1724, dir -0.9495, norm 0.2194, swav 0.0000 LR: 7.095e-02 Score 94.383 Data time: 0.1637, Forward time: 2.2668, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 7.2463 [2020-11-12 23:05:50,321][root][INFO] - ===> Epoch[244](6343/26): Loss -0.6107, Sem 0.1481, dir -0.9446, norm 0.1858, swav 0.0000 LR: 7.094e-02 Score 95.285 Data time: 0.1801, Forward time: 2.2668, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 5.4633 [2020-11-12 23:05:56,952][root][INFO] - ===> Epoch[244](6344/26): Loss -0.6027, Sem 0.1472, dir -0.9523, norm 0.2024, swav 0.0000 LR: 7.094e-02 Score 95.000 Data time: 0.2075, Forward time: 2.2668, Backward time: 3.1295, DDP time: 0.0042, Total iter time: 6.5217 [2020-11-12 23:06:01,539][root][INFO] - ===> Epoch[245](6345/26): Loss -0.6422, Sem 0.1315, dir -0.9576, norm 0.1838, swav 0.0000 LR: 7.093e-02 Score 95.722 Data time: 0.1754, Forward time: 2.2667, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 4.4621 [2020-11-12 23:06:07,602][root][INFO] - ===> Epoch[245](6346/26): Loss -0.6295, Sem 0.1290, dir -0.9513, norm 0.1927, swav 0.0000 LR: 7.093e-02 Score 95.832 Data time: 0.2286, Forward time: 2.2668, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 5.9680 [2020-11-12 23:06:12,625][root][INFO] - ===> Epoch[245](6347/26): Loss -0.5746, Sem 0.1596, dir -0.9482, norm 0.2140, swav 0.0000 LR: 7.092e-02 Score 94.536 Data time: 0.2011, Forward time: 2.2668, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 4.9140 [2020-11-12 23:06:19,745][root][INFO] - ===> Epoch[245](6348/26): Loss -0.6460, Sem 0.1277, dir -0.9567, norm 0.1830, swav 0.0000 LR: 7.092e-02 Score 95.735 Data time: 0.2570, Forward time: 2.2668, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 7.0095 [2020-11-12 23:06:25,549][root][INFO] - ===> Epoch[245](6349/26): Loss -0.6120, Sem 0.1542, dir -0.9478, norm 0.1815, swav 0.0000 LR: 7.091e-02 Score 95.032 Data time: 0.2731, Forward time: 2.2669, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 5.6597 [2020-11-12 23:06:31,105][root][INFO] - ===> Epoch[245](6350/26): Loss -0.6024, Sem 0.1542, dir -0.9515, norm 0.1950, swav 0.0000 LR: 7.091e-02 Score 94.819 Data time: 0.2209, Forward time: 2.2670, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.4260 [2020-11-12 23:06:36,206][root][INFO] - ===> Epoch[245](6351/26): Loss -0.6484, Sem 0.1279, dir -0.9589, norm 0.1826, swav 0.0000 LR: 7.090e-02 Score 95.823 Data time: 0.1835, Forward time: 2.2669, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 4.9941 [2020-11-12 23:06:41,785][root][INFO] - ===> Epoch[245](6352/26): Loss -0.6237, Sem 0.1677, dir -0.9658, norm 0.1745, swav 0.0000 LR: 7.090e-02 Score 94.655 Data time: 0.2125, Forward time: 2.2669, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.4950 [2020-11-12 23:06:47,848][root][INFO] - ===> Epoch[245](6353/26): Loss -0.6047, Sem 0.1481, dir -0.9542, norm 0.2014, swav 0.0000 LR: 7.089e-02 Score 94.976 Data time: 0.1774, Forward time: 2.2669, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.9543 [2020-11-12 23:06:53,048][root][INFO] - ===> Epoch[245](6354/26): Loss -0.5781, Sem 0.1612, dir -0.9476, norm 0.2083, swav 0.0000 LR: 7.089e-02 Score 94.784 Data time: 0.1336, Forward time: 2.2668, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.1002 [2020-11-12 23:06:58,540][root][INFO] - ===> Epoch[245](6355/26): Loss -0.6453, Sem 0.1450, dir -0.9613, norm 0.1710, swav 0.0000 LR: 7.089e-02 Score 95.467 Data time: 0.1939, Forward time: 2.2667, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.4273 [2020-11-12 23:07:03,687][root][INFO] - ===> Epoch[245](6356/26): Loss -0.6366, Sem 0.1334, dir -0.9560, norm 0.1860, swav 0.0000 LR: 7.088e-02 Score 95.610 Data time: 0.1745, Forward time: 2.2667, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.0358 [2020-11-12 23:07:08,236][root][INFO] - ===> Epoch[245](6357/26): Loss -0.6206, Sem 0.1296, dir -0.9529, norm 0.2027, swav 0.0000 LR: 7.088e-02 Score 95.654 Data time: 0.1914, Forward time: 2.2666, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.4614 [2020-11-12 23:07:14,878][root][INFO] - ===> Epoch[245](6358/26): Loss -0.6618, Sem 0.1231, dir -0.9588, norm 0.1740, swav 0.0000 LR: 7.087e-02 Score 96.047 Data time: 0.2833, Forward time: 2.2668, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.5436 [2020-11-12 23:07:20,822][root][INFO] - ===> Epoch[245](6359/26): Loss -0.6366, Sem 0.1402, dir -0.9540, norm 0.1772, swav 0.0000 LR: 7.087e-02 Score 95.535 Data time: 0.1536, Forward time: 2.2667, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.7991 [2020-11-12 23:07:27,446][root][INFO] - ===> Epoch[245](6360/26): Loss -0.5962, Sem 0.1550, dir -0.9468, norm 0.1957, swav 0.0000 LR: 7.086e-02 Score 94.748 Data time: 0.3014, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 6.5482 [2020-11-12 23:07:32,299][root][INFO] - ===> Epoch[245](6361/26): Loss -0.6190, Sem 0.1432, dir -0.9589, norm 0.1967, swav 0.0000 LR: 7.086e-02 Score 95.253 Data time: 0.1934, Forward time: 2.2668, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.7294 [2020-11-12 23:07:37,625][root][INFO] - ===> Epoch[245](6362/26): Loss -0.5498, Sem 0.1610, dir -0.9488, norm 0.2381, swav 0.0000 LR: 7.085e-02 Score 94.463 Data time: 0.1593, Forward time: 2.2667, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.2446 [2020-11-12 23:07:42,774][root][INFO] - ===> Epoch[245](6363/26): Loss -0.6387, Sem 0.1332, dir -0.9541, norm 0.1822, swav 0.0000 LR: 7.085e-02 Score 95.962 Data time: 0.2358, Forward time: 2.2668, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.0749 [2020-11-12 23:07:48,069][root][INFO] - ===> Epoch[245](6364/26): Loss -0.6290, Sem 0.1413, dir -0.9561, norm 0.1858, swav 0.0000 LR: 7.084e-02 Score 95.460 Data time: 0.1685, Forward time: 2.2667, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.1903 [2020-11-12 23:07:55,028][root][INFO] - ===> Epoch[245](6365/26): Loss -0.6436, Sem 0.1373, dir -0.9577, norm 0.1768, swav 0.0000 LR: 7.084e-02 Score 95.513 Data time: 0.1695, Forward time: 2.2666, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 6.8626 [2020-11-12 23:08:00,659][root][INFO] - ===> Epoch[245](6366/26): Loss -0.6076, Sem 0.1436, dir -0.9514, norm 0.2002, swav 0.0000 LR: 7.083e-02 Score 95.112 Data time: 0.2014, Forward time: 2.2666, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.5348 [2020-11-12 23:08:06,713][root][INFO] - ===> Epoch[245](6367/26): Loss -0.6004, Sem 0.1473, dir -0.9587, norm 0.2111, swav 0.0000 LR: 7.083e-02 Score 95.084 Data time: 0.2509, Forward time: 2.2667, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.9538 [2020-11-12 23:08:12,089][root][INFO] - ===> Epoch[245](6368/26): Loss -0.5689, Sem 0.1795, dir -0.9510, norm 0.2026, swav 0.0000 LR: 7.082e-02 Score 94.240 Data time: 0.2623, Forward time: 2.2667, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.2531 [2020-11-12 23:08:18,302][root][INFO] - ===> Epoch[245](6369/26): Loss -0.6226, Sem 0.1496, dir -0.9537, norm 0.1814, swav 0.0000 LR: 7.082e-02 Score 95.109 Data time: 0.2049, Forward time: 2.2667, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.1058 [2020-11-12 23:08:25,447][root][INFO] - ===> Epoch[245](6370/26): Loss -0.6447, Sem 0.1441, dir -0.9572, norm 0.1684, swav 0.0000 LR: 7.082e-02 Score 95.418 Data time: 0.2541, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 7.0470 [2020-11-12 23:08:31,450][root][INFO] - ===> Epoch[246](6371/26): Loss -0.5977, Sem 0.1429, dir -0.9520, norm 0.2114, swav 0.0000 LR: 7.081e-02 Score 95.413 Data time: 0.2197, Forward time: 2.2669, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.8745 [2020-11-12 23:08:36,310][root][INFO] - ===> Epoch[246](6372/26): Loss -0.6267, Sem 0.1540, dir -0.9592, norm 0.1785, swav 0.0000 LR: 7.081e-02 Score 94.929 Data time: 0.1469, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 4.7482 [2020-11-12 23:08:42,448][root][INFO] - ===> Epoch[246](6373/26): Loss -0.5722, Sem 0.1540, dir -0.9523, norm 0.2260, swav 0.0000 LR: 7.080e-02 Score 94.828 Data time: 0.1574, Forward time: 2.2667, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 6.0639 [2020-11-12 23:08:49,435][root][INFO] - ===> Epoch[246](6374/26): Loss -0.6371, Sem 0.1280, dir -0.9588, norm 0.1937, swav 0.0000 LR: 7.080e-02 Score 95.836 Data time: 0.1997, Forward time: 2.2666, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 6.8903 [2020-11-12 23:08:56,311][root][INFO] - ===> Epoch[246](6375/26): Loss -0.6005, Sem 0.1535, dir -0.9525, norm 0.1985, swav 0.0000 LR: 7.079e-02 Score 94.857 Data time: 0.2087, Forward time: 2.2666, Backward time: 3.1296, DDP time: 0.0042, Total iter time: 6.7635 [2020-11-12 23:09:01,107][root][INFO] - ===> Epoch[246](6376/26): Loss -0.6252, Sem 0.1406, dir -0.9498, norm 0.1840, swav 0.0000 LR: 7.079e-02 Score 95.327 Data time: 0.2311, Forward time: 2.2667, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 4.6811 [2020-11-12 23:09:07,100][root][INFO] - ===> Epoch[246](6377/26): Loss -0.5976, Sem 0.1610, dir -0.9478, norm 0.1892, swav 0.0000 LR: 7.078e-02 Score 94.503 Data time: 0.2924, Forward time: 2.2668, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 5.8727 [2020-11-12 23:09:12,580][root][INFO] - ===> Epoch[246](6378/26): Loss -0.6276, Sem 0.1400, dir -0.9589, norm 0.1913, swav 0.0000 LR: 7.078e-02 Score 95.381 Data time: 0.2976, Forward time: 2.2669, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.3494 [2020-11-12 23:09:17,513][root][INFO] - ===> Epoch[246](6379/26): Loss -0.5966, Sem 0.1396, dir -0.9529, norm 0.2167, swav 0.0000 LR: 7.077e-02 Score 95.413 Data time: 0.2165, Forward time: 2.2669, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.8083 [2020-11-12 23:09:23,055][root][INFO] - ===> Epoch[246](6380/26): Loss -0.6429, Sem 0.1269, dir -0.9576, norm 0.1878, swav 0.0000 LR: 7.077e-02 Score 95.620 Data time: 0.1590, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.4286 [2020-11-12 23:09:28,735][root][INFO] - ===> Epoch[246](6381/26): Loss -0.6352, Sem 0.1269, dir -0.9526, norm 0.1904, swav 0.0000 LR: 7.076e-02 Score 95.801 Data time: 0.2421, Forward time: 2.2669, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.5923 [2020-11-12 23:09:34,679][root][INFO] - ===> Epoch[246](6382/26): Loss -0.5839, Sem 0.1451, dir -0.9467, norm 0.2177, swav 0.0000 LR: 7.076e-02 Score 95.260 Data time: 0.2064, Forward time: 2.2669, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.8305 [2020-11-12 23:09:39,966][root][INFO] - ===> Epoch[246](6383/26): Loss -0.5990, Sem 0.1524, dir -0.9490, norm 0.1977, swav 0.0000 LR: 7.075e-02 Score 94.910 Data time: 0.2438, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.1791 [2020-11-12 23:09:46,528][root][INFO] - ===> Epoch[246](6384/26): Loss -0.6311, Sem 0.1407, dir -0.9568, norm 0.1850, swav 0.0000 LR: 7.075e-02 Score 95.649 Data time: 0.2187, Forward time: 2.2670, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.4428 [2020-11-12 23:09:52,591][root][INFO] - ===> Epoch[246](6385/26): Loss -0.6323, Sem 0.1365, dir -0.9511, norm 0.1823, swav 0.0000 LR: 7.075e-02 Score 95.409 Data time: 0.2774, Forward time: 2.2671, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.9570 [2020-11-12 23:09:58,322][root][INFO] - ===> Epoch[246](6386/26): Loss -0.6118, Sem 0.1469, dir -0.9567, norm 0.1980, swav 0.0000 LR: 7.074e-02 Score 95.302 Data time: 0.1246, Forward time: 2.2670, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.6096 [2020-11-12 23:10:04,069][root][INFO] - ===> Epoch[246](6387/26): Loss -0.6154, Sem 0.1504, dir -0.9589, norm 0.1931, swav 0.0000 LR: 7.074e-02 Score 94.862 Data time: 0.2070, Forward time: 2.2669, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.6781 [2020-11-12 23:10:09,561][root][INFO] - ===> Epoch[246](6388/26): Loss -0.6428, Sem 0.1286, dir -0.9555, norm 0.1842, swav 0.0000 LR: 7.073e-02 Score 95.746 Data time: 0.2273, Forward time: 2.2670, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.3806 [2020-11-12 23:10:14,923][root][INFO] - ===> Epoch[246](6389/26): Loss -0.6287, Sem 0.1465, dir -0.9594, norm 0.1842, swav 0.0000 LR: 7.073e-02 Score 94.990 Data time: 0.2461, Forward time: 2.2670, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.2355 [2020-11-12 23:10:20,861][root][INFO] - ===> Epoch[246](6390/26): Loss -0.6507, Sem 0.1301, dir -0.9577, norm 0.1768, swav 0.0000 LR: 7.072e-02 Score 95.875 Data time: 0.2200, Forward time: 2.2670, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.8354 [2020-11-12 23:10:26,554][root][INFO] - ===> Epoch[246](6391/26): Loss -0.6205, Sem 0.1410, dir -0.9541, norm 0.1926, swav 0.0000 LR: 7.072e-02 Score 95.385 Data time: 0.2108, Forward time: 2.2670, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.5922 [2020-11-12 23:10:32,224][root][INFO] - ===> Epoch[246](6392/26): Loss -0.5931, Sem 0.1459, dir -0.9481, norm 0.2092, swav 0.0000 LR: 7.071e-02 Score 95.158 Data time: 0.2185, Forward time: 2.2670, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.5746 [2020-11-12 23:10:38,862][root][INFO] - ===> Epoch[246](6393/26): Loss -0.5770, Sem 0.1650, dir -0.9448, norm 0.2028, swav 0.0000 LR: 7.071e-02 Score 94.651 Data time: 0.3176, Forward time: 2.2672, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.5072 [2020-11-12 23:10:43,803][root][INFO] - ===> Epoch[246](6394/26): Loss -0.6289, Sem 0.1359, dir -0.9534, norm 0.1886, swav 0.0000 LR: 7.070e-02 Score 95.450 Data time: 0.1898, Forward time: 2.2672, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 4.7951 [2020-11-12 23:10:48,368][root][INFO] - ===> Epoch[246](6395/26): Loss -0.6058, Sem 0.1404, dir -0.9474, norm 0.2012, swav 0.0000 LR: 7.070e-02 Score 95.289 Data time: 0.1727, Forward time: 2.2671, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 4.4585 [2020-11-12 23:10:53,876][root][INFO] - ===> Epoch[246](6396/26): Loss -0.6126, Sem 0.1362, dir -0.9554, norm 0.2067, swav 0.0000 LR: 7.069e-02 Score 95.476 Data time: 0.2001, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.4082 [2020-11-12 23:10:59,057][root][INFO] - ===> Epoch[247](6397/26): Loss -0.6661, Sem 0.1179, dir -0.9549, norm 0.1709, swav 0.0000 LR: 7.069e-02 Score 96.014 Data time: 0.2234, Forward time: 2.2671, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.1009 [2020-11-12 23:11:04,891][root][INFO] - ===> Epoch[247](6398/26): Loss -0.6258, Sem 0.1359, dir -0.9564, norm 0.1947, swav 0.0000 LR: 7.068e-02 Score 95.588 Data time: 0.2061, Forward time: 2.2671, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.7072 [2020-11-12 23:11:11,192][root][INFO] - ===> Epoch[247](6399/26): Loss -0.6667, Sem 0.1245, dir -0.9534, norm 0.1622, swav 0.0000 LR: 7.068e-02 Score 95.989 Data time: 0.2015, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.1856 [2020-11-12 23:11:16,153][root][INFO] - ===> Epoch[247](6400/26): Loss -0.6225, Sem 0.1362, dir -0.9567, norm 0.1981, swav 0.0000 LR: 7.068e-02 Score 95.433 Data time: 0.2020, Forward time: 2.2670, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 4.8912 [2020-11-12 23:11:21,860][root][INFO] - ===> Epoch[247](6401/26): Loss -0.6401, Sem 0.1361, dir -0.9560, norm 0.1798, swav 0.0000 LR: 7.067e-02 Score 95.442 Data time: 0.2550, Forward time: 2.2671, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.6275 [2020-11-12 23:11:28,374][root][INFO] - ===> Epoch[247](6402/26): Loss -0.5899, Sem 0.1546, dir -0.9443, norm 0.1999, swav 0.0000 LR: 7.067e-02 Score 94.673 Data time: 0.1801, Forward time: 2.2671, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 6.3835 [2020-11-12 23:11:33,948][root][INFO] - ===> Epoch[247](6403/26): Loss -0.6160, Sem 0.1392, dir -0.9517, norm 0.1966, swav 0.0000 LR: 7.066e-02 Score 95.291 Data time: 0.1665, Forward time: 2.2670, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.4786 [2020-11-12 23:11:40,260][root][INFO] - ===> Epoch[247](6404/26): Loss -0.6589, Sem 0.1282, dir -0.9643, norm 0.1771, swav 0.0000 LR: 7.066e-02 Score 95.747 Data time: 0.2396, Forward time: 2.2669, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 6.2472 [2020-11-12 23:11:46,144][root][INFO] - ===> Epoch[247](6405/26): Loss -0.6859, Sem 0.1132, dir -0.9635, norm 0.1644, swav 0.0000 LR: 7.065e-02 Score 96.096 Data time: 0.2630, Forward time: 2.2670, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.8179 [2020-11-12 23:11:50,994][root][INFO] - ===> Epoch[247](6406/26): Loss -0.6043, Sem 0.1536, dir -0.9546, norm 0.1968, swav 0.0000 LR: 7.065e-02 Score 94.997 Data time: 0.1565, Forward time: 2.2669, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 4.7283 [2020-11-12 23:11:57,012][root][INFO] - ===> Epoch[247](6407/26): Loss -0.6008, Sem 0.1329, dir -0.9538, norm 0.2201, swav 0.0000 LR: 7.064e-02 Score 95.505 Data time: 0.2020, Forward time: 2.2669, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.9262 [2020-11-12 23:12:03,141][root][INFO] - ===> Epoch[247](6408/26): Loss -0.6096, Sem 0.1530, dir -0.9539, norm 0.1912, swav 0.0000 LR: 7.064e-02 Score 94.911 Data time: 0.1582, Forward time: 2.2668, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.0247 [2020-11-12 23:12:10,193][root][INFO] - ===> Epoch[247](6409/26): Loss -0.6479, Sem 0.1292, dir -0.9572, norm 0.1801, swav 0.0000 LR: 7.063e-02 Score 95.683 Data time: 0.2047, Forward time: 2.2668, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.9802 [2020-11-12 23:12:16,185][root][INFO] - ===> Epoch[247](6410/26): Loss -0.6349, Sem 0.1294, dir -0.9560, norm 0.1916, swav 0.0000 LR: 7.063e-02 Score 95.770 Data time: 0.2173, Forward time: 2.2669, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.8800 [2020-11-12 23:12:21,399][root][INFO] - ===> Epoch[247](6411/26): Loss -0.5978, Sem 0.1522, dir -0.9544, norm 0.2044, swav 0.0000 LR: 7.062e-02 Score 94.852 Data time: 0.2123, Forward time: 2.2669, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.1242 [2020-11-12 23:12:27,765][root][INFO] - ===> Epoch[247](6412/26): Loss -0.6380, Sem 0.1393, dir -0.9567, norm 0.1794, swav 0.0000 LR: 7.062e-02 Score 95.404 Data time: 0.1446, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 6.2668 [2020-11-12 23:12:33,696][root][INFO] - ===> Epoch[247](6413/26): Loss -0.6475, Sem 0.1308, dir -0.9560, norm 0.1777, swav 0.0000 LR: 7.061e-02 Score 95.551 Data time: 0.2076, Forward time: 2.2667, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.8504 [2020-11-12 23:12:40,084][root][INFO] - ===> Epoch[247](6414/26): Loss -0.6725, Sem 0.1012, dir -0.9580, norm 0.1843, swav 0.0000 LR: 7.061e-02 Score 96.672 Data time: 0.2043, Forward time: 2.2667, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 6.2876 [2020-11-12 23:12:46,123][root][INFO] - ===> Epoch[247](6415/26): Loss -0.6314, Sem 0.1354, dir -0.9538, norm 0.1870, swav 0.0000 LR: 7.061e-02 Score 95.320 Data time: 0.1980, Forward time: 2.2668, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.9327 [2020-11-12 23:12:51,797][root][INFO] - ===> Epoch[247](6416/26): Loss -0.6012, Sem 0.1516, dir -0.9541, norm 0.2013, swav 0.0000 LR: 7.060e-02 Score 94.867 Data time: 0.2204, Forward time: 2.2668, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.5462 [2020-11-12 23:12:56,945][root][INFO] - ===> Epoch[247](6417/26): Loss -0.6243, Sem 0.1286, dir -0.9543, norm 0.2014, swav 0.0000 LR: 7.060e-02 Score 95.558 Data time: 0.2298, Forward time: 2.2668, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.0164 [2020-11-12 23:13:02,802][root][INFO] - ===> Epoch[247](6418/26): Loss -0.6042, Sem 0.1324, dir -0.9501, norm 0.2135, swav 0.0000 LR: 7.059e-02 Score 95.477 Data time: 0.1750, Forward time: 2.2668, Backward time: 3.1291, DDP time: 0.0042, Total iter time: 5.7363 [2020-11-12 23:13:07,221][root][INFO] - ===> Epoch[247](6419/26): Loss -0.6356, Sem 0.1387, dir -0.9555, norm 0.1811, swav 0.0000 LR: 7.059e-02 Score 95.374 Data time: 0.1410, Forward time: 2.2667, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.3311 [2020-11-12 23:13:11,634][root][INFO] - ===> Epoch[247](6420/26): Loss -0.6404, Sem 0.1242, dir -0.9590, norm 0.1944, swav 0.0000 LR: 7.058e-02 Score 95.838 Data time: 0.1740, Forward time: 2.2666, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 4.3382 [2020-11-12 23:13:17,414][root][INFO] - ===> Epoch[247](6421/26): Loss -0.6483, Sem 0.1320, dir -0.9622, norm 0.1819, swav 0.0000 LR: 7.058e-02 Score 95.596 Data time: 0.1817, Forward time: 2.2665, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.7051 [2020-11-12 23:13:23,627][root][INFO] - ===> Epoch[247](6422/26): Loss -0.6373, Sem 0.1326, dir -0.9541, norm 0.1842, swav 0.0000 LR: 7.057e-02 Score 95.471 Data time: 0.1947, Forward time: 2.2665, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 6.1078 [2020-11-12 23:13:28,483][root][INFO] - ===> Epoch[248](6423/26): Loss -0.6389, Sem 0.1290, dir -0.9557, norm 0.1878, swav 0.0000 LR: 7.057e-02 Score 95.680 Data time: 0.1506, Forward time: 2.2664, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 4.7433 [2020-11-12 23:13:33,725][root][INFO] - ===> Epoch[248](6424/26): Loss -0.6326, Sem 0.1352, dir -0.9555, norm 0.1877, swav 0.0000 LR: 7.056e-02 Score 95.500 Data time: 0.1822, Forward time: 2.2664, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.1652 [2020-11-12 23:13:39,596][root][INFO] - ===> Epoch[248](6425/26): Loss -0.6218, Sem 0.1378, dir -0.9563, norm 0.1966, swav 0.0000 LR: 7.056e-02 Score 95.152 Data time: 0.2276, Forward time: 2.2664, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.7579 [2020-11-12 23:13:46,002][root][INFO] - ===> Epoch[248](6426/26): Loss -0.6224, Sem 0.1395, dir -0.9578, norm 0.1958, swav 0.0000 LR: 7.055e-02 Score 95.518 Data time: 0.3273, Forward time: 2.2666, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 6.2879 [2020-11-12 23:13:51,507][root][INFO] - ===> Epoch[248](6427/26): Loss -0.5957, Sem 0.1592, dir -0.9488, norm 0.1940, swav 0.0000 LR: 7.055e-02 Score 94.833 Data time: 0.2224, Forward time: 2.2666, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.3747 [2020-11-12 23:13:57,517][root][INFO] - ===> Epoch[248](6428/26): Loss -0.6167, Sem 0.1414, dir -0.9541, norm 0.1959, swav 0.0000 LR: 7.054e-02 Score 95.475 Data time: 0.2528, Forward time: 2.2667, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.8897 [2020-11-12 23:14:03,275][root][INFO] - ===> Epoch[248](6429/26): Loss -0.6114, Sem 0.1458, dir -0.9519, norm 0.1948, swav 0.0000 LR: 7.054e-02 Score 95.188 Data time: 0.2851, Forward time: 2.2668, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.6322 [2020-11-12 23:14:09,916][root][INFO] - ===> Epoch[248](6430/26): Loss -0.6192, Sem 0.1362, dir -0.9485, norm 0.1930, swav 0.0000 LR: 7.053e-02 Score 95.495 Data time: 0.3239, Forward time: 2.2669, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.5306 [2020-11-12 23:14:16,219][root][INFO] - ===> Epoch[248](6431/26): Loss -0.6351, Sem 0.1310, dir -0.9522, norm 0.1861, swav 0.0000 LR: 7.053e-02 Score 95.426 Data time: 0.2182, Forward time: 2.2669, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.1844 [2020-11-12 23:14:22,824][root][INFO] - ===> Epoch[248](6432/26): Loss -0.6278, Sem 0.1297, dir -0.9544, norm 0.1969, swav 0.0000 LR: 7.053e-02 Score 95.600 Data time: 0.3149, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.5015 [2020-11-12 23:14:28,869][root][INFO] - ===> Epoch[248](6433/26): Loss -0.6301, Sem 0.1314, dir -0.9545, norm 0.1930, swav 0.0000 LR: 7.052e-02 Score 95.648 Data time: 0.2175, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.9148 [2020-11-12 23:14:35,618][root][INFO] - ===> Epoch[248](6434/26): Loss -0.6642, Sem 0.1199, dir -0.9572, norm 0.1731, swav 0.0000 LR: 7.052e-02 Score 95.931 Data time: 0.1946, Forward time: 2.2671, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 6.6354 [2020-11-12 23:14:41,391][root][INFO] - ===> Epoch[248](6435/26): Loss -0.6320, Sem 0.1269, dir -0.9568, norm 0.1979, swav 0.0000 LR: 7.051e-02 Score 95.707 Data time: 0.2117, Forward time: 2.2671, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.6683 [2020-11-12 23:14:46,789][root][INFO] - ===> Epoch[248](6436/26): Loss -0.6588, Sem 0.1214, dir -0.9594, norm 0.1793, swav 0.0000 LR: 7.051e-02 Score 95.894 Data time: 0.2337, Forward time: 2.2671, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.2771 [2020-11-12 23:14:52,323][root][INFO] - ===> Epoch[248](6437/26): Loss -0.6484, Sem 0.1255, dir -0.9580, norm 0.1841, swav 0.0000 LR: 7.050e-02 Score 95.824 Data time: 0.1823, Forward time: 2.2671, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.4373 [2020-11-12 23:14:57,919][root][INFO] - ===> Epoch[248](6438/26): Loss -0.6018, Sem 0.1489, dir -0.9530, norm 0.2024, swav 0.0000 LR: 7.050e-02 Score 95.211 Data time: 0.1647, Forward time: 2.2670, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.5001 [2020-11-12 23:15:02,868][root][INFO] - ===> Epoch[248](6439/26): Loss -0.6431, Sem 0.1380, dir -0.9568, norm 0.1757, swav 0.0000 LR: 7.049e-02 Score 95.501 Data time: 0.2146, Forward time: 2.2670, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 4.8479 [2020-11-12 23:15:08,095][root][INFO] - ===> Epoch[248](6440/26): Loss -0.6167, Sem 0.1318, dir -0.9516, norm 0.2030, swav 0.0000 LR: 7.049e-02 Score 95.598 Data time: 0.2744, Forward time: 2.2671, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.1113 [2020-11-12 23:15:14,927][root][INFO] - ===> Epoch[248](6441/26): Loss -0.6364, Sem 0.1272, dir -0.9576, norm 0.1940, swav 0.0000 LR: 7.048e-02 Score 95.692 Data time: 0.2139, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.6988 [2020-11-12 23:15:20,695][root][INFO] - ===> Epoch[248](6442/26): Loss -0.6591, Sem 0.1275, dir -0.9616, norm 0.1750, swav 0.0000 LR: 7.048e-02 Score 95.778 Data time: 0.2222, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.6543 [2020-11-12 23:15:26,856][root][INFO] - ===> Epoch[248](6443/26): Loss -0.6097, Sem 0.1381, dir -0.9483, norm 0.2005, swav 0.0000 LR: 7.047e-02 Score 95.225 Data time: 0.2054, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.0530 [2020-11-12 23:15:31,979][root][INFO] - ===> Epoch[248](6444/26): Loss -0.6290, Sem 0.1313, dir -0.9561, norm 0.1957, swav 0.0000 LR: 7.047e-02 Score 95.644 Data time: 0.1515, Forward time: 2.2670, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.0109 [2020-11-12 23:15:37,487][root][INFO] - ===> Epoch[248](6445/26): Loss -0.6299, Sem 0.1324, dir -0.9563, norm 0.1940, swav 0.0000 LR: 7.046e-02 Score 95.843 Data time: 0.1779, Forward time: 2.2669, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.4293 [2020-11-12 23:15:43,852][root][INFO] - ===> Epoch[248](6446/26): Loss -0.6500, Sem 0.1304, dir -0.9565, norm 0.1762, swav 0.0000 LR: 7.046e-02 Score 95.668 Data time: 0.2977, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.2877 [2020-11-12 23:15:49,750][root][INFO] - ===> Epoch[248](6447/26): Loss -0.6253, Sem 0.1210, dir -0.9542, norm 0.2078, swav 0.0000 LR: 7.046e-02 Score 96.020 Data time: 0.2308, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.7864 [2020-11-12 23:15:54,785][root][INFO] - ===> Epoch[248](6448/26): Loss -0.6514, Sem 0.1244, dir -0.9551, norm 0.1794, swav 0.0000 LR: 7.045e-02 Score 95.840 Data time: 0.2237, Forward time: 2.2672, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 4.9148 [2020-11-12 23:16:00,260][root][INFO] - ===> Epoch[249](6449/26): Loss -0.6452, Sem 0.1183, dir -0.9552, norm 0.1917, swav 0.0000 LR: 7.045e-02 Score 95.964 Data time: 0.1816, Forward time: 2.2671, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.3568 [2020-11-12 23:16:05,630][root][INFO] - ===> Epoch[249](6450/26): Loss -0.6400, Sem 0.1297, dir -0.9573, norm 0.1876, swav 0.0000 LR: 7.044e-02 Score 95.594 Data time: 0.2739, Forward time: 2.2672, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.2621 [2020-11-12 23:16:10,642][root][INFO] - ===> Epoch[249](6451/26): Loss -0.6706, Sem 0.1199, dir -0.9601, norm 0.1696, swav 0.0000 LR: 7.044e-02 Score 96.032 Data time: 0.2120, Forward time: 2.2672, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 4.8854 [2020-11-12 23:16:16,218][root][INFO] - ===> Epoch[249](6452/26): Loss -0.5992, Sem 0.1408, dir -0.9484, norm 0.2084, swav 0.0000 LR: 7.043e-02 Score 95.388 Data time: 0.1677, Forward time: 2.2671, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.4646 [2020-11-12 23:16:23,993][root][INFO] - ===> Epoch[249](6453/26): Loss -0.6307, Sem 0.1380, dir -0.9571, norm 0.1884, swav 0.0000 LR: 7.043e-02 Score 95.283 Data time: 0.1805, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 7.7020 [2020-11-12 23:16:29,254][root][INFO] - ===> Epoch[249](6454/26): Loss -0.6083, Sem 0.1318, dir -0.9516, norm 0.2115, swav 0.0000 LR: 7.042e-02 Score 95.436 Data time: 0.2216, Forward time: 2.2671, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.2221 [2020-11-12 23:16:34,985][root][INFO] - ===> Epoch[249](6455/26): Loss -0.6425, Sem 0.1409, dir -0.9609, norm 0.1775, swav 0.0000 LR: 7.042e-02 Score 95.369 Data time: 0.1794, Forward time: 2.2671, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.6183 [2020-11-12 23:16:40,232][root][INFO] - ===> Epoch[249](6456/26): Loss -0.6333, Sem 0.1330, dir -0.9586, norm 0.1923, swav 0.0000 LR: 7.041e-02 Score 95.568 Data time: 0.2256, Forward time: 2.2671, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.1658 [2020-11-12 23:16:47,119][root][INFO] - ===> Epoch[249](6457/26): Loss -0.6291, Sem 0.1407, dir -0.9522, norm 0.1824, swav 0.0000 LR: 7.041e-02 Score 95.465 Data time: 0.2251, Forward time: 2.2671, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 6.7656 [2020-11-12 23:16:53,268][root][INFO] - ===> Epoch[249](6458/26): Loss -0.6511, Sem 0.1303, dir -0.9593, norm 0.1779, swav 0.0000 LR: 7.040e-02 Score 95.639 Data time: 0.1956, Forward time: 2.2671, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.0317 [2020-11-12 23:17:00,201][root][INFO] - ===> Epoch[249](6459/26): Loss -0.6050, Sem 0.1416, dir -0.9525, norm 0.2059, swav 0.0000 LR: 7.040e-02 Score 95.545 Data time: 0.3065, Forward time: 2.2672, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.8382 [2020-11-12 23:17:05,687][root][INFO] - ===> Epoch[249](6460/26): Loss -0.6241, Sem 0.1379, dir -0.9548, norm 0.1928, swav 0.0000 LR: 7.039e-02 Score 95.311 Data time: 0.1978, Forward time: 2.2672, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.3354 [2020-11-12 23:17:10,821][root][INFO] - ===> Epoch[249](6461/26): Loss -0.6373, Sem 0.1192, dir -0.9553, norm 0.1987, swav 0.0000 LR: 7.039e-02 Score 96.031 Data time: 0.1922, Forward time: 2.2672, Backward time: 3.1285, DDP time: 0.0042, Total iter time: 5.0125 [2020-11-12 23:17:15,824][root][INFO] - ===> Epoch[249](6462/26): Loss -0.6210, Sem 0.1353, dir -0.9535, norm 0.1972, swav 0.0000 LR: 7.039e-02 Score 95.509 Data time: 0.1925, Forward time: 2.2672, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 4.8937 [2020-11-12 23:17:20,518][root][INFO] - ===> Epoch[249](6463/26): Loss -0.6217, Sem 0.1505, dir -0.9573, norm 0.1852, swav 0.0000 LR: 7.038e-02 Score 94.949 Data time: 0.1613, Forward time: 2.2671, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 4.5613 [2020-11-12 23:17:25,532][root][INFO] - ===> Epoch[249](6464/26): Loss -0.6271, Sem 0.1332, dir -0.9552, norm 0.1949, swav 0.0000 LR: 7.038e-02 Score 95.537 Data time: 0.1974, Forward time: 2.2671, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 4.9142 [2020-11-12 23:17:30,767][root][INFO] - ===> Epoch[249](6465/26): Loss -0.6027, Sem 0.1345, dir -0.9468, norm 0.2096, swav 0.0000 LR: 7.037e-02 Score 95.347 Data time: 0.1882, Forward time: 2.2670, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.1111 [2020-11-12 23:17:36,043][root][INFO] - ===> Epoch[249](6466/26): Loss -0.6504, Sem 0.1373, dir -0.9625, norm 0.1748, swav 0.0000 LR: 7.037e-02 Score 95.477 Data time: 0.2280, Forward time: 2.2671, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.1684 [2020-11-12 23:17:41,714][root][INFO] - ===> Epoch[249](6467/26): Loss -0.6105, Sem 0.1570, dir -0.9579, norm 0.1904, swav 0.0000 LR: 7.036e-02 Score 94.947 Data time: 0.1837, Forward time: 2.2670, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.5221 [2020-11-12 23:17:47,730][root][INFO] - ===> Epoch[249](6468/26): Loss -0.5853, Sem 0.1495, dir -0.9447, norm 0.2099, swav 0.0000 LR: 7.036e-02 Score 95.200 Data time: 0.2797, Forward time: 2.2671, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.9255 [2020-11-12 23:17:52,605][root][INFO] - ===> Epoch[249](6469/26): Loss -0.6651, Sem 0.1212, dir -0.9581, norm 0.1717, swav 0.0000 LR: 7.035e-02 Score 95.950 Data time: 0.1959, Forward time: 2.2671, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 4.7364 [2020-11-12 23:17:59,521][root][INFO] - ===> Epoch[249](6470/26): Loss -0.6377, Sem 0.1209, dir -0.9541, norm 0.1955, swav 0.0000 LR: 7.035e-02 Score 95.754 Data time: 0.2364, Forward time: 2.2671, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 6.8032 [2020-11-12 23:18:05,268][root][INFO] - ===> Epoch[249](6471/26): Loss -0.6403, Sem 0.1220, dir -0.9490, norm 0.1867, swav 0.0000 LR: 7.034e-02 Score 95.898 Data time: 0.2222, Forward time: 2.2671, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.6134 [2020-11-12 23:18:10,657][root][INFO] - ===> Epoch[249](6472/26): Loss -0.6470, Sem 0.1326, dir -0.9588, norm 0.1792, swav 0.0000 LR: 7.034e-02 Score 95.606 Data time: 0.1996, Forward time: 2.2671, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.2669 [2020-11-12 23:18:15,874][root][INFO] - ===> Epoch[249](6473/26): Loss -0.6412, Sem 0.1304, dir -0.9569, norm 0.1854, swav 0.0000 LR: 7.033e-02 Score 95.605 Data time: 0.1914, Forward time: 2.2670, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 5.1232 [2020-11-12 23:18:21,343][root][INFO] - ===> Epoch[249](6474/26): Loss -0.6485, Sem 0.1297, dir -0.9620, norm 0.1838, swav 0.0000 LR: 7.033e-02 Score 95.620 Data time: 0.2506, Forward time: 2.2671, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.3643 [2020-11-12 23:18:26,104][root][INFO] - ===> Epoch[250](6475/26): Loss -0.6411, Sem 0.1318, dir -0.9593, norm 0.1865, swav 0.0000 LR: 7.032e-02 Score 95.696 Data time: 0.2036, Forward time: 2.2671, Backward time: 3.1277, DDP time: 0.0042, Total iter time: 4.6391 [2020-11-12 23:18:31,253][root][INFO] - ===> Epoch[250](6476/26): Loss -0.6345, Sem 0.1308, dir -0.9531, norm 0.1877, swav 0.0000 LR: 7.032e-02 Score 95.503 Data time: 0.1284, Forward time: 2.2670, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 5.0415 [2020-11-12 23:18:38,026][root][INFO] - ===> Epoch[250](6477/26): Loss -0.6682, Sem 0.1214, dir -0.9606, norm 0.1710, swav 0.0000 LR: 7.032e-02 Score 95.822 Data time: 0.2037, Forward time: 2.2669, Backward time: 3.1280, DDP time: 0.0042, Total iter time: 6.7146 [2020-11-12 23:18:44,241][root][INFO] - ===> Epoch[250](6478/26): Loss -0.6031, Sem 0.1530, dir -0.9506, norm 0.1945, swav 0.0000 LR: 7.031e-02 Score 94.774 Data time: 0.1806, Forward time: 2.2668, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 6.1264 [2020-11-12 23:18:49,671][root][INFO] - ===> Epoch[250](6479/26): Loss -0.6491, Sem 0.1080, dir -0.9542, norm 0.1971, swav 0.0000 LR: 7.031e-02 Score 96.242 Data time: 0.2144, Forward time: 2.2668, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.3194 [2020-11-12 23:18:56,073][root][INFO] - ===> Epoch[250](6480/26): Loss -0.6406, Sem 0.1330, dir -0.9562, norm 0.1826, swav 0.0000 LR: 7.030e-02 Score 95.477 Data time: 0.1608, Forward time: 2.2668, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 6.2656 [2020-11-12 23:19:01,460][root][INFO] - ===> Epoch[250](6481/26): Loss -0.6296, Sem 0.1419, dir -0.9539, norm 0.1823, swav 0.0000 LR: 7.030e-02 Score 95.278 Data time: 0.1971, Forward time: 2.2668, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.3008 [2020-11-12 23:19:06,341][root][INFO] - ===> Epoch[250](6482/26): Loss -0.6364, Sem 0.1339, dir -0.9607, norm 0.1904, swav 0.0000 LR: 7.029e-02 Score 95.405 Data time: 0.2005, Forward time: 2.2667, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 4.7665 [2020-11-12 23:19:12,704][root][INFO] - ===> Epoch[250](6483/26): Loss -0.6607, Sem 0.1221, dir -0.9626, norm 0.1797, swav 0.0000 LR: 7.029e-02 Score 95.969 Data time: 0.2437, Forward time: 2.2667, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 6.2554 [2020-11-12 23:19:18,014][root][INFO] - ===> Epoch[250](6484/26): Loss -0.6564, Sem 0.1324, dir -0.9606, norm 0.1718, swav 0.0000 LR: 7.028e-02 Score 95.418 Data time: 0.2273, Forward time: 2.2667, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.1867 [2020-11-12 23:19:23,287][root][INFO] - ===> Epoch[250](6485/26): Loss -0.6334, Sem 0.1448, dir -0.9587, norm 0.1806, swav 0.0000 LR: 7.028e-02 Score 95.068 Data time: 0.1371, Forward time: 2.2666, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.1532 [2020-11-12 23:19:28,751][root][INFO] - ===> Epoch[250](6486/26): Loss -0.6321, Sem 0.1271, dir -0.9556, norm 0.1964, swav 0.0000 LR: 7.027e-02 Score 95.706 Data time: 0.2137, Forward time: 2.2666, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.3970 [2020-11-12 23:19:36,158][root][INFO] - ===> Epoch[250](6487/26): Loss -0.6250, Sem 0.1401, dir -0.9484, norm 0.1834, swav 0.0000 LR: 7.027e-02 Score 95.367 Data time: 0.3629, Forward time: 2.2668, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 7.3002 [2020-11-12 23:19:41,990][root][INFO] - ===> Epoch[250](6488/26): Loss -0.5945, Sem 0.1527, dir -0.9533, norm 0.2061, swav 0.0000 LR: 7.026e-02 Score 94.862 Data time: 0.2008, Forward time: 2.2668, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 5.7065 [2020-11-12 23:19:47,044][root][INFO] - ===> Epoch[250](6489/26): Loss -0.6310, Sem 0.1328, dir -0.9559, norm 0.1921, swav 0.0000 LR: 7.026e-02 Score 95.531 Data time: 0.1738, Forward time: 2.2667, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 4.9533 [2020-11-12 23:19:51,955][root][INFO] - ===> Epoch[250](6490/26): Loss -0.6018, Sem 0.1482, dir -0.9541, norm 0.2041, swav 0.0000 LR: 7.025e-02 Score 94.992 Data time: 0.2554, Forward time: 2.2667, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 4.8350 [2020-11-12 23:19:56,850][root][INFO] - ===> Epoch[250](6491/26): Loss -0.6793, Sem 0.1066, dir -0.9613, norm 0.1754, swav 0.0000 LR: 7.025e-02 Score 96.399 Data time: 0.1942, Forward time: 2.2667, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 4.7853 [2020-11-12 23:20:02,944][root][INFO] - ===> Epoch[250](6492/26): Loss -0.6567, Sem 0.1245, dir -0.9605, norm 0.1793, swav 0.0000 LR: 7.024e-02 Score 95.840 Data time: 0.2726, Forward time: 2.2668, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 5.9906 [2020-11-12 23:20:08,527][root][INFO] - ===> Epoch[250](6493/26): Loss -0.6360, Sem 0.1343, dir -0.9528, norm 0.1825, swav 0.0000 LR: 7.024e-02 Score 95.507 Data time: 0.2599, Forward time: 2.2669, Backward time: 3.1277, DDP time: 0.0042, Total iter time: 5.4438 [2020-11-12 23:20:15,773][root][INFO] - ===> Epoch[250](6494/26): Loss -0.6229, Sem 0.1343, dir -0.9467, norm 0.1895, swav 0.0000 LR: 7.024e-02 Score 95.585 Data time: 0.3388, Forward time: 2.2671, Backward time: 3.1277, DDP time: 0.0042, Total iter time: 7.1211 [2020-11-12 23:20:21,522][root][INFO] - ===> Epoch[250](6495/26): Loss -0.6558, Sem 0.1255, dir -0.9547, norm 0.1734, swav 0.0000 LR: 7.023e-02 Score 95.770 Data time: 0.1318, Forward time: 2.2670, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 5.6165 [2020-11-12 23:20:26,575][root][INFO] - ===> Epoch[250](6496/26): Loss -0.6575, Sem 0.1201, dir -0.9595, norm 0.1819, swav 0.0000 LR: 7.023e-02 Score 95.993 Data time: 0.2618, Forward time: 2.2670, Backward time: 3.1277, DDP time: 0.0042, Total iter time: 4.9533 [2020-11-12 23:20:33,003][root][INFO] - ===> Epoch[250](6497/26): Loss -0.6402, Sem 0.1264, dir -0.9548, norm 0.1882, swav 0.0000 LR: 7.022e-02 Score 95.657 Data time: 0.3310, Forward time: 2.2671, Backward time: 3.1276, DDP time: 0.0042, Total iter time: 6.2980 [2020-11-12 23:20:38,463][root][INFO] - ===> Epoch[250](6498/26): Loss -0.6269, Sem 0.1357, dir -0.9533, norm 0.1907, swav 0.0000 LR: 7.022e-02 Score 95.543 Data time: 0.2144, Forward time: 2.2672, Backward time: 3.1275, DDP time: 0.0042, Total iter time: 5.3151 [2020-11-12 23:20:44,043][root][INFO] - ===> Epoch[250](6499/26): Loss -0.6041, Sem 0.1186, dir -0.9528, norm 0.2300, swav 0.0000 LR: 7.021e-02 Score 96.090 Data time: 0.2916, Forward time: 2.2672, Backward time: 3.1274, DDP time: 0.0042, Total iter time: 5.4692 [2020-11-12 23:20:49,008][root][INFO] - ===> Epoch[250](6500/26): Loss -0.6411, Sem 0.1331, dir -0.9579, norm 0.1837, swav 0.0000 LR: 7.021e-02 Score 95.484 Data time: 0.2098, Forward time: 2.2673, Backward time: 3.1273, DDP time: 0.0042, Total iter time: 4.8567 [2020-11-12 23:20:50,297][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-12 23:20:50,435][root][INFO] - ===> Start testing [2020-11-12 23:22:24,878][root][INFO] - 101/312: Data time: 0.0069, Iter time: 0.5576 Loss 0.210 (AVG: 0.493) Score 94.108 (AVG: 88.647) mIOU 68.978 mAP 74.359 mAcc 77.702 IOU: 83.162 96.853 65.757 81.984 90.138 85.209 69.308 59.997 60.013 80.491 17.963 65.470 54.229 58.337 59.157 47.162 93.426 67.306 90.506 53.091 mAP: 80.590 96.170 67.513 77.229 90.981 77.670 73.613 67.268 65.281 75.121 41.954 61.295 64.079 77.997 72.539 74.226 96.740 83.424 82.798 60.699 mAcc: 94.587 98.781 77.867 85.571 94.670 88.933 78.393 73.624 67.867 94.335 21.020 76.692 75.953 83.018 63.365 53.310 97.166 74.372 94.754 59.765 [2020-11-12 23:23:52,014][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.1639 Loss 0.087 (AVG: 0.488) Score 96.180 (AVG: 88.973) mIOU 69.584 mAP 75.466 mAcc 78.543 IOU: 84.316 96.436 64.922 87.029 90.558 85.074 71.311 59.050 58.604 80.606 24.097 69.691 58.649 56.872 57.514 50.065 92.512 65.814 90.114 48.440 mAP: 81.619 96.467 64.135 78.239 90.695 78.538 77.200 71.718 65.463 71.305 52.088 63.954 65.759 80.104 67.074 77.992 95.587 86.138 82.672 62.570 mAcc: 94.642 98.625 79.594 90.776 94.842 88.834 82.893 69.404 67.371 93.426 30.219 79.764 76.787 84.884 62.662 61.062 94.747 70.950 94.576 54.796 [2020-11-12 23:25:18,522][root][INFO] - 301/312: Data time: 0.0082, Iter time: 0.2769 Loss 0.570 (AVG: 0.484) Score 88.044 (AVG: 89.173) mIOU 69.684 mAP 75.630 mAcc 78.748 IOU: 84.407 96.437 63.593 82.677 91.491 86.062 73.976 61.369 60.126 78.250 27.294 66.846 60.995 58.565 52.018 50.873 92.667 65.677 87.182 53.173 mAP: 81.596 96.185 64.467 73.261 90.660 80.698 76.858 70.784 66.506 74.814 53.723 60.431 68.213 81.213 66.150 81.958 95.711 85.220 81.379 62.776 mAcc: 94.501 98.647 77.832 86.637 95.405 91.106 84.293 73.340 69.371 91.717 32.935 76.939 79.510 85.547 57.266 61.996 95.033 70.472 93.591 58.830 [2020-11-12 23:25:29,687][root][INFO] - 312/312: Data time: 0.0033, Iter time: 0.2752 Loss 0.044 (AVG: 0.485) Score 98.338 (AVG: 89.231) mIOU 69.784 mAP 75.681 mAcc 78.850 IOU: 84.569 96.378 63.418 82.439 91.591 86.433 73.801 62.250 60.307 78.060 27.953 65.750 61.386 59.718 50.133 51.250 92.773 66.705 87.570 53.195 mAP: 81.487 95.882 64.235 72.259 90.791 80.947 76.058 71.604 66.667 75.303 55.101 60.230 68.510 81.776 64.843 81.748 95.834 85.518 81.826 62.995 mAcc: 94.490 98.639 77.875 86.222 95.500 91.409 83.962 74.101 69.732 91.872 33.969 76.142 80.120 86.101 55.209 62.533 95.046 71.433 93.825 58.827 [2020-11-12 23:25:29,691][root][INFO] - Finished test. Elapsed time: 279.2515 [2020-11-12 23:25:40,415][root][INFO] - [2020-11-12 23:25:40,419][root][INFO] - ################################################################ [2020-11-12 23:25:40,419][root][INFO] - what : AP AP_50% AP_25% [2020-11-12 23:25:40,419][root][INFO] - ################################################################ [2020-11-12 23:25:40,419][root][INFO] - cabinet : 0.250 0.455 0.679 [2020-11-12 23:25:40,419][root][INFO] - bed : 0.376 0.726 0.840 [2020-11-12 23:25:40,419][root][INFO] - chair : 0.715 0.861 0.905 [2020-11-12 23:25:40,419][root][INFO] - sofa : 0.394 0.588 0.795 [2020-11-12 23:25:40,419][root][INFO] - table : 0.432 0.649 0.780 [2020-11-12 23:25:40,419][root][INFO] - door : 0.250 0.471 0.599 [2020-11-12 23:25:40,419][root][INFO] - window : 0.210 0.395 0.580 [2020-11-12 23:25:40,419][root][INFO] - bookshelf : 0.213 0.571 0.802 [2020-11-12 23:25:40,419][root][INFO] - picture : 0.181 0.291 0.388 [2020-11-12 23:25:40,419][root][INFO] - counter : 0.079 0.275 0.615 [2020-11-12 23:25:40,419][root][INFO] - desk : 0.084 0.273 0.660 [2020-11-12 23:25:40,419][root][INFO] - curtain : 0.270 0.451 0.643 [2020-11-12 23:25:40,419][root][INFO] - refrigerator : 0.339 0.449 0.466 [2020-11-12 23:25:40,420][root][INFO] - shower curtain : 0.405 0.647 0.677 [2020-11-12 23:25:40,420][root][INFO] - toilet : 0.835 0.983 1.000 [2020-11-12 23:25:40,420][root][INFO] - sink : 0.364 0.659 0.893 [2020-11-12 23:25:40,420][root][INFO] - bathtub : 0.549 0.751 0.871 [2020-11-12 23:25:40,420][root][INFO] - otherfurniture : 0.354 0.511 0.648 [2020-11-12 23:25:40,420][root][INFO] - ---------------------------------------------------------------- [2020-11-12 23:25:40,420][root][INFO] - average : 0.350 0.556 0.713 [2020-11-12 23:25:40,420][root][INFO] - [2020-11-12 23:25:40,547][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-12 23:25:40,548][root][INFO] - Current best mIoU: 71.077 at iter 6000 [2020-11-12 23:25:44,046][root][INFO] - ===> Epoch[251](6501/26): Loss -0.6407, Sem 0.1259, dir -0.9565, norm 0.1899, swav 0.0000 LR: 7.020e-02 Score 95.660 Data time: 0.1353, Forward time: 2.2671, Backward time: 3.1271, DDP time: 0.0042, Total iter time: 3.4908 [2020-11-12 23:25:50,815][root][INFO] - ===> Epoch[251](6502/26): Loss -0.6523, Sem 0.1150, dir -0.9575, norm 0.1903, swav 0.0000 LR: 7.020e-02 Score 96.173 Data time: 0.2094, Forward time: 2.2671, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 6.6717 [2020-11-12 23:25:56,632][root][INFO] - ===> Epoch[251](6503/26): Loss -0.6664, Sem 0.1203, dir -0.9633, norm 0.1766, swav 0.0000 LR: 7.019e-02 Score 95.959 Data time: 0.2362, Forward time: 2.2672, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 5.6936 [2020-11-12 23:26:02,078][root][INFO] - ===> Epoch[251](6504/26): Loss -0.6589, Sem 0.1298, dir -0.9587, norm 0.1700, swav 0.0000 LR: 7.019e-02 Score 95.434 Data time: 0.2169, Forward time: 2.2672, Backward time: 3.1271, DDP time: 0.0042, Total iter time: 5.3187 [2020-11-12 23:26:08,050][root][INFO] - ===> Epoch[251](6505/26): Loss -0.6249, Sem 0.1527, dir -0.9542, norm 0.1767, swav 0.0000 LR: 7.018e-02 Score 95.121 Data time: 0.1717, Forward time: 2.2672, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 5.8370 [2020-11-12 23:26:13,310][root][INFO] - ===> Epoch[251](6506/26): Loss -0.6480, Sem 0.1399, dir -0.9592, norm 0.1712, swav 0.0000 LR: 7.018e-02 Score 95.273 Data time: 0.1696, Forward time: 2.2671, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 5.1502 [2020-11-12 23:26:18,234][root][INFO] - ===> Epoch[251](6507/26): Loss -0.6024, Sem 0.1451, dir -0.9572, norm 0.2097, swav 0.0000 LR: 7.017e-02 Score 95.132 Data time: 0.1802, Forward time: 2.2670, Backward time: 3.1271, DDP time: 0.0042, Total iter time: 4.8035 [2020-11-12 23:26:23,606][root][INFO] - ===> Epoch[251](6508/26): Loss -0.6636, Sem 0.1191, dir -0.9585, norm 0.1759, swav 0.0000 LR: 7.017e-02 Score 95.816 Data time: 0.1613, Forward time: 2.2670, Backward time: 3.1271, DDP time: 0.0042, Total iter time: 5.2545 [2020-11-12 23:26:30,884][root][INFO] - ===> Epoch[251](6509/26): Loss -0.6419, Sem 0.1330, dir -0.9568, norm 0.1820, swav 0.0000 LR: 7.017e-02 Score 95.792 Data time: 0.1908, Forward time: 2.2669, Backward time: 3.1274, DDP time: 0.0042, Total iter time: 7.1696 [2020-11-12 23:26:38,165][root][INFO] - ===> Epoch[251](6510/26): Loss -0.6542, Sem 0.1163, dir -0.9532, norm 0.1828, swav 0.0000 LR: 7.016e-02 Score 96.112 Data time: 0.2615, Forward time: 2.2670, Backward time: 3.1275, DDP time: 0.0042, Total iter time: 7.1682 [2020-11-12 23:26:45,711][root][INFO] - ===> Epoch[251](6511/26): Loss -0.6067, Sem 0.1495, dir -0.9534, norm 0.1972, swav 0.0000 LR: 7.016e-02 Score 95.132 Data time: 0.2200, Forward time: 2.2670, Backward time: 3.1277, DDP time: 0.0042, Total iter time: 7.3944 [2020-11-12 23:26:51,507][root][INFO] - ===> Epoch[251](6512/26): Loss -0.6407, Sem 0.1220, dir -0.9536, norm 0.1908, swav 0.0000 LR: 7.015e-02 Score 95.870 Data time: 0.1952, Forward time: 2.2670, Backward time: 3.1277, DDP time: 0.0042, Total iter time: 5.6486 [2020-11-12 23:26:56,299][root][INFO] - ===> Epoch[251](6513/26): Loss -0.6723, Sem 0.1259, dir -0.9572, norm 0.1590, swav 0.0000 LR: 7.015e-02 Score 95.965 Data time: 0.2087, Forward time: 2.2670, Backward time: 3.1276, DDP time: 0.0042, Total iter time: 4.6902 [2020-11-12 23:27:01,492][root][INFO] - ===> Epoch[251](6514/26): Loss -0.5733, Sem 0.1629, dir -0.9481, norm 0.2118, swav 0.0000 LR: 7.014e-02 Score 94.695 Data time: 0.2221, Forward time: 2.2670, Backward time: 3.1275, DDP time: 0.0042, Total iter time: 5.0749 [2020-11-12 23:27:06,991][root][INFO] - ===> Epoch[251](6515/26): Loss -0.6562, Sem 0.1244, dir -0.9600, norm 0.1794, swav 0.0000 LR: 7.014e-02 Score 95.768 Data time: 0.1788, Forward time: 2.2669, Backward time: 3.1275, DDP time: 0.0042, Total iter time: 5.3817 [2020-11-12 23:27:12,603][root][INFO] - ===> Epoch[251](6516/26): Loss -0.6197, Sem 0.1466, dir -0.9522, norm 0.1860, swav 0.0000 LR: 7.013e-02 Score 95.523 Data time: 0.2584, Forward time: 2.2670, Backward time: 3.1274, DDP time: 0.0042, Total iter time: 5.5277 [2020-11-12 23:27:17,187][root][INFO] - ===> Epoch[251](6517/26): Loss -0.6294, Sem 0.1294, dir -0.9551, norm 0.1963, swav 0.0000 LR: 7.013e-02 Score 95.780 Data time: 0.1669, Forward time: 2.2670, Backward time: 3.1273, DDP time: 0.0042, Total iter time: 4.4541 [2020-11-12 23:27:22,542][root][INFO] - ===> Epoch[251](6518/26): Loss -0.6037, Sem 0.1470, dir -0.9508, norm 0.2000, swav 0.0000 LR: 7.012e-02 Score 94.850 Data time: 0.2338, Forward time: 2.2669, Backward time: 3.1273, DDP time: 0.0042, Total iter time: 5.2754 [2020-11-12 23:27:28,286][root][INFO] - ===> Epoch[251](6519/26): Loss -0.6412, Sem 0.1310, dir -0.9543, norm 0.1821, swav 0.0000 LR: 7.012e-02 Score 95.651 Data time: 0.2386, Forward time: 2.2670, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 5.6278 [2020-11-12 23:27:33,452][root][INFO] - ===> Epoch[251](6520/26): Loss -0.6440, Sem 0.1218, dir -0.9536, norm 0.1878, swav 0.0000 LR: 7.011e-02 Score 95.818 Data time: 0.2291, Forward time: 2.2670, Backward time: 3.1270, DDP time: 0.0042, Total iter time: 5.0519 [2020-11-12 23:27:39,056][root][INFO] - ===> Epoch[251](6521/26): Loss -0.6615, Sem 0.1291, dir -0.9613, norm 0.1708, swav 0.0000 LR: 7.011e-02 Score 95.587 Data time: 0.2075, Forward time: 2.2670, Backward time: 3.1270, DDP time: 0.0042, Total iter time: 5.4948 [2020-11-12 23:27:44,663][root][INFO] - ===> Epoch[251](6522/26): Loss -0.6631, Sem 0.1217, dir -0.9573, norm 0.1725, swav 0.0000 LR: 7.010e-02 Score 95.986 Data time: 0.2030, Forward time: 2.2670, Backward time: 3.1270, DDP time: 0.0042, Total iter time: 5.5050 [2020-11-12 23:27:50,780][root][INFO] - ===> Epoch[251](6523/26): Loss -0.6341, Sem 0.1338, dir -0.9557, norm 0.1878, swav 0.0000 LR: 7.010e-02 Score 95.436 Data time: 0.2767, Forward time: 2.2671, Backward time: 3.1269, DDP time: 0.0042, Total iter time: 6.0293 [2020-11-12 23:27:55,456][root][INFO] - ===> Epoch[251](6524/26): Loss -0.6397, Sem 0.1390, dir -0.9566, norm 0.1779, swav 0.0000 LR: 7.010e-02 Score 95.546 Data time: 0.2096, Forward time: 2.2672, Backward time: 3.1268, DDP time: 0.0042, Total iter time: 4.5351 [2020-11-12 23:28:00,759][root][INFO] - ===> Epoch[251](6525/26): Loss -0.6416, Sem 0.1293, dir -0.9557, norm 0.1847, swav 0.0000 LR: 7.009e-02 Score 95.800 Data time: 0.2555, Forward time: 2.2672, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 5.1815 [2020-11-12 23:28:05,671][root][INFO] - ===> Epoch[251](6526/26): Loss -0.6426, Sem 0.1192, dir -0.9508, norm 0.1889, swav 0.0000 LR: 7.009e-02 Score 96.128 Data time: 0.2136, Forward time: 2.2672, Backward time: 3.1265, DDP time: 0.0042, Total iter time: 4.7932 [2020-11-12 23:28:12,627][root][INFO] - ===> Epoch[252](6527/26): Loss -0.6136, Sem 0.1447, dir -0.9572, norm 0.1988, swav 0.0000 LR: 7.008e-02 Score 95.178 Data time: 0.2036, Forward time: 2.2673, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 6.8627 [2020-11-12 23:28:19,855][root][INFO] - ===> Epoch[252](6528/26): Loss -0.6401, Sem 0.1230, dir -0.9553, norm 0.1923, swav 0.0000 LR: 7.008e-02 Score 95.894 Data time: 0.1958, Forward time: 2.2673, Backward time: 3.1268, DDP time: 0.0042, Total iter time: 7.1249 [2020-11-12 23:28:24,850][root][INFO] - ===> Epoch[252](6529/26): Loss -0.6265, Sem 0.1428, dir -0.9516, norm 0.1823, swav 0.0000 LR: 7.007e-02 Score 95.030 Data time: 0.1896, Forward time: 2.2672, Backward time: 3.1268, DDP time: 0.0042, Total iter time: 4.9043 [2020-11-12 23:28:29,861][root][INFO] - ===> Epoch[252](6530/26): Loss -0.6350, Sem 0.1335, dir -0.9593, norm 0.1908, swav 0.0000 LR: 7.007e-02 Score 95.458 Data time: 0.2331, Forward time: 2.2672, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 4.9085 [2020-11-12 23:28:33,914][root][INFO] - ===> Epoch[252](6531/26): Loss -0.6586, Sem 0.1124, dir -0.9578, norm 0.1868, swav 0.0000 LR: 7.006e-02 Score 96.063 Data time: 0.2231, Forward time: 2.2672, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 3.9310 [2020-11-12 23:28:39,735][root][INFO] - ===> Epoch[252](6532/26): Loss -0.6133, Sem 0.1368, dir -0.9530, norm 0.2030, swav 0.0000 LR: 7.006e-02 Score 95.179 Data time: 0.2231, Forward time: 2.2672, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 5.7192 [2020-11-12 23:28:46,992][root][INFO] - ===> Epoch[252](6533/26): Loss -0.6546, Sem 0.1189, dir -0.9549, norm 0.1813, swav 0.0000 LR: 7.005e-02 Score 96.077 Data time: 0.2160, Forward time: 2.2673, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 7.1452 [2020-11-12 23:28:52,172][root][INFO] - ===> Epoch[252](6534/26): Loss -0.6444, Sem 0.1474, dir -0.9590, norm 0.1673, swav 0.0000 LR: 7.005e-02 Score 95.010 Data time: 0.2028, Forward time: 2.2673, Backward time: 3.1265, DDP time: 0.0042, Total iter time: 5.0583 [2020-11-12 23:28:57,508][root][INFO] - ===> Epoch[252](6535/26): Loss -0.6291, Sem 0.1297, dir -0.9590, norm 0.2002, swav 0.0000 LR: 7.004e-02 Score 95.675 Data time: 0.2209, Forward time: 2.2673, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 5.2095 [2020-11-12 23:29:03,617][root][INFO] - ===> Epoch[252](6536/26): Loss -0.6494, Sem 0.1308, dir -0.9615, norm 0.1812, swav 0.0000 LR: 7.004e-02 Score 95.732 Data time: 0.2683, Forward time: 2.2674, Backward time: 3.1263, DDP time: 0.0042, Total iter time: 5.9918 [2020-11-12 23:29:11,017][root][INFO] - ===> Epoch[252](6537/26): Loss -0.6262, Sem 0.1481, dir -0.9612, norm 0.1870, swav 0.0000 LR: 7.003e-02 Score 95.176 Data time: 0.1771, Forward time: 2.2673, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 7.2608 [2020-11-12 23:29:16,067][root][INFO] - ===> Epoch[252](6538/26): Loss -0.6668, Sem 0.1205, dir -0.9608, norm 0.1736, swav 0.0000 LR: 7.003e-02 Score 95.937 Data time: 0.2117, Forward time: 2.2673, Backward time: 3.1265, DDP time: 0.0042, Total iter time: 4.9489 [2020-11-12 23:29:23,028][root][INFO] - ===> Epoch[252](6539/26): Loss -0.6251, Sem 0.1321, dir -0.9493, norm 0.1921, swav 0.0000 LR: 7.002e-02 Score 95.614 Data time: 0.3091, Forward time: 2.2675, Backward time: 3.1265, DDP time: 0.0042, Total iter time: 6.8444 [2020-11-12 23:29:29,203][root][INFO] - ===> Epoch[252](6540/26): Loss -0.6515, Sem 0.1142, dir -0.9544, norm 0.1888, swav 0.0000 LR: 7.002e-02 Score 96.226 Data time: 0.2000, Forward time: 2.2675, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 6.0247 [2020-11-12 23:29:33,962][root][INFO] - ===> Epoch[252](6541/26): Loss -0.6263, Sem 0.1322, dir -0.9597, norm 0.2013, swav 0.0000 LR: 7.002e-02 Score 95.547 Data time: 0.1906, Forward time: 2.2674, Backward time: 3.1265, DDP time: 0.0042, Total iter time: 4.6391 [2020-11-12 23:29:39,412][root][INFO] - ===> Epoch[252](6542/26): Loss -0.6646, Sem 0.1204, dir -0.9592, norm 0.1743, swav 0.0000 LR: 7.001e-02 Score 95.804 Data time: 0.2435, Forward time: 2.2675, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 5.3474 [2020-11-12 23:29:44,072][root][INFO] - ===> Epoch[252](6543/26): Loss -0.6429, Sem 0.1138, dir -0.9492, norm 0.1925, swav 0.0000 LR: 7.001e-02 Score 96.130 Data time: 0.2051, Forward time: 2.2675, Backward time: 3.1262, DDP time: 0.0042, Total iter time: 4.5229 [2020-11-12 23:29:49,899][root][INFO] - ===> Epoch[252](6544/26): Loss -0.6581, Sem 0.1247, dir -0.9566, norm 0.1739, swav 0.0000 LR: 7.000e-02 Score 95.887 Data time: 0.2554, Forward time: 2.2675, Backward time: 3.1262, DDP time: 0.0042, Total iter time: 5.7187 [2020-11-12 23:29:54,491][root][INFO] - ===> Epoch[252](6545/26): Loss -0.5978, Sem 0.1561, dir -0.9516, norm 0.1977, swav 0.0000 LR: 7.000e-02 Score 95.202 Data time: 0.2052, Forward time: 2.2675, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 4.4493 [2020-11-12 23:30:00,839][root][INFO] - ===> Epoch[252](6546/26): Loss -0.6041, Sem 0.1464, dir -0.9496, norm 0.1992, swav 0.0000 LR: 6.999e-02 Score 95.163 Data time: 0.2726, Forward time: 2.2676, Backward time: 3.1260, DDP time: 0.0042, Total iter time: 6.2686 [2020-11-12 23:30:07,341][root][INFO] - ===> Epoch[252](6547/26): Loss -0.6845, Sem 0.1128, dir -0.9598, norm 0.1625, swav 0.0000 LR: 6.999e-02 Score 96.263 Data time: 0.1908, Forward time: 2.2676, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 6.3461 [2020-11-12 23:30:13,759][root][INFO] - ===> Epoch[252](6548/26): Loss -0.6470, Sem 0.1213, dir -0.9559, norm 0.1875, swav 0.0000 LR: 6.998e-02 Score 96.048 Data time: 0.2014, Forward time: 2.2676, Backward time: 3.1262, DDP time: 0.0042, Total iter time: 6.3141 [2020-11-12 23:30:19,395][root][INFO] - ===> Epoch[252](6549/26): Loss -0.6645, Sem 0.1252, dir -0.9578, norm 0.1681, swav 0.0000 LR: 6.998e-02 Score 95.898 Data time: 0.1491, Forward time: 2.2675, Backward time: 3.1263, DDP time: 0.0042, Total iter time: 5.5265 [2020-11-12 23:30:25,934][root][INFO] - ===> Epoch[252](6550/26): Loss -0.6350, Sem 0.1294, dir -0.9540, norm 0.1897, swav 0.0000 LR: 6.997e-02 Score 95.716 Data time: 0.2000, Forward time: 2.2675, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 6.4407 [2020-11-12 23:30:31,291][root][INFO] - ===> Epoch[252](6551/26): Loss -0.6542, Sem 0.1180, dir -0.9594, norm 0.1871, swav 0.0000 LR: 6.997e-02 Score 96.118 Data time: 0.2229, Forward time: 2.2675, Backward time: 3.1263, DDP time: 0.0042, Total iter time: 5.2557 [2020-11-12 23:30:35,766][root][INFO] - ===> Epoch[252](6552/26): Loss -0.6223, Sem 0.1424, dir -0.9542, norm 0.1895, swav 0.0000 LR: 6.996e-02 Score 95.191 Data time: 0.2107, Forward time: 2.2675, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 4.3348 [2020-11-12 23:30:41,460][root][INFO] - ===> Epoch[253](6553/26): Loss -0.6302, Sem 0.1432, dir -0.9526, norm 0.1792, swav 0.0000 LR: 6.996e-02 Score 95.210 Data time: 0.1879, Forward time: 2.2675, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 5.6022 [2020-11-12 23:30:46,363][root][INFO] - ===> Epoch[253](6554/26): Loss -0.6733, Sem 0.1141, dir -0.9580, norm 0.1705, swav 0.0000 LR: 6.995e-02 Score 96.013 Data time: 0.1851, Forward time: 2.2674, Backward time: 3.1260, DDP time: 0.0042, Total iter time: 4.8116 [2020-11-12 23:30:52,508][root][INFO] - ===> Epoch[253](6555/26): Loss -0.6234, Sem 0.1452, dir -0.9514, norm 0.1828, swav 0.0000 LR: 6.995e-02 Score 95.518 Data time: 0.2631, Forward time: 2.2675, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 6.0471 [2020-11-12 23:30:59,068][root][INFO] - ===> Epoch[253](6556/26): Loss -0.6622, Sem 0.1232, dir -0.9569, norm 0.1714, swav 0.0000 LR: 6.995e-02 Score 95.903 Data time: 0.1622, Forward time: 2.2674, Backward time: 3.1263, DDP time: 0.0042, Total iter time: 6.4190 [2020-11-12 23:31:03,791][root][INFO] - ===> Epoch[253](6557/26): Loss -0.6601, Sem 0.1238, dir -0.9612, norm 0.1773, swav 0.0000 LR: 6.994e-02 Score 95.752 Data time: 0.2182, Forward time: 2.2674, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 4.6438 [2020-11-12 23:31:10,083][root][INFO] - ===> Epoch[253](6558/26): Loss -0.6421, Sem 0.1320, dir -0.9563, norm 0.1821, swav 0.0000 LR: 6.994e-02 Score 95.476 Data time: 0.2073, Forward time: 2.2674, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 6.1769 [2020-11-12 23:31:14,632][root][INFO] - ===> Epoch[253](6559/26): Loss -0.6579, Sem 0.1149, dir -0.9577, norm 0.1848, swav 0.0000 LR: 6.993e-02 Score 96.149 Data time: 0.1471, Forward time: 2.2673, Backward time: 3.1260, DDP time: 0.0042, Total iter time: 4.4286 [2020-11-12 23:31:20,929][root][INFO] - ===> Epoch[253](6560/26): Loss -0.5884, Sem 0.1381, dir -0.9501, norm 0.2235, swav 0.0000 LR: 6.993e-02 Score 95.527 Data time: 0.1516, Forward time: 2.2672, Backward time: 3.1262, DDP time: 0.0042, Total iter time: 6.1980 [2020-11-12 23:31:25,965][root][INFO] - ===> Epoch[253](6561/26): Loss -0.6373, Sem 0.1311, dir -0.9562, norm 0.1877, swav 0.0000 LR: 6.992e-02 Score 95.906 Data time: 0.2077, Forward time: 2.2672, Backward time: 3.1261, DDP time: 0.0042, Total iter time: 4.9485 [2020-11-12 23:31:31,036][root][INFO] - ===> Epoch[253](6562/26): Loss -0.6592, Sem 0.1303, dir -0.9587, norm 0.1692, swav 0.0000 LR: 6.992e-02 Score 95.606 Data time: 0.2135, Forward time: 2.2672, Backward time: 3.1260, DDP time: 0.0042, Total iter time: 4.9308 [2020-11-12 23:31:36,666][root][INFO] - ===> Epoch[253](6563/26): Loss -0.6741, Sem 0.1161, dir -0.9582, norm 0.1680, swav 0.0000 LR: 6.991e-02 Score 96.072 Data time: 0.2413, Forward time: 2.2673, Backward time: 3.1259, DDP time: 0.0042, Total iter time: 5.5259 [2020-11-12 23:31:42,144][root][INFO] - ===> Epoch[253](6564/26): Loss -0.6536, Sem 0.1230, dir -0.9608, norm 0.1842, swav 0.0000 LR: 6.991e-02 Score 95.676 Data time: 0.2241, Forward time: 2.2673, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 5.3587 [2020-11-12 23:31:47,398][root][INFO] - ===> Epoch[253](6565/26): Loss -0.6707, Sem 0.1181, dir -0.9609, norm 0.1721, swav 0.0000 LR: 6.990e-02 Score 96.224 Data time: 0.2351, Forward time: 2.2673, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 5.1405 [2020-11-12 23:31:53,910][root][INFO] - ===> Epoch[253](6566/26): Loss -0.6916, Sem 0.1041, dir -0.9616, norm 0.1659, swav 0.0000 LR: 6.990e-02 Score 96.436 Data time: 0.2292, Forward time: 2.2674, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 6.3963 [2020-11-12 23:31:58,578][root][INFO] - ===> Epoch[253](6567/26): Loss -0.6540, Sem 0.1316, dir -0.9579, norm 0.1724, swav 0.0000 LR: 6.989e-02 Score 95.707 Data time: 0.2254, Forward time: 2.2674, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 4.5308 [2020-11-12 23:32:02,966][root][INFO] - ===> Epoch[253](6568/26): Loss -0.6398, Sem 0.1370, dir -0.9571, norm 0.1803, swav 0.0000 LR: 6.989e-02 Score 95.461 Data time: 0.1991, Forward time: 2.2673, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 4.2923 [2020-11-12 23:32:08,393][root][INFO] - ===> Epoch[253](6569/26): Loss -0.6120, Sem 0.1374, dir -0.9558, norm 0.2064, swav 0.0000 LR: 6.988e-02 Score 95.308 Data time: 0.2751, Forward time: 2.2674, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.3285 [2020-11-12 23:32:13,631][root][INFO] - ===> Epoch[253](6570/26): Loss -0.6553, Sem 0.1280, dir -0.9550, norm 0.1718, swav 0.0000 LR: 6.988e-02 Score 95.801 Data time: 0.2112, Forward time: 2.2674, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.1030 [2020-11-12 23:32:19,232][root][INFO] - ===> Epoch[253](6571/26): Loss -0.6388, Sem 0.1336, dir -0.9532, norm 0.1807, swav 0.0000 LR: 6.988e-02 Score 95.513 Data time: 0.1749, Forward time: 2.2674, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.5070 [2020-11-12 23:32:24,914][root][INFO] - ===> Epoch[253](6572/26): Loss -0.6059, Sem 0.1237, dir -0.9502, norm 0.2206, swav 0.0000 LR: 6.987e-02 Score 95.744 Data time: 0.1675, Forward time: 2.2673, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.5863 [2020-11-12 23:32:30,833][root][INFO] - ===> Epoch[253](6573/26): Loss -0.6350, Sem 0.1234, dir -0.9554, norm 0.1969, swav 0.0000 LR: 6.987e-02 Score 95.820 Data time: 0.1923, Forward time: 2.2673, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.8330 [2020-11-12 23:32:35,504][root][INFO] - ===> Epoch[253](6574/26): Loss -0.6522, Sem 0.1213, dir -0.9556, norm 0.1820, swav 0.0000 LR: 6.986e-02 Score 95.683 Data time: 0.2076, Forward time: 2.2673, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 4.5679 [2020-11-12 23:32:41,951][root][INFO] - ===> Epoch[253](6575/26): Loss -0.6123, Sem 0.1311, dir -0.9505, norm 0.2071, swav 0.0000 LR: 6.986e-02 Score 95.421 Data time: 0.2242, Forward time: 2.2673, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.3345 [2020-11-12 23:32:47,719][root][INFO] - ===> Epoch[253](6576/26): Loss -0.6216, Sem 0.1417, dir -0.9564, norm 0.1931, swav 0.0000 LR: 6.985e-02 Score 95.452 Data time: 0.2143, Forward time: 2.2673, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.6260 [2020-11-12 23:32:53,759][root][INFO] - ===> Epoch[253](6577/26): Loss -0.6273, Sem 0.1300, dir -0.9547, norm 0.1974, swav 0.0000 LR: 6.985e-02 Score 95.589 Data time: 0.1781, Forward time: 2.2673, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.9111 [2020-11-12 23:32:58,642][root][INFO] - ===> Epoch[253](6578/26): Loss -0.6312, Sem 0.1223, dir -0.9547, norm 0.2012, swav 0.0000 LR: 6.984e-02 Score 95.796 Data time: 0.1547, Forward time: 2.2672, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 4.7851 [2020-11-12 23:33:04,910][root][INFO] - ===> Epoch[254](6579/26): Loss -0.6285, Sem 0.1316, dir -0.9563, norm 0.1963, swav 0.0000 LR: 6.984e-02 Score 95.602 Data time: 0.1921, Forward time: 2.2671, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 6.1685 [2020-11-12 23:33:11,445][root][INFO] - ===> Epoch[254](6580/26): Loss -0.6629, Sem 0.1160, dir -0.9592, norm 0.1803, swav 0.0000 LR: 6.983e-02 Score 95.931 Data time: 0.1887, Forward time: 2.2671, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 6.4397 [2020-11-12 23:33:17,979][root][INFO] - ===> Epoch[254](6581/26): Loss -0.6658, Sem 0.1202, dir -0.9589, norm 0.1729, swav 0.0000 LR: 6.983e-02 Score 95.984 Data time: 0.1820, Forward time: 2.2671, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 6.4489 [2020-11-12 23:33:23,074][root][INFO] - ===> Epoch[254](6582/26): Loss -0.6345, Sem 0.1303, dir -0.9580, norm 0.1933, swav 0.0000 LR: 6.982e-02 Score 95.645 Data time: 0.1950, Forward time: 2.2671, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 4.9970 [2020-11-12 23:33:27,930][root][INFO] - ===> Epoch[254](6583/26): Loss -0.6654, Sem 0.1240, dir -0.9582, norm 0.1688, swav 0.0000 LR: 6.982e-02 Score 96.039 Data time: 0.2097, Forward time: 2.2670, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 4.7432 [2020-11-12 23:33:33,052][root][INFO] - ===> Epoch[254](6584/26): Loss -0.6455, Sem 0.1303, dir -0.9587, norm 0.1829, swav 0.0000 LR: 6.981e-02 Score 95.774 Data time: 0.1976, Forward time: 2.2670, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.0016 [2020-11-12 23:33:38,546][root][INFO] - ===> Epoch[254](6585/26): Loss -0.6442, Sem 0.1126, dir -0.9504, norm 0.1936, swav 0.0000 LR: 6.981e-02 Score 96.431 Data time: 0.2645, Forward time: 2.2671, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.3959 [2020-11-12 23:33:44,639][root][INFO] - ===> Epoch[254](6586/26): Loss -0.6441, Sem 0.1225, dir -0.9546, norm 0.1880, swav 0.0000 LR: 6.980e-02 Score 96.020 Data time: 0.2407, Forward time: 2.2671, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.9680 [2020-11-12 23:33:49,810][root][INFO] - ===> Epoch[254](6587/26): Loss -0.6780, Sem 0.1154, dir -0.9591, norm 0.1657, swav 0.0000 LR: 6.980e-02 Score 96.015 Data time: 0.2436, Forward time: 2.2672, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.0840 [2020-11-12 23:33:55,796][root][INFO] - ===> Epoch[254](6588/26): Loss -0.6270, Sem 0.1319, dir -0.9591, norm 0.2002, swav 0.0000 LR: 6.980e-02 Score 95.511 Data time: 0.1925, Forward time: 2.2671, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.8769 [2020-11-12 23:34:00,806][root][INFO] - ===> Epoch[254](6589/26): Loss -0.6377, Sem 0.1349, dir -0.9581, norm 0.1855, swav 0.0000 LR: 6.979e-02 Score 95.381 Data time: 0.2083, Forward time: 2.2671, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 4.9178 [2020-11-12 23:34:07,550][root][INFO] - ===> Epoch[254](6590/26): Loss -0.6129, Sem 0.1537, dir -0.9514, norm 0.1847, swav 0.0000 LR: 6.979e-02 Score 94.986 Data time: 0.2477, Forward time: 2.2672, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.6340 [2020-11-12 23:34:14,539][root][INFO] - ===> Epoch[254](6591/26): Loss -0.6691, Sem 0.1159, dir -0.9585, norm 0.1736, swav 0.0000 LR: 6.978e-02 Score 96.180 Data time: 0.1662, Forward time: 2.2671, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 6.8511 [2020-11-12 23:34:21,066][root][INFO] - ===> Epoch[254](6592/26): Loss -0.6272, Sem 0.1267, dir -0.9515, norm 0.1976, swav 0.0000 LR: 6.978e-02 Score 95.825 Data time: 0.1867, Forward time: 2.2671, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 6.4293 [2020-11-12 23:34:26,971][root][INFO] - ===> Epoch[254](6593/26): Loss -0.6214, Sem 0.1477, dir -0.9572, norm 0.1881, swav 0.0000 LR: 6.977e-02 Score 95.087 Data time: 0.2019, Forward time: 2.2671, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 5.7905 [2020-11-12 23:34:33,705][root][INFO] - ===> Epoch[254](6594/26): Loss -0.6490, Sem 0.1267, dir -0.9560, norm 0.1804, swav 0.0000 LR: 6.977e-02 Score 95.830 Data time: 0.2486, Forward time: 2.2672, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 6.6390 [2020-11-12 23:34:40,033][root][INFO] - ===> Epoch[254](6595/26): Loss -0.6233, Sem 0.1210, dir -0.9509, norm 0.2065, swav 0.0000 LR: 6.976e-02 Score 95.961 Data time: 0.2878, Forward time: 2.2673, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 6.2043 [2020-11-12 23:34:46,661][root][INFO] - ===> Epoch[254](6596/26): Loss -0.6758, Sem 0.1129, dir -0.9581, norm 0.1693, swav 0.0000 LR: 6.976e-02 Score 96.147 Data time: 0.1826, Forward time: 2.2672, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 6.4914 [2020-11-12 23:34:51,977][root][INFO] - ===> Epoch[254](6597/26): Loss -0.6297, Sem 0.1459, dir -0.9632, norm 0.1875, swav 0.0000 LR: 6.975e-02 Score 95.225 Data time: 0.2255, Forward time: 2.2672, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 5.2235 [2020-11-12 23:34:58,544][root][INFO] - ===> Epoch[254](6598/26): Loss -0.6004, Sem 0.1648, dir -0.9510, norm 0.1858, swav 0.0000 LR: 6.975e-02 Score 94.874 Data time: 0.2265, Forward time: 2.2673, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 6.4588 [2020-11-12 23:35:03,784][root][INFO] - ===> Epoch[254](6599/26): Loss -0.6288, Sem 0.1312, dir -0.9522, norm 0.1922, swav 0.0000 LR: 6.974e-02 Score 95.627 Data time: 0.1955, Forward time: 2.2673, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 5.1180 [2020-11-12 23:35:09,342][root][INFO] - ===> Epoch[254](6600/26): Loss -0.6572, Sem 0.1190, dir -0.9618, norm 0.1856, swav 0.0000 LR: 6.974e-02 Score 96.002 Data time: 0.1900, Forward time: 2.2672, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 5.4348 [2020-11-12 23:35:13,846][root][INFO] - ===> Epoch[254](6601/26): Loss -0.6325, Sem 0.1300, dir -0.9551, norm 0.1926, swav 0.0000 LR: 6.973e-02 Score 95.695 Data time: 0.1686, Forward time: 2.2672, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 4.4244 [2020-11-12 23:35:20,717][root][INFO] - ===> Epoch[254](6602/26): Loss -0.6229, Sem 0.1360, dir -0.9538, norm 0.1949, swav 0.0000 LR: 6.973e-02 Score 95.560 Data time: 0.1826, Forward time: 2.2671, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 6.7690 [2020-11-12 23:35:26,416][root][INFO] - ===> Epoch[254](6603/26): Loss -0.6535, Sem 0.1302, dir -0.9598, norm 0.1761, swav 0.0000 LR: 6.973e-02 Score 95.553 Data time: 0.2137, Forward time: 2.2671, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 5.5888 [2020-11-12 23:35:31,511][root][INFO] - ===> Epoch[254](6604/26): Loss -0.6479, Sem 0.1225, dir -0.9553, norm 0.1848, swav 0.0000 LR: 6.972e-02 Score 95.815 Data time: 0.1830, Forward time: 2.2671, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 4.9666 [2020-11-12 23:35:37,183][root][INFO] - ===> Epoch[255](6605/26): Loss -0.6538, Sem 0.1295, dir -0.9596, norm 0.1763, swav 0.0000 LR: 6.972e-02 Score 95.637 Data time: 0.2164, Forward time: 2.2671, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 5.5346 [2020-11-12 23:35:41,472][root][INFO] - ===> Epoch[255](6606/26): Loss -0.6308, Sem 0.1402, dir -0.9512, norm 0.1802, swav 0.0000 LR: 6.971e-02 Score 95.262 Data time: 0.1997, Forward time: 2.2671, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 4.1835 [2020-11-12 23:35:46,862][root][INFO] - ===> Epoch[255](6607/26): Loss -0.6202, Sem 0.1419, dir -0.9540, norm 0.1919, swav 0.0000 LR: 6.971e-02 Score 95.200 Data time: 0.2389, Forward time: 2.2671, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.2915 [2020-11-12 23:35:52,754][root][INFO] - ===> Epoch[255](6608/26): Loss -0.6086, Sem 0.1370, dir -0.9524, norm 0.2068, swav 0.0000 LR: 6.970e-02 Score 95.318 Data time: 0.2154, Forward time: 2.2672, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.7662 [2020-11-12 23:35:58,906][root][INFO] - ===> Epoch[255](6609/26): Loss -0.6546, Sem 0.1231, dir -0.9529, norm 0.1752, swav 0.0000 LR: 6.970e-02 Score 95.925 Data time: 0.2166, Forward time: 2.2672, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.0287 [2020-11-12 23:36:04,598][root][INFO] - ===> Epoch[255](6610/26): Loss -0.6431, Sem 0.1410, dir -0.9606, norm 0.1766, swav 0.0000 LR: 6.969e-02 Score 95.175 Data time: 0.2045, Forward time: 2.2672, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.5832 [2020-11-12 23:36:10,521][root][INFO] - ===> Epoch[255](6611/26): Loss -0.6416, Sem 0.1350, dir -0.9559, norm 0.1792, swav 0.0000 LR: 6.969e-02 Score 95.427 Data time: 0.2537, Forward time: 2.2672, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.8171 [2020-11-12 23:36:17,665][root][INFO] - ===> Epoch[255](6612/26): Loss -0.6183, Sem 0.1550, dir -0.9550, norm 0.1817, swav 0.0000 LR: 6.968e-02 Score 95.010 Data time: 0.3578, Forward time: 2.2674, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 7.0056 [2020-11-12 23:36:23,803][root][INFO] - ===> Epoch[255](6613/26): Loss -0.6519, Sem 0.1341, dir -0.9594, norm 0.1734, swav 0.0000 LR: 6.968e-02 Score 95.401 Data time: 0.2496, Forward time: 2.2675, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.0143 [2020-11-12 23:36:29,165][root][INFO] - ===> Epoch[255](6614/26): Loss -0.6445, Sem 0.1271, dir -0.9533, norm 0.1816, swav 0.0000 LR: 6.967e-02 Score 95.553 Data time: 0.2468, Forward time: 2.2676, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.2187 [2020-11-12 23:36:35,775][root][INFO] - ===> Epoch[255](6615/26): Loss -0.6685, Sem 0.1235, dir -0.9630, norm 0.1709, swav 0.0000 LR: 6.967e-02 Score 95.798 Data time: 0.1685, Forward time: 2.2675, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.5114 [2020-11-12 23:36:42,178][root][INFO] - ===> Epoch[255](6616/26): Loss -0.6344, Sem 0.1199, dir -0.9518, norm 0.1975, swav 0.0000 LR: 6.966e-02 Score 95.887 Data time: 0.1972, Forward time: 2.2675, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 6.3187 [2020-11-12 23:36:47,984][root][INFO] - ===> Epoch[255](6617/26): Loss -0.6496, Sem 0.1295, dir -0.9576, norm 0.1785, swav 0.0000 LR: 6.966e-02 Score 95.664 Data time: 0.1804, Forward time: 2.2675, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.6936 [2020-11-12 23:36:54,443][root][INFO] - ===> Epoch[255](6618/26): Loss -0.6742, Sem 0.1190, dir -0.9633, norm 0.1701, swav 0.0000 LR: 6.965e-02 Score 96.095 Data time: 0.2001, Forward time: 2.2675, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 6.3655 [2020-11-12 23:37:00,118][root][INFO] - ===> Epoch[255](6619/26): Loss -0.6403, Sem 0.1270, dir -0.9623, norm 0.1949, swav 0.0000 LR: 6.965e-02 Score 95.732 Data time: 0.1913, Forward time: 2.2674, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 5.5634 [2020-11-12 23:37:05,778][root][INFO] - ===> Epoch[255](6620/26): Loss -0.5884, Sem 0.1472, dir -0.9484, norm 0.2129, swav 0.0000 LR: 6.965e-02 Score 95.296 Data time: 0.2505, Forward time: 2.2675, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.5666 [2020-11-12 23:37:11,296][root][INFO] - ===> Epoch[255](6621/26): Loss -0.6249, Sem 0.1348, dir -0.9534, norm 0.1937, swav 0.0000 LR: 6.964e-02 Score 95.363 Data time: 0.1914, Forward time: 2.2675, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.3734 [2020-11-12 23:37:16,677][root][INFO] - ===> Epoch[255](6622/26): Loss -0.6548, Sem 0.1145, dir -0.9573, norm 0.1880, swav 0.0000 LR: 6.964e-02 Score 96.084 Data time: 0.2435, Forward time: 2.2675, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.2972 [2020-11-12 23:37:22,187][root][INFO] - ===> Epoch[255](6623/26): Loss -0.6793, Sem 0.1105, dir -0.9598, norm 0.1700, swav 0.0000 LR: 6.963e-02 Score 96.482 Data time: 0.2184, Forward time: 2.2675, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.4130 [2020-11-12 23:37:27,401][root][INFO] - ===> Epoch[255](6624/26): Loss -0.6214, Sem 0.1339, dir -0.9532, norm 0.1979, swav 0.0000 LR: 6.963e-02 Score 95.550 Data time: 0.2034, Forward time: 2.2675, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.0878 [2020-11-12 23:37:33,157][root][INFO] - ===> Epoch[255](6625/26): Loss -0.6347, Sem 0.1337, dir -0.9565, norm 0.1881, swav 0.0000 LR: 6.962e-02 Score 95.555 Data time: 0.2595, Forward time: 2.2676, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.6599 [2020-11-12 23:37:38,595][root][INFO] - ===> Epoch[255](6626/26): Loss -0.6524, Sem 0.1334, dir -0.9617, norm 0.1758, swav 0.0000 LR: 6.962e-02 Score 95.233 Data time: 0.2015, Forward time: 2.2675, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.3043 [2020-11-12 23:37:45,347][root][INFO] - ===> Epoch[255](6627/26): Loss -0.6191, Sem 0.1388, dir -0.9543, norm 0.1964, swav 0.0000 LR: 6.961e-02 Score 95.358 Data time: 0.1992, Forward time: 2.2675, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.6347 [2020-11-12 23:37:50,827][root][INFO] - ===> Epoch[255](6628/26): Loss -0.6590, Sem 0.1268, dir -0.9574, norm 0.1716, swav 0.0000 LR: 6.961e-02 Score 95.679 Data time: 0.2349, Forward time: 2.2675, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.3902 [2020-11-12 23:37:55,656][root][INFO] - ===> Epoch[255](6629/26): Loss -0.6346, Sem 0.1412, dir -0.9536, norm 0.1777, swav 0.0000 LR: 6.960e-02 Score 95.278 Data time: 0.2702, Forward time: 2.2676, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 4.6887 [2020-11-12 23:38:03,022][root][INFO] - ===> Epoch[255](6630/26): Loss -0.6674, Sem 0.1102, dir -0.9539, norm 0.1763, swav 0.0000 LR: 6.960e-02 Score 96.207 Data time: 0.1762, Forward time: 2.2675, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 7.2532 [2020-11-12 23:38:10,651][root][INFO] - ===> Epoch[256](6631/26): Loss -0.6731, Sem 0.1177, dir -0.9625, norm 0.1717, swav 0.0000 LR: 6.959e-02 Score 96.064 Data time: 0.2327, Forward time: 2.2675, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 7.5218 [2020-11-12 23:38:16,026][root][INFO] - ===> Epoch[256](6632/26): Loss -0.6300, Sem 0.1312, dir -0.9552, norm 0.1940, swav 0.0000 LR: 6.959e-02 Score 95.872 Data time: 0.2037, Forward time: 2.2675, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.2706 [2020-11-12 23:38:22,373][root][INFO] - ===> Epoch[256](6633/26): Loss -0.6315, Sem 0.1449, dir -0.9557, norm 0.1793, swav 0.0000 LR: 6.958e-02 Score 95.351 Data time: 0.2593, Forward time: 2.2676, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 6.2371 [2020-11-12 23:38:28,202][root][INFO] - ===> Epoch[256](6634/26): Loss -0.5926, Sem 0.1557, dir -0.9538, norm 0.2054, swav 0.0000 LR: 6.958e-02 Score 95.091 Data time: 0.2604, Forward time: 2.2677, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.7183 [2020-11-12 23:38:33,913][root][INFO] - ===> Epoch[256](6635/26): Loss -0.6663, Sem 0.1132, dir -0.9600, norm 0.1805, swav 0.0000 LR: 6.958e-02 Score 96.029 Data time: 0.2852, Forward time: 2.2678, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.5771 [2020-11-12 23:38:40,217][root][INFO] - ===> Epoch[256](6636/26): Loss -0.6009, Sem 0.1565, dir -0.9476, norm 0.1901, swav 0.0000 LR: 6.957e-02 Score 94.755 Data time: 0.3053, Forward time: 2.2679, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.1851 [2020-11-12 23:38:47,099][root][INFO] - ===> Epoch[256](6637/26): Loss -0.5503, Sem 0.1756, dir -0.9448, norm 0.2190, swav 0.0000 LR: 6.957e-02 Score 94.125 Data time: 0.1687, Forward time: 2.2679, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 6.7370 [2020-11-12 23:38:52,353][root][INFO] - ===> Epoch[256](6638/26): Loss -0.6436, Sem 0.1405, dir -0.9542, norm 0.1700, swav 0.0000 LR: 6.956e-02 Score 95.358 Data time: 0.2382, Forward time: 2.2679, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.1691 [2020-11-12 23:38:57,676][root][INFO] - ===> Epoch[256](6639/26): Loss -0.6237, Sem 0.1452, dir -0.9581, norm 0.1891, swav 0.0000 LR: 6.956e-02 Score 95.186 Data time: 0.2090, Forward time: 2.2679, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.2177 [2020-11-12 23:39:03,646][root][INFO] - ===> Epoch[256](6640/26): Loss -0.6276, Sem 0.1382, dir -0.9556, norm 0.1898, swav 0.0000 LR: 6.955e-02 Score 95.611 Data time: 0.1730, Forward time: 2.2678, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.8890 [2020-11-12 23:39:08,953][root][INFO] - ===> Epoch[256](6641/26): Loss -0.6559, Sem 0.1282, dir -0.9588, norm 0.1747, swav 0.0000 LR: 6.955e-02 Score 95.616 Data time: 0.2257, Forward time: 2.2679, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.2671 [2020-11-12 23:39:14,580][root][INFO] - ===> Epoch[256](6642/26): Loss -0.6321, Sem 0.1322, dir -0.9552, norm 0.1909, swav 0.0000 LR: 6.954e-02 Score 95.405 Data time: 0.2093, Forward time: 2.2679, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.5303 [2020-11-12 23:39:19,294][root][INFO] - ===> Epoch[256](6643/26): Loss -0.6068, Sem 0.1438, dir -0.9469, norm 0.1962, swav 0.0000 LR: 6.954e-02 Score 95.074 Data time: 0.1762, Forward time: 2.2678, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 4.6197 [2020-11-12 23:39:24,273][root][INFO] - ===> Epoch[256](6644/26): Loss -0.5862, Sem 0.1467, dir -0.9523, norm 0.2194, swav 0.0000 LR: 6.953e-02 Score 95.276 Data time: 0.1831, Forward time: 2.2678, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 4.8859 [2020-11-12 23:39:30,844][root][INFO] - ===> Epoch[256](6645/26): Loss -0.6626, Sem 0.1219, dir -0.9622, norm 0.1778, swav 0.0000 LR: 6.953e-02 Score 95.771 Data time: 0.2136, Forward time: 2.2678, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.4758 [2020-11-12 23:39:36,856][root][INFO] - ===> Epoch[256](6646/26): Loss -0.6341, Sem 0.1403, dir -0.9558, norm 0.1814, swav 0.0000 LR: 6.952e-02 Score 95.281 Data time: 0.2229, Forward time: 2.2678, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.8979 [2020-11-12 23:39:42,980][root][INFO] - ===> Epoch[256](6647/26): Loss -0.6489, Sem 0.1210, dir -0.9570, norm 0.1870, swav 0.0000 LR: 6.952e-02 Score 96.103 Data time: 0.2114, Forward time: 2.2678, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.0088 [2020-11-12 23:39:47,983][root][INFO] - ===> Epoch[256](6648/26): Loss -0.6104, Sem 0.1403, dir -0.9497, norm 0.1990, swav 0.0000 LR: 6.951e-02 Score 95.503 Data time: 0.2462, Forward time: 2.2678, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 4.9086 [2020-11-12 23:39:54,369][root][INFO] - ===> Epoch[256](6649/26): Loss -0.6367, Sem 0.1301, dir -0.9518, norm 0.1850, swav 0.0000 LR: 6.951e-02 Score 95.570 Data time: 0.2820, Forward time: 2.2679, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.2867 [2020-11-12 23:40:00,104][root][INFO] - ===> Epoch[256](6650/26): Loss -0.6648, Sem 0.1191, dir -0.9574, norm 0.1735, swav 0.0000 LR: 6.950e-02 Score 96.013 Data time: 0.2509, Forward time: 2.2680, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.6232 [2020-11-12 23:40:06,047][root][INFO] - ===> Epoch[256](6651/26): Loss -0.6709, Sem 0.1137, dir -0.9590, norm 0.1744, swav 0.0000 LR: 6.950e-02 Score 96.123 Data time: 0.2475, Forward time: 2.2680, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.8210 [2020-11-12 23:40:11,378][root][INFO] - ===> Epoch[256](6652/26): Loss -0.5995, Sem 0.1455, dir -0.9504, norm 0.2054, swav 0.0000 LR: 6.950e-02 Score 95.064 Data time: 0.1791, Forward time: 2.2680, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.2228 [2020-11-12 23:40:17,941][root][INFO] - ===> Epoch[256](6653/26): Loss -0.6497, Sem 0.1239, dir -0.9581, norm 0.1845, swav 0.0000 LR: 6.949e-02 Score 95.849 Data time: 0.2699, Forward time: 2.2681, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.4970 [2020-11-12 23:40:24,056][root][INFO] - ===> Epoch[256](6654/26): Loss -0.5813, Sem 0.1511, dir -0.9513, norm 0.2189, swav 0.0000 LR: 6.949e-02 Score 95.164 Data time: 0.1867, Forward time: 2.2680, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.9871 [2020-11-12 23:40:29,432][root][INFO] - ===> Epoch[256](6655/26): Loss -0.6471, Sem 0.1274, dir -0.9600, norm 0.1855, swav 0.0000 LR: 6.948e-02 Score 95.861 Data time: 0.2050, Forward time: 2.2680, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.2770 [2020-11-12 23:40:33,962][root][INFO] - ===> Epoch[256](6656/26): Loss -0.6211, Sem 0.1435, dir -0.9553, norm 0.1907, swav 0.0000 LR: 6.948e-02 Score 95.152 Data time: 0.1594, Forward time: 2.2680, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 4.4222 [2020-11-12 23:40:40,688][root][INFO] - ===> Epoch[257](6657/26): Loss -0.6346, Sem 0.1448, dir -0.9606, norm 0.1812, swav 0.0000 LR: 6.947e-02 Score 95.326 Data time: 0.1482, Forward time: 2.2679, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.6387 [2020-11-12 23:40:44,998][root][INFO] - ===> Epoch[257](6658/26): Loss -0.6387, Sem 0.1404, dir -0.9592, norm 0.1801, swav 0.0000 LR: 6.947e-02 Score 95.386 Data time: 0.1831, Forward time: 2.2678, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 4.2604 [2020-11-12 23:40:49,310][root][INFO] - ===> Epoch[257](6659/26): Loss -0.6314, Sem 0.1538, dir -0.9581, norm 0.1730, swav 0.0000 LR: 6.946e-02 Score 94.846 Data time: 0.1887, Forward time: 2.2678, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 4.2230 [2020-11-12 23:40:54,106][root][INFO] - ===> Epoch[257](6660/26): Loss -0.6488, Sem 0.1354, dir -0.9562, norm 0.1721, swav 0.0000 LR: 6.946e-02 Score 95.395 Data time: 0.2256, Forward time: 2.2678, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 4.7073 [2020-11-12 23:40:59,883][root][INFO] - ===> Epoch[257](6661/26): Loss -0.6114, Sem 0.1486, dir -0.9487, norm 0.1887, swav 0.0000 LR: 6.945e-02 Score 95.202 Data time: 0.2844, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.6764 [2020-11-12 23:41:05,715][root][INFO] - ===> Epoch[257](6662/26): Loss -0.6338, Sem 0.1382, dir -0.9571, norm 0.1850, swav 0.0000 LR: 6.945e-02 Score 95.488 Data time: 0.2455, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.6975 [2020-11-12 23:41:11,478][root][INFO] - ===> Epoch[257](6663/26): Loss -0.6378, Sem 0.1324, dir -0.9551, norm 0.1849, swav 0.0000 LR: 6.944e-02 Score 95.544 Data time: 0.2395, Forward time: 2.2680, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.6597 [2020-11-12 23:41:16,568][root][INFO] - ===> Epoch[257](6664/26): Loss -0.6732, Sem 0.1208, dir -0.9608, norm 0.1668, swav 0.0000 LR: 6.944e-02 Score 95.762 Data time: 0.1810, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 4.9521 [2020-11-12 23:41:22,414][root][INFO] - ===> Epoch[257](6665/26): Loss -0.6393, Sem 0.1419, dir -0.9585, norm 0.1773, swav 0.0000 LR: 6.943e-02 Score 95.373 Data time: 0.2141, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.7719 [2020-11-12 23:41:27,405][root][INFO] - ===> Epoch[257](6666/26): Loss -0.6604, Sem 0.1200, dir -0.9549, norm 0.1745, swav 0.0000 LR: 6.943e-02 Score 95.940 Data time: 0.1699, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 4.8709 [2020-11-12 23:41:32,901][root][INFO] - ===> Epoch[257](6667/26): Loss -0.6356, Sem 0.1368, dir -0.9553, norm 0.1829, swav 0.0000 LR: 6.943e-02 Score 95.337 Data time: 0.1774, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.4597 [2020-11-12 23:41:38,393][root][INFO] - ===> Epoch[257](6668/26): Loss -0.6541, Sem 0.1223, dir -0.9597, norm 0.1832, swav 0.0000 LR: 6.942e-02 Score 96.014 Data time: 0.2302, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.4085 [2020-11-12 23:41:44,620][root][INFO] - ===> Epoch[257](6669/26): Loss -0.6157, Sem 0.1511, dir -0.9556, norm 0.1888, swav 0.0000 LR: 6.942e-02 Score 95.234 Data time: 0.2958, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.1065 [2020-11-12 23:41:50,508][root][INFO] - ===> Epoch[257](6670/26): Loss -0.6594, Sem 0.1162, dir -0.9582, norm 0.1826, swav 0.0000 LR: 6.941e-02 Score 96.363 Data time: 0.2695, Forward time: 2.2681, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.7606 [2020-11-12 23:41:56,588][root][INFO] - ===> Epoch[257](6671/26): Loss -0.6021, Sem 0.1717, dir -0.9575, norm 0.1837, swav 0.0000 LR: 6.941e-02 Score 95.505 Data time: 0.2221, Forward time: 2.2681, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.9811 [2020-11-12 23:42:01,529][root][INFO] - ===> Epoch[257](6672/26): Loss -0.6014, Sem 0.1462, dir -0.9530, norm 0.2054, swav 0.0000 LR: 6.940e-02 Score 95.474 Data time: 0.1593, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 4.8582 [2020-11-12 23:42:06,884][root][INFO] - ===> Epoch[257](6673/26): Loss -0.6217, Sem 0.1606, dir -0.9576, norm 0.1753, swav 0.0000 LR: 6.940e-02 Score 94.905 Data time: 0.2359, Forward time: 2.2681, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 5.2876 [2020-11-12 23:42:12,629][root][INFO] - ===> Epoch[257](6674/26): Loss -0.6224, Sem 0.1487, dir -0.9605, norm 0.1894, swav 0.0000 LR: 6.939e-02 Score 94.979 Data time: 0.2084, Forward time: 2.2681, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 5.6351 [2020-11-12 23:42:18,863][root][INFO] - ===> Epoch[257](6675/26): Loss -0.6845, Sem 0.1092, dir -0.9570, norm 0.1632, swav 0.0000 LR: 6.939e-02 Score 96.517 Data time: 0.1920, Forward time: 2.2681, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.1421 [2020-11-12 23:42:25,512][root][INFO] - ===> Epoch[257](6676/26): Loss -0.6245, Sem 0.1304, dir -0.9461, norm 0.1912, swav 0.0000 LR: 6.938e-02 Score 95.668 Data time: 0.2450, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 6.5657 [2020-11-12 23:42:31,355][root][INFO] - ===> Epoch[257](6677/26): Loss -0.6198, Sem 0.1399, dir -0.9582, norm 0.1985, swav 0.0000 LR: 6.938e-02 Score 95.368 Data time: 0.1989, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.7424 [2020-11-12 23:42:35,422][root][INFO] - ===> Epoch[257](6678/26): Loss -0.6068, Sem 0.1336, dir -0.9462, norm 0.2057, swav 0.0000 LR: 6.937e-02 Score 95.648 Data time: 0.1731, Forward time: 2.2680, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 3.9325 [2020-11-12 23:42:41,531][root][INFO] - ===> Epoch[257](6679/26): Loss -0.6180, Sem 0.1386, dir -0.9543, norm 0.1976, swav 0.0000 LR: 6.937e-02 Score 95.620 Data time: 0.2000, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.0113 [2020-11-12 23:42:48,328][root][INFO] - ===> Epoch[257](6680/26): Loss -0.6483, Sem 0.1265, dir -0.9523, norm 0.1775, swav 0.0000 LR: 6.936e-02 Score 95.775 Data time: 0.2299, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 6.6921 [2020-11-12 23:42:53,498][root][INFO] - ===> Epoch[257](6681/26): Loss -0.5928, Sem 0.1592, dir -0.9527, norm 0.2007, swav 0.0000 LR: 6.936e-02 Score 94.669 Data time: 0.2063, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.0680 [2020-11-12 23:42:59,015][root][INFO] - ===> Epoch[257](6682/26): Loss -0.6093, Sem 0.1404, dir -0.9561, norm 0.2064, swav 0.0000 LR: 6.936e-02 Score 95.408 Data time: 0.1704, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.3997 [2020-11-12 23:43:04,600][root][INFO] - ===> Epoch[258](6683/26): Loss -0.6276, Sem 0.1326, dir -0.9605, norm 0.2003, swav 0.0000 LR: 6.935e-02 Score 95.491 Data time: 0.1922, Forward time: 2.2679, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.4850 [2020-11-12 23:43:11,366][root][INFO] - ===> Epoch[258](6684/26): Loss -0.5294, Sem 0.2111, dir -0.9501, norm 0.2096, swav 0.0000 LR: 6.935e-02 Score 93.363 Data time: 0.2228, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 6.6573 [2020-11-12 23:43:17,152][root][INFO] - ===> Epoch[258](6685/26): Loss -0.6003, Sem 0.1642, dir -0.9530, norm 0.1886, swav 0.0000 LR: 6.934e-02 Score 94.547 Data time: 0.1568, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.6606 [2020-11-12 23:43:22,999][root][INFO] - ===> Epoch[258](6686/26): Loss -0.6647, Sem 0.1268, dir -0.9582, norm 0.1668, swav 0.0000 LR: 6.934e-02 Score 95.488 Data time: 0.1987, Forward time: 2.2678, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.7696 [2020-11-12 23:43:29,286][root][INFO] - ===> Epoch[258](6687/26): Loss -0.6316, Sem 0.1408, dir -0.9584, norm 0.1860, swav 0.0000 LR: 6.933e-02 Score 95.303 Data time: 0.3100, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 6.1756 [2020-11-12 23:43:36,147][root][INFO] - ===> Epoch[258](6688/26): Loss -0.6208, Sem 0.1422, dir -0.9610, norm 0.1981, swav 0.0000 LR: 6.933e-02 Score 95.321 Data time: 0.1483, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 6.7197 [2020-11-12 23:43:42,266][root][INFO] - ===> Epoch[258](6689/26): Loss -0.6152, Sem 0.1592, dir -0.9532, norm 0.1788, swav 0.0000 LR: 6.932e-02 Score 94.636 Data time: 0.1476, Forward time: 2.2678, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 6.0224 [2020-11-12 23:43:48,915][root][INFO] - ===> Epoch[258](6690/26): Loss -0.6446, Sem 0.1391, dir -0.9598, norm 0.1761, swav 0.0000 LR: 6.932e-02 Score 95.464 Data time: 0.1476, Forward time: 2.2677, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 6.5908 [2020-11-12 23:43:54,218][root][INFO] - ===> Epoch[258](6691/26): Loss -0.6680, Sem 0.1304, dir -0.9644, norm 0.1660, swav 0.0000 LR: 6.931e-02 Score 95.581 Data time: 0.1576, Forward time: 2.2676, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.2287 [2020-11-12 23:44:00,426][root][INFO] - ===> Epoch[258](6692/26): Loss -0.6088, Sem 0.1455, dir -0.9524, norm 0.1982, swav 0.0000 LR: 6.931e-02 Score 95.144 Data time: 0.2158, Forward time: 2.2676, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.1219 [2020-11-12 23:44:05,640][root][INFO] - ===> Epoch[258](6693/26): Loss -0.6467, Sem 0.1478, dir -0.9598, norm 0.1653, swav 0.0000 LR: 6.930e-02 Score 94.978 Data time: 0.2266, Forward time: 2.2676, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.0795 [2020-11-12 23:44:11,519][root][INFO] - ===> Epoch[258](6694/26): Loss -0.6038, Sem 0.1610, dir -0.9564, norm 0.1916, swav 0.0000 LR: 6.930e-02 Score 94.727 Data time: 0.2649, Forward time: 2.2677, Backward time: 3.1249, DDP time: 0.0042, Total iter time: 5.7512 [2020-11-12 23:44:18,249][root][INFO] - ===> Epoch[258](6695/26): Loss -0.6279, Sem 0.1290, dir -0.9548, norm 0.1978, swav 0.0000 LR: 6.929e-02 Score 96.005 Data time: 0.3361, Forward time: 2.2679, Backward time: 3.1249, DDP time: 0.0042, Total iter time: 6.5931 [2020-11-12 23:44:24,198][root][INFO] - ===> Epoch[258](6696/26): Loss -0.6380, Sem 0.1253, dir -0.9572, norm 0.1939, swav 0.0000 LR: 6.929e-02 Score 95.732 Data time: 0.2600, Forward time: 2.2679, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 5.7968 [2020-11-12 23:44:29,543][root][INFO] - ===> Epoch[258](6697/26): Loss -0.6226, Sem 0.1298, dir -0.9537, norm 0.2012, swav 0.0000 LR: 6.928e-02 Score 95.804 Data time: 0.2502, Forward time: 2.2680, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.2184 [2020-11-12 23:44:34,607][root][INFO] - ===> Epoch[258](6698/26): Loss -0.6182, Sem 0.1471, dir -0.9553, norm 0.1900, swav 0.0000 LR: 6.928e-02 Score 95.122 Data time: 0.1711, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 4.9555 [2020-11-12 23:44:40,118][root][INFO] - ===> Epoch[258](6699/26): Loss -0.6297, Sem 0.1400, dir -0.9575, norm 0.1877, swav 0.0000 LR: 6.928e-02 Score 95.260 Data time: 0.2011, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.4339 [2020-11-12 23:44:45,422][root][INFO] - ===> Epoch[258](6700/26): Loss -0.6292, Sem 0.1339, dir -0.9571, norm 0.1940, swav 0.0000 LR: 6.927e-02 Score 95.579 Data time: 0.1309, Forward time: 2.2678, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.1958 [2020-11-12 23:44:51,016][root][INFO] - ===> Epoch[258](6701/26): Loss -0.6037, Sem 0.1438, dir -0.9539, norm 0.2063, swav 0.0000 LR: 6.927e-02 Score 95.130 Data time: 0.1957, Forward time: 2.2678, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.5336 [2020-11-12 23:44:57,239][root][INFO] - ===> Epoch[258](6702/26): Loss -0.6291, Sem 0.1372, dir -0.9579, norm 0.1916, swav 0.0000 LR: 6.926e-02 Score 95.329 Data time: 0.1691, Forward time: 2.2678, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 6.1232 [2020-11-12 23:45:02,544][root][INFO] - ===> Epoch[258](6703/26): Loss -0.6550, Sem 0.1175, dir -0.9559, norm 0.1833, swav 0.0000 LR: 6.926e-02 Score 96.007 Data time: 0.1583, Forward time: 2.2677, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.2106 [2020-11-12 23:45:07,617][root][INFO] - ===> Epoch[258](6704/26): Loss -0.6145, Sem 0.1406, dir -0.9532, norm 0.1981, swav 0.0000 LR: 6.925e-02 Score 95.419 Data time: 0.2358, Forward time: 2.2677, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 4.9912 [2020-11-12 23:45:13,469][root][INFO] - ===> Epoch[258](6705/26): Loss -0.6102, Sem 0.1416, dir -0.9487, norm 0.1968, swav 0.0000 LR: 6.925e-02 Score 95.511 Data time: 0.1880, Forward time: 2.2677, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.7369 [2020-11-12 23:45:18,936][root][INFO] - ===> Epoch[258](6706/26): Loss -0.6319, Sem 0.1241, dir -0.9547, norm 0.1987, swav 0.0000 LR: 6.924e-02 Score 95.878 Data time: 0.2655, Forward time: 2.2678, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.3689 [2020-11-12 23:45:26,433][root][INFO] - ===> Epoch[258](6707/26): Loss -0.6214, Sem 0.1597, dir -0.9584, norm 0.1773, swav 0.0000 LR: 6.924e-02 Score 94.671 Data time: 0.2098, Forward time: 2.2678, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 7.3775 [2020-11-12 23:45:31,682][root][INFO] - ===> Epoch[258](6708/26): Loss -0.6265, Sem 0.1457, dir -0.9560, norm 0.1838, swav 0.0000 LR: 6.923e-02 Score 95.257 Data time: 0.2787, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.1396 [2020-11-12 23:45:36,850][root][INFO] - ===> Epoch[259](6709/26): Loss -0.6293, Sem 0.1332, dir -0.9521, norm 0.1896, swav 0.0000 LR: 6.923e-02 Score 95.140 Data time: 0.2080, Forward time: 2.2678, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.0453 [2020-11-12 23:45:42,936][root][INFO] - ===> Epoch[259](6710/26): Loss -0.6246, Sem 0.1349, dir -0.9523, norm 0.1928, swav 0.0000 LR: 6.922e-02 Score 95.381 Data time: 0.2020, Forward time: 2.2678, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.9843 [2020-11-12 23:45:49,425][root][INFO] - ===> Epoch[259](6711/26): Loss -0.6369, Sem 0.1369, dir -0.9568, norm 0.1829, swav 0.0000 LR: 6.922e-02 Score 95.549 Data time: 0.2833, Forward time: 2.2680, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 6.3928 [2020-11-12 23:45:55,201][root][INFO] - ===> Epoch[259](6712/26): Loss -0.6109, Sem 0.1281, dir -0.9521, norm 0.2130, swav 0.0000 LR: 6.921e-02 Score 95.688 Data time: 0.1540, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.6418 [2020-11-12 23:46:01,434][root][INFO] - ===> Epoch[259](6713/26): Loss -0.6280, Sem 0.1397, dir -0.9538, norm 0.1860, swav 0.0000 LR: 6.921e-02 Score 95.487 Data time: 0.2473, Forward time: 2.2680, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 6.1393 [2020-11-12 23:46:06,822][root][INFO] - ===> Epoch[259](6714/26): Loss -0.6146, Sem 0.1372, dir -0.9494, norm 0.1975, swav 0.0000 LR: 6.921e-02 Score 95.707 Data time: 0.2526, Forward time: 2.2680, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.2697 [2020-11-12 23:46:12,542][root][INFO] - ===> Epoch[259](6715/26): Loss -0.6509, Sem 0.1098, dir -0.9577, norm 0.1970, swav 0.0000 LR: 6.920e-02 Score 96.359 Data time: 0.1945, Forward time: 2.2680, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.6032 [2020-11-12 23:46:18,326][root][INFO] - ===> Epoch[259](6716/26): Loss -0.6403, Sem 0.1245, dir -0.9543, norm 0.1895, swav 0.0000 LR: 6.920e-02 Score 95.802 Data time: 0.1559, Forward time: 2.2679, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.6858 [2020-11-12 23:46:23,383][root][INFO] - ===> Epoch[259](6717/26): Loss -0.6212, Sem 0.1464, dir -0.9545, norm 0.1869, swav 0.0000 LR: 6.919e-02 Score 95.458 Data time: 0.2379, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 4.9905 [2020-11-12 23:46:29,108][root][INFO] - ===> Epoch[259](6718/26): Loss -0.6322, Sem 0.1353, dir -0.9564, norm 0.1889, swav 0.0000 LR: 6.919e-02 Score 95.525 Data time: 0.2673, Forward time: 2.2681, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.6029 [2020-11-12 23:46:34,857][root][INFO] - ===> Epoch[259](6719/26): Loss -0.5893, Sem 0.1640, dir -0.9492, norm 0.1959, swav 0.0000 LR: 6.918e-02 Score 94.441 Data time: 0.1585, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.6349 [2020-11-12 23:46:40,737][root][INFO] - ===> Epoch[259](6720/26): Loss -0.6197, Sem 0.1469, dir -0.9495, norm 0.1830, swav 0.0000 LR: 6.918e-02 Score 95.064 Data time: 0.2497, Forward time: 2.2681, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.7927 [2020-11-12 23:46:46,331][root][INFO] - ===> Epoch[259](6721/26): Loss -0.6252, Sem 0.1545, dir -0.9608, norm 0.1811, swav 0.0000 LR: 6.917e-02 Score 94.878 Data time: 0.1881, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.4698 [2020-11-12 23:46:51,045][root][INFO] - ===> Epoch[259](6722/26): Loss -0.6453, Sem 0.1376, dir -0.9581, norm 0.1752, swav 0.0000 LR: 6.917e-02 Score 95.357 Data time: 0.1804, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 4.6364 [2020-11-12 23:46:56,768][root][INFO] - ===> Epoch[259](6723/26): Loss -0.6429, Sem 0.1289, dir -0.9587, norm 0.1869, swav 0.0000 LR: 6.916e-02 Score 95.976 Data time: 0.1663, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.6180 [2020-11-12 23:47:02,359][root][INFO] - ===> Epoch[259](6724/26): Loss -0.6546, Sem 0.1334, dir -0.9650, norm 0.1770, swav 0.0000 LR: 6.916e-02 Score 95.707 Data time: 0.1855, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.4999 [2020-11-12 23:47:07,660][root][INFO] - ===> Epoch[259](6725/26): Loss -0.6476, Sem 0.1245, dir -0.9543, norm 0.1822, swav 0.0000 LR: 6.915e-02 Score 95.689 Data time: 0.1733, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.2121 [2020-11-12 23:47:14,500][root][INFO] - ===> Epoch[259](6726/26): Loss -0.5884, Sem 0.1534, dir -0.9458, norm 0.2040, swav 0.0000 LR: 6.915e-02 Score 94.882 Data time: 0.2447, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 6.7396 [2020-11-12 23:47:20,163][root][INFO] - ===> Epoch[259](6727/26): Loss -0.6411, Sem 0.1220, dir -0.9525, norm 0.1894, swav 0.0000 LR: 6.914e-02 Score 95.897 Data time: 0.2670, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.5116 [2020-11-12 23:47:25,401][root][INFO] - ===> Epoch[259](6728/26): Loss -0.6176, Sem 0.1351, dir -0.9588, norm 0.2060, swav 0.0000 LR: 6.914e-02 Score 95.602 Data time: 0.2141, Forward time: 2.2679, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.1297 [2020-11-12 23:47:30,886][root][INFO] - ===> Epoch[259](6729/26): Loss -0.6165, Sem 0.1502, dir -0.9546, norm 0.1880, swav 0.0000 LR: 6.913e-02 Score 94.988 Data time: 0.1817, Forward time: 2.2679, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.3814 [2020-11-12 23:47:36,786][root][INFO] - ===> Epoch[259](6730/26): Loss -0.6334, Sem 0.1278, dir -0.9513, norm 0.1900, swav 0.0000 LR: 6.913e-02 Score 95.585 Data time: 0.2361, Forward time: 2.2679, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.7977 [2020-11-12 23:47:42,716][root][INFO] - ===> Epoch[259](6731/26): Loss -0.6357, Sem 0.1296, dir -0.9550, norm 0.1897, swav 0.0000 LR: 6.913e-02 Score 95.700 Data time: 0.2663, Forward time: 2.2681, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 5.7868 [2020-11-12 23:47:47,468][root][INFO] - ===> Epoch[259](6732/26): Loss -0.6034, Sem 0.1288, dir -0.9556, norm 0.2234, swav 0.0000 LR: 6.912e-02 Score 95.817 Data time: 0.2033, Forward time: 2.2680, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 4.6247 [2020-11-12 23:47:53,543][root][INFO] - ===> Epoch[259](6733/26): Loss -0.6620, Sem 0.1174, dir -0.9615, norm 0.1821, swav 0.0000 LR: 6.912e-02 Score 95.943 Data time: 0.1902, Forward time: 2.2680, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 5.9536 [2020-11-12 23:47:57,820][root][INFO] - ===> Epoch[259](6734/26): Loss -0.6019, Sem 0.1571, dir -0.9491, norm 0.1900, swav 0.0000 LR: 6.911e-02 Score 94.900 Data time: 0.1903, Forward time: 2.2680, Backward time: 3.1238, DDP time: 0.0042, Total iter time: 4.1674 [2020-11-12 23:48:03,321][root][INFO] - ===> Epoch[260](6735/26): Loss -0.5872, Sem 0.1294, dir -0.9495, norm 0.2329, swav 0.0000 LR: 6.911e-02 Score 95.655 Data time: 0.2550, Forward time: 2.2680, Backward time: 3.1237, DDP time: 0.0042, Total iter time: 5.4047 [2020-11-12 23:48:08,547][root][INFO] - ===> Epoch[260](6736/26): Loss -0.6250, Sem 0.1359, dir -0.9521, norm 0.1912, swav 0.0000 LR: 6.910e-02 Score 95.532 Data time: 0.2343, Forward time: 2.2681, Backward time: 3.1236, DDP time: 0.0042, Total iter time: 5.1033 [2020-11-12 23:48:16,011][root][INFO] - ===> Epoch[260](6737/26): Loss -0.6235, Sem 0.1370, dir -0.9532, norm 0.1927, swav 0.0000 LR: 6.910e-02 Score 95.369 Data time: 0.2225, Forward time: 2.2681, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 7.3410 [2020-11-12 23:48:22,282][root][INFO] - ===> Epoch[260](6738/26): Loss -0.6523, Sem 0.1189, dir -0.9572, norm 0.1860, swav 0.0000 LR: 6.909e-02 Score 95.972 Data time: 0.2284, Forward time: 2.2681, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 6.1799 [2020-11-12 23:48:28,571][root][INFO] - ===> Epoch[260](6739/26): Loss -0.5691, Sem 0.1566, dir -0.9515, norm 0.2257, swav 0.0000 LR: 6.909e-02 Score 95.025 Data time: 0.1836, Forward time: 2.2681, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 6.1810 [2020-11-12 23:48:34,186][root][INFO] - ===> Epoch[260](6740/26): Loss -0.5990, Sem 0.1526, dir -0.9534, norm 0.2018, swav 0.0000 LR: 6.908e-02 Score 94.913 Data time: 0.2177, Forward time: 2.2681, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 5.5196 [2020-11-12 23:48:39,820][root][INFO] - ===> Epoch[260](6741/26): Loss -0.6133, Sem 0.1312, dir -0.9482, norm 0.2036, swav 0.0000 LR: 6.908e-02 Score 95.636 Data time: 0.2271, Forward time: 2.2681, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 5.5180 [2020-11-12 23:48:46,648][root][INFO] - ===> Epoch[260](6742/26): Loss -0.6204, Sem 0.1413, dir -0.9567, norm 0.1949, swav 0.0000 LR: 6.907e-02 Score 95.356 Data time: 0.3136, Forward time: 2.2682, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 6.7187 [2020-11-12 23:48:53,436][root][INFO] - ===> Epoch[260](6743/26): Loss -0.6428, Sem 0.1230, dir -0.9520, norm 0.1861, swav 0.0000 LR: 6.907e-02 Score 95.963 Data time: 0.1294, Forward time: 2.2681, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.6524 [2020-11-12 23:48:58,350][root][INFO] - ===> Epoch[260](6744/26): Loss -0.5993, Sem 0.1615, dir -0.9553, norm 0.1945, swav 0.0000 LR: 6.906e-02 Score 94.750 Data time: 0.1948, Forward time: 2.2681, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 4.8514 [2020-11-12 23:49:03,635][root][INFO] - ===> Epoch[260](6745/26): Loss -0.6729, Sem 0.1060, dir -0.9618, norm 0.1828, swav 0.0000 LR: 6.906e-02 Score 96.426 Data time: 0.2001, Forward time: 2.2681, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 5.1921 [2020-11-12 23:49:10,665][root][INFO] - ===> Epoch[260](6746/26): Loss -0.6606, Sem 0.1212, dir -0.9626, norm 0.1808, swav 0.0000 LR: 6.906e-02 Score 95.930 Data time: 0.2263, Forward time: 2.2681, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.9275 [2020-11-12 23:49:16,895][root][INFO] - ===> Epoch[260](6747/26): Loss -0.6218, Sem 0.1310, dir -0.9588, norm 0.2059, swav 0.0000 LR: 6.905e-02 Score 95.585 Data time: 0.2048, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 6.1238 [2020-11-12 23:49:22,981][root][INFO] - ===> Epoch[260](6748/26): Loss -0.6017, Sem 0.1517, dir -0.9539, norm 0.2004, swav 0.0000 LR: 6.905e-02 Score 95.092 Data time: 0.2026, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 6.0010 [2020-11-12 23:49:28,540][root][INFO] - ===> Epoch[260](6749/26): Loss -0.6457, Sem 0.1231, dir -0.9542, norm 0.1854, swav 0.0000 LR: 6.904e-02 Score 95.972 Data time: 0.1768, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.4623 [2020-11-12 23:49:34,152][root][INFO] - ===> Epoch[260](6750/26): Loss -0.6610, Sem 0.1140, dir -0.9550, norm 0.1800, swav 0.0000 LR: 6.904e-02 Score 96.097 Data time: 0.2025, Forward time: 2.2680, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.5185 [2020-11-12 23:49:39,943][root][INFO] - ===> Epoch[260](6751/26): Loss -0.6284, Sem 0.1353, dir -0.9549, norm 0.1912, swav 0.0000 LR: 6.903e-02 Score 95.270 Data time: 0.1787, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.6817 [2020-11-12 23:49:44,762][root][INFO] - ===> Epoch[260](6752/26): Loss -0.6235, Sem 0.1318, dir -0.9543, norm 0.1990, swav 0.0000 LR: 6.903e-02 Score 95.538 Data time: 0.2189, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 4.7117 [2020-11-12 23:49:49,234][root][INFO] - ===> Epoch[260](6753/26): Loss -0.6683, Sem 0.1138, dir -0.9592, norm 0.1771, swav 0.0000 LR: 6.902e-02 Score 96.267 Data time: 0.1937, Forward time: 2.2679, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 4.3486 [2020-11-12 23:49:55,076][root][INFO] - ===> Epoch[260](6754/26): Loss -0.6296, Sem 0.1277, dir -0.9492, norm 0.1919, swav 0.0000 LR: 6.902e-02 Score 95.780 Data time: 0.1685, Forward time: 2.2678, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.7306 [2020-11-12 23:50:01,075][root][INFO] - ===> Epoch[260](6755/26): Loss -0.6430, Sem 0.1190, dir -0.9483, norm 0.1863, swav 0.0000 LR: 6.901e-02 Score 95.953 Data time: 0.2011, Forward time: 2.2678, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.9306 [2020-11-12 23:50:06,288][root][INFO] - ===> Epoch[260](6756/26): Loss -0.6425, Sem 0.1309, dir -0.9597, norm 0.1864, swav 0.0000 LR: 6.901e-02 Score 95.742 Data time: 0.1963, Forward time: 2.2678, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.1050 [2020-11-12 23:50:12,498][root][INFO] - ===> Epoch[260](6757/26): Loss -0.6421, Sem 0.1266, dir -0.9578, norm 0.1891, swav 0.0000 LR: 6.900e-02 Score 95.789 Data time: 0.1970, Forward time: 2.2678, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 6.1263 [2020-11-12 23:50:18,410][root][INFO] - ===> Epoch[260](6758/26): Loss -0.6412, Sem 0.1435, dir -0.9599, norm 0.1752, swav 0.0000 LR: 6.900e-02 Score 95.170 Data time: 0.2703, Forward time: 2.2678, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.8153 [2020-11-12 23:50:25,623][root][INFO] - ===> Epoch[260](6759/26): Loss -0.6224, Sem 0.1279, dir -0.9492, norm 0.1989, swav 0.0000 LR: 6.899e-02 Score 95.617 Data time: 0.3177, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 7.0961 [2020-11-12 23:50:32,196][root][INFO] - ===> Epoch[260](6760/26): Loss -0.6452, Sem 0.1197, dir -0.9552, norm 0.1903, swav 0.0000 LR: 6.899e-02 Score 95.963 Data time: 0.2177, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 6.4296 [2020-11-12 23:50:37,742][root][INFO] - ===> Epoch[261](6761/26): Loss -0.6371, Sem 0.1210, dir -0.9549, norm 0.1968, swav 0.0000 LR: 6.898e-02 Score 96.068 Data time: 0.2446, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.4546 [2020-11-12 23:50:43,187][root][INFO] - ===> Epoch[261](6762/26): Loss -0.6630, Sem 0.1263, dir -0.9626, norm 0.1733, swav 0.0000 LR: 6.898e-02 Score 95.594 Data time: 0.2123, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.3365 [2020-11-12 23:50:50,310][root][INFO] - ===> Epoch[261](6763/26): Loss -0.6306, Sem 0.1242, dir -0.9499, norm 0.1951, swav 0.0000 LR: 6.898e-02 Score 95.763 Data time: 0.2223, Forward time: 2.2680, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 7.0157 [2020-11-12 23:50:55,977][root][INFO] - ===> Epoch[261](6764/26): Loss -0.6586, Sem 0.1305, dir -0.9597, norm 0.1707, swav 0.0000 LR: 6.897e-02 Score 95.496 Data time: 0.2657, Forward time: 2.2681, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.5789 [2020-11-12 23:51:03,686][root][INFO] - ===> Epoch[261](6765/26): Loss -0.6176, Sem 0.1406, dir -0.9511, norm 0.1929, swav 0.0000 LR: 6.897e-02 Score 95.316 Data time: 0.2558, Forward time: 2.2682, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 7.5620 [2020-11-12 23:51:09,663][root][INFO] - ===> Epoch[261](6766/26): Loss -0.6480, Sem 0.1275, dir -0.9619, norm 0.1864, swav 0.0000 LR: 6.896e-02 Score 95.674 Data time: 0.2588, Forward time: 2.2683, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.8570 [2020-11-12 23:51:15,586][root][INFO] - ===> Epoch[261](6767/26): Loss -0.6528, Sem 0.1173, dir -0.9591, norm 0.1890, swav 0.0000 LR: 6.896e-02 Score 96.054 Data time: 0.2208, Forward time: 2.2683, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.7679 [2020-11-12 23:51:20,478][root][INFO] - ===> Epoch[261](6768/26): Loss -0.6309, Sem 0.1325, dir -0.9573, norm 0.1939, swav 0.0000 LR: 6.895e-02 Score 95.695 Data time: 0.2055, Forward time: 2.2682, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 4.7802 [2020-11-12 23:51:26,138][root][INFO] - ===> Epoch[261](6769/26): Loss -0.6498, Sem 0.1179, dir -0.9517, norm 0.1840, swav 0.0000 LR: 6.895e-02 Score 96.169 Data time: 0.2676, Forward time: 2.2683, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.5812 [2020-11-12 23:51:31,100][root][INFO] - ===> Epoch[261](6770/26): Loss -0.6235, Sem 0.1441, dir -0.9560, norm 0.1884, swav 0.0000 LR: 6.894e-02 Score 95.335 Data time: 0.1953, Forward time: 2.2683, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 4.8589 [2020-11-12 23:51:36,544][root][INFO] - ===> Epoch[261](6771/26): Loss -0.6490, Sem 0.1137, dir -0.9596, norm 0.1969, swav 0.0000 LR: 6.894e-02 Score 96.175 Data time: 0.1863, Forward time: 2.2682, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.3465 [2020-11-12 23:51:42,079][root][INFO] - ===> Epoch[261](6772/26): Loss -0.6285, Sem 0.1127, dir -0.9502, norm 0.2090, swav 0.0000 LR: 6.893e-02 Score 96.277 Data time: 0.1844, Forward time: 2.2682, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.4605 [2020-11-12 23:51:47,004][root][INFO] - ===> Epoch[261](6773/26): Loss -0.6577, Sem 0.1247, dir -0.9593, norm 0.1769, swav 0.0000 LR: 6.893e-02 Score 95.757 Data time: 0.1974, Forward time: 2.2682, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 4.8024 [2020-11-12 23:51:52,964][root][INFO] - ===> Epoch[261](6774/26): Loss -0.6373, Sem 0.1207, dir -0.9574, norm 0.1995, swav 0.0000 LR: 6.892e-02 Score 95.897 Data time: 0.2290, Forward time: 2.2682, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 5.8513 [2020-11-12 23:51:59,195][root][INFO] - ===> Epoch[261](6775/26): Loss -0.6533, Sem 0.1091, dir -0.9578, norm 0.1954, swav 0.0000 LR: 6.892e-02 Score 96.499 Data time: 0.1871, Forward time: 2.2681, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.0795 [2020-11-12 23:52:04,376][root][INFO] - ===> Epoch[261](6776/26): Loss -0.6618, Sem 0.1171, dir -0.9587, norm 0.1798, swav 0.0000 LR: 6.891e-02 Score 96.169 Data time: 0.1446, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.0824 [2020-11-12 23:52:09,895][root][INFO] - ===> Epoch[261](6777/26): Loss -0.6597, Sem 0.1237, dir -0.9572, norm 0.1738, swav 0.0000 LR: 6.891e-02 Score 95.902 Data time: 0.1668, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.4461 [2020-11-12 23:52:15,381][root][INFO] - ===> Epoch[261](6778/26): Loss -0.6565, Sem 0.1188, dir -0.9550, norm 0.1797, swav 0.0000 LR: 6.890e-02 Score 95.965 Data time: 0.2605, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.3957 [2020-11-12 23:52:20,590][root][INFO] - ===> Epoch[261](6779/26): Loss -0.6567, Sem 0.1170, dir -0.9595, norm 0.1858, swav 0.0000 LR: 6.890e-02 Score 96.093 Data time: 0.2073, Forward time: 2.2680, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 5.0845 [2020-11-12 23:52:25,857][root][INFO] - ===> Epoch[261](6780/26): Loss -0.6563, Sem 0.1224, dir -0.9607, norm 0.1820, swav 0.0000 LR: 6.890e-02 Score 95.824 Data time: 0.1811, Forward time: 2.2680, Backward time: 3.1241, DDP time: 0.0042, Total iter time: 5.1461 [2020-11-12 23:52:31,579][root][INFO] - ===> Epoch[261](6781/26): Loss -0.6687, Sem 0.1174, dir -0.9610, norm 0.1749, swav 0.0000 LR: 6.889e-02 Score 95.921 Data time: 0.1207, Forward time: 2.2678, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.6323 [2020-11-12 23:52:36,531][root][INFO] - ===> Epoch[261](6782/26): Loss -0.6434, Sem 0.1186, dir -0.9465, norm 0.1845, swav 0.0000 LR: 6.889e-02 Score 96.004 Data time: 0.1058, Forward time: 2.2677, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 4.8867 [2020-11-12 23:52:41,650][root][INFO] - ===> Epoch[261](6783/26): Loss -0.6120, Sem 0.1402, dir -0.9516, norm 0.1994, swav 0.0000 LR: 6.888e-02 Score 95.429 Data time: 0.2387, Forward time: 2.2677, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.0875 [2020-11-12 23:52:47,666][root][INFO] - ===> Epoch[261](6784/26): Loss -0.6316, Sem 0.1463, dir -0.9599, norm 0.1820, swav 0.0000 LR: 6.888e-02 Score 95.085 Data time: 0.2005, Forward time: 2.2677, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.8850 [2020-11-12 23:52:53,152][root][INFO] - ===> Epoch[261](6785/26): Loss -0.6387, Sem 0.1359, dir -0.9540, norm 0.1794, swav 0.0000 LR: 6.887e-02 Score 95.543 Data time: 0.1718, Forward time: 2.2676, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.3832 [2020-11-12 23:52:59,782][root][INFO] - ===> Epoch[261](6786/26): Loss -0.6513, Sem 0.1247, dir -0.9561, norm 0.1802, swav 0.0000 LR: 6.887e-02 Score 95.826 Data time: 0.1956, Forward time: 2.2676, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 6.5232 [2020-11-12 23:53:04,861][root][INFO] - ===> Epoch[262](6787/26): Loss -0.6433, Sem 0.1231, dir -0.9557, norm 0.1893, swav 0.0000 LR: 6.886e-02 Score 95.820 Data time: 0.1524, Forward time: 2.2675, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 4.9581 [2020-11-12 23:53:10,169][root][INFO] - ===> Epoch[262](6788/26): Loss -0.6514, Sem 0.1128, dir -0.9564, norm 0.1923, swav 0.0000 LR: 6.886e-02 Score 96.269 Data time: 0.1415, Forward time: 2.2674, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.2122 [2020-11-12 23:53:15,820][root][INFO] - ===> Epoch[262](6789/26): Loss -0.6421, Sem 0.1299, dir -0.9613, norm 0.1894, swav 0.0000 LR: 6.885e-02 Score 95.696 Data time: 0.1669, Forward time: 2.2674, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.5672 [2020-11-12 23:53:22,981][root][INFO] - ===> Epoch[262](6790/26): Loss -0.6906, Sem 0.1263, dir -0.9649, norm 0.1480, swav 0.0000 LR: 6.885e-02 Score 95.743 Data time: 0.2000, Forward time: 2.2673, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 7.0748 [2020-11-12 23:53:28,950][root][INFO] - ===> Epoch[262](6791/26): Loss -0.6545, Sem 0.1335, dir -0.9624, norm 0.1744, swav 0.0000 LR: 6.884e-02 Score 95.358 Data time: 0.2636, Forward time: 2.2674, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.8555 [2020-11-12 23:53:35,803][root][INFO] - ===> Epoch[262](6792/26): Loss -0.6461, Sem 0.1196, dir -0.9562, norm 0.1905, swav 0.0000 LR: 6.884e-02 Score 96.093 Data time: 0.1832, Forward time: 2.2674, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 6.6958 [2020-11-12 23:53:40,482][root][INFO] - ===> Epoch[262](6793/26): Loss -0.6615, Sem 0.1233, dir -0.9592, norm 0.1744, swav 0.0000 LR: 6.883e-02 Score 95.838 Data time: 0.1637, Forward time: 2.2673, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 4.5793 [2020-11-12 23:53:45,281][root][INFO] - ===> Epoch[262](6794/26): Loss -0.6444, Sem 0.1322, dir -0.9596, norm 0.1830, swav 0.0000 LR: 6.883e-02 Score 95.608 Data time: 0.1901, Forward time: 2.2673, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 4.7380 [2020-11-12 23:53:51,003][root][INFO] - ===> Epoch[262](6795/26): Loss -0.6836, Sem 0.1139, dir -0.9608, norm 0.1634, swav 0.0000 LR: 6.883e-02 Score 96.343 Data time: 0.2003, Forward time: 2.2673, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.6304 [2020-11-12 23:53:56,274][root][INFO] - ===> Epoch[262](6796/26): Loss -0.6638, Sem 0.1104, dir -0.9536, norm 0.1794, swav 0.0000 LR: 6.882e-02 Score 96.214 Data time: 0.1959, Forward time: 2.2672, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.1708 [2020-11-12 23:54:03,617][root][INFO] - ===> Epoch[262](6797/26): Loss -0.6564, Sem 0.1191, dir -0.9554, norm 0.1800, swav 0.0000 LR: 6.882e-02 Score 95.965 Data time: 0.1823, Forward time: 2.2672, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 7.2212 [2020-11-12 23:54:09,498][root][INFO] - ===> Epoch[262](6798/26): Loss -0.6559, Sem 0.1232, dir -0.9566, norm 0.1776, swav 0.0000 LR: 6.881e-02 Score 95.785 Data time: 0.2170, Forward time: 2.2672, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 5.7773 [2020-11-12 23:54:14,767][root][INFO] - ===> Epoch[262](6799/26): Loss -0.6729, Sem 0.1126, dir -0.9645, norm 0.1789, swav 0.0000 LR: 6.881e-02 Score 96.187 Data time: 0.1698, Forward time: 2.2671, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 5.1560 [2020-11-12 23:54:20,607][root][INFO] - ===> Epoch[262](6800/26): Loss -0.6787, Sem 0.1124, dir -0.9627, norm 0.1715, swav 0.0000 LR: 6.880e-02 Score 96.140 Data time: 0.1899, Forward time: 2.2671, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 5.7686 [2020-11-12 23:54:27,500][root][INFO] - ===> Epoch[262](6801/26): Loss -0.6654, Sem 0.1164, dir -0.9582, norm 0.1764, swav 0.0000 LR: 6.880e-02 Score 95.955 Data time: 0.1485, Forward time: 2.2670, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.8035 [2020-11-12 23:54:33,564][root][INFO] - ===> Epoch[262](6802/26): Loss -0.6719, Sem 0.1184, dir -0.9620, norm 0.1717, swav 0.0000 LR: 6.879e-02 Score 96.208 Data time: 0.1585, Forward time: 2.2669, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.9841 [2020-11-12 23:54:39,198][root][INFO] - ===> Epoch[262](6803/26): Loss -0.6341, Sem 0.1221, dir -0.9490, norm 0.1928, swav 0.0000 LR: 6.879e-02 Score 95.985 Data time: 0.2543, Forward time: 2.2670, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.5644 [2020-11-12 23:54:45,312][root][INFO] - ===> Epoch[262](6804/26): Loss -0.6644, Sem 0.1185, dir -0.9578, norm 0.1750, swav 0.0000 LR: 6.878e-02 Score 96.100 Data time: 0.1928, Forward time: 2.2670, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.0031 [2020-11-12 23:54:51,241][root][INFO] - ===> Epoch[262](6805/26): Loss -0.6723, Sem 0.1056, dir -0.9632, norm 0.1853, swav 0.0000 LR: 6.878e-02 Score 96.553 Data time: 0.1969, Forward time: 2.2670, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.8265 [2020-11-12 23:54:56,301][root][INFO] - ===> Epoch[262](6806/26): Loss -0.6361, Sem 0.1317, dir -0.9580, norm 0.1902, swav 0.0000 LR: 6.877e-02 Score 95.382 Data time: 0.2254, Forward time: 2.2669, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 4.9588 [2020-11-12 23:55:03,169][root][INFO] - ===> Epoch[262](6807/26): Loss -0.6626, Sem 0.1230, dir -0.9612, norm 0.1755, swav 0.0000 LR: 6.877e-02 Score 95.881 Data time: 0.2334, Forward time: 2.2670, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.7543 [2020-11-12 23:55:09,037][root][INFO] - ===> Epoch[262](6808/26): Loss -0.6446, Sem 0.1229, dir -0.9543, norm 0.1868, swav 0.0000 LR: 6.876e-02 Score 95.898 Data time: 0.2694, Forward time: 2.2671, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.7292 [2020-11-12 23:55:14,502][root][INFO] - ===> Epoch[262](6809/26): Loss -0.6426, Sem 0.1264, dir -0.9565, norm 0.1875, swav 0.0000 LR: 6.876e-02 Score 95.446 Data time: 0.1797, Forward time: 2.2670, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.3402 [2020-11-12 23:55:20,346][root][INFO] - ===> Epoch[262](6810/26): Loss -0.6024, Sem 0.1357, dir -0.9559, norm 0.2178, swav 0.0000 LR: 6.875e-02 Score 95.741 Data time: 0.2105, Forward time: 2.2670, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.7555 [2020-11-12 23:55:27,062][root][INFO] - ===> Epoch[262](6811/26): Loss -0.6291, Sem 0.1374, dir -0.9548, norm 0.1883, swav 0.0000 LR: 6.875e-02 Score 95.335 Data time: 0.3484, Forward time: 2.2672, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.6114 [2020-11-12 23:55:31,800][root][INFO] - ===> Epoch[262](6812/26): Loss -0.6519, Sem 0.1222, dir -0.9539, norm 0.1798, swav 0.0000 LR: 6.875e-02 Score 96.076 Data time: 0.1476, Forward time: 2.2671, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 4.6013 [2020-11-12 23:55:37,319][root][INFO] - ===> Epoch[263](6813/26): Loss -0.6589, Sem 0.1221, dir -0.9610, norm 0.1800, swav 0.0000 LR: 6.874e-02 Score 95.931 Data time: 0.1928, Forward time: 2.2671, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.4267 [2020-11-12 23:55:44,183][root][INFO] - ===> Epoch[263](6814/26): Loss -0.6061, Sem 0.1409, dir -0.9518, norm 0.2049, swav 0.0000 LR: 6.874e-02 Score 95.249 Data time: 0.3227, Forward time: 2.2672, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.7555 [2020-11-12 23:55:50,707][root][INFO] - ===> Epoch[263](6815/26): Loss -0.6545, Sem 0.1125, dir -0.9568, norm 0.1898, swav 0.0000 LR: 6.873e-02 Score 96.205 Data time: 0.1606, Forward time: 2.2672, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.3943 [2020-11-12 23:55:56,355][root][INFO] - ===> Epoch[263](6816/26): Loss -0.6390, Sem 0.1325, dir -0.9544, norm 0.1830, swav 0.0000 LR: 6.873e-02 Score 95.433 Data time: 0.1681, Forward time: 2.2671, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.5542 [2020-11-12 23:56:04,093][root][INFO] - ===> Epoch[263](6817/26): Loss -0.6295, Sem 0.1386, dir -0.9567, norm 0.1885, swav 0.0000 LR: 6.872e-02 Score 95.520 Data time: 0.2035, Forward time: 2.2671, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 7.6343 [2020-11-12 23:56:10,893][root][INFO] - ===> Epoch[263](6818/26): Loss -0.5890, Sem 0.1422, dir -0.9461, norm 0.2149, swav 0.0000 LR: 6.872e-02 Score 95.477 Data time: 0.2031, Forward time: 2.2671, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 6.7007 [2020-11-12 23:56:16,825][root][INFO] - ===> Epoch[263](6819/26): Loss -0.6788, Sem 0.1074, dir -0.9587, norm 0.1726, swav 0.0000 LR: 6.871e-02 Score 96.226 Data time: 0.1932, Forward time: 2.2671, Backward time: 3.1257, DDP time: 0.0042, Total iter time: 5.8344 [2020-11-12 23:56:21,925][root][INFO] - ===> Epoch[263](6820/26): Loss -0.6192, Sem 0.1445, dir -0.9564, norm 0.1927, swav 0.0000 LR: 6.871e-02 Score 94.974 Data time: 0.2491, Forward time: 2.2671, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 5.0131 [2020-11-12 23:56:27,800][root][INFO] - ===> Epoch[263](6821/26): Loss -0.6368, Sem 0.1196, dir -0.9537, norm 0.1973, swav 0.0000 LR: 6.870e-02 Score 96.061 Data time: 0.2430, Forward time: 2.2672, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.7601 [2020-11-12 23:56:33,140][root][INFO] - ===> Epoch[263](6822/26): Loss -0.6194, Sem 0.1265, dir -0.9500, norm 0.2042, swav 0.0000 LR: 6.870e-02 Score 95.534 Data time: 0.2089, Forward time: 2.2672, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.2140 [2020-11-12 23:56:38,810][root][INFO] - ===> Epoch[263](6823/26): Loss -0.6262, Sem 0.1401, dir -0.9572, norm 0.1910, swav 0.0000 LR: 6.869e-02 Score 95.424 Data time: 0.2178, Forward time: 2.2672, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.5753 [2020-11-12 23:56:45,142][root][INFO] - ===> Epoch[263](6824/26): Loss -0.6170, Sem 0.1300, dir -0.9527, norm 0.2057, swav 0.0000 LR: 6.869e-02 Score 95.724 Data time: 0.1910, Forward time: 2.2672, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 6.2185 [2020-11-12 23:56:50,057][root][INFO] - ===> Epoch[263](6825/26): Loss -0.6550, Sem 0.1202, dir -0.9556, norm 0.1805, swav 0.0000 LR: 6.868e-02 Score 95.869 Data time: 0.2304, Forward time: 2.2672, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 4.8130 [2020-11-12 23:56:56,491][root][INFO] - ===> Epoch[263](6826/26): Loss -0.6294, Sem 0.1312, dir -0.9552, norm 0.1946, swav 0.0000 LR: 6.868e-02 Score 95.600 Data time: 0.2192, Forward time: 2.2673, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 6.3209 [2020-11-12 23:57:02,394][root][INFO] - ===> Epoch[263](6827/26): Loss -0.6336, Sem 0.1262, dir -0.9520, norm 0.1923, swav 0.0000 LR: 6.868e-02 Score 95.805 Data time: 0.2085, Forward time: 2.2672, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 5.7914 [2020-11-12 23:57:08,608][root][INFO] - ===> Epoch[263](6828/26): Loss -0.6488, Sem 0.1227, dir -0.9593, norm 0.1878, swav 0.0000 LR: 6.867e-02 Score 95.914 Data time: 0.2298, Forward time: 2.2672, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 6.1524 [2020-11-12 23:57:14,558][root][INFO] - ===> Epoch[263](6829/26): Loss -0.6288, Sem 0.1231, dir -0.9500, norm 0.1980, swav 0.0000 LR: 6.867e-02 Score 95.823 Data time: 0.1851, Forward time: 2.2672, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 5.8368 [2020-11-12 23:57:19,409][root][INFO] - ===> Epoch[263](6830/26): Loss -0.6148, Sem 0.1372, dir -0.9496, norm 0.1975, swav 0.0000 LR: 6.866e-02 Score 95.555 Data time: 0.2105, Forward time: 2.2672, Backward time: 3.1255, DDP time: 0.0042, Total iter time: 4.7626 [2020-11-12 23:57:25,943][root][INFO] - ===> Epoch[263](6831/26): Loss -0.6321, Sem 0.1284, dir -0.9545, norm 0.1940, swav 0.0000 LR: 6.866e-02 Score 95.653 Data time: 0.2947, Forward time: 2.2673, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 6.4280 [2020-11-12 23:57:31,100][root][INFO] - ===> Epoch[263](6832/26): Loss -0.6178, Sem 0.1479, dir -0.9538, norm 0.1881, swav 0.0000 LR: 6.865e-02 Score 94.931 Data time: 0.1719, Forward time: 2.2673, Backward time: 3.1254, DDP time: 0.0042, Total iter time: 5.0469 [2020-11-12 23:57:36,075][root][INFO] - ===> Epoch[263](6833/26): Loss -0.6552, Sem 0.1184, dir -0.9554, norm 0.1818, swav 0.0000 LR: 6.865e-02 Score 96.097 Data time: 0.2131, Forward time: 2.2673, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 4.8729 [2020-11-12 23:57:42,099][root][INFO] - ===> Epoch[263](6834/26): Loss -0.6332, Sem 0.1210, dir -0.9532, norm 0.1990, swav 0.0000 LR: 6.864e-02 Score 95.807 Data time: 0.2317, Forward time: 2.2673, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 5.9186 [2020-11-12 23:57:47,690][root][INFO] - ===> Epoch[263](6835/26): Loss -0.6599, Sem 0.1173, dir -0.9569, norm 0.1797, swav 0.0000 LR: 6.864e-02 Score 95.881 Data time: 0.2771, Forward time: 2.2674, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.4777 [2020-11-12 23:57:53,984][root][INFO] - ===> Epoch[263](6836/26): Loss -0.6368, Sem 0.1290, dir -0.9534, norm 0.1877, swav 0.0000 LR: 6.863e-02 Score 95.834 Data time: 0.2973, Forward time: 2.2676, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.1781 [2020-11-12 23:58:00,092][root][INFO] - ===> Epoch[263](6837/26): Loss -0.6128, Sem 0.1544, dir -0.9561, norm 0.1889, swav 0.0000 LR: 6.863e-02 Score 94.955 Data time: 0.2735, Forward time: 2.2676, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.9615 [2020-11-12 23:58:06,135][root][INFO] - ===> Epoch[263](6838/26): Loss -0.6853, Sem 0.1125, dir -0.9609, norm 0.1631, swav 0.0000 LR: 6.862e-02 Score 96.234 Data time: 0.3154, Forward time: 2.2678, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.9381 [2020-11-12 23:58:11,484][root][INFO] - ===> Epoch[264](6839/26): Loss -0.6250, Sem 0.1457, dir -0.9564, norm 0.1857, swav 0.0000 LR: 6.862e-02 Score 95.678 Data time: 0.2067, Forward time: 2.2677, Backward time: 3.1249, DDP time: 0.0042, Total iter time: 5.2282 [2020-11-12 23:58:17,805][root][INFO] - ===> Epoch[264](6840/26): Loss -0.6753, Sem 0.1172, dir -0.9646, norm 0.1721, swav 0.0000 LR: 6.861e-02 Score 95.979 Data time: 0.1839, Forward time: 2.2677, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 6.2193 [2020-11-12 23:58:24,583][root][INFO] - ===> Epoch[264](6841/26): Loss -0.6608, Sem 0.1236, dir -0.9611, norm 0.1768, swav 0.0000 LR: 6.861e-02 Score 95.813 Data time: 0.2150, Forward time: 2.2677, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 6.7068 [2020-11-12 23:58:29,494][root][INFO] - ===> Epoch[264](6842/26): Loss -0.6364, Sem 0.1344, dir -0.9560, norm 0.1852, swav 0.0000 LR: 6.860e-02 Score 95.492 Data time: 0.1405, Forward time: 2.2676, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 4.7943 [2020-11-12 23:58:35,706][root][INFO] - ===> Epoch[264](6843/26): Loss -0.5964, Sem 0.1517, dir -0.9525, norm 0.2044, swav 0.0000 LR: 6.860e-02 Score 94.974 Data time: 0.1705, Forward time: 2.2676, Backward time: 3.1253, DDP time: 0.0042, Total iter time: 6.1330 [2020-11-12 23:58:41,129][root][INFO] - ===> Epoch[264](6844/26): Loss -0.6477, Sem 0.1396, dir -0.9539, norm 0.1666, swav 0.0000 LR: 6.860e-02 Score 95.223 Data time: 0.1983, Forward time: 2.2676, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 5.3055 [2020-11-12 23:58:45,249][root][INFO] - ===> Epoch[264](6845/26): Loss -0.7015, Sem 0.1151, dir -0.9712, norm 0.1546, swav 0.0000 LR: 6.859e-02 Score 96.066 Data time: 0.2019, Forward time: 2.2675, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 4.0090 [2020-11-12 23:58:51,547][root][INFO] - ===> Epoch[264](6846/26): Loss -0.6539, Sem 0.1148, dir -0.9598, norm 0.1911, swav 0.0000 LR: 6.859e-02 Score 96.165 Data time: 0.2333, Forward time: 2.2676, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 6.1933 [2020-11-12 23:58:56,561][root][INFO] - ===> Epoch[264](6847/26): Loss -0.6376, Sem 0.1315, dir -0.9570, norm 0.1878, swav 0.0000 LR: 6.858e-02 Score 95.659 Data time: 0.2116, Forward time: 2.2676, Backward time: 3.1249, DDP time: 0.0042, Total iter time: 4.8721 [2020-11-12 23:59:03,166][root][INFO] - ===> Epoch[264](6848/26): Loss -0.6143, Sem 0.1295, dir -0.9545, norm 0.2107, swav 0.0000 LR: 6.858e-02 Score 95.582 Data time: 0.1619, Forward time: 2.2675, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.4893 [2020-11-12 23:59:08,830][root][INFO] - ===> Epoch[264](6849/26): Loss -0.6864, Sem 0.1111, dir -0.9639, norm 0.1664, swav 0.0000 LR: 6.857e-02 Score 96.097 Data time: 0.2300, Forward time: 2.2675, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.5950 [2020-11-12 23:59:14,354][root][INFO] - ===> Epoch[264](6850/26): Loss -0.6233, Sem 0.1382, dir -0.9562, norm 0.1947, swav 0.0000 LR: 6.857e-02 Score 95.278 Data time: 0.2620, Forward time: 2.2675, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.4093 [2020-11-12 23:59:21,987][root][INFO] - ===> Epoch[264](6851/26): Loss -0.6198, Sem 0.1334, dir -0.9521, norm 0.1989, swav 0.0000 LR: 6.856e-02 Score 95.418 Data time: 0.2590, Forward time: 2.2676, Backward time: 3.1252, DDP time: 0.0042, Total iter time: 7.5144 [2020-11-12 23:59:27,362][root][INFO] - ===> Epoch[264](6852/26): Loss -0.6785, Sem 0.1211, dir -0.9630, norm 0.1634, swav 0.0000 LR: 6.856e-02 Score 95.920 Data time: 0.2487, Forward time: 2.2677, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.2314 [2020-11-12 23:59:32,325][root][INFO] - ===> Epoch[264](6853/26): Loss -0.6396, Sem 0.1304, dir -0.9553, norm 0.1854, swav 0.0000 LR: 6.855e-02 Score 95.562 Data time: 0.2118, Forward time: 2.2677, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 4.8655 [2020-11-12 23:59:37,358][root][INFO] - ===> Epoch[264](6854/26): Loss -0.6768, Sem 0.1128, dir -0.9576, norm 0.1681, swav 0.0000 LR: 6.855e-02 Score 96.207 Data time: 0.2309, Forward time: 2.2677, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 4.9229 [2020-11-12 23:59:42,620][root][INFO] - ===> Epoch[264](6855/26): Loss -0.6390, Sem 0.1286, dir -0.9543, norm 0.1866, swav 0.0000 LR: 6.854e-02 Score 95.521 Data time: 0.2299, Forward time: 2.2677, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.1420 [2020-11-12 23:59:47,928][root][INFO] - ===> Epoch[264](6856/26): Loss -0.6859, Sem 0.1217, dir -0.9661, norm 0.1585, swav 0.0000 LR: 6.854e-02 Score 95.942 Data time: 0.2237, Forward time: 2.2678, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.1804 [2020-11-12 23:59:53,033][root][INFO] - ===> Epoch[264](6857/26): Loss -0.6268, Sem 0.1442, dir -0.9537, norm 0.1827, swav 0.0000 LR: 6.853e-02 Score 95.108 Data time: 0.1747, Forward time: 2.2677, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 4.9754 [2020-11-12 23:59:58,558][root][INFO] - ===> Epoch[264](6858/26): Loss -0.6484, Sem 0.1332, dir -0.9570, norm 0.1755, swav 0.0000 LR: 6.853e-02 Score 95.638 Data time: 0.1237, Forward time: 2.2676, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.4271 [2020-11-13 00:00:04,335][root][INFO] - ===> Epoch[264](6859/26): Loss -0.6676, Sem 0.1312, dir -0.9641, norm 0.1653, swav 0.0000 LR: 6.852e-02 Score 95.709 Data time: 0.1982, Forward time: 2.2675, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.6753 [2020-11-13 00:00:09,591][root][INFO] - ===> Epoch[264](6860/26): Loss -0.6263, Sem 0.1457, dir -0.9518, norm 0.1797, swav 0.0000 LR: 6.852e-02 Score 95.317 Data time: 0.1632, Forward time: 2.2674, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.1939 [2020-11-13 00:00:17,442][root][INFO] - ===> Epoch[264](6861/26): Loss -0.6341, Sem 0.1252, dir -0.9517, norm 0.1924, swav 0.0000 LR: 6.852e-02 Score 95.900 Data time: 0.1920, Forward time: 2.2674, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 7.7713 [2020-11-13 00:00:23,086][root][INFO] - ===> Epoch[264](6862/26): Loss -0.6333, Sem 0.1442, dir -0.9584, norm 0.1809, swav 0.0000 LR: 6.851e-02 Score 95.136 Data time: 0.2414, Forward time: 2.2674, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.5160 [2020-11-13 00:00:28,854][root][INFO] - ===> Epoch[264](6863/26): Loss -0.6505, Sem 0.1194, dir -0.9560, norm 0.1861, swav 0.0000 LR: 6.851e-02 Score 95.898 Data time: 0.2548, Forward time: 2.2675, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.6549 [2020-11-13 00:00:34,705][root][INFO] - ===> Epoch[264](6864/26): Loss -0.6319, Sem 0.1380, dir -0.9515, norm 0.1815, swav 0.0000 LR: 6.850e-02 Score 95.535 Data time: 0.1593, Forward time: 2.2674, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.7391 [2020-11-13 00:00:39,477][root][INFO] - ===> Epoch[265](6865/26): Loss -0.6821, Sem 0.1224, dir -0.9619, norm 0.1574, swav 0.0000 LR: 6.850e-02 Score 95.931 Data time: 0.1934, Forward time: 2.2673, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 4.6841 [2020-11-13 00:00:44,461][root][INFO] - ===> Epoch[265](6866/26): Loss -0.6221, Sem 0.1296, dir -0.9543, norm 0.2026, swav 0.0000 LR: 6.849e-02 Score 95.734 Data time: 0.2371, Forward time: 2.2674, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 4.8827 [2020-11-13 00:00:51,186][root][INFO] - ===> Epoch[265](6867/26): Loss -0.6430, Sem 0.1396, dir -0.9573, norm 0.1747, swav 0.0000 LR: 6.849e-02 Score 95.279 Data time: 0.3233, Forward time: 2.2675, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 6.5956 [2020-11-13 00:00:56,480][root][INFO] - ===> Epoch[265](6868/26): Loss -0.6609, Sem 0.1223, dir -0.9593, norm 0.1761, swav 0.0000 LR: 6.848e-02 Score 95.907 Data time: 0.2058, Forward time: 2.2675, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.1410 [2020-11-13 00:01:01,640][root][INFO] - ===> Epoch[265](6869/26): Loss -0.6265, Sem 0.1409, dir -0.9570, norm 0.1896, swav 0.0000 LR: 6.848e-02 Score 95.313 Data time: 0.2280, Forward time: 2.2676, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.0396 [2020-11-13 00:01:06,662][root][INFO] - ===> Epoch[265](6870/26): Loss -0.6682, Sem 0.1222, dir -0.9620, norm 0.1715, swav 0.0000 LR: 6.847e-02 Score 95.910 Data time: 0.1414, Forward time: 2.2675, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 4.9079 [2020-11-13 00:01:14,321][root][INFO] - ===> Epoch[265](6871/26): Loss -0.6427, Sem 0.1192, dir -0.9552, norm 0.1932, swav 0.0000 LR: 6.847e-02 Score 96.188 Data time: 0.1919, Forward time: 2.2674, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 7.5452 [2020-11-13 00:01:20,724][root][INFO] - ===> Epoch[265](6872/26): Loss -0.6702, Sem 0.1270, dir -0.9641, norm 0.1669, swav 0.0000 LR: 6.846e-02 Score 95.832 Data time: 0.2629, Forward time: 2.2675, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 6.3033 [2020-11-13 00:01:25,880][root][INFO] - ===> Epoch[265](6873/26): Loss -0.6748, Sem 0.1180, dir -0.9613, norm 0.1685, swav 0.0000 LR: 6.846e-02 Score 95.996 Data time: 0.1919, Forward time: 2.2675, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 5.0325 [2020-11-13 00:01:31,560][root][INFO] - ===> Epoch[265](6874/26): Loss -0.6660, Sem 0.1201, dir -0.9603, norm 0.1742, swav 0.0000 LR: 6.845e-02 Score 96.057 Data time: 0.2441, Forward time: 2.2675, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 5.6106 [2020-11-13 00:01:38,377][root][INFO] - ===> Epoch[265](6875/26): Loss -0.6692, Sem 0.1130, dir -0.9550, norm 0.1729, swav 0.0000 LR: 6.845e-02 Score 96.303 Data time: 0.3437, Forward time: 2.2677, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 6.7015 [2020-11-13 00:01:44,235][root][INFO] - ===> Epoch[265](6876/26): Loss -0.6520, Sem 0.1242, dir -0.9591, norm 0.1829, swav 0.0000 LR: 6.845e-02 Score 95.636 Data time: 0.1981, Forward time: 2.2677, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.7255 [2020-11-13 00:01:49,253][root][INFO] - ===> Epoch[265](6877/26): Loss -0.6651, Sem 0.1209, dir -0.9630, norm 0.1770, swav 0.0000 LR: 6.844e-02 Score 95.924 Data time: 0.2368, Forward time: 2.2677, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 4.9140 [2020-11-13 00:01:55,305][root][INFO] - ===> Epoch[265](6878/26): Loss -0.6263, Sem 0.1452, dir -0.9555, norm 0.1841, swav 0.0000 LR: 6.844e-02 Score 95.362 Data time: 0.1950, Forward time: 2.2677, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 5.9400 [2020-11-13 00:02:02,330][root][INFO] - ===> Epoch[265](6879/26): Loss -0.6576, Sem 0.1328, dir -0.9640, norm 0.1736, swav 0.0000 LR: 6.843e-02 Score 95.516 Data time: 0.2252, Forward time: 2.2677, Backward time: 3.1248, DDP time: 0.0042, Total iter time: 6.9040 [2020-11-13 00:02:08,304][root][INFO] - ===> Epoch[265](6880/26): Loss -0.6549, Sem 0.1268, dir -0.9564, norm 0.1747, swav 0.0000 LR: 6.843e-02 Score 95.815 Data time: 0.2829, Forward time: 2.2678, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.8619 [2020-11-13 00:02:13,246][root][INFO] - ===> Epoch[265](6881/26): Loss -0.6546, Sem 0.1172, dir -0.9595, norm 0.1877, swav 0.0000 LR: 6.842e-02 Score 95.912 Data time: 0.1893, Forward time: 2.2678, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 4.8025 [2020-11-13 00:02:18,547][root][INFO] - ===> Epoch[265](6882/26): Loss -0.6549, Sem 0.1259, dir -0.9590, norm 0.1783, swav 0.0000 LR: 6.842e-02 Score 95.851 Data time: 0.2478, Forward time: 2.2678, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.1969 [2020-11-13 00:02:25,091][root][INFO] - ===> Epoch[265](6883/26): Loss -0.6343, Sem 0.1320, dir -0.9575, norm 0.1913, swav 0.0000 LR: 6.841e-02 Score 95.656 Data time: 0.2315, Forward time: 2.2679, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 6.4295 [2020-11-13 00:02:31,086][root][INFO] - ===> Epoch[265](6884/26): Loss -0.6553, Sem 0.1316, dir -0.9558, norm 0.1690, swav 0.0000 LR: 6.841e-02 Score 95.772 Data time: 0.2618, Forward time: 2.2679, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 5.8699 [2020-11-13 00:02:36,192][root][INFO] - ===> Epoch[265](6885/26): Loss -0.6563, Sem 0.1169, dir -0.9518, norm 0.1786, swav 0.0000 LR: 6.840e-02 Score 96.091 Data time: 0.2203, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 5.0006 [2020-11-13 00:02:40,924][root][INFO] - ===> Epoch[265](6886/26): Loss -0.6756, Sem 0.1105, dir -0.9596, norm 0.1736, swav 0.0000 LR: 6.840e-02 Score 96.250 Data time: 0.2171, Forward time: 2.2679, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 4.6384 [2020-11-13 00:02:46,328][root][INFO] - ===> Epoch[265](6887/26): Loss -0.6520, Sem 0.1249, dir -0.9651, norm 0.1882, swav 0.0000 LR: 6.839e-02 Score 95.919 Data time: 0.2156, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 5.3008 [2020-11-13 00:02:53,066][root][INFO] - ===> Epoch[265](6888/26): Loss -0.6364, Sem 0.1398, dir -0.9563, norm 0.1801, swav 0.0000 LR: 6.839e-02 Score 95.574 Data time: 0.1783, Forward time: 2.2679, Backward time: 3.1244, DDP time: 0.0042, Total iter time: 6.6257 [2020-11-13 00:02:59,107][root][INFO] - ===> Epoch[265](6889/26): Loss -0.6711, Sem 0.1149, dir -0.9553, norm 0.1692, swav 0.0000 LR: 6.838e-02 Score 96.085 Data time: 0.2400, Forward time: 2.2680, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.9491 [2020-11-13 00:03:04,431][root][INFO] - ===> Epoch[265](6890/26): Loss -0.6384, Sem 0.1307, dir -0.9550, norm 0.1858, swav 0.0000 LR: 6.838e-02 Score 95.501 Data time: 0.1637, Forward time: 2.2679, Backward time: 3.1243, DDP time: 0.0042, Total iter time: 5.2019 [2020-11-13 00:03:09,418][root][INFO] - ===> Epoch[266](6891/26): Loss -0.6539, Sem 0.1295, dir -0.9584, norm 0.1749, swav 0.0000 LR: 6.837e-02 Score 95.703 Data time: 0.2205, Forward time: 2.2679, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 4.9061 [2020-11-13 00:03:15,543][root][INFO] - ===> Epoch[266](6892/26): Loss -0.6606, Sem 0.1227, dir -0.9587, norm 0.1754, swav 0.0000 LR: 6.837e-02 Score 95.848 Data time: 0.2936, Forward time: 2.2680, Backward time: 3.1242, DDP time: 0.0042, Total iter time: 6.0163 [2020-11-13 00:03:20,039][root][INFO] - ===> Epoch[266](6893/26): Loss -0.6374, Sem 0.1238, dir -0.9551, norm 0.1940, swav 0.0000 LR: 6.837e-02 Score 96.158 Data time: 0.2043, Forward time: 2.2680, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 4.3644 [2020-11-13 00:03:25,675][root][INFO] - ===> Epoch[266](6894/26): Loss -0.6180, Sem 0.1485, dir -0.9539, norm 0.1874, swav 0.0000 LR: 6.836e-02 Score 95.065 Data time: 0.2489, Forward time: 2.2681, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 5.5303 [2020-11-13 00:03:31,600][root][INFO] - ===> Epoch[266](6895/26): Loss -0.6708, Sem 0.1143, dir -0.9627, norm 0.1776, swav 0.0000 LR: 6.836e-02 Score 96.278 Data time: 0.1595, Forward time: 2.2680, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 5.8133 [2020-11-13 00:03:37,075][root][INFO] - ===> Epoch[266](6896/26): Loss -0.6425, Sem 0.1221, dir -0.9562, norm 0.1916, swav 0.0000 LR: 6.835e-02 Score 96.076 Data time: 0.2250, Forward time: 2.2681, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 5.4194 [2020-11-13 00:03:42,889][root][INFO] - ===> Epoch[266](6897/26): Loss -0.6660, Sem 0.1191, dir -0.9617, norm 0.1766, swav 0.0000 LR: 6.835e-02 Score 96.079 Data time: 0.1856, Forward time: 2.2680, Backward time: 3.1239, DDP time: 0.0042, Total iter time: 5.6907 [2020-11-13 00:03:48,947][root][INFO] - ===> Epoch[266](6898/26): Loss -0.6790, Sem 0.1137, dir -0.9621, norm 0.1694, swav 0.0000 LR: 6.834e-02 Score 96.354 Data time: 0.1409, Forward time: 2.2679, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 5.9585 [2020-11-13 00:03:53,213][root][INFO] - ===> Epoch[266](6899/26): Loss -0.6720, Sem 0.1215, dir -0.9575, norm 0.1639, swav 0.0000 LR: 6.834e-02 Score 95.829 Data time: 0.1296, Forward time: 2.2678, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 4.1943 [2020-11-13 00:03:59,867][root][INFO] - ===> Epoch[266](6900/26): Loss -0.6313, Sem 0.1217, dir -0.9553, norm 0.2023, swav 0.0000 LR: 6.833e-02 Score 95.992 Data time: 0.1647, Forward time: 2.2677, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 6.6120 [2020-11-13 00:04:05,319][root][INFO] - ===> Epoch[266](6901/26): Loss -0.6484, Sem 0.1335, dir -0.9623, norm 0.1804, swav 0.0000 LR: 6.833e-02 Score 95.564 Data time: 0.2497, Forward time: 2.2678, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.3609 [2020-11-13 00:04:10,740][root][INFO] - ===> Epoch[266](6902/26): Loss -0.6600, Sem 0.1210, dir -0.9581, norm 0.1771, swav 0.0000 LR: 6.832e-02 Score 96.067 Data time: 0.1772, Forward time: 2.2678, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.3141 [2020-11-13 00:04:16,501][root][INFO] - ===> Epoch[266](6903/26): Loss -0.6729, Sem 0.1265, dir -0.9626, norm 0.1631, swav 0.0000 LR: 6.832e-02 Score 95.721 Data time: 0.1759, Forward time: 2.2677, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.6712 [2020-11-13 00:04:21,536][root][INFO] - ===> Epoch[266](6904/26): Loss -0.6385, Sem 0.1316, dir -0.9618, norm 0.1917, swav 0.0000 LR: 6.831e-02 Score 95.756 Data time: 0.1585, Forward time: 2.2676, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 4.9226 [2020-11-13 00:04:27,810][root][INFO] - ===> Epoch[266](6905/26): Loss -0.6594, Sem 0.1160, dir -0.9594, norm 0.1840, swav 0.0000 LR: 6.831e-02 Score 96.221 Data time: 0.2329, Forward time: 2.2677, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 6.1669 [2020-11-13 00:04:33,841][root][INFO] - ===> Epoch[266](6906/26): Loss -0.6493, Sem 0.1244, dir -0.9548, norm 0.1811, swav 0.0000 LR: 6.830e-02 Score 95.806 Data time: 0.2448, Forward time: 2.2677, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.9023 [2020-11-13 00:04:39,107][root][INFO] - ===> Epoch[266](6907/26): Loss -0.6301, Sem 0.1395, dir -0.9559, norm 0.1863, swav 0.0000 LR: 6.830e-02 Score 95.204 Data time: 0.2249, Forward time: 2.2677, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.1365 [2020-11-13 00:04:45,567][root][INFO] - ===> Epoch[266](6908/26): Loss -0.6522, Sem 0.1204, dir -0.9557, norm 0.1831, swav 0.0000 LR: 6.829e-02 Score 95.761 Data time: 0.2266, Forward time: 2.2678, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 6.3589 [2020-11-13 00:04:50,928][root][INFO] - ===> Epoch[266](6909/26): Loss -0.6362, Sem 0.1421, dir -0.9576, norm 0.1793, swav 0.0000 LR: 6.829e-02 Score 95.353 Data time: 0.1721, Forward time: 2.2677, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.2552 [2020-11-13 00:04:57,254][root][INFO] - ===> Epoch[266](6910/26): Loss -0.6593, Sem 0.1361, dir -0.9625, norm 0.1670, swav 0.0000 LR: 6.829e-02 Score 95.118 Data time: 0.1986, Forward time: 2.2677, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 6.2256 [2020-11-13 00:05:01,910][root][INFO] - ===> Epoch[266](6911/26): Loss -0.6976, Sem 0.1140, dir -0.9658, norm 0.1541, swav 0.0000 LR: 6.828e-02 Score 96.199 Data time: 0.2005, Forward time: 2.2677, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 4.5558 [2020-11-13 00:05:08,112][root][INFO] - ===> Epoch[266](6912/26): Loss -0.5760, Sem 0.1600, dir -0.9496, norm 0.2136, swav 0.0000 LR: 6.828e-02 Score 94.898 Data time: 0.1698, Forward time: 2.2676, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 6.0912 [2020-11-13 00:05:13,598][root][INFO] - ===> Epoch[266](6913/26): Loss -0.6252, Sem 0.1430, dir -0.9528, norm 0.1846, swav 0.0000 LR: 6.827e-02 Score 95.731 Data time: 0.2567, Forward time: 2.2677, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.4044 [2020-11-13 00:05:20,416][root][INFO] - ===> Epoch[266](6914/26): Loss -0.6504, Sem 0.1250, dir -0.9607, norm 0.1854, swav 0.0000 LR: 6.827e-02 Score 95.842 Data time: 0.1883, Forward time: 2.2677, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 6.6839 [2020-11-13 00:05:27,325][root][INFO] - ===> Epoch[266](6915/26): Loss -0.6237, Sem 0.1467, dir -0.9601, norm 0.1896, swav 0.0000 LR: 6.826e-02 Score 95.112 Data time: 0.2115, Forward time: 2.2676, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 6.7992 [2020-11-13 00:05:32,901][root][INFO] - ===> Epoch[266](6916/26): Loss -0.6441, Sem 0.1346, dir -0.9574, norm 0.1786, swav 0.0000 LR: 6.826e-02 Score 95.695 Data time: 0.2439, Forward time: 2.2677, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.4638 [2020-11-13 00:05:38,326][root][INFO] - ===> Epoch[267](6917/26): Loss -0.6595, Sem 0.1277, dir -0.9569, norm 0.1697, swav 0.0000 LR: 6.825e-02 Score 95.837 Data time: 0.1307, Forward time: 2.2676, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.3036 [2020-11-13 00:05:44,248][root][INFO] - ===> Epoch[267](6918/26): Loss -0.6176, Sem 0.1478, dir -0.9518, norm 0.1864, swav 0.0000 LR: 6.825e-02 Score 95.245 Data time: 0.2070, Forward time: 2.2676, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.8473 [2020-11-13 00:05:49,361][root][INFO] - ===> Epoch[267](6919/26): Loss -0.6424, Sem 0.1506, dir -0.9602, norm 0.1673, swav 0.0000 LR: 6.824e-02 Score 95.036 Data time: 0.1670, Forward time: 2.2675, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.0214 [2020-11-13 00:05:55,795][root][INFO] - ===> Epoch[267](6920/26): Loss -0.6206, Sem 0.1260, dir -0.9550, norm 0.2084, swav 0.0000 LR: 6.824e-02 Score 95.740 Data time: 0.2019, Forward time: 2.2676, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 6.3699 [2020-11-13 00:06:01,609][root][INFO] - ===> Epoch[267](6921/26): Loss -0.6300, Sem 0.1387, dir -0.9544, norm 0.1857, swav 0.0000 LR: 6.823e-02 Score 95.664 Data time: 0.1198, Forward time: 2.2674, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.7011 [2020-11-13 00:06:07,024][root][INFO] - ===> Epoch[267](6922/26): Loss -0.6624, Sem 0.1249, dir -0.9600, norm 0.1727, swav 0.0000 LR: 6.823e-02 Score 95.928 Data time: 0.2094, Forward time: 2.2674, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.3707 [2020-11-13 00:06:14,052][root][INFO] - ===> Epoch[267](6923/26): Loss -0.6140, Sem 0.1407, dir -0.9521, norm 0.1974, swav 0.0000 LR: 6.822e-02 Score 95.252 Data time: 0.2045, Forward time: 2.2675, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.9091 [2020-11-13 00:06:19,777][root][INFO] - ===> Epoch[267](6924/26): Loss -0.5744, Sem 0.1250, dir -0.9377, norm 0.2383, swav 0.0000 LR: 6.822e-02 Score 95.849 Data time: 0.1570, Forward time: 2.2673, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.6115 [2020-11-13 00:06:26,296][root][INFO] - ===> Epoch[267](6925/26): Loss -0.6394, Sem 0.1392, dir -0.9542, norm 0.1756, swav 0.0000 LR: 6.822e-02 Score 95.618 Data time: 0.3036, Forward time: 2.2675, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.4404 [2020-11-13 00:06:31,416][root][INFO] - ===> Epoch[267](6926/26): Loss -0.6124, Sem 0.1287, dir -0.9457, norm 0.2045, swav 0.0000 LR: 6.821e-02 Score 95.605 Data time: 0.2151, Forward time: 2.2675, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.0024 [2020-11-13 00:06:36,910][root][INFO] - ===> Epoch[267](6927/26): Loss -0.6649, Sem 0.1262, dir -0.9578, norm 0.1667, swav 0.0000 LR: 6.821e-02 Score 95.603 Data time: 0.2186, Forward time: 2.2675, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.3915 [2020-11-13 00:06:42,690][root][INFO] - ===> Epoch[267](6928/26): Loss -0.6301, Sem 0.1346, dir -0.9558, norm 0.1912, swav 0.0000 LR: 6.820e-02 Score 95.520 Data time: 0.2449, Forward time: 2.2676, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.6888 [2020-11-13 00:06:48,541][root][INFO] - ===> Epoch[267](6929/26): Loss -0.6273, Sem 0.1463, dir -0.9567, norm 0.1831, swav 0.0000 LR: 6.820e-02 Score 95.196 Data time: 0.1866, Forward time: 2.2676, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.7241 [2020-11-13 00:06:54,334][root][INFO] - ===> Epoch[267](6930/26): Loss -0.5685, Sem 0.1479, dir -0.9439, norm 0.2276, swav 0.0000 LR: 6.819e-02 Score 94.903 Data time: 0.2356, Forward time: 2.2676, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.6953 [2020-11-13 00:07:00,459][root][INFO] - ===> Epoch[267](6931/26): Loss -0.6319, Sem 0.1227, dir -0.9519, norm 0.1974, swav 0.0000 LR: 6.819e-02 Score 96.059 Data time: 0.1528, Forward time: 2.2676, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.0122 [2020-11-13 00:07:04,982][root][INFO] - ===> Epoch[267](6932/26): Loss -0.6335, Sem 0.1302, dir -0.9559, norm 0.1921, swav 0.0000 LR: 6.818e-02 Score 95.623 Data time: 0.1647, Forward time: 2.2675, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 4.4564 [2020-11-13 00:07:10,454][root][INFO] - ===> Epoch[267](6933/26): Loss -0.5858, Sem 0.1630, dir -0.9507, norm 0.2019, swav 0.0000 LR: 6.818e-02 Score 94.562 Data time: 0.2286, Forward time: 2.2675, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.4001 [2020-11-13 00:07:14,632][root][INFO] - ===> Epoch[267](6934/26): Loss -0.6392, Sem 0.1190, dir -0.9534, norm 0.1952, swav 0.0000 LR: 6.817e-02 Score 95.996 Data time: 0.1837, Forward time: 2.2675, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 4.0673 [2020-11-13 00:07:19,100][root][INFO] - ===> Epoch[267](6935/26): Loss -0.6239, Sem 0.1395, dir -0.9544, norm 0.1910, swav 0.0000 LR: 6.817e-02 Score 95.249 Data time: 0.1570, Forward time: 2.2674, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 4.3772 [2020-11-13 00:07:25,055][root][INFO] - ===> Epoch[267](6936/26): Loss -0.6247, Sem 0.1289, dir -0.9527, norm 0.1991, swav 0.0000 LR: 6.816e-02 Score 95.679 Data time: 0.1565, Forward time: 2.2673, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.8763 [2020-11-13 00:07:30,068][root][INFO] - ===> Epoch[267](6937/26): Loss -0.6149, Sem 0.1414, dir -0.9496, norm 0.1933, swav 0.0000 LR: 6.816e-02 Score 95.390 Data time: 0.1805, Forward time: 2.2673, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 4.8849 [2020-11-13 00:07:36,142][root][INFO] - ===> Epoch[267](6938/26): Loss -0.5817, Sem 0.1342, dir -0.9502, norm 0.2344, swav 0.0000 LR: 6.815e-02 Score 95.527 Data time: 0.2495, Forward time: 2.2673, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.9724 [2020-11-13 00:07:41,546][root][INFO] - ===> Epoch[267](6939/26): Loss -0.6100, Sem 0.1398, dir -0.9525, norm 0.2027, swav 0.0000 LR: 6.815e-02 Score 95.393 Data time: 0.1776, Forward time: 2.2672, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.2865 [2020-11-13 00:07:47,205][root][INFO] - ===> Epoch[267](6940/26): Loss -0.5864, Sem 0.1748, dir -0.9586, norm 0.1974, swav 0.0000 LR: 6.814e-02 Score 94.356 Data time: 0.2189, Forward time: 2.2673, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.5672 [2020-11-13 00:07:52,460][root][INFO] - ===> Epoch[267](6941/26): Loss -0.6708, Sem 0.1002, dir -0.9539, norm 0.1829, swav 0.0000 LR: 6.814e-02 Score 96.636 Data time: 0.2416, Forward time: 2.2673, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.1320 [2020-11-13 00:07:57,395][root][INFO] - ===> Epoch[267](6942/26): Loss -0.5682, Sem 0.1664, dir -0.9501, norm 0.2155, swav 0.0000 LR: 6.814e-02 Score 94.589 Data time: 0.2061, Forward time: 2.2673, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 4.8102 [2020-11-13 00:08:03,077][root][INFO] - ===> Epoch[268](6943/26): Loss -0.6160, Sem 0.1409, dir -0.9565, norm 0.1996, swav 0.0000 LR: 6.813e-02 Score 95.301 Data time: 0.1971, Forward time: 2.2673, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.5878 [2020-11-13 00:08:08,309][root][INFO] - ===> Epoch[268](6944/26): Loss -0.6043, Sem 0.1386, dir -0.9487, norm 0.2058, swav 0.0000 LR: 6.813e-02 Score 95.368 Data time: 0.2428, Forward time: 2.2673, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 5.1382 [2020-11-13 00:08:14,774][root][INFO] - ===> Epoch[268](6945/26): Loss -0.6414, Sem 0.1352, dir -0.9590, norm 0.1824, swav 0.0000 LR: 6.812e-02 Score 95.594 Data time: 0.2297, Forward time: 2.2674, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 6.3223 [2020-11-13 00:08:21,388][root][INFO] - ===> Epoch[268](6946/26): Loss -0.5984, Sem 0.1521, dir -0.9494, norm 0.1988, swav 0.0000 LR: 6.812e-02 Score 95.227 Data time: 0.2250, Forward time: 2.2674, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 6.5140 [2020-11-13 00:08:27,732][root][INFO] - ===> Epoch[268](6947/26): Loss -0.5988, Sem 0.1459, dir -0.9523, norm 0.2075, swav 0.0000 LR: 6.811e-02 Score 95.357 Data time: 0.1655, Forward time: 2.2673, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 6.2204 [2020-11-13 00:08:34,133][root][INFO] - ===> Epoch[268](6948/26): Loss -0.6013, Sem 0.1555, dir -0.9499, norm 0.1931, swav 0.0000 LR: 6.811e-02 Score 94.825 Data time: 0.2243, Forward time: 2.2674, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 6.3078 [2020-11-13 00:08:38,769][root][INFO] - ===> Epoch[268](6949/26): Loss -0.6222, Sem 0.1385, dir -0.9554, norm 0.1947, swav 0.0000 LR: 6.810e-02 Score 95.141 Data time: 0.1808, Forward time: 2.2673, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 4.5191 [2020-11-13 00:08:44,481][root][INFO] - ===> Epoch[268](6950/26): Loss -0.6428, Sem 0.1327, dir -0.9557, norm 0.1802, swav 0.0000 LR: 6.810e-02 Score 95.649 Data time: 0.1796, Forward time: 2.2673, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.6277 [2020-11-13 00:08:50,476][root][INFO] - ===> Epoch[268](6951/26): Loss -0.6301, Sem 0.1118, dir -0.9556, norm 0.2136, swav 0.0000 LR: 6.809e-02 Score 96.267 Data time: 0.2710, Forward time: 2.2674, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.9046 [2020-11-13 00:08:55,743][root][INFO] - ===> Epoch[268](6952/26): Loss -0.6577, Sem 0.1203, dir -0.9630, norm 0.1849, swav 0.0000 LR: 6.809e-02 Score 96.034 Data time: 0.2083, Forward time: 2.2674, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 5.1474 [2020-11-13 00:09:00,996][root][INFO] - ===> Epoch[268](6953/26): Loss -0.6071, Sem 0.1492, dir -0.9531, norm 0.1968, swav 0.0000 LR: 6.808e-02 Score 95.137 Data time: 0.1782, Forward time: 2.2674, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 5.1660 [2020-11-13 00:09:06,551][root][INFO] - ===> Epoch[268](6954/26): Loss -0.6569, Sem 0.1219, dir -0.9590, norm 0.1802, swav 0.0000 LR: 6.808e-02 Score 95.870 Data time: 0.2334, Forward time: 2.2674, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 5.4519 [2020-11-13 00:09:12,303][root][INFO] - ===> Epoch[268](6955/26): Loss -0.6283, Sem 0.1318, dir -0.9567, norm 0.1966, swav 0.0000 LR: 6.807e-02 Score 95.599 Data time: 0.1761, Forward time: 2.2674, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 5.6465 [2020-11-13 00:09:17,486][root][INFO] - ===> Epoch[268](6956/26): Loss -0.6314, Sem 0.1266, dir -0.9567, norm 0.1987, swav 0.0000 LR: 6.807e-02 Score 96.103 Data time: 0.1866, Forward time: 2.2673, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 5.1018 [2020-11-13 00:09:25,126][root][INFO] - ===> Epoch[268](6957/26): Loss -0.6293, Sem 0.1394, dir -0.9555, norm 0.1869, swav 0.0000 LR: 6.806e-02 Score 95.321 Data time: 0.2774, Forward time: 2.2674, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 7.5503 [2020-11-13 00:09:31,427][root][INFO] - ===> Epoch[268](6958/26): Loss -0.6106, Sem 0.1396, dir -0.9532, norm 0.2030, swav 0.0000 LR: 6.806e-02 Score 95.306 Data time: 0.2008, Forward time: 2.2674, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 6.1935 [2020-11-13 00:09:36,544][root][INFO] - ===> Epoch[268](6959/26): Loss -0.6346, Sem 0.1336, dir -0.9536, norm 0.1855, swav 0.0000 LR: 6.806e-02 Score 95.521 Data time: 0.1644, Forward time: 2.2673, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.0088 [2020-11-13 00:09:41,715][root][INFO] - ===> Epoch[268](6960/26): Loss -0.6725, Sem 0.1201, dir -0.9590, norm 0.1664, swav 0.0000 LR: 6.805e-02 Score 95.878 Data time: 0.1529, Forward time: 2.2672, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.0790 [2020-11-13 00:09:47,549][root][INFO] - ===> Epoch[268](6961/26): Loss -0.6190, Sem 0.1222, dir -0.9547, norm 0.2135, swav 0.0000 LR: 6.805e-02 Score 96.046 Data time: 0.1595, Forward time: 2.2672, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.7802 [2020-11-13 00:09:52,258][root][INFO] - ===> Epoch[268](6962/26): Loss -0.6341, Sem 0.1328, dir -0.9549, norm 0.1880, swav 0.0000 LR: 6.804e-02 Score 95.412 Data time: 0.1743, Forward time: 2.2671, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 4.6195 [2020-11-13 00:09:57,713][root][INFO] - ===> Epoch[268](6963/26): Loss -0.6343, Sem 0.1336, dir -0.9593, norm 0.1914, swav 0.0000 LR: 6.804e-02 Score 95.299 Data time: 0.2460, Forward time: 2.2671, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.3421 [2020-11-13 00:10:02,963][root][INFO] - ===> Epoch[268](6964/26): Loss -0.6495, Sem 0.1074, dir -0.9530, norm 0.1960, swav 0.0000 LR: 6.803e-02 Score 96.337 Data time: 0.1870, Forward time: 2.2671, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.1377 [2020-11-13 00:10:09,114][root][INFO] - ===> Epoch[268](6965/26): Loss -0.6520, Sem 0.1231, dir -0.9589, norm 0.1838, swav 0.0000 LR: 6.803e-02 Score 96.106 Data time: 0.2233, Forward time: 2.2671, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 6.0532 [2020-11-13 00:10:14,991][root][INFO] - ===> Epoch[268](6966/26): Loss -0.5719, Sem 0.1774, dir -0.9561, norm 0.2069, swav 0.0000 LR: 6.802e-02 Score 94.887 Data time: 0.2878, Forward time: 2.2672, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 5.7734 [2020-11-13 00:10:22,304][root][INFO] - ===> Epoch[268](6967/26): Loss -0.6492, Sem 0.1306, dir -0.9534, norm 0.1736, swav 0.0000 LR: 6.802e-02 Score 95.838 Data time: 0.2577, Forward time: 2.2672, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 7.1695 [2020-11-13 00:10:27,858][root][INFO] - ===> Epoch[268](6968/26): Loss -0.6350, Sem 0.1390, dir -0.9567, norm 0.1827, swav 0.0000 LR: 6.801e-02 Score 95.333 Data time: 0.2223, Forward time: 2.2673, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.4218 [2020-11-13 00:10:33,207][root][INFO] - ===> Epoch[269](6969/26): Loss -0.6738, Sem 0.1100, dir -0.9589, norm 0.1751, swav 0.0000 LR: 6.801e-02 Score 96.280 Data time: 0.1599, Forward time: 2.2672, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.2245 [2020-11-13 00:10:39,440][root][INFO] - ===> Epoch[269](6970/26): Loss -0.6565, Sem 0.1274, dir -0.9550, norm 0.1711, swav 0.0000 LR: 6.800e-02 Score 95.841 Data time: 0.1863, Forward time: 2.2672, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 6.1336 [2020-11-13 00:10:44,185][root][INFO] - ===> Epoch[269](6971/26): Loss -0.6379, Sem 0.1297, dir -0.9528, norm 0.1852, swav 0.0000 LR: 6.800e-02 Score 95.644 Data time: 0.2274, Forward time: 2.2672, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 4.6283 [2020-11-13 00:10:49,933][root][INFO] - ===> Epoch[269](6972/26): Loss -0.6513, Sem 0.1235, dir -0.9613, norm 0.1865, swav 0.0000 LR: 6.799e-02 Score 95.757 Data time: 0.1745, Forward time: 2.2672, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.6133 [2020-11-13 00:10:54,691][root][INFO] - ===> Epoch[269](6973/26): Loss -0.6581, Sem 0.1170, dir -0.9561, norm 0.1810, swav 0.0000 LR: 6.799e-02 Score 96.013 Data time: 0.1028, Forward time: 2.2670, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 4.6266 [2020-11-13 00:11:00,565][root][INFO] - ===> Epoch[269](6974/26): Loss -0.6134, Sem 0.1392, dir -0.9545, norm 0.2018, swav 0.0000 LR: 6.799e-02 Score 95.218 Data time: 0.1561, Forward time: 2.2669, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.8273 [2020-11-13 00:11:05,543][root][INFO] - ===> Epoch[269](6975/26): Loss -0.6497, Sem 0.1117, dir -0.9564, norm 0.1950, swav 0.0000 LR: 6.798e-02 Score 96.489 Data time: 0.1550, Forward time: 2.2668, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 4.8613 [2020-11-13 00:11:10,589][root][INFO] - ===> Epoch[269](6976/26): Loss -0.6556, Sem 0.1193, dir -0.9589, norm 0.1840, swav 0.0000 LR: 6.798e-02 Score 95.971 Data time: 0.1785, Forward time: 2.2668, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 4.9760 [2020-11-13 00:11:15,888][root][INFO] - ===> Epoch[269](6977/26): Loss -0.6428, Sem 0.1292, dir -0.9581, norm 0.1861, swav 0.0000 LR: 6.797e-02 Score 95.709 Data time: 0.1501, Forward time: 2.2667, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.2008 [2020-11-13 00:11:22,011][root][INFO] - ===> Epoch[269](6978/26): Loss -0.6545, Sem 0.1153, dir -0.9524, norm 0.1826, swav 0.0000 LR: 6.797e-02 Score 96.151 Data time: 0.1910, Forward time: 2.2667, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 6.0830 [2020-11-13 00:11:27,399][root][INFO] - ===> Epoch[269](6979/26): Loss -0.6534, Sem 0.1299, dir -0.9556, norm 0.1723, swav 0.0000 LR: 6.796e-02 Score 95.714 Data time: 0.2044, Forward time: 2.2667, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.2646 [2020-11-13 00:11:33,355][root][INFO] - ===> Epoch[269](6980/26): Loss -0.6632, Sem 0.1293, dir -0.9582, norm 0.1657, swav 0.0000 LR: 6.796e-02 Score 95.833 Data time: 0.3079, Forward time: 2.2668, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.8562 [2020-11-13 00:11:38,907][root][INFO] - ===> Epoch[269](6981/26): Loss -0.5914, Sem 0.1628, dir -0.9569, norm 0.2027, swav 0.0000 LR: 6.795e-02 Score 94.963 Data time: 0.1860, Forward time: 2.2667, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.4301 [2020-11-13 00:11:43,969][root][INFO] - ===> Epoch[269](6982/26): Loss -0.6580, Sem 0.1197, dir -0.9525, norm 0.1747, swav 0.0000 LR: 6.795e-02 Score 96.025 Data time: 0.2353, Forward time: 2.2668, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 4.9749 [2020-11-13 00:11:49,508][root][INFO] - ===> Epoch[269](6983/26): Loss -0.6422, Sem 0.1400, dir -0.9600, norm 0.1778, swav 0.0000 LR: 6.794e-02 Score 95.348 Data time: 0.2407, Forward time: 2.2668, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 5.4232 [2020-11-13 00:11:54,821][root][INFO] - ===> Epoch[269](6984/26): Loss -0.6356, Sem 0.1494, dir -0.9594, norm 0.1745, swav 0.0000 LR: 6.794e-02 Score 95.259 Data time: 0.2140, Forward time: 2.2668, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.1940 [2020-11-13 00:12:00,564][root][INFO] - ===> Epoch[269](6985/26): Loss -0.5951, Sem 0.1813, dir -0.9576, norm 0.1812, swav 0.0000 LR: 6.793e-02 Score 94.520 Data time: 0.2501, Forward time: 2.2669, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.6347 [2020-11-13 00:12:05,829][root][INFO] - ===> Epoch[269](6986/26): Loss -0.6134, Sem 0.1498, dir -0.9571, norm 0.1939, swav 0.0000 LR: 6.793e-02 Score 95.058 Data time: 0.1902, Forward time: 2.2669, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.1418 [2020-11-13 00:12:11,931][root][INFO] - ===> Epoch[269](6987/26): Loss -0.6663, Sem 0.1161, dir -0.9617, norm 0.1793, swav 0.0000 LR: 6.792e-02 Score 96.135 Data time: 0.1998, Forward time: 2.2669, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 6.0006 [2020-11-13 00:12:18,374][root][INFO] - ===> Epoch[269](6988/26): Loss -0.6182, Sem 0.1485, dir -0.9539, norm 0.1872, swav 0.0000 LR: 6.792e-02 Score 95.027 Data time: 0.2050, Forward time: 2.2669, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.3404 [2020-11-13 00:12:23,499][root][INFO] - ===> Epoch[269](6989/26): Loss -0.6651, Sem 0.1285, dir -0.9636, norm 0.1700, swav 0.0000 LR: 6.791e-02 Score 95.654 Data time: 0.2015, Forward time: 2.2669, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 4.9966 [2020-11-13 00:12:29,082][root][INFO] - ===> Epoch[269](6990/26): Loss -0.6639, Sem 0.1154, dir -0.9606, norm 0.1813, swav 0.0000 LR: 6.791e-02 Score 96.256 Data time: 0.3159, Forward time: 2.2670, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.4920 [2020-11-13 00:12:35,490][root][INFO] - ===> Epoch[269](6991/26): Loss -0.6563, Sem 0.1177, dir -0.9581, norm 0.1841, swav 0.0000 LR: 6.791e-02 Score 95.956 Data time: 0.2484, Forward time: 2.2670, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 6.2919 [2020-11-13 00:12:41,861][root][INFO] - ===> Epoch[269](6992/26): Loss -0.6182, Sem 0.1422, dir -0.9534, norm 0.1930, swav 0.0000 LR: 6.790e-02 Score 95.331 Data time: 0.3272, Forward time: 2.2671, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 6.2913 [2020-11-13 00:12:48,245][root][INFO] - ===> Epoch[269](6993/26): Loss -0.6593, Sem 0.1423, dir -0.9607, norm 0.1592, swav 0.0000 LR: 6.790e-02 Score 95.195 Data time: 0.1994, Forward time: 2.2671, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 6.2337 [2020-11-13 00:12:55,166][root][INFO] - ===> Epoch[269](6994/26): Loss -0.6718, Sem 0.1205, dir -0.9630, norm 0.1707, swav 0.0000 LR: 6.789e-02 Score 95.976 Data time: 0.2089, Forward time: 2.2671, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.8301 [2020-11-13 00:13:00,834][root][INFO] - ===> Epoch[270](6995/26): Loss -0.6198, Sem 0.1325, dir -0.9532, norm 0.2010, swav 0.0000 LR: 6.789e-02 Score 95.660 Data time: 0.1755, Forward time: 2.2671, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 5.5691 [2020-11-13 00:13:05,223][root][INFO] - ===> Epoch[270](6996/26): Loss -0.6404, Sem 0.1315, dir -0.9546, norm 0.1827, swav 0.0000 LR: 6.788e-02 Score 95.622 Data time: 0.1985, Forward time: 2.2671, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 4.3183 [2020-11-13 00:13:11,145][root][INFO] - ===> Epoch[270](6997/26): Loss -0.6727, Sem 0.1180, dir -0.9604, norm 0.1698, swav 0.0000 LR: 6.788e-02 Score 95.987 Data time: 0.1974, Forward time: 2.2670, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.8259 [2020-11-13 00:13:18,266][root][INFO] - ===> Epoch[270](6998/26): Loss -0.6440, Sem 0.1313, dir -0.9535, norm 0.1782, swav 0.0000 LR: 6.787e-02 Score 95.672 Data time: 0.2579, Forward time: 2.2671, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 7.0329 [2020-11-13 00:13:23,662][root][INFO] - ===> Epoch[270](6999/26): Loss -0.6343, Sem 0.1220, dir -0.9560, norm 0.1998, swav 0.0000 LR: 6.787e-02 Score 96.094 Data time: 0.1998, Forward time: 2.2671, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.2493 [2020-11-13 00:13:29,127][root][INFO] - ===> Epoch[270](7000/26): Loss -0.6501, Sem 0.1225, dir -0.9594, norm 0.1868, swav 0.0000 LR: 6.786e-02 Score 95.912 Data time: 0.2195, Forward time: 2.2671, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.3620 [2020-11-13 00:13:30,655][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 00:13:30,771][root][INFO] - ===> Start testing [2020-11-13 00:14:59,520][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.3354 Loss 0.341 (AVG: 0.453) Score 89.075 (AVG: 89.205) mIOU 70.633 mAP 75.420 mAcc 79.494 IOU: 84.254 96.145 64.066 85.944 92.118 85.301 72.084 58.546 63.623 75.316 44.126 62.972 62.339 69.077 45.206 67.000 91.175 62.310 84.459 46.612 mAP: 79.956 97.334 62.477 77.544 93.391 90.043 68.951 67.460 70.671 67.901 58.401 48.749 67.120 81.325 60.860 84.643 95.752 84.440 88.799 62.593 mAcc: 94.966 98.739 76.010 89.265 96.154 94.471 77.991 69.721 74.281 85.330 51.125 72.638 82.938 83.107 52.883 78.007 93.470 70.441 92.515 55.836 [2020-11-13 00:16:33,217][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.2600 Loss 0.076 (AVG: 0.450) Score 97.144 (AVG: 89.563) mIOU 70.743 mAP 75.220 mAcc 79.386 IOU: 85.323 96.215 61.502 80.929 92.252 82.747 73.663 62.617 61.248 76.227 39.132 64.297 58.545 69.920 44.895 66.063 93.192 66.292 86.865 52.934 mAP: 80.404 96.682 60.429 73.860 92.733 78.831 74.025 70.887 68.811 71.495 58.528 55.136 67.724 80.701 59.401 81.711 96.082 86.052 87.741 63.173 mAcc: 95.078 98.865 75.051 83.916 95.972 91.169 80.421 76.629 70.683 86.324 46.655 74.561 78.724 80.324 54.181 74.786 95.233 73.983 92.566 62.593 [2020-11-13 00:18:01,795][root][INFO] - 301/312: Data time: 0.0057, Iter time: 0.3961 Loss 1.693 (AVG: 0.459) Score 76.884 (AVG: 89.641) mIOU 71.561 mAP 75.590 mAcc 79.893 IOU: 84.992 96.292 64.375 82.052 91.691 84.413 72.078 62.979 61.274 78.561 31.933 63.758 61.074 71.957 51.662 67.745 92.956 68.505 86.638 56.280 mAP: 80.292 96.830 63.217 74.778 92.018 80.379 73.341 70.701 67.142 70.616 57.635 56.263 67.540 80.885 65.063 82.829 96.056 86.243 86.608 63.372 mAcc: 95.043 98.870 77.443 85.532 95.546 92.310 78.103 78.319 70.852 88.146 37.539 72.684 80.645 81.430 60.672 75.875 95.577 75.671 92.641 64.969 [2020-11-13 00:18:10,605][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3842 Loss 0.352 (AVG: 0.453) Score 91.081 (AVG: 89.726) mIOU 71.637 mAP 75.865 mAcc 79.975 IOU: 85.118 96.337 64.296 81.802 91.702 84.369 72.268 63.040 62.305 78.862 31.411 63.148 61.705 71.955 52.435 67.673 92.953 67.636 87.091 56.628 mAP: 80.238 96.896 63.411 74.778 92.117 80.506 73.762 70.882 67.913 71.705 57.477 57.004 67.529 80.885 65.957 83.458 95.976 85.767 87.018 64.030 mAcc: 95.097 98.876 77.429 85.532 95.468 91.988 78.453 78.356 71.638 88.308 37.249 71.634 80.856 81.430 61.641 76.253 95.686 75.392 92.917 65.303 [2020-11-13 00:18:10,614][root][INFO] - Finished test. Elapsed time: 279.8335 [2020-11-13 00:18:21,379][root][INFO] - [2020-11-13 00:18:21,386][root][INFO] - ################################################################ [2020-11-13 00:18:21,386][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 00:18:21,386][root][INFO] - ################################################################ [2020-11-13 00:18:21,386][root][INFO] - cabinet : 0.253 0.483 0.684 [2020-11-13 00:18:21,386][root][INFO] - bed : 0.410 0.713 0.836 [2020-11-13 00:18:21,386][root][INFO] - chair : 0.712 0.853 0.901 [2020-11-13 00:18:21,386][root][INFO] - sofa : 0.449 0.704 0.857 [2020-11-13 00:18:21,386][root][INFO] - table : 0.403 0.630 0.731 [2020-11-13 00:18:21,386][root][INFO] - door : 0.253 0.468 0.608 [2020-11-13 00:18:21,386][root][INFO] - window : 0.209 0.393 0.579 [2020-11-13 00:18:21,386][root][INFO] - bookshelf : 0.213 0.517 0.738 [2020-11-13 00:18:21,386][root][INFO] - picture : 0.218 0.359 0.411 [2020-11-13 00:18:21,386][root][INFO] - counter : 0.068 0.231 0.592 [2020-11-13 00:18:21,386][root][INFO] - desk : 0.080 0.301 0.762 [2020-11-13 00:18:21,386][root][INFO] - curtain : 0.261 0.456 0.627 [2020-11-13 00:18:21,386][root][INFO] - refrigerator : 0.375 0.503 0.534 [2020-11-13 00:18:21,386][root][INFO] - shower curtain : 0.383 0.627 0.714 [2020-11-13 00:18:21,386][root][INFO] - toilet : 0.801 0.983 0.983 [2020-11-13 00:18:21,387][root][INFO] - sink : 0.373 0.727 0.882 [2020-11-13 00:18:21,387][root][INFO] - bathtub : 0.510 0.686 0.856 [2020-11-13 00:18:21,387][root][INFO] - otherfurniture : 0.385 0.536 0.681 [2020-11-13 00:18:21,387][root][INFO] - ---------------------------------------------------------------- [2020-11-13 00:18:21,387][root][INFO] - average : 0.353 0.565 0.721 [2020-11-13 00:18:21,387][root][INFO] - [2020-11-13 00:18:21,531][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 00:18:22,433][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 00:18:22,542][root][INFO] - Current best mIoU: 71.637 at iter 7000 [2020-11-13 00:18:26,170][root][INFO] - ===> Epoch[270](7001/26): Loss -0.6193, Sem 0.1560, dir -0.9601, norm 0.1849, swav 0.0000 LR: 6.786e-02 Score 94.428 Data time: 0.1496, Forward time: 2.2671, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 3.6221 [2020-11-13 00:18:31,636][root][INFO] - ===> Epoch[270](7002/26): Loss -0.6620, Sem 0.1243, dir -0.9566, norm 0.1703, swav 0.0000 LR: 6.785e-02 Score 95.940 Data time: 0.1552, Forward time: 2.2670, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.3606 [2020-11-13 00:18:37,904][root][INFO] - ===> Epoch[270](7003/26): Loss -0.6548, Sem 0.1363, dir -0.9620, norm 0.1710, swav 0.0000 LR: 6.785e-02 Score 95.463 Data time: 0.2181, Forward time: 2.2670, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 6.1779 [2020-11-13 00:18:44,330][root][INFO] - ===> Epoch[270](7004/26): Loss -0.6398, Sem 0.1403, dir -0.9604, norm 0.1803, swav 0.0000 LR: 6.784e-02 Score 95.103 Data time: 0.1737, Forward time: 2.2669, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.2727 [2020-11-13 00:18:49,888][root][INFO] - ===> Epoch[270](7005/26): Loss -0.6685, Sem 0.1179, dir -0.9600, norm 0.1735, swav 0.0000 LR: 6.784e-02 Score 95.986 Data time: 0.2077, Forward time: 2.2669, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.4596 [2020-11-13 00:18:55,335][root][INFO] - ===> Epoch[270](7006/26): Loss -0.6302, Sem 0.1222, dir -0.9485, norm 0.1961, swav 0.0000 LR: 6.783e-02 Score 95.912 Data time: 0.2001, Forward time: 2.2669, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.3292 [2020-11-13 00:19:00,722][root][INFO] - ===> Epoch[270](7007/26): Loss -0.6378, Sem 0.1234, dir -0.9513, norm 0.1901, swav 0.0000 LR: 6.783e-02 Score 95.819 Data time: 0.2690, Forward time: 2.2670, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.2701 [2020-11-13 00:19:06,118][root][INFO] - ===> Epoch[270](7008/26): Loss -0.6573, Sem 0.1302, dir -0.9622, norm 0.1747, swav 0.0000 LR: 6.783e-02 Score 95.717 Data time: 0.1593, Forward time: 2.2669, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.2854 [2020-11-13 00:19:10,711][root][INFO] - ===> Epoch[270](7009/26): Loss -0.6408, Sem 0.1323, dir -0.9517, norm 0.1785, swav 0.0000 LR: 6.782e-02 Score 95.622 Data time: 0.2058, Forward time: 2.2669, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 4.5170 [2020-11-13 00:19:15,264][root][INFO] - ===> Epoch[270](7010/26): Loss -0.6179, Sem 0.1364, dir -0.9563, norm 0.2020, swav 0.0000 LR: 6.782e-02 Score 95.312 Data time: 0.2494, Forward time: 2.2669, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 4.4433 [2020-11-13 00:19:22,140][root][INFO] - ===> Epoch[270](7011/26): Loss -0.5933, Sem 0.1598, dir -0.9513, norm 0.1982, swav 0.0000 LR: 6.781e-02 Score 94.813 Data time: 0.2173, Forward time: 2.2669, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 6.7634 [2020-11-13 00:19:27,627][root][INFO] - ===> Epoch[270](7012/26): Loss -0.6161, Sem 0.1381, dir -0.9549, norm 0.2007, swav 0.0000 LR: 6.781e-02 Score 95.375 Data time: 0.1683, Forward time: 2.2669, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.3456 [2020-11-13 00:19:32,716][root][INFO] - ===> Epoch[270](7013/26): Loss -0.6497, Sem 0.1170, dir -0.9488, norm 0.1821, swav 0.0000 LR: 6.780e-02 Score 96.228 Data time: 0.2516, Forward time: 2.2668, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.0005 [2020-11-13 00:19:39,427][root][INFO] - ===> Epoch[270](7014/26): Loss -0.6138, Sem 0.1332, dir -0.9547, norm 0.2077, swav 0.0000 LR: 6.780e-02 Score 95.681 Data time: 0.3359, Forward time: 2.2670, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 6.5938 [2020-11-13 00:19:45,063][root][INFO] - ===> Epoch[270](7015/26): Loss -0.6400, Sem 0.1406, dir -0.9648, norm 0.1842, swav 0.0000 LR: 6.779e-02 Score 95.211 Data time: 0.1795, Forward time: 2.2670, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.4986 [2020-11-13 00:19:50,361][root][INFO] - ===> Epoch[270](7016/26): Loss -0.6096, Sem 0.1427, dir -0.9552, norm 0.2029, swav 0.0000 LR: 6.779e-02 Score 95.297 Data time: 0.2304, Forward time: 2.2670, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.1653 [2020-11-13 00:19:55,592][root][INFO] - ===> Epoch[270](7017/26): Loss -0.6065, Sem 0.1479, dir -0.9547, norm 0.2003, swav 0.0000 LR: 6.778e-02 Score 95.036 Data time: 0.1548, Forward time: 2.2669, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.0632 [2020-11-13 00:20:02,389][root][INFO] - ===> Epoch[270](7018/26): Loss -0.6465, Sem 0.1293, dir -0.9586, norm 0.1828, swav 0.0000 LR: 6.778e-02 Score 95.766 Data time: 0.2060, Forward time: 2.2669, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 6.6974 [2020-11-13 00:20:08,065][root][INFO] - ===> Epoch[270](7019/26): Loss -0.6266, Sem 0.1378, dir -0.9554, norm 0.1910, swav 0.0000 LR: 6.777e-02 Score 95.432 Data time: 0.2449, Forward time: 2.2669, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.5477 [2020-11-13 00:20:13,837][root][INFO] - ===> Epoch[270](7020/26): Loss -0.6278, Sem 0.1273, dir -0.9487, norm 0.1936, swav 0.0000 LR: 6.777e-02 Score 95.879 Data time: 0.2206, Forward time: 2.2669, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.6247 [2020-11-13 00:20:20,505][root][INFO] - ===> Epoch[271](7021/26): Loss -0.6121, Sem 0.1527, dir -0.9534, norm 0.1886, swav 0.0000 LR: 6.776e-02 Score 95.177 Data time: 0.2684, Forward time: 2.2670, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 6.5387 [2020-11-13 00:20:25,756][root][INFO] - ===> Epoch[271](7022/26): Loss -0.6080, Sem 0.1677, dir -0.9570, norm 0.1814, swav 0.0000 LR: 6.776e-02 Score 94.420 Data time: 0.2153, Forward time: 2.2670, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.1149 [2020-11-13 00:20:30,285][root][INFO] - ===> Epoch[271](7023/26): Loss -0.6525, Sem 0.1286, dir -0.9559, norm 0.1748, swav 0.0000 LR: 6.775e-02 Score 95.692 Data time: 0.1292, Forward time: 2.2669, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 4.4102 [2020-11-13 00:20:36,197][root][INFO] - ===> Epoch[271](7024/26): Loss -0.6291, Sem 0.1286, dir -0.9562, norm 0.1985, swav 0.0000 LR: 6.775e-02 Score 95.640 Data time: 0.2159, Forward time: 2.2669, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.8328 [2020-11-13 00:20:41,334][root][INFO] - ===> Epoch[271](7025/26): Loss -0.6833, Sem 0.1188, dir -0.9586, norm 0.1565, swav 0.0000 LR: 6.775e-02 Score 96.005 Data time: 0.2057, Forward time: 2.2669, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 4.9726 [2020-11-13 00:20:46,341][root][INFO] - ===> Epoch[271](7026/26): Loss -0.6338, Sem 0.1371, dir -0.9574, norm 0.1865, swav 0.0000 LR: 6.774e-02 Score 95.615 Data time: 0.2700, Forward time: 2.2669, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 4.8950 [2020-11-13 00:20:53,019][root][INFO] - ===> Epoch[271](7027/26): Loss -0.6293, Sem 0.1308, dir -0.9546, norm 0.1945, swav 0.0000 LR: 6.774e-02 Score 95.560 Data time: 0.1671, Forward time: 2.2669, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.5636 [2020-11-13 00:20:57,927][root][INFO] - ===> Epoch[271](7028/26): Loss -0.6321, Sem 0.1228, dir -0.9525, norm 0.1975, swav 0.0000 LR: 6.773e-02 Score 95.902 Data time: 0.2114, Forward time: 2.2669, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 4.8179 [2020-11-13 00:21:03,087][root][INFO] - ===> Epoch[271](7029/26): Loss -0.6322, Sem 0.1325, dir -0.9558, norm 0.1912, swav 0.0000 LR: 6.773e-02 Score 95.541 Data time: 0.2161, Forward time: 2.2668, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.0496 [2020-11-13 00:21:09,404][root][INFO] - ===> Epoch[271](7030/26): Loss -0.6449, Sem 0.1195, dir -0.9535, norm 0.1892, swav 0.0000 LR: 6.772e-02 Score 96.008 Data time: 0.2375, Forward time: 2.2668, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 6.2107 [2020-11-13 00:21:16,363][root][INFO] - ===> Epoch[271](7031/26): Loss -0.6471, Sem 0.1306, dir -0.9595, norm 0.1819, swav 0.0000 LR: 6.772e-02 Score 95.746 Data time: 0.2353, Forward time: 2.2669, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.8620 [2020-11-13 00:21:21,336][root][INFO] - ===> Epoch[271](7032/26): Loss -0.6471, Sem 0.1319, dir -0.9580, norm 0.1790, swav 0.0000 LR: 6.771e-02 Score 95.583 Data time: 0.1755, Forward time: 2.2668, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 4.8382 [2020-11-13 00:21:26,077][root][INFO] - ===> Epoch[271](7033/26): Loss -0.5847, Sem 0.1862, dir -0.9575, norm 0.1866, swav 0.0000 LR: 6.771e-02 Score 94.077 Data time: 0.1976, Forward time: 2.2668, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 4.6550 [2020-11-13 00:21:31,036][root][INFO] - ===> Epoch[271](7034/26): Loss -0.6589, Sem 0.1258, dir -0.9582, norm 0.1734, swav 0.0000 LR: 6.770e-02 Score 95.826 Data time: 0.2585, Forward time: 2.2668, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 4.8488 [2020-11-13 00:21:36,699][root][INFO] - ===> Epoch[271](7035/26): Loss -0.6104, Sem 0.1362, dir -0.9491, norm 0.2024, swav 0.0000 LR: 6.770e-02 Score 95.433 Data time: 0.2628, Forward time: 2.2669, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.5453 [2020-11-13 00:21:42,409][root][INFO] - ===> Epoch[271](7036/26): Loss -0.6155, Sem 0.1388, dir -0.9538, norm 0.1996, swav 0.0000 LR: 6.769e-02 Score 95.428 Data time: 0.1939, Forward time: 2.2669, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.5834 [2020-11-13 00:21:47,520][root][INFO] - ===> Epoch[271](7037/26): Loss -0.5626, Sem 0.1527, dir -0.9477, norm 0.2324, swav 0.0000 LR: 6.769e-02 Score 94.916 Data time: 0.2220, Forward time: 2.2670, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.0025 [2020-11-13 00:21:53,192][root][INFO] - ===> Epoch[271](7038/26): Loss -0.6152, Sem 0.1384, dir -0.9569, norm 0.2033, swav 0.0000 LR: 6.768e-02 Score 95.097 Data time: 0.1518, Forward time: 2.2669, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.5517 [2020-11-13 00:21:58,602][root][INFO] - ===> Epoch[271](7039/26): Loss -0.6205, Sem 0.1348, dir -0.9548, norm 0.1995, swav 0.0000 LR: 6.768e-02 Score 95.526 Data time: 0.1905, Forward time: 2.2668, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.3150 [2020-11-13 00:22:04,262][root][INFO] - ===> Epoch[271](7040/26): Loss -0.6530, Sem 0.1208, dir -0.9529, norm 0.1792, swav 0.0000 LR: 6.767e-02 Score 96.062 Data time: 0.2622, Forward time: 2.2669, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 5.5510 [2020-11-13 00:22:09,903][root][INFO] - ===> Epoch[271](7041/26): Loss -0.6376, Sem 0.1320, dir -0.9562, norm 0.1865, swav 0.0000 LR: 6.767e-02 Score 95.676 Data time: 0.1964, Forward time: 2.2669, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 5.4987 [2020-11-13 00:22:15,273][root][INFO] - ===> Epoch[271](7042/26): Loss -0.6285, Sem 0.1298, dir -0.9539, norm 0.1955, swav 0.0000 LR: 6.767e-02 Score 95.578 Data time: 0.2143, Forward time: 2.2669, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 5.2834 [2020-11-13 00:22:22,451][root][INFO] - ===> Epoch[271](7043/26): Loss -0.6218, Sem 0.1479, dir -0.9495, norm 0.1798, swav 0.0000 LR: 6.766e-02 Score 95.169 Data time: 0.1562, Forward time: 2.2668, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 7.0644 [2020-11-13 00:22:28,274][root][INFO] - ===> Epoch[271](7044/26): Loss -0.6224, Sem 0.1312, dir -0.9538, norm 0.2001, swav 0.0000 LR: 6.766e-02 Score 95.546 Data time: 0.2284, Forward time: 2.2668, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.7455 [2020-11-13 00:22:33,466][root][INFO] - ===> Epoch[271](7045/26): Loss -0.6263, Sem 0.1293, dir -0.9530, norm 0.1974, swav 0.0000 LR: 6.765e-02 Score 95.624 Data time: 0.1349, Forward time: 2.2667, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 5.0831 [2020-11-13 00:22:39,388][root][INFO] - ===> Epoch[271](7046/26): Loss -0.6061, Sem 0.1560, dir -0.9576, norm 0.1955, swav 0.0000 LR: 6.765e-02 Score 95.074 Data time: 0.2252, Forward time: 2.2667, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 5.8577 [2020-11-13 00:22:45,082][root][INFO] - ===> Epoch[272](7047/26): Loss -0.5613, Sem 0.1804, dir -0.9434, norm 0.2017, swav 0.0000 LR: 6.764e-02 Score 94.265 Data time: 0.2569, Forward time: 2.2668, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.5729 [2020-11-13 00:22:51,037][root][INFO] - ===> Epoch[272](7048/26): Loss -0.5889, Sem 0.1552, dir -0.9442, norm 0.2001, swav 0.0000 LR: 6.764e-02 Score 95.087 Data time: 0.2666, Forward time: 2.2668, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.8298 [2020-11-13 00:22:56,495][root][INFO] - ===> Epoch[272](7049/26): Loss -0.6129, Sem 0.1509, dir -0.9576, norm 0.1937, swav 0.0000 LR: 6.763e-02 Score 94.924 Data time: 0.2291, Forward time: 2.2668, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.3520 [2020-11-13 00:23:01,475][root][INFO] - ===> Epoch[272](7050/26): Loss -0.6349, Sem 0.1379, dir -0.9560, norm 0.1833, swav 0.0000 LR: 6.763e-02 Score 95.362 Data time: 0.2129, Forward time: 2.2668, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 4.8713 [2020-11-13 00:23:07,003][root][INFO] - ===> Epoch[272](7051/26): Loss -0.6244, Sem 0.1410, dir -0.9535, norm 0.1881, swav 0.0000 LR: 6.762e-02 Score 95.396 Data time: 0.2072, Forward time: 2.2669, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 5.4220 [2020-11-13 00:23:11,529][root][INFO] - ===> Epoch[272](7052/26): Loss -0.6383, Sem 0.1311, dir -0.9527, norm 0.1833, swav 0.0000 LR: 6.762e-02 Score 95.813 Data time: 0.1328, Forward time: 2.2668, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 4.4140 [2020-11-13 00:23:16,886][root][INFO] - ===> Epoch[272](7053/26): Loss -0.6222, Sem 0.1472, dir -0.9514, norm 0.1821, swav 0.0000 LR: 6.761e-02 Score 95.189 Data time: 0.2667, Forward time: 2.2668, Backward time: 3.1221, DDP time: 0.0043, Total iter time: 5.2709 [2020-11-13 00:23:23,762][root][INFO] - ===> Epoch[272](7054/26): Loss -0.5563, Sem 0.1760, dir -0.9502, norm 0.2179, swav 0.0000 LR: 6.761e-02 Score 94.321 Data time: 0.2270, Forward time: 2.2668, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 6.7554 [2020-11-13 00:23:30,971][root][INFO] - ===> Epoch[272](7055/26): Loss -0.6008, Sem 0.1298, dir -0.9531, norm 0.2225, swav 0.0000 LR: 6.760e-02 Score 95.794 Data time: 0.2179, Forward time: 2.2668, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 7.0879 [2020-11-13 00:23:36,697][root][INFO] - ===> Epoch[272](7056/26): Loss -0.6375, Sem 0.1326, dir -0.9521, norm 0.1821, swav 0.0000 LR: 6.760e-02 Score 95.380 Data time: 0.1581, Forward time: 2.2667, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.6013 [2020-11-13 00:23:43,813][root][INFO] - ===> Epoch[272](7057/26): Loss -0.6009, Sem 0.1513, dir -0.9539, norm 0.2017, swav 0.0000 LR: 6.760e-02 Score 95.251 Data time: 0.2629, Forward time: 2.2668, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 7.0444 [2020-11-13 00:23:51,132][root][INFO] - ===> Epoch[272](7058/26): Loss -0.5977, Sem 0.1457, dir -0.9543, norm 0.2109, swav 0.0000 LR: 6.759e-02 Score 94.969 Data time: 0.2567, Forward time: 2.2669, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 7.1718 [2020-11-13 00:23:57,801][root][INFO] - ===> Epoch[272](7059/26): Loss -0.6440, Sem 0.1267, dir -0.9549, norm 0.1842, swav 0.0000 LR: 6.759e-02 Score 95.926 Data time: 0.1906, Forward time: 2.2669, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.5502 [2020-11-13 00:24:03,238][root][INFO] - ===> Epoch[272](7060/26): Loss -0.6202, Sem 0.1525, dir -0.9566, norm 0.1838, swav 0.0000 LR: 6.758e-02 Score 95.137 Data time: 0.2353, Forward time: 2.2669, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 5.3461 [2020-11-13 00:24:08,075][root][INFO] - ===> Epoch[272](7061/26): Loss -0.5934, Sem 0.1623, dir -0.9492, norm 0.1935, swav 0.0000 LR: 6.758e-02 Score 94.597 Data time: 0.2031, Forward time: 2.2669, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 4.7113 [2020-11-13 00:24:14,737][root][INFO] - ===> Epoch[272](7062/26): Loss -0.5838, Sem 0.1655, dir -0.9497, norm 0.2004, swav 0.0000 LR: 6.757e-02 Score 94.508 Data time: 0.1975, Forward time: 2.2669, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 6.5720 [2020-11-13 00:24:20,981][root][INFO] - ===> Epoch[272](7063/26): Loss -0.5887, Sem 0.1651, dir -0.9550, norm 0.2012, swav 0.0000 LR: 6.757e-02 Score 94.760 Data time: 0.2116, Forward time: 2.2669, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 6.1194 [2020-11-13 00:24:26,723][root][INFO] - ===> Epoch[272](7064/26): Loss -0.6247, Sem 0.1327, dir -0.9523, norm 0.1949, swav 0.0000 LR: 6.756e-02 Score 95.759 Data time: 0.2994, Forward time: 2.2670, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.6605 [2020-11-13 00:24:33,591][root][INFO] - ===> Epoch[272](7065/26): Loss -0.6557, Sem 0.1231, dir -0.9578, norm 0.1790, swav 0.0000 LR: 6.756e-02 Score 95.938 Data time: 0.2233, Forward time: 2.2670, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 6.7502 [2020-11-13 00:24:38,523][root][INFO] - ===> Epoch[272](7066/26): Loss -0.6229, Sem 0.1465, dir -0.9542, norm 0.1848, swav 0.0000 LR: 6.755e-02 Score 95.035 Data time: 0.1600, Forward time: 2.2670, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 4.8054 [2020-11-13 00:24:44,621][root][INFO] - ===> Epoch[272](7067/26): Loss -0.5498, Sem 0.1653, dir -0.9482, norm 0.2331, swav 0.0000 LR: 6.755e-02 Score 94.452 Data time: 0.2706, Forward time: 2.2670, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 6.0166 [2020-11-13 00:24:50,298][root][INFO] - ===> Epoch[272](7068/26): Loss -0.6100, Sem 0.1441, dir -0.9522, norm 0.1982, swav 0.0000 LR: 6.754e-02 Score 94.941 Data time: 0.2368, Forward time: 2.2670, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.5690 [2020-11-13 00:24:57,006][root][INFO] - ===> Epoch[272](7069/26): Loss -0.6040, Sem 0.1573, dir -0.9533, norm 0.1920, swav 0.0000 LR: 6.754e-02 Score 94.698 Data time: 0.2761, Forward time: 2.2671, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 6.6163 [2020-11-13 00:25:01,736][root][INFO] - ===> Epoch[272](7070/26): Loss -0.6376, Sem 0.1442, dir -0.9587, norm 0.1769, swav 0.0000 LR: 6.753e-02 Score 95.249 Data time: 0.2162, Forward time: 2.2672, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 4.6030 [2020-11-13 00:25:07,735][root][INFO] - ===> Epoch[272](7071/26): Loss -0.6479, Sem 0.1270, dir -0.9544, norm 0.1794, swav 0.0000 LR: 6.753e-02 Score 95.919 Data time: 0.1988, Forward time: 2.2671, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 5.8909 [2020-11-13 00:25:12,788][root][INFO] - ===> Epoch[272](7072/26): Loss -0.5796, Sem 0.1707, dir -0.9533, norm 0.2030, swav 0.0000 LR: 6.752e-02 Score 94.325 Data time: 0.1843, Forward time: 2.2671, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 4.9588 [2020-11-13 00:25:17,351][root][INFO] - ===> Epoch[273](7073/26): Loss -0.6212, Sem 0.1472, dir -0.9519, norm 0.1834, swav 0.0000 LR: 6.752e-02 Score 95.052 Data time: 0.1808, Forward time: 2.2671, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 4.4740 [2020-11-13 00:25:22,884][root][INFO] - ===> Epoch[273](7074/26): Loss -0.6259, Sem 0.1391, dir -0.9565, norm 0.1915, swav 0.0000 LR: 6.752e-02 Score 95.291 Data time: 0.1790, Forward time: 2.2670, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.4436 [2020-11-13 00:25:29,100][root][INFO] - ===> Epoch[273](7075/26): Loss -0.6363, Sem 0.1348, dir -0.9557, norm 0.1845, swav 0.0000 LR: 6.751e-02 Score 95.684 Data time: 0.2128, Forward time: 2.2670, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 6.1377 [2020-11-13 00:25:34,950][root][INFO] - ===> Epoch[273](7076/26): Loss -0.5907, Sem 0.1372, dir -0.9535, norm 0.2257, swav 0.0000 LR: 6.751e-02 Score 95.552 Data time: 0.1896, Forward time: 2.2670, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.7355 [2020-11-13 00:25:40,043][root][INFO] - ===> Epoch[273](7077/26): Loss -0.5889, Sem 0.1780, dir -0.9544, norm 0.1874, swav 0.0000 LR: 6.750e-02 Score 94.243 Data time: 0.1648, Forward time: 2.2669, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 4.9798 [2020-11-13 00:25:46,478][root][INFO] - ===> Epoch[273](7078/26): Loss -0.6206, Sem 0.1466, dir -0.9517, norm 0.1845, swav 0.0000 LR: 6.750e-02 Score 95.014 Data time: 0.2011, Forward time: 2.2669, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 6.3519 [2020-11-13 00:25:52,640][root][INFO] - ===> Epoch[273](7079/26): Loss -0.6122, Sem 0.1284, dir -0.9523, norm 0.2117, swav 0.0000 LR: 6.749e-02 Score 95.645 Data time: 0.1875, Forward time: 2.2669, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 6.0539 [2020-11-13 00:25:58,887][root][INFO] - ===> Epoch[273](7080/26): Loss -0.6374, Sem 0.1388, dir -0.9585, norm 0.1823, swav 0.0000 LR: 6.749e-02 Score 95.263 Data time: 0.1473, Forward time: 2.2668, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.1338 [2020-11-13 00:26:03,723][root][INFO] - ===> Epoch[273](7081/26): Loss -0.6030, Sem 0.1520, dir -0.9528, norm 0.1978, swav 0.0000 LR: 6.748e-02 Score 95.135 Data time: 0.1614, Forward time: 2.2667, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 4.7723 [2020-11-13 00:26:09,938][root][INFO] - ===> Epoch[273](7082/26): Loss -0.6342, Sem 0.1423, dir -0.9557, norm 0.1792, swav 0.0000 LR: 6.748e-02 Score 95.389 Data time: 0.1963, Forward time: 2.2667, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.1540 [2020-11-13 00:26:15,438][root][INFO] - ===> Epoch[273](7083/26): Loss -0.6113, Sem 0.1469, dir -0.9582, norm 0.2000, swav 0.0000 LR: 6.747e-02 Score 94.933 Data time: 0.1738, Forward time: 2.2667, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 5.3843 [2020-11-13 00:26:21,201][root][INFO] - ===> Epoch[273](7084/26): Loss -0.6072, Sem 0.1348, dir -0.9504, norm 0.2085, swav 0.0000 LR: 6.747e-02 Score 95.766 Data time: 0.1877, Forward time: 2.2666, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.6589 [2020-11-13 00:26:26,488][root][INFO] - ===> Epoch[273](7085/26): Loss -0.6110, Sem 0.1380, dir -0.9587, norm 0.2097, swav 0.0000 LR: 6.746e-02 Score 95.436 Data time: 0.2567, Forward time: 2.2667, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 5.1990 [2020-11-13 00:26:32,114][root][INFO] - ===> Epoch[273](7086/26): Loss -0.5905, Sem 0.1545, dir -0.9510, norm 0.2060, swav 0.0000 LR: 6.746e-02 Score 94.842 Data time: 0.2346, Forward time: 2.2667, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.4865 [2020-11-13 00:26:37,403][root][INFO] - ===> Epoch[273](7087/26): Loss -0.6694, Sem 0.1112, dir -0.9584, norm 0.1778, swav 0.0000 LR: 6.745e-02 Score 96.288 Data time: 0.1619, Forward time: 2.2667, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.1503 [2020-11-13 00:26:42,048][root][INFO] - ===> Epoch[273](7088/26): Loss -0.6185, Sem 0.1446, dir -0.9580, norm 0.1949, swav 0.0000 LR: 6.745e-02 Score 95.155 Data time: 0.1683, Forward time: 2.2666, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 4.5556 [2020-11-13 00:26:46,726][root][INFO] - ===> Epoch[273](7089/26): Loss -0.5973, Sem 0.1569, dir -0.9546, norm 0.2004, swav 0.0000 LR: 6.744e-02 Score 94.927 Data time: 0.2154, Forward time: 2.2666, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 4.5763 [2020-11-13 00:26:53,074][root][INFO] - ===> Epoch[273](7090/26): Loss -0.5907, Sem 0.1529, dir -0.9529, norm 0.2093, swav 0.0000 LR: 6.744e-02 Score 94.909 Data time: 0.1958, Forward time: 2.2666, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 6.2211 [2020-11-13 00:26:57,960][root][INFO] - ===> Epoch[273](7091/26): Loss -0.6249, Sem 0.1317, dir -0.9529, norm 0.1963, swav 0.0000 LR: 6.744e-02 Score 95.677 Data time: 0.1796, Forward time: 2.2665, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 4.7651 [2020-11-13 00:27:03,172][root][INFO] - ===> Epoch[273](7092/26): Loss -0.6136, Sem 0.1445, dir -0.9535, norm 0.1954, swav 0.0000 LR: 6.743e-02 Score 95.350 Data time: 0.2284, Forward time: 2.2666, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.1142 [2020-11-13 00:27:09,096][root][INFO] - ===> Epoch[273](7093/26): Loss -0.6013, Sem 0.1456, dir -0.9522, norm 0.2054, swav 0.0000 LR: 6.743e-02 Score 94.993 Data time: 0.1500, Forward time: 2.2665, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.8002 [2020-11-13 00:27:14,472][root][INFO] - ===> Epoch[273](7094/26): Loss -0.6400, Sem 0.1374, dir -0.9573, norm 0.1799, swav 0.0000 LR: 6.742e-02 Score 95.367 Data time: 0.1817, Forward time: 2.2664, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.3253 [2020-11-13 00:27:19,428][root][INFO] - ===> Epoch[273](7095/26): Loss -0.6597, Sem 0.1236, dir -0.9580, norm 0.1748, swav 0.0000 LR: 6.742e-02 Score 96.141 Data time: 0.2006, Forward time: 2.2664, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 4.8951 [2020-11-13 00:27:25,729][root][INFO] - ===> Epoch[273](7096/26): Loss -0.6455, Sem 0.1224, dir -0.9515, norm 0.1836, swav 0.0000 LR: 6.741e-02 Score 96.020 Data time: 0.3192, Forward time: 2.2666, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 6.1985 [2020-11-13 00:27:32,189][root][INFO] - ===> Epoch[273](7097/26): Loss -0.6145, Sem 0.1545, dir -0.9572, norm 0.1882, swav 0.0000 LR: 6.741e-02 Score 95.074 Data time: 0.2352, Forward time: 2.2666, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 6.3146 [2020-11-13 00:27:38,417][root][INFO] - ===> Epoch[273](7098/26): Loss -0.6368, Sem 0.1312, dir -0.9530, norm 0.1850, swav 0.0000 LR: 6.740e-02 Score 95.939 Data time: 0.2190, Forward time: 2.2666, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 6.1108 [2020-11-13 00:27:45,652][root][INFO] - ===> Epoch[274](7099/26): Loss -0.6288, Sem 0.1336, dir -0.9572, norm 0.1949, swav 0.0000 LR: 6.740e-02 Score 95.525 Data time: 0.1782, Forward time: 2.2665, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 7.1423 [2020-11-13 00:27:51,133][root][INFO] - ===> Epoch[274](7100/26): Loss -0.6622, Sem 0.1251, dir -0.9582, norm 0.1709, swav 0.0000 LR: 6.739e-02 Score 95.844 Data time: 0.1437, Forward time: 2.2664, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 5.4099 [2020-11-13 00:27:57,264][root][INFO] - ===> Epoch[274](7101/26): Loss -0.6531, Sem 0.1243, dir -0.9587, norm 0.1814, swav 0.0000 LR: 6.739e-02 Score 95.865 Data time: 0.2566, Forward time: 2.2664, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 6.0651 [2020-11-13 00:28:02,336][root][INFO] - ===> Epoch[274](7102/26): Loss -0.7009, Sem 0.1099, dir -0.9670, norm 0.1562, swav 0.0000 LR: 6.738e-02 Score 96.210 Data time: 0.1784, Forward time: 2.2664, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 4.9665 [2020-11-13 00:28:09,122][root][INFO] - ===> Epoch[274](7103/26): Loss -0.6189, Sem 0.1367, dir -0.9461, norm 0.1905, swav 0.0000 LR: 6.738e-02 Score 95.335 Data time: 0.2022, Forward time: 2.2664, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.7027 [2020-11-13 00:28:15,050][root][INFO] - ===> Epoch[274](7104/26): Loss -0.6560, Sem 0.1291, dir -0.9584, norm 0.1733, swav 0.0000 LR: 6.737e-02 Score 95.646 Data time: 0.2140, Forward time: 2.2664, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 5.8219 [2020-11-13 00:28:21,094][root][INFO] - ===> Epoch[274](7105/26): Loss -0.6682, Sem 0.1294, dir -0.9628, norm 0.1652, swav 0.0000 LR: 6.737e-02 Score 95.713 Data time: 0.1842, Forward time: 2.2664, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.9423 [2020-11-13 00:28:28,060][root][INFO] - ===> Epoch[274](7106/26): Loss -0.6444, Sem 0.1215, dir -0.9609, norm 0.1950, swav 0.0000 LR: 6.736e-02 Score 95.927 Data time: 0.1739, Forward time: 2.2663, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 6.8814 [2020-11-13 00:28:33,398][root][INFO] - ===> Epoch[274](7107/26): Loss -0.6911, Sem 0.1113, dir -0.9618, norm 0.1593, swav 0.0000 LR: 6.736e-02 Score 96.406 Data time: 0.1881, Forward time: 2.2663, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.2419 [2020-11-13 00:28:39,891][root][INFO] - ===> Epoch[274](7108/26): Loss -0.5699, Sem 0.1461, dir -0.9518, norm 0.2358, swav 0.0000 LR: 6.736e-02 Score 94.941 Data time: 0.2190, Forward time: 2.2662, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 6.4040 [2020-11-13 00:28:46,926][root][INFO] - ===> Epoch[274](7109/26): Loss -0.6198, Sem 0.1466, dir -0.9561, norm 0.1898, swav 0.0000 LR: 6.735e-02 Score 95.204 Data time: 0.1989, Forward time: 2.2662, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 6.9510 [2020-11-13 00:28:53,573][root][INFO] - ===> Epoch[274](7110/26): Loss -0.6384, Sem 0.1372, dir -0.9523, norm 0.1766, swav 0.0000 LR: 6.735e-02 Score 95.354 Data time: 0.2229, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.5383 [2020-11-13 00:28:58,463][root][INFO] - ===> Epoch[274](7111/26): Loss -0.6522, Sem 0.1204, dir -0.9574, norm 0.1849, swav 0.0000 LR: 6.734e-02 Score 95.997 Data time: 0.2099, Forward time: 2.2662, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 4.7915 [2020-11-13 00:29:04,946][root][INFO] - ===> Epoch[274](7112/26): Loss -0.6550, Sem 0.1189, dir -0.9579, norm 0.1841, swav 0.0000 LR: 6.734e-02 Score 96.036 Data time: 0.1902, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.3683 [2020-11-13 00:29:10,601][root][INFO] - ===> Epoch[274](7113/26): Loss -0.6543, Sem 0.1178, dir -0.9578, norm 0.1857, swav 0.0000 LR: 6.733e-02 Score 95.974 Data time: 0.2278, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.5644 [2020-11-13 00:29:16,732][root][INFO] - ===> Epoch[274](7114/26): Loss -0.6318, Sem 0.1395, dir -0.9553, norm 0.1840, swav 0.0000 LR: 6.733e-02 Score 95.279 Data time: 0.2257, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.0270 [2020-11-13 00:29:22,058][root][INFO] - ===> Epoch[274](7115/26): Loss -0.6402, Sem 0.1403, dir -0.9604, norm 0.1800, swav 0.0000 LR: 6.732e-02 Score 95.131 Data time: 0.1285, Forward time: 2.2661, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 5.2001 [2020-11-13 00:29:28,445][root][INFO] - ===> Epoch[274](7116/26): Loss -0.6425, Sem 0.1268, dir -0.9503, norm 0.1811, swav 0.0000 LR: 6.732e-02 Score 95.748 Data time: 0.2195, Forward time: 2.2661, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 6.3514 [2020-11-13 00:29:34,490][root][INFO] - ===> Epoch[274](7117/26): Loss -0.6463, Sem 0.1301, dir -0.9594, norm 0.1830, swav 0.0000 LR: 6.731e-02 Score 95.635 Data time: 0.1688, Forward time: 2.2661, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.9519 [2020-11-13 00:29:39,268][root][INFO] - ===> Epoch[274](7118/26): Loss -0.6397, Sem 0.1382, dir -0.9576, norm 0.1798, swav 0.0000 LR: 6.731e-02 Score 95.362 Data time: 0.2131, Forward time: 2.2661, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 4.6863 [2020-11-13 00:29:44,112][root][INFO] - ===> Epoch[274](7119/26): Loss -0.5847, Sem 0.1611, dir -0.9548, norm 0.2090, swav 0.0000 LR: 6.730e-02 Score 94.670 Data time: 0.1931, Forward time: 2.2661, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 4.7439 [2020-11-13 00:29:50,111][root][INFO] - ===> Epoch[274](7120/26): Loss -0.6711, Sem 0.1090, dir -0.9569, norm 0.1768, swav 0.0000 LR: 6.730e-02 Score 96.423 Data time: 0.2772, Forward time: 2.2662, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.8984 [2020-11-13 00:29:56,306][root][INFO] - ===> Epoch[274](7121/26): Loss -0.5876, Sem 0.1344, dir -0.9451, norm 0.2231, swav 0.0000 LR: 6.729e-02 Score 95.580 Data time: 0.1915, Forward time: 2.2661, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.0866 [2020-11-13 00:30:01,758][root][INFO] - ===> Epoch[274](7122/26): Loss -0.6524, Sem 0.1246, dir -0.9571, norm 0.1802, swav 0.0000 LR: 6.729e-02 Score 95.611 Data time: 0.2471, Forward time: 2.2662, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.3779 [2020-11-13 00:30:07,556][root][INFO] - ===> Epoch[274](7123/26): Loss -0.6194, Sem 0.1256, dir -0.9522, norm 0.2072, swav 0.0000 LR: 6.728e-02 Score 95.691 Data time: 0.1485, Forward time: 2.2661, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.6784 [2020-11-13 00:30:12,870][root][INFO] - ===> Epoch[274](7124/26): Loss -0.6326, Sem 0.1247, dir -0.9522, norm 0.1949, swav 0.0000 LR: 6.728e-02 Score 96.061 Data time: 0.2275, Forward time: 2.2661, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.2567 [2020-11-13 00:30:18,077][root][INFO] - ===> Epoch[275](7125/26): Loss -0.6349, Sem 0.1304, dir -0.9534, norm 0.1881, swav 0.0000 LR: 6.728e-02 Score 95.526 Data time: 0.1994, Forward time: 2.2661, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.1203 [2020-11-13 00:30:24,750][root][INFO] - ===> Epoch[275](7126/26): Loss -0.6563, Sem 0.1160, dir -0.9589, norm 0.1866, swav 0.0000 LR: 6.727e-02 Score 95.993 Data time: 0.1871, Forward time: 2.2661, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 6.5679 [2020-11-13 00:30:29,646][root][INFO] - ===> Epoch[275](7127/26): Loss -0.6484, Sem 0.1181, dir -0.9585, norm 0.1920, swav 0.0000 LR: 6.727e-02 Score 96.157 Data time: 0.1462, Forward time: 2.2660, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 4.8141 [2020-11-13 00:30:35,678][root][INFO] - ===> Epoch[275](7128/26): Loss -0.6321, Sem 0.1265, dir -0.9507, norm 0.1921, swav 0.0000 LR: 6.726e-02 Score 95.775 Data time: 0.2210, Forward time: 2.2660, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.9619 [2020-11-13 00:30:41,204][root][INFO] - ===> Epoch[275](7129/26): Loss -0.6473, Sem 0.1328, dir -0.9619, norm 0.1818, swav 0.0000 LR: 6.726e-02 Score 95.585 Data time: 0.2577, Forward time: 2.2661, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.4326 [2020-11-13 00:30:45,824][root][INFO] - ===> Epoch[275](7130/26): Loss -0.6527, Sem 0.1162, dir -0.9520, norm 0.1831, swav 0.0000 LR: 6.725e-02 Score 96.157 Data time: 0.2674, Forward time: 2.2661, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 4.4900 [2020-11-13 00:30:51,271][root][INFO] - ===> Epoch[275](7131/26): Loss -0.6246, Sem 0.1322, dir -0.9540, norm 0.1972, swav 0.0000 LR: 6.725e-02 Score 95.835 Data time: 0.2459, Forward time: 2.2661, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.3396 [2020-11-13 00:30:56,063][root][INFO] - ===> Epoch[275](7132/26): Loss -0.6838, Sem 0.1243, dir -0.9665, norm 0.1584, swav 0.0000 LR: 6.724e-02 Score 95.705 Data time: 0.2632, Forward time: 2.2662, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 4.6727 [2020-11-13 00:31:02,147][root][INFO] - ===> Epoch[275](7133/26): Loss -0.6531, Sem 0.1191, dir -0.9578, norm 0.1856, swav 0.0000 LR: 6.724e-02 Score 96.021 Data time: 0.1968, Forward time: 2.2661, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.9867 [2020-11-13 00:31:07,360][root][INFO] - ===> Epoch[275](7134/26): Loss -0.6810, Sem 0.1138, dir -0.9636, norm 0.1688, swav 0.0000 LR: 6.723e-02 Score 96.098 Data time: 0.2263, Forward time: 2.2662, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.1497 [2020-11-13 00:31:12,871][root][INFO] - ===> Epoch[275](7135/26): Loss -0.6031, Sem 0.1446, dir -0.9533, norm 0.2056, swav 0.0000 LR: 6.723e-02 Score 95.386 Data time: 0.2080, Forward time: 2.2662, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.3906 [2020-11-13 00:31:18,179][root][INFO] - ===> Epoch[275](7136/26): Loss -0.6364, Sem 0.1250, dir -0.9567, norm 0.1954, swav 0.0000 LR: 6.722e-02 Score 95.552 Data time: 0.1779, Forward time: 2.2661, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.2175 [2020-11-13 00:31:24,172][root][INFO] - ===> Epoch[275](7137/26): Loss -0.6632, Sem 0.1304, dir -0.9620, norm 0.1684, swav 0.0000 LR: 6.722e-02 Score 95.599 Data time: 0.1727, Forward time: 2.2661, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.8855 [2020-11-13 00:31:30,911][root][INFO] - ===> Epoch[275](7138/26): Loss -0.6178, Sem 0.1564, dir -0.9563, norm 0.1821, swav 0.0000 LR: 6.721e-02 Score 94.615 Data time: 0.1793, Forward time: 2.2660, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 6.6563 [2020-11-13 00:31:36,508][root][INFO] - ===> Epoch[275](7139/26): Loss -0.6088, Sem 0.1329, dir -0.9522, norm 0.2105, swav 0.0000 LR: 6.721e-02 Score 95.355 Data time: 0.2326, Forward time: 2.2660, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.5160 [2020-11-13 00:31:41,957][root][INFO] - ===> Epoch[275](7140/26): Loss -0.6692, Sem 0.1222, dir -0.9612, norm 0.1698, swav 0.0000 LR: 6.720e-02 Score 95.766 Data time: 0.2622, Forward time: 2.2661, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 5.3522 [2020-11-13 00:31:47,475][root][INFO] - ===> Epoch[275](7141/26): Loss -0.6382, Sem 0.1271, dir -0.9549, norm 0.1896, swav 0.0000 LR: 6.720e-02 Score 95.875 Data time: 0.2105, Forward time: 2.2661, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 5.3914 [2020-11-13 00:31:54,305][root][INFO] - ===> Epoch[275](7142/26): Loss -0.6452, Sem 0.1288, dir -0.9572, norm 0.1833, swav 0.0000 LR: 6.720e-02 Score 95.606 Data time: 0.2394, Forward time: 2.2662, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 6.7370 [2020-11-13 00:32:00,105][root][INFO] - ===> Epoch[275](7143/26): Loss -0.6596, Sem 0.1327, dir -0.9613, norm 0.1690, swav 0.0000 LR: 6.719e-02 Score 95.500 Data time: 0.1740, Forward time: 2.2661, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.6703 [2020-11-13 00:32:05,465][root][INFO] - ===> Epoch[275](7144/26): Loss -0.6587, Sem 0.1289, dir -0.9578, norm 0.1702, swav 0.0000 LR: 6.719e-02 Score 95.997 Data time: 0.2125, Forward time: 2.2661, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.2867 [2020-11-13 00:32:11,551][root][INFO] - ===> Epoch[275](7145/26): Loss -0.6342, Sem 0.1286, dir -0.9564, norm 0.1936, swav 0.0000 LR: 6.718e-02 Score 95.610 Data time: 0.3210, Forward time: 2.2662, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 6.0027 [2020-11-13 00:32:19,414][root][INFO] - ===> Epoch[275](7146/26): Loss -0.6306, Sem 0.1320, dir -0.9533, norm 0.1907, swav 0.0000 LR: 6.718e-02 Score 95.460 Data time: 0.2049, Forward time: 2.2662, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 7.7422 [2020-11-13 00:32:24,644][root][INFO] - ===> Epoch[275](7147/26): Loss -0.6660, Sem 0.1279, dir -0.9590, norm 0.1651, swav 0.0000 LR: 6.717e-02 Score 95.673 Data time: 0.2097, Forward time: 2.2662, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 5.1370 [2020-11-13 00:32:30,352][root][INFO] - ===> Epoch[275](7148/26): Loss -0.6350, Sem 0.1332, dir -0.9589, norm 0.1907, swav 0.0000 LR: 6.717e-02 Score 95.599 Data time: 0.1952, Forward time: 2.2662, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 5.5841 [2020-11-13 00:32:35,819][root][INFO] - ===> Epoch[275](7149/26): Loss -0.6638, Sem 0.1205, dir -0.9572, norm 0.1728, swav 0.0000 LR: 6.716e-02 Score 96.076 Data time: 0.2104, Forward time: 2.2662, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 5.3642 [2020-11-13 00:32:43,130][root][INFO] - ===> Epoch[275](7150/26): Loss -0.6472, Sem 0.1267, dir -0.9569, norm 0.1830, swav 0.0000 LR: 6.716e-02 Score 95.732 Data time: 0.2635, Forward time: 2.2663, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 7.2231 [2020-11-13 00:32:48,696][root][INFO] - ===> Epoch[276](7151/26): Loss -0.6553, Sem 0.1253, dir -0.9574, norm 0.1768, swav 0.0000 LR: 6.715e-02 Score 95.716 Data time: 0.1897, Forward time: 2.2662, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.4205 [2020-11-13 00:32:54,987][root][INFO] - ===> Epoch[276](7152/26): Loss -0.6213, Sem 0.1305, dir -0.9544, norm 0.2025, swav 0.0000 LR: 6.715e-02 Score 95.609 Data time: 0.3263, Forward time: 2.2663, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 6.2106 [2020-11-13 00:33:01,763][root][INFO] - ===> Epoch[276](7153/26): Loss -0.6297, Sem 0.1332, dir -0.9510, norm 0.1882, swav 0.0000 LR: 6.714e-02 Score 95.468 Data time: 0.3045, Forward time: 2.2665, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 6.6458 [2020-11-13 00:33:08,001][root][INFO] - ===> Epoch[276](7154/26): Loss -0.6249, Sem 0.1356, dir -0.9528, norm 0.1923, swav 0.0000 LR: 6.714e-02 Score 95.665 Data time: 0.2108, Forward time: 2.2665, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 6.1226 [2020-11-13 00:33:13,366][root][INFO] - ===> Epoch[276](7155/26): Loss -0.6505, Sem 0.1276, dir -0.9577, norm 0.1795, swav 0.0000 LR: 6.713e-02 Score 95.691 Data time: 0.2230, Forward time: 2.2665, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 5.2428 [2020-11-13 00:33:18,878][root][INFO] - ===> Epoch[276](7156/26): Loss -0.6265, Sem 0.1238, dir -0.9481, norm 0.1978, swav 0.0000 LR: 6.713e-02 Score 95.762 Data time: 0.2094, Forward time: 2.2665, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 5.3794 [2020-11-13 00:33:26,937][root][INFO] - ===> Epoch[276](7157/26): Loss -0.6389, Sem 0.1264, dir -0.9560, norm 0.1906, swav 0.0000 LR: 6.712e-02 Score 95.774 Data time: 0.1708, Forward time: 2.2665, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 7.9502 [2020-11-13 00:33:32,470][root][INFO] - ===> Epoch[276](7158/26): Loss -0.6198, Sem 0.1215, dir -0.9494, norm 0.2081, swav 0.0000 LR: 6.712e-02 Score 96.002 Data time: 0.2008, Forward time: 2.2665, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.4337 [2020-11-13 00:33:37,602][root][INFO] - ===> Epoch[276](7159/26): Loss -0.6396, Sem 0.1250, dir -0.9565, norm 0.1919, swav 0.0000 LR: 6.712e-02 Score 95.690 Data time: 0.2359, Forward time: 2.2665, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.0172 [2020-11-13 00:33:42,832][root][INFO] - ===> Epoch[276](7160/26): Loss -0.6323, Sem 0.1329, dir -0.9578, norm 0.1926, swav 0.0000 LR: 6.711e-02 Score 95.422 Data time: 0.1648, Forward time: 2.2664, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 5.1033 [2020-11-13 00:33:48,880][root][INFO] - ===> Epoch[276](7161/26): Loss -0.6332, Sem 0.1361, dir -0.9570, norm 0.1877, swav 0.0000 LR: 6.711e-02 Score 95.811 Data time: 0.1859, Forward time: 2.2664, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 5.9511 [2020-11-13 00:33:56,144][root][INFO] - ===> Epoch[276](7162/26): Loss -0.6760, Sem 0.1138, dir -0.9585, norm 0.1687, swav 0.0000 LR: 6.710e-02 Score 95.926 Data time: 0.1632, Forward time: 2.2663, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 7.1801 [2020-11-13 00:34:02,564][root][INFO] - ===> Epoch[276](7163/26): Loss -0.6018, Sem 0.1257, dir -0.9505, norm 0.2229, swav 0.0000 LR: 6.710e-02 Score 95.946 Data time: 0.1963, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 6.3479 [2020-11-13 00:34:07,750][root][INFO] - ===> Epoch[276](7164/26): Loss -0.6460, Sem 0.1341, dir -0.9606, norm 0.1804, swav 0.0000 LR: 6.709e-02 Score 95.481 Data time: 0.2232, Forward time: 2.2662, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.0731 [2020-11-13 00:34:14,615][root][INFO] - ===> Epoch[276](7165/26): Loss -0.6472, Sem 0.1255, dir -0.9543, norm 0.1816, swav 0.0000 LR: 6.709e-02 Score 95.692 Data time: 0.2582, Forward time: 2.2662, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 6.7386 [2020-11-13 00:34:19,777][root][INFO] - ===> Epoch[276](7166/26): Loss -0.6207, Sem 0.1464, dir -0.9533, norm 0.1862, swav 0.0000 LR: 6.708e-02 Score 95.145 Data time: 0.2022, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.0320 [2020-11-13 00:34:25,191][root][INFO] - ===> Epoch[276](7167/26): Loss -0.6262, Sem 0.1320, dir -0.9531, norm 0.1948, swav 0.0000 LR: 6.708e-02 Score 95.396 Data time: 0.2025, Forward time: 2.2662, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 5.2921 [2020-11-13 00:34:31,022][root][INFO] - ===> Epoch[276](7168/26): Loss -0.6615, Sem 0.1237, dir -0.9564, norm 0.1712, swav 0.0000 LR: 6.707e-02 Score 95.683 Data time: 0.1721, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.7146 [2020-11-13 00:34:36,887][root][INFO] - ===> Epoch[276](7169/26): Loss -0.6042, Sem 0.1330, dir -0.9478, norm 0.2106, swav 0.0000 LR: 6.707e-02 Score 95.504 Data time: 0.1793, Forward time: 2.2661, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.7832 [2020-11-13 00:34:43,650][root][INFO] - ===> Epoch[276](7170/26): Loss -0.6745, Sem 0.1178, dir -0.9654, norm 0.1732, swav 0.0000 LR: 6.706e-02 Score 95.812 Data time: 0.2172, Forward time: 2.2661, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 6.6483 [2020-11-13 00:34:49,211][root][INFO] - ===> Epoch[276](7171/26): Loss -0.6040, Sem 0.1192, dir -0.9499, norm 0.2268, swav 0.0000 LR: 6.706e-02 Score 96.117 Data time: 0.1950, Forward time: 2.2661, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.4522 [2020-11-13 00:34:54,630][root][INFO] - ===> Epoch[276](7172/26): Loss -0.6624, Sem 0.1243, dir -0.9556, norm 0.1689, swav 0.0000 LR: 6.705e-02 Score 95.764 Data time: 0.1957, Forward time: 2.2661, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.2894 [2020-11-13 00:34:59,908][root][INFO] - ===> Epoch[276](7173/26): Loss -0.6384, Sem 0.1180, dir -0.9565, norm 0.2001, swav 0.0000 LR: 6.705e-02 Score 95.970 Data time: 0.2187, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.1731 [2020-11-13 00:35:05,645][root][INFO] - ===> Epoch[276](7174/26): Loss -0.6977, Sem 0.0964, dir -0.9651, norm 0.1710, swav 0.0000 LR: 6.704e-02 Score 96.716 Data time: 0.2150, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.6180 [2020-11-13 00:35:11,016][root][INFO] - ===> Epoch[276](7175/26): Loss -0.6290, Sem 0.1378, dir -0.9553, norm 0.1885, swav 0.0000 LR: 6.704e-02 Score 95.533 Data time: 0.1721, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0043, Total iter time: 5.2531 [2020-11-13 00:35:16,605][root][INFO] - ===> Epoch[276](7176/26): Loss -0.6511, Sem 0.1258, dir -0.9590, norm 0.1821, swav 0.0000 LR: 6.704e-02 Score 95.695 Data time: 0.1609, Forward time: 2.2660, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.5177 [2020-11-13 00:35:22,817][root][INFO] - ===> Epoch[277](7177/26): Loss -0.6496, Sem 0.1164, dir -0.9628, norm 0.1969, swav 0.0000 LR: 6.703e-02 Score 96.175 Data time: 0.1655, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 6.1347 [2020-11-13 00:35:28,132][root][INFO] - ===> Epoch[277](7178/26): Loss -0.6248, Sem 0.1400, dir -0.9539, norm 0.1891, swav 0.0000 LR: 6.703e-02 Score 95.342 Data time: 0.1614, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.2304 [2020-11-13 00:35:35,828][root][INFO] - ===> Epoch[277](7179/26): Loss -0.5995, Sem 0.1462, dir -0.9467, norm 0.2009, swav 0.0000 LR: 6.702e-02 Score 95.185 Data time: 0.2240, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 7.6397 [2020-11-13 00:35:40,765][root][INFO] - ===> Epoch[277](7180/26): Loss -0.6205, Sem 0.1425, dir -0.9536, norm 0.1905, swav 0.0000 LR: 6.702e-02 Score 95.269 Data time: 0.2252, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 4.8239 [2020-11-13 00:35:46,144][root][INFO] - ===> Epoch[277](7181/26): Loss -0.6406, Sem 0.1193, dir -0.9576, norm 0.1976, swav 0.0000 LR: 6.701e-02 Score 95.988 Data time: 0.2314, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.2846 [2020-11-13 00:35:51,856][root][INFO] - ===> Epoch[277](7182/26): Loss -0.6351, Sem 0.1285, dir -0.9515, norm 0.1878, swav 0.0000 LR: 6.701e-02 Score 95.645 Data time: 0.2053, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.5897 [2020-11-13 00:35:57,989][root][INFO] - ===> Epoch[277](7183/26): Loss -0.6231, Sem 0.1395, dir -0.9543, norm 0.1917, swav 0.0000 LR: 6.700e-02 Score 95.462 Data time: 0.1965, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 6.0471 [2020-11-13 00:36:04,154][root][INFO] - ===> Epoch[277](7184/26): Loss -0.6752, Sem 0.1146, dir -0.9595, norm 0.1697, swav 0.0000 LR: 6.700e-02 Score 95.991 Data time: 0.1749, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 6.0634 [2020-11-13 00:36:09,308][root][INFO] - ===> Epoch[277](7185/26): Loss -0.6608, Sem 0.1242, dir -0.9584, norm 0.1733, swav 0.0000 LR: 6.699e-02 Score 95.811 Data time: 0.2646, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.0670 [2020-11-13 00:36:15,458][root][INFO] - ===> Epoch[277](7186/26): Loss -0.6292, Sem 0.1321, dir -0.9549, norm 0.1936, swav 0.0000 LR: 6.699e-02 Score 95.858 Data time: 0.3552, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 6.0403 [2020-11-13 00:36:21,404][root][INFO] - ===> Epoch[277](7187/26): Loss -0.6632, Sem 0.1221, dir -0.9635, norm 0.1783, swav 0.0000 LR: 6.698e-02 Score 95.883 Data time: 0.2064, Forward time: 2.2661, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.8133 [2020-11-13 00:36:27,162][root][INFO] - ===> Epoch[277](7188/26): Loss -0.6719, Sem 0.1177, dir -0.9597, norm 0.1701, swav 0.0000 LR: 6.698e-02 Score 95.827 Data time: 0.1529, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.6636 [2020-11-13 00:36:32,311][root][INFO] - ===> Epoch[277](7189/26): Loss -0.6299, Sem 0.1323, dir -0.9590, norm 0.1968, swav 0.0000 LR: 6.697e-02 Score 95.446 Data time: 0.2367, Forward time: 2.2660, Backward time: 3.1241, DDP time: 0.0043, Total iter time: 5.0683 [2020-11-13 00:36:38,180][root][INFO] - ===> Epoch[277](7190/26): Loss -0.6752, Sem 0.1170, dir -0.9609, norm 0.1687, swav 0.0000 LR: 6.697e-02 Score 95.881 Data time: 0.1923, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.7391 [2020-11-13 00:36:43,892][root][INFO] - ===> Epoch[277](7191/26): Loss -0.6449, Sem 0.1269, dir -0.9512, norm 0.1793, swav 0.0000 LR: 6.696e-02 Score 95.726 Data time: 0.1608, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.6136 [2020-11-13 00:36:50,060][root][INFO] - ===> Epoch[277](7192/26): Loss -0.6646, Sem 0.1222, dir -0.9590, norm 0.1722, swav 0.0000 LR: 6.696e-02 Score 95.928 Data time: 0.2655, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 6.0815 [2020-11-13 00:36:56,496][root][INFO] - ===> Epoch[277](7193/26): Loss -0.6407, Sem 0.1361, dir -0.9572, norm 0.1804, swav 0.0000 LR: 6.696e-02 Score 95.466 Data time: 0.1840, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 6.2961 [2020-11-13 00:37:02,062][root][INFO] - ===> Epoch[277](7194/26): Loss -0.6632, Sem 0.1140, dir -0.9629, norm 0.1856, swav 0.0000 LR: 6.695e-02 Score 96.207 Data time: 0.1869, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.4509 [2020-11-13 00:37:07,152][root][INFO] - ===> Epoch[277](7195/26): Loss -0.6739, Sem 0.1226, dir -0.9627, norm 0.1663, swav 0.0000 LR: 6.695e-02 Score 95.969 Data time: 0.1645, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.0029 [2020-11-13 00:37:11,828][root][INFO] - ===> Epoch[277](7196/26): Loss -0.6522, Sem 0.1289, dir -0.9597, norm 0.1786, swav 0.0000 LR: 6.694e-02 Score 95.581 Data time: 0.1970, Forward time: 2.2658, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 4.5694 [2020-11-13 00:37:17,950][root][INFO] - ===> Epoch[277](7197/26): Loss -0.6670, Sem 0.1256, dir -0.9623, norm 0.1697, swav 0.0000 LR: 6.694e-02 Score 95.963 Data time: 0.1656, Forward time: 2.2658, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 6.0203 [2020-11-13 00:37:25,757][root][INFO] - ===> Epoch[277](7198/26): Loss -0.6431, Sem 0.1327, dir -0.9576, norm 0.1818, swav 0.0000 LR: 6.693e-02 Score 95.412 Data time: 0.3881, Forward time: 2.2660, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 7.7172 [2020-11-13 00:37:31,389][root][INFO] - ===> Epoch[277](7199/26): Loss -0.6591, Sem 0.1160, dir -0.9560, norm 0.1809, swav 0.0000 LR: 6.693e-02 Score 96.230 Data time: 0.2007, Forward time: 2.2660, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.5102 [2020-11-13 00:37:38,887][root][INFO] - ===> Epoch[277](7200/26): Loss -0.6684, Sem 0.1223, dir -0.9591, norm 0.1684, swav 0.0000 LR: 6.692e-02 Score 95.850 Data time: 0.2067, Forward time: 2.2660, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 7.3858 [2020-11-13 00:37:43,939][root][INFO] - ===> Epoch[277](7201/26): Loss -0.6663, Sem 0.1090, dir -0.9570, norm 0.1817, swav 0.0000 LR: 6.692e-02 Score 96.468 Data time: 0.1997, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 4.9389 [2020-11-13 00:37:49,004][root][INFO] - ===> Epoch[277](7202/26): Loss -0.6604, Sem 0.1199, dir -0.9620, norm 0.1817, swav 0.0000 LR: 6.691e-02 Score 95.962 Data time: 0.1922, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 4.9990 [2020-11-13 00:37:53,787][root][INFO] - ===> Epoch[278](7203/26): Loss -0.6706, Sem 0.1048, dir -0.9589, norm 0.1834, swav 0.0000 LR: 6.691e-02 Score 96.609 Data time: 0.1970, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 4.6705 [2020-11-13 00:38:00,545][root][INFO] - ===> Epoch[278](7204/26): Loss -0.6458, Sem 0.1281, dir -0.9561, norm 0.1822, swav 0.0000 LR: 6.690e-02 Score 95.617 Data time: 0.2179, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 6.6552 [2020-11-13 00:38:06,396][root][INFO] - ===> Epoch[278](7205/26): Loss -0.6456, Sem 0.1291, dir -0.9578, norm 0.1830, swav 0.0000 LR: 6.690e-02 Score 95.671 Data time: 0.1743, Forward time: 2.2658, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.7337 [2020-11-13 00:38:10,688][root][INFO] - ===> Epoch[278](7206/26): Loss -0.6186, Sem 0.1237, dir -0.9468, norm 0.2045, swav 0.0000 LR: 6.689e-02 Score 96.018 Data time: 0.2032, Forward time: 2.2658, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 4.2030 [2020-11-13 00:38:16,459][root][INFO] - ===> Epoch[278](7207/26): Loss -0.6818, Sem 0.1069, dir -0.9555, norm 0.1668, swav 0.0000 LR: 6.689e-02 Score 96.306 Data time: 0.2079, Forward time: 2.2658, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.6758 [2020-11-13 00:38:23,266][root][INFO] - ===> Epoch[278](7208/26): Loss -0.6233, Sem 0.1285, dir -0.9555, norm 0.2037, swav 0.0000 LR: 6.688e-02 Score 95.667 Data time: 0.2046, Forward time: 2.2658, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 6.7082 [2020-11-13 00:38:29,052][root][INFO] - ===> Epoch[278](7209/26): Loss -0.6621, Sem 0.1228, dir -0.9615, norm 0.1766, swav 0.0000 LR: 6.688e-02 Score 95.763 Data time: 0.1468, Forward time: 2.2657, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.6527 [2020-11-13 00:38:35,389][root][INFO] - ===> Epoch[278](7210/26): Loss -0.6873, Sem 0.1090, dir -0.9627, norm 0.1665, swav 0.0000 LR: 6.688e-02 Score 96.221 Data time: 0.1988, Forward time: 2.2657, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.2528 [2020-11-13 00:38:41,631][root][INFO] - ===> Epoch[278](7211/26): Loss -0.6431, Sem 0.1216, dir -0.9580, norm 0.1933, swav 0.0000 LR: 6.687e-02 Score 96.011 Data time: 0.2163, Forward time: 2.2657, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.1300 [2020-11-13 00:38:46,671][root][INFO] - ===> Epoch[278](7212/26): Loss -0.6876, Sem 0.1080, dir -0.9647, norm 0.1691, swav 0.0000 LR: 6.687e-02 Score 96.504 Data time: 0.2246, Forward time: 2.2658, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 4.9029 [2020-11-13 00:38:52,497][root][INFO] - ===> Epoch[278](7213/26): Loss -0.6245, Sem 0.1513, dir -0.9606, norm 0.1848, swav 0.0000 LR: 6.686e-02 Score 94.802 Data time: 0.2370, Forward time: 2.2658, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.7080 [2020-11-13 00:39:00,341][root][INFO] - ===> Epoch[278](7214/26): Loss -0.6556, Sem 0.1228, dir -0.9522, norm 0.1738, swav 0.0000 LR: 6.686e-02 Score 95.674 Data time: 0.3115, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 7.7170 [2020-11-13 00:39:07,008][root][INFO] - ===> Epoch[278](7215/26): Loss -0.6593, Sem 0.1158, dir -0.9586, norm 0.1835, swav 0.0000 LR: 6.685e-02 Score 96.087 Data time: 0.3386, Forward time: 2.2660, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.5151 [2020-11-13 00:39:11,553][root][INFO] - ===> Epoch[278](7216/26): Loss -0.6800, Sem 0.1162, dir -0.9639, norm 0.1677, swav 0.0000 LR: 6.685e-02 Score 96.005 Data time: 0.2010, Forward time: 2.2660, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 4.4126 [2020-11-13 00:39:16,685][root][INFO] - ===> Epoch[278](7217/26): Loss -0.6901, Sem 0.1012, dir -0.9613, norm 0.1701, swav 0.0000 LR: 6.684e-02 Score 96.529 Data time: 0.2097, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.0268 [2020-11-13 00:39:22,915][root][INFO] - ===> Epoch[278](7218/26): Loss -0.6296, Sem 0.1391, dir -0.9525, norm 0.1838, swav 0.0000 LR: 6.684e-02 Score 95.305 Data time: 0.2165, Forward time: 2.2659, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.1271 [2020-11-13 00:39:27,622][root][INFO] - ===> Epoch[278](7219/26): Loss -0.6349, Sem 0.1383, dir -0.9595, norm 0.1863, swav 0.0000 LR: 6.683e-02 Score 95.323 Data time: 0.1865, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 4.5933 [2020-11-13 00:39:33,374][root][INFO] - ===> Epoch[278](7220/26): Loss -0.6675, Sem 0.1215, dir -0.9593, norm 0.1703, swav 0.0000 LR: 6.683e-02 Score 95.839 Data time: 0.2374, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.6342 [2020-11-13 00:39:38,680][root][INFO] - ===> Epoch[278](7221/26): Loss -0.6514, Sem 0.1288, dir -0.9619, norm 0.1816, swav 0.0000 LR: 6.682e-02 Score 95.644 Data time: 0.1836, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.1893 [2020-11-13 00:39:44,325][root][INFO] - ===> Epoch[278](7222/26): Loss -0.6517, Sem 0.1337, dir -0.9597, norm 0.1743, swav 0.0000 LR: 6.682e-02 Score 95.771 Data time: 0.1839, Forward time: 2.2659, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.5442 [2020-11-13 00:39:50,722][root][INFO] - ===> Epoch[278](7223/26): Loss -0.6400, Sem 0.1428, dir -0.9571, norm 0.1742, swav 0.0000 LR: 6.681e-02 Score 95.380 Data time: 0.1862, Forward time: 2.2658, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.3040 [2020-11-13 00:39:56,262][root][INFO] - ===> Epoch[278](7224/26): Loss -0.6651, Sem 0.1219, dir -0.9593, norm 0.1723, swav 0.0000 LR: 6.681e-02 Score 95.929 Data time: 0.1573, Forward time: 2.2658, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.4393 [2020-11-13 00:40:01,801][root][INFO] - ===> Epoch[278](7225/26): Loss -0.6794, Sem 0.1150, dir -0.9594, norm 0.1650, swav 0.0000 LR: 6.680e-02 Score 96.149 Data time: 0.2285, Forward time: 2.2657, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.4703 [2020-11-13 00:40:08,299][root][INFO] - ===> Epoch[278](7226/26): Loss -0.6291, Sem 0.1388, dir -0.9570, norm 0.1891, swav 0.0000 LR: 6.680e-02 Score 95.303 Data time: 0.3082, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.4129 [2020-11-13 00:40:13,986][root][INFO] - ===> Epoch[278](7227/26): Loss -0.6559, Sem 0.1288, dir -0.9581, norm 0.1734, swav 0.0000 LR: 6.680e-02 Score 95.621 Data time: 0.1967, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.5607 [2020-11-13 00:40:20,213][root][INFO] - ===> Epoch[278](7228/26): Loss -0.6406, Sem 0.1315, dir -0.9514, norm 0.1793, swav 0.0000 LR: 6.679e-02 Score 95.535 Data time: 0.1594, Forward time: 2.2658, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.1178 [2020-11-13 00:40:27,272][root][INFO] - ===> Epoch[279](7229/26): Loss -0.6351, Sem 0.1326, dir -0.9572, norm 0.1894, swav 0.0000 LR: 6.679e-02 Score 95.409 Data time: 0.1979, Forward time: 2.2658, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.9697 [2020-11-13 00:40:32,187][root][INFO] - ===> Epoch[279](7230/26): Loss -0.6731, Sem 0.1257, dir -0.9644, norm 0.1656, swav 0.0000 LR: 6.678e-02 Score 95.831 Data time: 0.1945, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.8081 [2020-11-13 00:40:37,766][root][INFO] - ===> Epoch[279](7231/26): Loss -0.6603, Sem 0.1323, dir -0.9651, norm 0.1725, swav 0.0000 LR: 6.678e-02 Score 95.468 Data time: 0.2698, Forward time: 2.2659, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.4727 [2020-11-13 00:40:43,080][root][INFO] - ===> Epoch[279](7232/26): Loss -0.6893, Sem 0.1110, dir -0.9617, norm 0.1615, swav 0.0000 LR: 6.677e-02 Score 96.267 Data time: 0.2411, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.1708 [2020-11-13 00:40:49,202][root][INFO] - ===> Epoch[279](7233/26): Loss -0.6787, Sem 0.1083, dir -0.9648, norm 0.1778, swav 0.0000 LR: 6.677e-02 Score 96.361 Data time: 0.2273, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.0014 [2020-11-13 00:40:54,934][root][INFO] - ===> Epoch[279](7234/26): Loss -0.6500, Sem 0.1327, dir -0.9579, norm 0.1752, swav 0.0000 LR: 6.676e-02 Score 95.780 Data time: 0.2120, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.6105 [2020-11-13 00:41:00,923][root][INFO] - ===> Epoch[279](7235/26): Loss -0.6328, Sem 0.1396, dir -0.9564, norm 0.1840, swav 0.0000 LR: 6.676e-02 Score 95.022 Data time: 0.1481, Forward time: 2.2658, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.8791 [2020-11-13 00:41:07,404][root][INFO] - ===> Epoch[279](7236/26): Loss -0.6369, Sem 0.1286, dir -0.9599, norm 0.1945, swav 0.0000 LR: 6.675e-02 Score 95.808 Data time: 0.2986, Forward time: 2.2659, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.4131 [2020-11-13 00:41:12,465][root][INFO] - ===> Epoch[279](7237/26): Loss -0.6669, Sem 0.1228, dir -0.9644, norm 0.1748, swav 0.0000 LR: 6.675e-02 Score 95.754 Data time: 0.1889, Forward time: 2.2659, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 4.9442 [2020-11-13 00:41:18,413][root][INFO] - ===> Epoch[279](7238/26): Loss -0.6343, Sem 0.1384, dir -0.9533, norm 0.1806, swav 0.0000 LR: 6.674e-02 Score 95.371 Data time: 0.2228, Forward time: 2.2659, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.8301 [2020-11-13 00:41:24,816][root][INFO] - ===> Epoch[279](7239/26): Loss -0.6584, Sem 0.1096, dir -0.9573, norm 0.1893, swav 0.0000 LR: 6.674e-02 Score 96.278 Data time: 0.3188, Forward time: 2.2660, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.2903 [2020-11-13 00:41:30,963][root][INFO] - ===> Epoch[279](7240/26): Loss -0.6182, Sem 0.1322, dir -0.9501, norm 0.1997, swav 0.0000 LR: 6.673e-02 Score 95.799 Data time: 0.1565, Forward time: 2.2659, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.0243 [2020-11-13 00:41:37,421][root][INFO] - ===> Epoch[279](7241/26): Loss -0.6492, Sem 0.1217, dir -0.9563, norm 0.1855, swav 0.0000 LR: 6.673e-02 Score 95.902 Data time: 0.2324, Forward time: 2.2659, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.3639 [2020-11-13 00:41:44,022][root][INFO] - ===> Epoch[279](7242/26): Loss -0.6372, Sem 0.1380, dir -0.9598, norm 0.1845, swav 0.0000 LR: 6.672e-02 Score 95.417 Data time: 0.2472, Forward time: 2.2660, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.5080 [2020-11-13 00:41:49,212][root][INFO] - ===> Epoch[279](7243/26): Loss -0.6556, Sem 0.1172, dir -0.9548, norm 0.1821, swav 0.0000 LR: 6.672e-02 Score 96.073 Data time: 0.2017, Forward time: 2.2660, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.0664 [2020-11-13 00:41:55,322][root][INFO] - ===> Epoch[279](7244/26): Loss -0.6773, Sem 0.1208, dir -0.9615, norm 0.1634, swav 0.0000 LR: 6.672e-02 Score 95.909 Data time: 0.2165, Forward time: 2.2660, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.0150 [2020-11-13 00:42:01,115][root][INFO] - ===> Epoch[279](7245/26): Loss -0.6419, Sem 0.1234, dir -0.9566, norm 0.1913, swav 0.0000 LR: 6.671e-02 Score 95.702 Data time: 0.2223, Forward time: 2.2660, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.6788 [2020-11-13 00:42:07,854][root][INFO] - ===> Epoch[279](7246/26): Loss -0.6414, Sem 0.1181, dir -0.9497, norm 0.1901, swav 0.0000 LR: 6.671e-02 Score 95.890 Data time: 0.2224, Forward time: 2.2660, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.6275 [2020-11-13 00:42:14,094][root][INFO] - ===> Epoch[279](7247/26): Loss -0.6413, Sem 0.1341, dir -0.9577, norm 0.1823, swav 0.0000 LR: 6.670e-02 Score 95.609 Data time: 0.1864, Forward time: 2.2660, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.1288 [2020-11-13 00:42:19,217][root][INFO] - ===> Epoch[279](7248/26): Loss -0.6393, Sem 0.1253, dir -0.9560, norm 0.1914, swav 0.0000 LR: 6.670e-02 Score 95.781 Data time: 0.2059, Forward time: 2.2660, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.0217 [2020-11-13 00:42:24,457][root][INFO] - ===> Epoch[279](7249/26): Loss -0.6432, Sem 0.1336, dir -0.9594, norm 0.1825, swav 0.0000 LR: 6.669e-02 Score 95.887 Data time: 0.1734, Forward time: 2.2659, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.1287 [2020-11-13 00:42:29,759][root][INFO] - ===> Epoch[279](7250/26): Loss -0.6724, Sem 0.1079, dir -0.9563, norm 0.1760, swav 0.0000 LR: 6.669e-02 Score 96.358 Data time: 0.1821, Forward time: 2.2659, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.2134 [2020-11-13 00:42:33,961][root][INFO] - ===> Epoch[279](7251/26): Loss -0.6961, Sem 0.1040, dir -0.9663, norm 0.1662, swav 0.0000 LR: 6.668e-02 Score 96.651 Data time: 0.1971, Forward time: 2.2659, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 4.0885 [2020-11-13 00:42:39,534][root][INFO] - ===> Epoch[279](7252/26): Loss -0.6502, Sem 0.1267, dir -0.9578, norm 0.1809, swav 0.0000 LR: 6.668e-02 Score 95.847 Data time: 0.1742, Forward time: 2.2658, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.4725 [2020-11-13 00:42:44,125][root][INFO] - ===> Epoch[279](7253/26): Loss -0.6620, Sem 0.1205, dir -0.9626, norm 0.1801, swav 0.0000 LR: 6.667e-02 Score 95.979 Data time: 0.1660, Forward time: 2.2657, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 4.4742 [2020-11-13 00:42:49,527][root][INFO] - ===> Epoch[279](7254/26): Loss -0.6341, Sem 0.1295, dir -0.9630, norm 0.1994, swav 0.0000 LR: 6.667e-02 Score 95.709 Data time: 0.1525, Forward time: 2.2656, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.3115 [2020-11-13 00:42:56,008][root][INFO] - ===> Epoch[280](7255/26): Loss -0.6131, Sem 0.1270, dir -0.9518, norm 0.2117, swav 0.0000 LR: 6.666e-02 Score 95.696 Data time: 0.2406, Forward time: 2.2657, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.3763 [2020-11-13 00:43:01,511][root][INFO] - ===> Epoch[280](7256/26): Loss -0.6589, Sem 0.1202, dir -0.9618, norm 0.1827, swav 0.0000 LR: 6.666e-02 Score 95.656 Data time: 0.1926, Forward time: 2.2657, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.3554 [2020-11-13 00:43:07,703][root][INFO] - ===> Epoch[280](7257/26): Loss -0.6614, Sem 0.1027, dir -0.9540, norm 0.1899, swav 0.0000 LR: 6.665e-02 Score 96.600 Data time: 0.3160, Forward time: 2.2658, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.0757 [2020-11-13 00:43:12,752][root][INFO] - ===> Epoch[280](7258/26): Loss -0.6428, Sem 0.1296, dir -0.9538, norm 0.1814, swav 0.0000 LR: 6.665e-02 Score 95.902 Data time: 0.1764, Forward time: 2.2657, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 4.9075 [2020-11-13 00:43:19,502][root][INFO] - ===> Epoch[280](7259/26): Loss -0.6084, Sem 0.1266, dir -0.9503, norm 0.2153, swav 0.0000 LR: 6.664e-02 Score 95.991 Data time: 0.2091, Forward time: 2.2658, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 6.6422 [2020-11-13 00:43:24,765][root][INFO] - ===> Epoch[280](7260/26): Loss -0.6175, Sem 0.1428, dir -0.9519, norm 0.1917, swav 0.0000 LR: 6.664e-02 Score 95.166 Data time: 0.1979, Forward time: 2.2657, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.1363 [2020-11-13 00:43:31,810][root][INFO] - ===> Epoch[280](7261/26): Loss -0.6513, Sem 0.1293, dir -0.9577, norm 0.1771, swav 0.0000 LR: 6.664e-02 Score 95.516 Data time: 0.1870, Forward time: 2.2657, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.9839 [2020-11-13 00:43:36,831][root][INFO] - ===> Epoch[280](7262/26): Loss -0.6274, Sem 0.1428, dir -0.9556, norm 0.1854, swav 0.0000 LR: 6.663e-02 Score 95.394 Data time: 0.1872, Forward time: 2.2656, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 4.9120 [2020-11-13 00:43:42,697][root][INFO] - ===> Epoch[280](7263/26): Loss -0.6554, Sem 0.1132, dir -0.9539, norm 0.1854, swav 0.0000 LR: 6.663e-02 Score 96.260 Data time: 0.2661, Forward time: 2.2657, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.7535 [2020-11-13 00:43:48,822][root][INFO] - ===> Epoch[280](7264/26): Loss -0.6242, Sem 0.1425, dir -0.9557, norm 0.1889, swav 0.0000 LR: 6.662e-02 Score 95.415 Data time: 0.1961, Forward time: 2.2657, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.9959 [2020-11-13 00:43:55,323][root][INFO] - ===> Epoch[280](7265/26): Loss -0.6550, Sem 0.1107, dir -0.9581, norm 0.1924, swav 0.0000 LR: 6.662e-02 Score 96.125 Data time: 0.1911, Forward time: 2.2656, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.4031 [2020-11-13 00:44:01,721][root][INFO] - ===> Epoch[280](7266/26): Loss -0.6881, Sem 0.1143, dir -0.9604, norm 0.1580, swav 0.0000 LR: 6.661e-02 Score 96.076 Data time: 0.2025, Forward time: 2.2656, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 6.3146 [2020-11-13 00:44:07,353][root][INFO] - ===> Epoch[280](7267/26): Loss -0.6713, Sem 0.1177, dir -0.9612, norm 0.1722, swav 0.0000 LR: 6.661e-02 Score 96.016 Data time: 0.1649, Forward time: 2.2656, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.5253 [2020-11-13 00:44:12,393][root][INFO] - ===> Epoch[280](7268/26): Loss -0.6346, Sem 0.1339, dir -0.9557, norm 0.1873, swav 0.0000 LR: 6.660e-02 Score 95.439 Data time: 0.1776, Forward time: 2.2655, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 4.9838 [2020-11-13 00:44:17,581][root][INFO] - ===> Epoch[280](7269/26): Loss -0.6493, Sem 0.1219, dir -0.9610, norm 0.1898, swav 0.0000 LR: 6.660e-02 Score 96.041 Data time: 0.2388, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.0830 [2020-11-13 00:44:23,484][root][INFO] - ===> Epoch[280](7270/26): Loss -0.6400, Sem 0.1303, dir -0.9562, norm 0.1859, swav 0.0000 LR: 6.659e-02 Score 95.857 Data time: 0.2332, Forward time: 2.2656, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.7762 [2020-11-13 00:44:29,250][root][INFO] - ===> Epoch[280](7271/26): Loss -0.6552, Sem 0.1385, dir -0.9592, norm 0.1655, swav 0.0000 LR: 6.659e-02 Score 95.486 Data time: 0.2731, Forward time: 2.2657, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.6718 [2020-11-13 00:44:35,372][root][INFO] - ===> Epoch[280](7272/26): Loss -0.6416, Sem 0.1191, dir -0.9562, norm 0.1955, swav 0.0000 LR: 6.658e-02 Score 96.032 Data time: 0.2918, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.0047 [2020-11-13 00:44:41,298][root][INFO] - ===> Epoch[280](7273/26): Loss -0.6471, Sem 0.1289, dir -0.9566, norm 0.1806, swav 0.0000 LR: 6.658e-02 Score 95.703 Data time: 0.2203, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.8026 [2020-11-13 00:44:47,072][root][INFO] - ===> Epoch[280](7274/26): Loss -0.6674, Sem 0.1225, dir -0.9578, norm 0.1680, swav 0.0000 LR: 6.657e-02 Score 95.802 Data time: 0.1932, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.6605 [2020-11-13 00:44:54,251][root][INFO] - ===> Epoch[280](7275/26): Loss -0.6657, Sem 0.1115, dir -0.9608, norm 0.1836, swav 0.0000 LR: 6.657e-02 Score 96.134 Data time: 0.1772, Forward time: 2.2657, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 7.0840 [2020-11-13 00:44:59,941][root][INFO] - ===> Epoch[280](7276/26): Loss -0.6838, Sem 0.1128, dir -0.9597, norm 0.1631, swav 0.0000 LR: 6.656e-02 Score 96.172 Data time: 0.2357, Forward time: 2.2658, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.5949 [2020-11-13 00:45:04,851][root][INFO] - ===> Epoch[280](7277/26): Loss -0.6631, Sem 0.1159, dir -0.9508, norm 0.1718, swav 0.0000 LR: 6.656e-02 Score 96.199 Data time: 0.1922, Forward time: 2.2658, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 4.8044 [2020-11-13 00:45:11,440][root][INFO] - ===> Epoch[280](7278/26): Loss -0.6481, Sem 0.1318, dir -0.9587, norm 0.1788, swav 0.0000 LR: 6.656e-02 Score 95.526 Data time: 0.1801, Forward time: 2.2657, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.5007 [2020-11-13 00:45:16,622][root][INFO] - ===> Epoch[280](7279/26): Loss -0.6333, Sem 0.1307, dir -0.9573, norm 0.1933, swav 0.0000 LR: 6.655e-02 Score 95.533 Data time: 0.2290, Forward time: 2.2657, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.0854 [2020-11-13 00:45:24,572][root][INFO] - ===> Epoch[280](7280/26): Loss -0.6634, Sem 0.1309, dir -0.9603, norm 0.1660, swav 0.0000 LR: 6.655e-02 Score 95.910 Data time: 0.2216, Forward time: 2.2657, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 7.8411 [2020-11-13 00:45:31,116][root][INFO] - ===> Epoch[281](7281/26): Loss -0.6863, Sem 0.1177, dir -0.9636, norm 0.1595, swav 0.0000 LR: 6.654e-02 Score 96.012 Data time: 0.2053, Forward time: 2.2657, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.4288 [2020-11-13 00:45:37,236][root][INFO] - ===> Epoch[281](7282/26): Loss -0.6574, Sem 0.1298, dir -0.9629, norm 0.1757, swav 0.0000 LR: 6.654e-02 Score 95.673 Data time: 0.2321, Forward time: 2.2658, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.0215 [2020-11-13 00:45:44,284][root][INFO] - ===> Epoch[281](7283/26): Loss -0.6648, Sem 0.1139, dir -0.9617, norm 0.1830, swav 0.0000 LR: 6.653e-02 Score 96.169 Data time: 0.2409, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.9375 [2020-11-13 00:45:50,005][root][INFO] - ===> Epoch[281](7284/26): Loss -0.7040, Sem 0.1101, dir -0.9660, norm 0.1519, swav 0.0000 LR: 6.653e-02 Score 96.140 Data time: 0.2132, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.5785 [2020-11-13 00:45:55,428][root][INFO] - ===> Epoch[281](7285/26): Loss -0.6531, Sem 0.1283, dir -0.9622, norm 0.1808, swav 0.0000 LR: 6.652e-02 Score 95.626 Data time: 0.2199, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.3246 [2020-11-13 00:46:01,043][root][INFO] - ===> Epoch[281](7286/26): Loss -0.6687, Sem 0.1129, dir -0.9604, norm 0.1788, swav 0.0000 LR: 6.652e-02 Score 96.171 Data time: 0.1584, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.4831 [2020-11-13 00:46:06,920][root][INFO] - ===> Epoch[281](7287/26): Loss -0.6282, Sem 0.1419, dir -0.9550, norm 0.1848, swav 0.0000 LR: 6.651e-02 Score 95.410 Data time: 0.2963, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.7993 [2020-11-13 00:46:13,510][root][INFO] - ===> Epoch[281](7288/26): Loss -0.6915, Sem 0.1087, dir -0.9627, norm 0.1625, swav 0.0000 LR: 6.651e-02 Score 96.275 Data time: 0.2043, Forward time: 2.2659, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.4797 [2020-11-13 00:46:18,446][root][INFO] - ===> Epoch[281](7289/26): Loss -0.6602, Sem 0.1270, dir -0.9610, norm 0.1737, swav 0.0000 LR: 6.650e-02 Score 95.877 Data time: 0.2258, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.8383 [2020-11-13 00:46:23,956][root][INFO] - ===> Epoch[281](7290/26): Loss -0.6293, Sem 0.1433, dir -0.9608, norm 0.1881, swav 0.0000 LR: 6.650e-02 Score 95.217 Data time: 0.2269, Forward time: 2.2659, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.3961 [2020-11-13 00:46:30,112][root][INFO] - ===> Epoch[281](7291/26): Loss -0.6333, Sem 0.1272, dir -0.9590, norm 0.1986, swav 0.0000 LR: 6.649e-02 Score 95.680 Data time: 0.3001, Forward time: 2.2660, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 6.0344 [2020-11-13 00:46:35,659][root][INFO] - ===> Epoch[281](7292/26): Loss -0.6849, Sem 0.1086, dir -0.9595, norm 0.1660, swav 0.0000 LR: 6.649e-02 Score 96.319 Data time: 0.2054, Forward time: 2.2660, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.4094 [2020-11-13 00:46:41,092][root][INFO] - ===> Epoch[281](7293/26): Loss -0.6483, Sem 0.1205, dir -0.9507, norm 0.1819, swav 0.0000 LR: 6.648e-02 Score 95.863 Data time: 0.1725, Forward time: 2.2660, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.3397 [2020-11-13 00:46:46,183][root][INFO] - ===> Epoch[281](7294/26): Loss -0.6288, Sem 0.1329, dir -0.9577, norm 0.1961, swav 0.0000 LR: 6.648e-02 Score 95.279 Data time: 0.2173, Forward time: 2.2660, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.0052 [2020-11-13 00:46:52,679][root][INFO] - ===> Epoch[281](7295/26): Loss -0.6326, Sem 0.1460, dir -0.9544, norm 0.1757, swav 0.0000 LR: 6.648e-02 Score 95.480 Data time: 0.3064, Forward time: 2.2661, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.3870 [2020-11-13 00:47:00,094][root][INFO] - ===> Epoch[281](7296/26): Loss -0.6497, Sem 0.1299, dir -0.9579, norm 0.1783, swav 0.0000 LR: 6.647e-02 Score 95.550 Data time: 0.1902, Forward time: 2.2661, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 7.2770 [2020-11-13 00:47:05,328][root][INFO] - ===> Epoch[281](7297/26): Loss -0.6655, Sem 0.1077, dir -0.9566, norm 0.1833, swav 0.0000 LR: 6.647e-02 Score 96.363 Data time: 0.2090, Forward time: 2.2661, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.1111 [2020-11-13 00:47:11,013][root][INFO] - ===> Epoch[281](7298/26): Loss -0.6412, Sem 0.1335, dir -0.9593, norm 0.1846, swav 0.0000 LR: 6.646e-02 Score 95.415 Data time: 0.1919, Forward time: 2.2660, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.5808 [2020-11-13 00:47:18,312][root][INFO] - ===> Epoch[281](7299/26): Loss -0.6669, Sem 0.1266, dir -0.9616, norm 0.1681, swav 0.0000 LR: 6.646e-02 Score 95.675 Data time: 0.1789, Forward time: 2.2660, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 7.2193 [2020-11-13 00:47:22,714][root][INFO] - ===> Epoch[281](7300/26): Loss -0.6082, Sem 0.1469, dir -0.9513, norm 0.1962, swav 0.0000 LR: 6.645e-02 Score 95.001 Data time: 0.1664, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.2724 [2020-11-13 00:47:28,902][root][INFO] - ===> Epoch[281](7301/26): Loss -0.6722, Sem 0.1158, dir -0.9554, norm 0.1673, swav 0.0000 LR: 6.645e-02 Score 96.177 Data time: 0.2435, Forward time: 2.2659, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.1074 [2020-11-13 00:47:35,030][root][INFO] - ===> Epoch[281](7302/26): Loss -0.6704, Sem 0.1151, dir -0.9613, norm 0.1757, swav 0.0000 LR: 6.644e-02 Score 95.995 Data time: 0.2481, Forward time: 2.2659, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.9985 [2020-11-13 00:47:41,310][root][INFO] - ===> Epoch[281](7303/26): Loss -0.6560, Sem 0.1120, dir -0.9560, norm 0.1880, swav 0.0000 LR: 6.644e-02 Score 96.208 Data time: 0.3246, Forward time: 2.2661, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.1465 [2020-11-13 00:47:46,181][root][INFO] - ===> Epoch[281](7304/26): Loss -0.6555, Sem 0.1181, dir -0.9572, norm 0.1836, swav 0.0000 LR: 6.643e-02 Score 96.047 Data time: 0.1882, Forward time: 2.2661, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.7238 [2020-11-13 00:47:52,359][root][INFO] - ===> Epoch[281](7305/26): Loss -0.6630, Sem 0.1080, dir -0.9598, norm 0.1888, swav 0.0000 LR: 6.643e-02 Score 96.481 Data time: 0.1872, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.0801 [2020-11-13 00:47:57,692][root][INFO] - ===> Epoch[281](7306/26): Loss -0.6818, Sem 0.1097, dir -0.9575, norm 0.1659, swav 0.0000 LR: 6.642e-02 Score 96.326 Data time: 0.1894, Forward time: 2.2660, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.2164 [2020-11-13 00:48:02,610][root][INFO] - ===> Epoch[282](7307/26): Loss -0.6582, Sem 0.1258, dir -0.9582, norm 0.1742, swav 0.0000 LR: 6.642e-02 Score 95.555 Data time: 0.1864, Forward time: 2.2660, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.8110 [2020-11-13 00:48:07,786][root][INFO] - ===> Epoch[282](7308/26): Loss -0.6352, Sem 0.1483, dir -0.9579, norm 0.1744, swav 0.0000 LR: 6.641e-02 Score 95.184 Data time: 0.2123, Forward time: 2.2660, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.0784 [2020-11-13 00:48:14,374][root][INFO] - ===> Epoch[282](7309/26): Loss -0.6748, Sem 0.1145, dir -0.9630, norm 0.1737, swav 0.0000 LR: 6.641e-02 Score 96.027 Data time: 0.2553, Forward time: 2.2660, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 6.4677 [2020-11-13 00:48:20,321][root][INFO] - ===> Epoch[282](7310/26): Loss -0.6791, Sem 0.1170, dir -0.9622, norm 0.1661, swav 0.0000 LR: 6.640e-02 Score 95.921 Data time: 0.1991, Forward time: 2.2660, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.8297 [2020-11-13 00:48:27,379][root][INFO] - ===> Epoch[282](7311/26): Loss -0.6687, Sem 0.1245, dir -0.9691, norm 0.1759, swav 0.0000 LR: 6.640e-02 Score 95.982 Data time: 0.2279, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.9497 [2020-11-13 00:48:32,693][root][INFO] - ===> Epoch[282](7312/26): Loss -0.6275, Sem 0.1211, dir -0.9543, norm 0.2057, swav 0.0000 LR: 6.640e-02 Score 95.902 Data time: 0.1755, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.1791 [2020-11-13 00:48:39,268][root][INFO] - ===> Epoch[282](7313/26): Loss -0.6672, Sem 0.1213, dir -0.9605, norm 0.1720, swav 0.0000 LR: 6.639e-02 Score 96.036 Data time: 0.2597, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.4646 [2020-11-13 00:48:45,798][root][INFO] - ===> Epoch[282](7314/26): Loss -0.6377, Sem 0.1262, dir -0.9555, norm 0.1916, swav 0.0000 LR: 6.639e-02 Score 95.682 Data time: 0.1768, Forward time: 2.2660, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 6.4029 [2020-11-13 00:48:50,981][root][INFO] - ===> Epoch[282](7315/26): Loss -0.6156, Sem 0.1249, dir -0.9527, norm 0.2121, swav 0.0000 LR: 6.638e-02 Score 95.887 Data time: 0.1876, Forward time: 2.2660, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.0587 [2020-11-13 00:48:58,047][root][INFO] - ===> Epoch[282](7316/26): Loss -0.6498, Sem 0.1228, dir -0.9566, norm 0.1841, swav 0.0000 LR: 6.638e-02 Score 95.923 Data time: 0.1570, Forward time: 2.2659, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.9532 [2020-11-13 00:49:03,845][root][INFO] - ===> Epoch[282](7317/26): Loss -0.5975, Sem 0.1468, dir -0.9488, norm 0.2045, swav 0.0000 LR: 6.637e-02 Score 95.187 Data time: 0.1863, Forward time: 2.2659, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.7021 [2020-11-13 00:49:09,924][root][INFO] - ===> Epoch[282](7318/26): Loss -0.6278, Sem 0.1394, dir -0.9545, norm 0.1874, swav 0.0000 LR: 6.637e-02 Score 95.097 Data time: 0.1939, Forward time: 2.2658, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.9580 [2020-11-13 00:49:16,426][root][INFO] - ===> Epoch[282](7319/26): Loss -0.6839, Sem 0.1078, dir -0.9570, norm 0.1653, swav 0.0000 LR: 6.636e-02 Score 96.308 Data time: 0.1846, Forward time: 2.2658, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 6.4073 [2020-11-13 00:49:22,177][root][INFO] - ===> Epoch[282](7320/26): Loss -0.6453, Sem 0.1296, dir -0.9593, norm 0.1844, swav 0.0000 LR: 6.636e-02 Score 95.578 Data time: 0.2016, Forward time: 2.2658, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 5.6442 [2020-11-13 00:49:28,339][root][INFO] - ===> Epoch[282](7321/26): Loss -0.6325, Sem 0.1322, dir -0.9622, norm 0.1975, swav 0.0000 LR: 6.635e-02 Score 95.506 Data time: 0.2962, Forward time: 2.2659, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.0439 [2020-11-13 00:49:35,032][root][INFO] - ===> Epoch[282](7322/26): Loss -0.6404, Sem 0.1367, dir -0.9564, norm 0.1794, swav 0.0000 LR: 6.635e-02 Score 95.407 Data time: 0.2430, Forward time: 2.2659, Backward time: 3.1259, DDP time: 0.0043, Total iter time: 6.5647 [2020-11-13 00:49:40,777][root][INFO] - ===> Epoch[282](7323/26): Loss -0.6180, Sem 0.1362, dir -0.9539, norm 0.1998, swav 0.0000 LR: 6.634e-02 Score 95.500 Data time: 0.2425, Forward time: 2.2659, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 5.6454 [2020-11-13 00:49:47,196][root][INFO] - ===> Epoch[282](7324/26): Loss -0.6464, Sem 0.1157, dir -0.9521, norm 0.1900, swav 0.0000 LR: 6.634e-02 Score 95.940 Data time: 0.2089, Forward time: 2.2659, Backward time: 3.1259, DDP time: 0.0043, Total iter time: 6.2999 [2020-11-13 00:49:53,357][root][INFO] - ===> Epoch[282](7325/26): Loss -0.6815, Sem 0.1204, dir -0.9623, norm 0.1605, swav 0.0000 LR: 6.633e-02 Score 96.250 Data time: 0.2395, Forward time: 2.2660, Backward time: 3.1259, DDP time: 0.0043, Total iter time: 6.0293 [2020-11-13 00:49:58,435][root][INFO] - ===> Epoch[282](7326/26): Loss -0.5849, Sem 0.1423, dir -0.9524, norm 0.2251, swav 0.0000 LR: 6.633e-02 Score 95.267 Data time: 0.2264, Forward time: 2.2660, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 4.9628 [2020-11-13 00:50:04,688][root][INFO] - ===> Epoch[282](7327/26): Loss -0.6924, Sem 0.1065, dir -0.9594, norm 0.1604, swav 0.0000 LR: 6.632e-02 Score 96.422 Data time: 0.2322, Forward time: 2.2660, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 6.1323 [2020-11-13 00:50:10,194][root][INFO] - ===> Epoch[282](7328/26): Loss -0.6353, Sem 0.1251, dir -0.9581, norm 0.1977, swav 0.0000 LR: 6.632e-02 Score 95.724 Data time: 0.2473, Forward time: 2.2661, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.3906 [2020-11-13 00:50:15,140][root][INFO] - ===> Epoch[282](7329/26): Loss -0.6733, Sem 0.1127, dir -0.9580, norm 0.1719, swav 0.0000 LR: 6.632e-02 Score 96.185 Data time: 0.1982, Forward time: 2.2661, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 4.8243 [2020-11-13 00:50:20,252][root][INFO] - ===> Epoch[282](7330/26): Loss -0.6623, Sem 0.1245, dir -0.9617, norm 0.1749, swav 0.0000 LR: 6.631e-02 Score 95.659 Data time: 0.2630, Forward time: 2.2661, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.0042 [2020-11-13 00:50:24,990][root][INFO] - ===> Epoch[282](7331/26): Loss -0.6684, Sem 0.1091, dir -0.9566, norm 0.1791, swav 0.0000 LR: 6.631e-02 Score 96.446 Data time: 0.1969, Forward time: 2.2660, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.5990 [2020-11-13 00:50:30,597][root][INFO] - ===> Epoch[282](7332/26): Loss -0.6410, Sem 0.1136, dir -0.9556, norm 0.2010, swav 0.0000 LR: 6.630e-02 Score 96.431 Data time: 0.1741, Forward time: 2.2660, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.5141 [2020-11-13 00:50:36,136][root][INFO] - ===> Epoch[283](7333/26): Loss -0.6190, Sem 0.1301, dir -0.9541, norm 0.2051, swav 0.0000 LR: 6.630e-02 Score 95.664 Data time: 0.2331, Forward time: 2.2660, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.4276 [2020-11-13 00:50:41,595][root][INFO] - ===> Epoch[283](7334/26): Loss -0.6466, Sem 0.1371, dir -0.9609, norm 0.1772, swav 0.0000 LR: 6.629e-02 Score 95.606 Data time: 0.2183, Forward time: 2.2660, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.3216 [2020-11-13 00:50:46,944][root][INFO] - ===> Epoch[283](7335/26): Loss -0.6373, Sem 0.1411, dir -0.9577, norm 0.1794, swav 0.0000 LR: 6.629e-02 Score 95.274 Data time: 0.2019, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.2202 [2020-11-13 00:50:52,033][root][INFO] - ===> Epoch[283](7336/26): Loss -0.6454, Sem 0.1284, dir -0.9542, norm 0.1804, swav 0.0000 LR: 6.628e-02 Score 95.376 Data time: 0.1776, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.9719 [2020-11-13 00:50:58,461][root][INFO] - ===> Epoch[283](7337/26): Loss -0.6519, Sem 0.1246, dir -0.9585, norm 0.1821, swav 0.0000 LR: 6.628e-02 Score 95.869 Data time: 0.2324, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.3171 [2020-11-13 00:51:03,690][root][INFO] - ===> Epoch[283](7338/26): Loss -0.6487, Sem 0.1365, dir -0.9589, norm 0.1737, swav 0.0000 LR: 6.627e-02 Score 95.474 Data time: 0.1977, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.1068 [2020-11-13 00:51:08,850][root][INFO] - ===> Epoch[283](7339/26): Loss -0.6710, Sem 0.1114, dir -0.9571, norm 0.1747, swav 0.0000 LR: 6.627e-02 Score 96.290 Data time: 0.1897, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.0674 [2020-11-13 00:51:14,667][root][INFO] - ===> Epoch[283](7340/26): Loss -0.6424, Sem 0.1208, dir -0.9572, norm 0.1940, swav 0.0000 LR: 6.626e-02 Score 95.882 Data time: 0.1829, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.7196 [2020-11-13 00:51:20,689][root][INFO] - ===> Epoch[283](7341/26): Loss -0.6532, Sem 0.1311, dir -0.9578, norm 0.1734, swav 0.0000 LR: 6.626e-02 Score 95.700 Data time: 0.2391, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.9383 [2020-11-13 00:51:26,264][root][INFO] - ===> Epoch[283](7342/26): Loss -0.6769, Sem 0.1075, dir -0.9583, norm 0.1739, swav 0.0000 LR: 6.625e-02 Score 96.412 Data time: 0.1691, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.4473 [2020-11-13 00:51:32,388][root][INFO] - ===> Epoch[283](7343/26): Loss -0.6782, Sem 0.1140, dir -0.9653, norm 0.1731, swav 0.0000 LR: 6.625e-02 Score 96.146 Data time: 0.2068, Forward time: 2.2659, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.0312 [2020-11-13 00:51:38,171][root][INFO] - ===> Epoch[283](7344/26): Loss -0.6084, Sem 0.1402, dir -0.9525, norm 0.2040, swav 0.0000 LR: 6.624e-02 Score 95.245 Data time: 0.2784, Forward time: 2.2659, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.6548 [2020-11-13 00:51:43,988][root][INFO] - ===> Epoch[283](7345/26): Loss -0.6710, Sem 0.1113, dir -0.9587, norm 0.1763, swav 0.0000 LR: 6.624e-02 Score 96.223 Data time: 0.2114, Forward time: 2.2660, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.6659 [2020-11-13 00:51:48,815][root][INFO] - ===> Epoch[283](7346/26): Loss -0.6617, Sem 0.1375, dir -0.9600, norm 0.1609, swav 0.0000 LR: 6.624e-02 Score 95.413 Data time: 0.1618, Forward time: 2.2659, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.7007 [2020-11-13 00:51:54,234][root][INFO] - ===> Epoch[283](7347/26): Loss -0.6432, Sem 0.1268, dir -0.9549, norm 0.1849, swav 0.0000 LR: 6.623e-02 Score 95.802 Data time: 0.1356, Forward time: 2.2658, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.3158 [2020-11-13 00:52:00,640][root][INFO] - ===> Epoch[283](7348/26): Loss -0.6750, Sem 0.1201, dir -0.9625, norm 0.1674, swav 0.0000 LR: 6.623e-02 Score 95.997 Data time: 0.1896, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.3075 [2020-11-13 00:52:06,266][root][INFO] - ===> Epoch[283](7349/26): Loss -0.6451, Sem 0.1303, dir -0.9609, norm 0.1855, swav 0.0000 LR: 6.622e-02 Score 95.976 Data time: 0.1826, Forward time: 2.2657, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.5244 [2020-11-13 00:52:12,003][root][INFO] - ===> Epoch[283](7350/26): Loss -0.6630, Sem 0.1159, dir -0.9581, norm 0.1792, swav 0.0000 LR: 6.622e-02 Score 96.082 Data time: 0.2787, Forward time: 2.2658, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.6423 [2020-11-13 00:52:17,953][root][INFO] - ===> Epoch[283](7351/26): Loss -0.6627, Sem 0.1109, dir -0.9648, norm 0.1913, swav 0.0000 LR: 6.621e-02 Score 96.112 Data time: 0.2104, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.8284 [2020-11-13 00:52:23,774][root][INFO] - ===> Epoch[283](7352/26): Loss -0.6880, Sem 0.0991, dir -0.9606, norm 0.1734, swav 0.0000 LR: 6.621e-02 Score 96.702 Data time: 0.1617, Forward time: 2.2657, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.7058 [2020-11-13 00:52:29,430][root][INFO] - ===> Epoch[283](7353/26): Loss -0.6433, Sem 0.1457, dir -0.9619, norm 0.1729, swav 0.0000 LR: 6.620e-02 Score 95.054 Data time: 0.1759, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.5548 [2020-11-13 00:52:35,698][root][INFO] - ===> Epoch[283](7354/26): Loss -0.7013, Sem 0.1004, dir -0.9643, norm 0.1626, swav 0.0000 LR: 6.620e-02 Score 96.688 Data time: 0.2231, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 6.1595 [2020-11-13 00:52:41,404][root][INFO] - ===> Epoch[283](7355/26): Loss -0.6677, Sem 0.1102, dir -0.9559, norm 0.1780, swav 0.0000 LR: 6.619e-02 Score 96.345 Data time: 0.2679, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.5792 [2020-11-13 00:52:47,680][root][INFO] - ===> Epoch[283](7356/26): Loss -0.6356, Sem 0.1340, dir -0.9588, norm 0.1892, swav 0.0000 LR: 6.619e-02 Score 95.725 Data time: 0.1472, Forward time: 2.2657, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.1441 [2020-11-13 00:52:53,201][root][INFO] - ===> Epoch[283](7357/26): Loss -0.6852, Sem 0.1174, dir -0.9619, norm 0.1593, swav 0.0000 LR: 6.618e-02 Score 95.867 Data time: 0.2212, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.4228 [2020-11-13 00:52:58,918][root][INFO] - ===> Epoch[283](7358/26): Loss -0.6225, Sem 0.1539, dir -0.9573, norm 0.1809, swav 0.0000 LR: 6.618e-02 Score 94.904 Data time: 0.2893, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.6056 [2020-11-13 00:53:05,441][root][INFO] - ===> Epoch[284](7359/26): Loss -0.6697, Sem 0.1168, dir -0.9601, norm 0.1736, swav 0.0000 LR: 6.617e-02 Score 96.026 Data time: 0.3118, Forward time: 2.2659, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.3938 [2020-11-13 00:53:12,365][root][INFO] - ===> Epoch[284](7360/26): Loss -0.6735, Sem 0.1217, dir -0.9574, norm 0.1622, swav 0.0000 LR: 6.617e-02 Score 95.721 Data time: 0.1543, Forward time: 2.2659, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.7812 [2020-11-13 00:53:17,805][root][INFO] - ===> Epoch[284](7361/26): Loss -0.6536, Sem 0.1199, dir -0.9596, norm 0.1861, swav 0.0000 LR: 6.616e-02 Score 95.799 Data time: 0.2459, Forward time: 2.2658, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.3522 [2020-11-13 00:53:23,871][root][INFO] - ===> Epoch[284](7362/26): Loss -0.6866, Sem 0.1072, dir -0.9644, norm 0.1705, swav 0.0000 LR: 6.616e-02 Score 96.260 Data time: 0.1718, Forward time: 2.2658, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.9733 [2020-11-13 00:53:29,951][root][INFO] - ===> Epoch[284](7363/26): Loss -0.6421, Sem 0.1345, dir -0.9549, norm 0.1782, swav 0.0000 LR: 6.616e-02 Score 95.271 Data time: 0.2564, Forward time: 2.2659, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.9833 [2020-11-13 00:53:35,524][root][INFO] - ===> Epoch[284](7364/26): Loss -0.6569, Sem 0.1247, dir -0.9579, norm 0.1764, swav 0.0000 LR: 6.615e-02 Score 95.825 Data time: 0.1448, Forward time: 2.2658, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.4378 [2020-11-13 00:53:41,896][root][INFO] - ===> Epoch[284](7365/26): Loss -0.6767, Sem 0.1051, dir -0.9627, norm 0.1809, swav 0.0000 LR: 6.615e-02 Score 96.400 Data time: 0.1629, Forward time: 2.2657, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.2756 [2020-11-13 00:53:46,922][root][INFO] - ===> Epoch[284](7366/26): Loss -0.6124, Sem 0.1298, dir -0.9565, norm 0.2142, swav 0.0000 LR: 6.614e-02 Score 95.600 Data time: 0.2380, Forward time: 2.2657, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 4.9362 [2020-11-13 00:53:53,476][root][INFO] - ===> Epoch[284](7367/26): Loss -0.6865, Sem 0.1187, dir -0.9633, norm 0.1580, swav 0.0000 LR: 6.614e-02 Score 96.011 Data time: 0.3218, Forward time: 2.2658, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.4239 [2020-11-13 00:53:59,314][root][INFO] - ===> Epoch[284](7368/26): Loss -0.6490, Sem 0.1256, dir -0.9577, norm 0.1831, swav 0.0000 LR: 6.613e-02 Score 95.682 Data time: 0.2575, Forward time: 2.2659, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.6860 [2020-11-13 00:54:04,963][root][INFO] - ===> Epoch[284](7369/26): Loss -0.6713, Sem 0.1180, dir -0.9614, norm 0.1720, swav 0.0000 LR: 6.613e-02 Score 95.840 Data time: 0.2553, Forward time: 2.2660, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.5045 [2020-11-13 00:54:10,784][root][INFO] - ===> Epoch[284](7370/26): Loss -0.6568, Sem 0.1169, dir -0.9520, norm 0.1782, swav 0.0000 LR: 6.612e-02 Score 95.795 Data time: 0.2243, Forward time: 2.2660, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.6879 [2020-11-13 00:54:15,800][root][INFO] - ===> Epoch[284](7371/26): Loss -0.6935, Sem 0.1109, dir -0.9589, norm 0.1545, swav 0.0000 LR: 6.612e-02 Score 96.291 Data time: 0.1681, Forward time: 2.2660, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.8908 [2020-11-13 00:54:20,829][root][INFO] - ===> Epoch[284](7372/26): Loss -0.6441, Sem 0.1314, dir -0.9535, norm 0.1779, swav 0.0000 LR: 6.611e-02 Score 95.443 Data time: 0.1620, Forward time: 2.2659, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.9668 [2020-11-13 00:54:25,808][root][INFO] - ===> Epoch[284](7373/26): Loss -0.6574, Sem 0.1348, dir -0.9646, norm 0.1724, swav 0.0000 LR: 6.611e-02 Score 95.676 Data time: 0.1701, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.8747 [2020-11-13 00:54:31,117][root][INFO] - ===> Epoch[284](7374/26): Loss -0.6812, Sem 0.1094, dir -0.9628, norm 0.1723, swav 0.0000 LR: 6.610e-02 Score 96.233 Data time: 0.1804, Forward time: 2.2658, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.2299 [2020-11-13 00:54:36,922][root][INFO] - ===> Epoch[284](7375/26): Loss -0.6626, Sem 0.1235, dir -0.9612, norm 0.1751, swav 0.0000 LR: 6.610e-02 Score 95.940 Data time: 0.1917, Forward time: 2.2658, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.6938 [2020-11-13 00:54:44,111][root][INFO] - ===> Epoch[284](7376/26): Loss -0.6713, Sem 0.1176, dir -0.9606, norm 0.1717, swav 0.0000 LR: 6.609e-02 Score 96.224 Data time: 0.1956, Forward time: 2.2657, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 7.0902 [2020-11-13 00:54:49,160][root][INFO] - ===> Epoch[284](7377/26): Loss -0.6648, Sem 0.1164, dir -0.9578, norm 0.1767, swav 0.0000 LR: 6.609e-02 Score 95.963 Data time: 0.2165, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.9511 [2020-11-13 00:54:54,684][root][INFO] - ===> Epoch[284](7378/26): Loss -0.6866, Sem 0.1090, dir -0.9638, norm 0.1682, swav 0.0000 LR: 6.608e-02 Score 96.244 Data time: 0.2132, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.4170 [2020-11-13 00:54:58,999][root][INFO] - ===> Epoch[284](7379/26): Loss -0.6790, Sem 0.1220, dir -0.9640, norm 0.1630, swav 0.0000 LR: 6.608e-02 Score 95.935 Data time: 0.1993, Forward time: 2.2657, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.1908 [2020-11-13 00:55:04,353][root][INFO] - ===> Epoch[284](7380/26): Loss -0.6522, Sem 0.1291, dir -0.9619, norm 0.1805, swav 0.0000 LR: 6.608e-02 Score 95.499 Data time: 0.2430, Forward time: 2.2658, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.2623 [2020-11-13 00:55:11,365][root][INFO] - ===> Epoch[284](7381/26): Loss -0.6473, Sem 0.1149, dir -0.9609, norm 0.1988, swav 0.0000 LR: 6.607e-02 Score 96.146 Data time: 0.2451, Forward time: 2.2657, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.8958 [2020-11-13 00:55:16,679][root][INFO] - ===> Epoch[284](7382/26): Loss -0.6617, Sem 0.1173, dir -0.9537, norm 0.1747, swav 0.0000 LR: 6.607e-02 Score 96.067 Data time: 0.1761, Forward time: 2.2657, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.2106 [2020-11-13 00:55:21,264][root][INFO] - ===> Epoch[284](7383/26): Loss -0.6936, Sem 0.1138, dir -0.9643, norm 0.1569, swav 0.0000 LR: 6.606e-02 Score 96.371 Data time: 0.2424, Forward time: 2.2657, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.4944 [2020-11-13 00:55:26,886][root][INFO] - ===> Epoch[284](7384/26): Loss -0.6772, Sem 0.1185, dir -0.9606, norm 0.1649, swav 0.0000 LR: 6.606e-02 Score 95.901 Data time: 0.1750, Forward time: 2.2656, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.5059 [2020-11-13 00:55:32,826][root][INFO] - ===> Epoch[285](7385/26): Loss -0.6786, Sem 0.1141, dir -0.9623, norm 0.1696, swav 0.0000 LR: 6.605e-02 Score 96.215 Data time: 0.2253, Forward time: 2.2657, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.8509 [2020-11-13 00:55:38,289][root][INFO] - ===> Epoch[285](7386/26): Loss -0.6703, Sem 0.1083, dir -0.9634, norm 0.1848, swav 0.0000 LR: 6.605e-02 Score 96.330 Data time: 0.2521, Forward time: 2.2657, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.3601 [2020-11-13 00:55:44,455][root][INFO] - ===> Epoch[285](7387/26): Loss -0.6778, Sem 0.1106, dir -0.9618, norm 0.1735, swav 0.0000 LR: 6.604e-02 Score 96.297 Data time: 0.2184, Forward time: 2.2657, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 6.0186 [2020-11-13 00:55:52,047][root][INFO] - ===> Epoch[285](7388/26): Loss -0.6398, Sem 0.1236, dir -0.9604, norm 0.1970, swav 0.0000 LR: 6.604e-02 Score 96.130 Data time: 0.2336, Forward time: 2.2658, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 7.4922 [2020-11-13 00:55:58,462][root][INFO] - ===> Epoch[285](7389/26): Loss -0.6449, Sem 0.1239, dir -0.9531, norm 0.1843, swav 0.0000 LR: 6.603e-02 Score 95.906 Data time: 0.1871, Forward time: 2.2657, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.2929 [2020-11-13 00:56:04,173][root][INFO] - ===> Epoch[285](7390/26): Loss -0.6832, Sem 0.1111, dir -0.9613, norm 0.1670, swav 0.0000 LR: 6.603e-02 Score 96.269 Data time: 0.1747, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.6281 [2020-11-13 00:56:09,743][root][INFO] - ===> Epoch[285](7391/26): Loss -0.6808, Sem 0.1122, dir -0.9627, norm 0.1697, swav 0.0000 LR: 6.602e-02 Score 96.222 Data time: 0.1682, Forward time: 2.2657, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.5108 [2020-11-13 00:56:15,025][root][INFO] - ===> Epoch[285](7392/26): Loss -0.6644, Sem 0.1162, dir -0.9580, norm 0.1774, swav 0.0000 LR: 6.602e-02 Score 96.172 Data time: 0.2106, Forward time: 2.2657, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.1882 [2020-11-13 00:56:20,375][root][INFO] - ===> Epoch[285](7393/26): Loss -0.6563, Sem 0.1382, dir -0.9583, norm 0.1638, swav 0.0000 LR: 6.601e-02 Score 95.352 Data time: 0.1392, Forward time: 2.2656, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.2382 [2020-11-13 00:56:25,291][root][INFO] - ===> Epoch[285](7394/26): Loss -0.6694, Sem 0.1143, dir -0.9595, norm 0.1758, swav 0.0000 LR: 6.601e-02 Score 96.131 Data time: 0.2090, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.8472 [2020-11-13 00:56:30,921][root][INFO] - ===> Epoch[285](7395/26): Loss -0.6612, Sem 0.1344, dir -0.9620, norm 0.1663, swav 0.0000 LR: 6.600e-02 Score 95.269 Data time: 0.1923, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.5255 [2020-11-13 00:56:35,872][root][INFO] - ===> Epoch[285](7396/26): Loss -0.6690, Sem 0.1162, dir -0.9577, norm 0.1725, swav 0.0000 LR: 6.600e-02 Score 96.079 Data time: 0.1882, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.8441 [2020-11-13 00:56:43,156][root][INFO] - ===> Epoch[285](7397/26): Loss -0.6526, Sem 0.1167, dir -0.9525, norm 0.1832, swav 0.0000 LR: 6.599e-02 Score 95.954 Data time: 0.2211, Forward time: 2.2655, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 7.1864 [2020-11-13 00:56:49,402][root][INFO] - ===> Epoch[285](7398/26): Loss -0.6530, Sem 0.1226, dir -0.9597, norm 0.1840, swav 0.0000 LR: 6.599e-02 Score 95.724 Data time: 0.1547, Forward time: 2.2655, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.1276 [2020-11-13 00:56:54,663][root][INFO] - ===> Epoch[285](7399/26): Loss -0.6809, Sem 0.1086, dir -0.9612, norm 0.1716, swav 0.0000 LR: 6.599e-02 Score 96.278 Data time: 0.2072, Forward time: 2.2655, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.1870 [2020-11-13 00:57:00,606][root][INFO] - ===> Epoch[285](7400/26): Loss -0.6548, Sem 0.1194, dir -0.9587, norm 0.1844, swav 0.0000 LR: 6.598e-02 Score 95.969 Data time: 0.2548, Forward time: 2.2655, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.8420 [2020-11-13 00:57:05,463][root][INFO] - ===> Epoch[285](7401/26): Loss -0.6932, Sem 0.1009, dir -0.9556, norm 0.1615, swav 0.0000 LR: 6.598e-02 Score 96.578 Data time: 0.1759, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.7485 [2020-11-13 00:57:11,136][root][INFO] - ===> Epoch[285](7402/26): Loss -0.6820, Sem 0.1021, dir -0.9597, norm 0.1756, swav 0.0000 LR: 6.597e-02 Score 96.595 Data time: 0.1856, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.5830 [2020-11-13 00:57:15,931][root][INFO] - ===> Epoch[285](7403/26): Loss -0.6796, Sem 0.1115, dir -0.9658, norm 0.1746, swav 0.0000 LR: 6.597e-02 Score 96.259 Data time: 0.2232, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.6909 [2020-11-13 00:57:21,131][root][INFO] - ===> Epoch[285](7404/26): Loss -0.6691, Sem 0.1120, dir -0.9568, norm 0.1756, swav 0.0000 LR: 6.596e-02 Score 95.997 Data time: 0.1826, Forward time: 2.2655, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.0966 [2020-11-13 00:57:26,371][root][INFO] - ===> Epoch[285](7405/26): Loss -0.6493, Sem 0.1233, dir -0.9574, norm 0.1848, swav 0.0000 LR: 6.596e-02 Score 95.818 Data time: 0.1250, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.1323 [2020-11-13 00:57:30,994][root][INFO] - ===> Epoch[285](7406/26): Loss -0.6613, Sem 0.1189, dir -0.9651, norm 0.1849, swav 0.0000 LR: 6.595e-02 Score 95.956 Data time: 0.1729, Forward time: 2.2653, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.5833 [2020-11-13 00:57:36,274][root][INFO] - ===> Epoch[285](7407/26): Loss -0.6462, Sem 0.1248, dir -0.9528, norm 0.1818, swav 0.0000 LR: 6.595e-02 Score 95.670 Data time: 0.2081, Forward time: 2.2653, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.1951 [2020-11-13 00:57:42,485][root][INFO] - ===> Epoch[285](7408/26): Loss -0.6269, Sem 0.1371, dir -0.9572, norm 0.1931, swav 0.0000 LR: 6.594e-02 Score 95.424 Data time: 0.1953, Forward time: 2.2653, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 6.1035 [2020-11-13 00:57:48,116][root][INFO] - ===> Epoch[285](7409/26): Loss -0.6764, Sem 0.1179, dir -0.9609, norm 0.1666, swav 0.0000 LR: 6.594e-02 Score 96.108 Data time: 0.2159, Forward time: 2.2653, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.5155 [2020-11-13 00:57:53,291][root][INFO] - ===> Epoch[285](7410/26): Loss -0.6849, Sem 0.1139, dir -0.9626, norm 0.1638, swav 0.0000 LR: 6.593e-02 Score 96.085 Data time: 0.1302, Forward time: 2.2652, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.0519 [2020-11-13 00:57:58,381][root][INFO] - ===> Epoch[286](7411/26): Loss -0.6814, Sem 0.1238, dir -0.9675, norm 0.1623, swav 0.0000 LR: 6.593e-02 Score 95.672 Data time: 0.1865, Forward time: 2.2652, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.0292 [2020-11-13 00:58:03,759][root][INFO] - ===> Epoch[286](7412/26): Loss -0.6445, Sem 0.1333, dir -0.9571, norm 0.1793, swav 0.0000 LR: 6.592e-02 Score 95.529 Data time: 0.2786, Forward time: 2.2652, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.2846 [2020-11-13 00:58:08,736][root][INFO] - ===> Epoch[286](7413/26): Loss -0.6427, Sem 0.1252, dir -0.9570, norm 0.1892, swav 0.0000 LR: 6.592e-02 Score 95.897 Data time: 0.1748, Forward time: 2.2652, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 4.8303 [2020-11-13 00:58:14,798][root][INFO] - ===> Epoch[286](7414/26): Loss -0.6809, Sem 0.1058, dir -0.9638, norm 0.1771, swav 0.0000 LR: 6.591e-02 Score 96.341 Data time: 0.1667, Forward time: 2.2651, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.9921 [2020-11-13 00:58:21,266][root][INFO] - ===> Epoch[286](7415/26): Loss -0.6904, Sem 0.1069, dir -0.9621, norm 0.1648, swav 0.0000 LR: 6.591e-02 Score 96.314 Data time: 0.1976, Forward time: 2.2651, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 6.3852 [2020-11-13 00:58:27,271][root][INFO] - ===> Epoch[286](7416/26): Loss -0.6587, Sem 0.1332, dir -0.9612, norm 0.1693, swav 0.0000 LR: 6.591e-02 Score 95.311 Data time: 0.2233, Forward time: 2.2651, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.9079 [2020-11-13 00:58:33,791][root][INFO] - ===> Epoch[286](7417/26): Loss -0.6508, Sem 0.1167, dir -0.9563, norm 0.1887, swav 0.0000 LR: 6.590e-02 Score 96.228 Data time: 0.2808, Forward time: 2.2652, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 6.4162 [2020-11-13 00:58:39,567][root][INFO] - ===> Epoch[286](7418/26): Loss -0.6465, Sem 0.1292, dir -0.9542, norm 0.1785, swav 0.0000 LR: 6.590e-02 Score 95.478 Data time: 0.2061, Forward time: 2.2652, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.6361 [2020-11-13 00:58:47,117][root][INFO] - ===> Epoch[286](7419/26): Loss -0.6623, Sem 0.1255, dir -0.9593, norm 0.1715, swav 0.0000 LR: 6.589e-02 Score 95.756 Data time: 0.3222, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 7.4439 [2020-11-13 00:58:52,841][root][INFO] - ===> Epoch[286](7420/26): Loss -0.6744, Sem 0.1115, dir -0.9633, norm 0.1775, swav 0.0000 LR: 6.589e-02 Score 96.077 Data time: 0.2291, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.5834 [2020-11-13 00:58:59,307][root][INFO] - ===> Epoch[286](7421/26): Loss -0.6480, Sem 0.1252, dir -0.9555, norm 0.1823, swav 0.0000 LR: 6.588e-02 Score 95.861 Data time: 0.1670, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.3575 [2020-11-13 00:59:06,431][root][INFO] - ===> Epoch[286](7422/26): Loss -0.6106, Sem 0.1348, dir -0.9534, norm 0.2079, swav 0.0000 LR: 6.588e-02 Score 95.234 Data time: 0.1696, Forward time: 2.2652, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 7.0353 [2020-11-13 00:59:12,005][root][INFO] - ===> Epoch[286](7423/26): Loss -0.6775, Sem 0.1176, dir -0.9606, norm 0.1656, swav 0.0000 LR: 6.587e-02 Score 95.947 Data time: 0.2193, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.5198 [2020-11-13 00:59:17,773][root][INFO] - ===> Epoch[286](7424/26): Loss -0.6455, Sem 0.1261, dir -0.9549, norm 0.1833, swav 0.0000 LR: 6.587e-02 Score 95.927 Data time: 0.2007, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.6410 [2020-11-13 00:59:23,021][root][INFO] - ===> Epoch[286](7425/26): Loss -0.6483, Sem 0.1259, dir -0.9629, norm 0.1887, swav 0.0000 LR: 6.586e-02 Score 95.916 Data time: 0.2092, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.1479 [2020-11-13 00:59:28,288][root][INFO] - ===> Epoch[286](7426/26): Loss -0.6662, Sem 0.1033, dir -0.9547, norm 0.1852, swav 0.0000 LR: 6.586e-02 Score 96.565 Data time: 0.2108, Forward time: 2.2652, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.1202 [2020-11-13 00:59:34,073][root][INFO] - ===> Epoch[286](7427/26): Loss -0.6791, Sem 0.1090, dir -0.9591, norm 0.1710, swav 0.0000 LR: 6.585e-02 Score 96.305 Data time: 0.2000, Forward time: 2.2652, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.6809 [2020-11-13 00:59:40,364][root][INFO] - ===> Epoch[286](7428/26): Loss -0.6415, Sem 0.1396, dir -0.9596, norm 0.1786, swav 0.0000 LR: 6.585e-02 Score 95.344 Data time: 0.1655, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.1886 [2020-11-13 00:59:45,104][root][INFO] - ===> Epoch[286](7429/26): Loss -0.6296, Sem 0.1336, dir -0.9511, norm 0.1879, swav 0.0000 LR: 6.584e-02 Score 95.650 Data time: 0.2279, Forward time: 2.2652, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.6583 [2020-11-13 00:59:51,189][root][INFO] - ===> Epoch[286](7430/26): Loss -0.6418, Sem 0.1256, dir -0.9572, norm 0.1899, swav 0.0000 LR: 6.584e-02 Score 95.714 Data time: 0.2314, Forward time: 2.2652, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.9834 [2020-11-13 00:59:57,850][root][INFO] - ===> Epoch[286](7431/26): Loss -0.6625, Sem 0.1227, dir -0.9604, norm 0.1751, swav 0.0000 LR: 6.583e-02 Score 95.650 Data time: 0.2059, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.5470 [2020-11-13 01:00:03,732][root][INFO] - ===> Epoch[286](7432/26): Loss -0.6409, Sem 0.1204, dir -0.9545, norm 0.1932, swav 0.0000 LR: 6.583e-02 Score 95.906 Data time: 0.2443, Forward time: 2.2653, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.7857 [2020-11-13 01:00:09,074][root][INFO] - ===> Epoch[286](7433/26): Loss -0.6056, Sem 0.1495, dir -0.9512, norm 0.1960, swav 0.0000 LR: 6.583e-02 Score 95.170 Data time: 0.1796, Forward time: 2.2652, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.1992 [2020-11-13 01:00:15,444][root][INFO] - ===> Epoch[286](7434/26): Loss -0.6598, Sem 0.1258, dir -0.9619, norm 0.1762, swav 0.0000 LR: 6.582e-02 Score 95.935 Data time: 0.1690, Forward time: 2.2652, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.2814 [2020-11-13 01:00:20,803][root][INFO] - ===> Epoch[286](7435/26): Loss -0.6601, Sem 0.1170, dir -0.9580, norm 0.1809, swav 0.0000 LR: 6.582e-02 Score 95.985 Data time: 0.1792, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.2786 [2020-11-13 01:00:27,358][root][INFO] - ===> Epoch[286](7436/26): Loss -0.6764, Sem 0.1223, dir -0.9624, norm 0.1637, swav 0.0000 LR: 6.581e-02 Score 95.831 Data time: 0.1734, Forward time: 2.2651, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.4695 [2020-11-13 01:00:32,896][root][INFO] - ===> Epoch[287](7437/26): Loss -0.6201, Sem 0.1318, dir -0.9554, norm 0.2034, swav 0.0000 LR: 6.581e-02 Score 95.569 Data time: 0.1728, Forward time: 2.2651, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.4371 [2020-11-13 01:00:37,991][root][INFO] - ===> Epoch[287](7438/26): Loss -0.6600, Sem 0.1267, dir -0.9584, norm 0.1717, swav 0.0000 LR: 6.580e-02 Score 95.949 Data time: 0.2031, Forward time: 2.2650, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.0047 [2020-11-13 01:00:43,398][root][INFO] - ===> Epoch[287](7439/26): Loss -0.6812, Sem 0.1166, dir -0.9621, norm 0.1643, swav 0.0000 LR: 6.580e-02 Score 96.003 Data time: 0.2169, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.2817 [2020-11-13 01:00:47,700][root][INFO] - ===> Epoch[287](7440/26): Loss -0.6592, Sem 0.1249, dir -0.9594, norm 0.1754, swav 0.0000 LR: 6.579e-02 Score 95.807 Data time: 0.1741, Forward time: 2.2650, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.1969 [2020-11-13 01:00:55,246][root][INFO] - ===> Epoch[287](7441/26): Loss -0.6522, Sem 0.1298, dir -0.9642, norm 0.1822, swav 0.0000 LR: 6.579e-02 Score 95.722 Data time: 0.2583, Forward time: 2.2650, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 7.4469 [2020-11-13 01:01:00,990][root][INFO] - ===> Epoch[287](7442/26): Loss -0.6495, Sem 0.1340, dir -0.9578, norm 0.1743, swav 0.0000 LR: 6.578e-02 Score 95.277 Data time: 0.2663, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.6246 [2020-11-13 01:01:06,931][root][INFO] - ===> Epoch[287](7443/26): Loss -0.6360, Sem 0.1374, dir -0.9561, norm 0.1828, swav 0.0000 LR: 6.578e-02 Score 95.234 Data time: 0.1859, Forward time: 2.2650, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.8108 [2020-11-13 01:01:13,229][root][INFO] - ===> Epoch[287](7444/26): Loss -0.6482, Sem 0.1232, dir -0.9564, norm 0.1850, swav 0.0000 LR: 6.577e-02 Score 95.934 Data time: 0.3018, Forward time: 2.2652, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.2132 [2020-11-13 01:01:18,733][root][INFO] - ===> Epoch[287](7445/26): Loss -0.6625, Sem 0.1157, dir -0.9598, norm 0.1816, swav 0.0000 LR: 6.577e-02 Score 96.151 Data time: 0.1625, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.3700 [2020-11-13 01:01:23,969][root][INFO] - ===> Epoch[287](7446/26): Loss -0.6571, Sem 0.1149, dir -0.9582, norm 0.1861, swav 0.0000 LR: 6.576e-02 Score 96.124 Data time: 0.2399, Forward time: 2.2651, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.1687 [2020-11-13 01:01:30,526][root][INFO] - ===> Epoch[287](7447/26): Loss -0.6569, Sem 0.1171, dir -0.9585, norm 0.1845, swav 0.0000 LR: 6.576e-02 Score 96.072 Data time: 0.2122, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.4463 [2020-11-13 01:01:34,833][root][INFO] - ===> Epoch[287](7448/26): Loss -0.6672, Sem 0.1285, dir -0.9608, norm 0.1650, swav 0.0000 LR: 6.575e-02 Score 95.665 Data time: 0.1826, Forward time: 2.2651, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.2121 [2020-11-13 01:01:40,423][root][INFO] - ===> Epoch[287](7449/26): Loss -0.6977, Sem 0.1207, dir -0.9663, norm 0.1478, swav 0.0000 LR: 6.575e-02 Score 96.029 Data time: 0.1566, Forward time: 2.2650, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.5051 [2020-11-13 01:01:46,283][root][INFO] - ===> Epoch[287](7450/26): Loss -0.6457, Sem 0.1333, dir -0.9613, norm 0.1823, swav 0.0000 LR: 6.575e-02 Score 95.722 Data time: 0.2094, Forward time: 2.2650, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.7649 [2020-11-13 01:01:53,140][root][INFO] - ===> Epoch[287](7451/26): Loss -0.6373, Sem 0.1464, dir -0.9554, norm 0.1717, swav 0.0000 LR: 6.574e-02 Score 95.169 Data time: 0.2317, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.7471 [2020-11-13 01:01:58,479][root][INFO] - ===> Epoch[287](7452/26): Loss -0.6405, Sem 0.1313, dir -0.9576, norm 0.1858, swav 0.0000 LR: 6.574e-02 Score 95.568 Data time: 0.2077, Forward time: 2.2651, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.2301 [2020-11-13 01:02:03,486][root][INFO] - ===> Epoch[287](7453/26): Loss -0.6463, Sem 0.1379, dir -0.9589, norm 0.1747, swav 0.0000 LR: 6.573e-02 Score 95.292 Data time: 0.1892, Forward time: 2.2650, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 4.9100 [2020-11-13 01:02:10,021][root][INFO] - ===> Epoch[287](7454/26): Loss -0.6212, Sem 0.1518, dir -0.9610, norm 0.1880, swav 0.0000 LR: 6.573e-02 Score 94.869 Data time: 0.3201, Forward time: 2.2651, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.4420 [2020-11-13 01:02:14,671][root][INFO] - ===> Epoch[287](7455/26): Loss -0.6643, Sem 0.1237, dir -0.9591, norm 0.1711, swav 0.0000 LR: 6.572e-02 Score 95.941 Data time: 0.1813, Forward time: 2.2651, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.5387 [2020-11-13 01:02:22,032][root][INFO] - ===> Epoch[287](7456/26): Loss -0.6872, Sem 0.1081, dir -0.9629, norm 0.1676, swav 0.0000 LR: 6.572e-02 Score 96.363 Data time: 0.1977, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 7.2481 [2020-11-13 01:02:28,190][root][INFO] - ===> Epoch[287](7457/26): Loss -0.6383, Sem 0.1299, dir -0.9548, norm 0.1866, swav 0.0000 LR: 6.571e-02 Score 95.652 Data time: 0.2402, Forward time: 2.2651, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.0086 [2020-11-13 01:02:33,088][root][INFO] - ===> Epoch[287](7458/26): Loss -0.6812, Sem 0.1044, dir -0.9666, norm 0.1809, swav 0.0000 LR: 6.571e-02 Score 96.355 Data time: 0.2190, Forward time: 2.2652, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.7742 [2020-11-13 01:02:39,566][root][INFO] - ===> Epoch[287](7459/26): Loss -0.6145, Sem 0.1523, dir -0.9551, norm 0.1883, swav 0.0000 LR: 6.570e-02 Score 94.711 Data time: 0.1745, Forward time: 2.2651, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.3751 [2020-11-13 01:02:45,152][root][INFO] - ===> Epoch[287](7460/26): Loss -0.6406, Sem 0.1371, dir -0.9558, norm 0.1782, swav 0.0000 LR: 6.570e-02 Score 95.319 Data time: 0.2539, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.4593 [2020-11-13 01:02:51,735][root][INFO] - ===> Epoch[287](7461/26): Loss -0.6678, Sem 0.1176, dir -0.9577, norm 0.1723, swav 0.0000 LR: 6.569e-02 Score 96.115 Data time: 0.2017, Forward time: 2.2652, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.4653 [2020-11-13 01:02:57,993][root][INFO] - ===> Epoch[287](7462/26): Loss -0.6554, Sem 0.1241, dir -0.9602, norm 0.1808, swav 0.0000 LR: 6.569e-02 Score 95.993 Data time: 0.1998, Forward time: 2.2652, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.1322 [2020-11-13 01:03:05,719][root][INFO] - ===> Epoch[288](7463/26): Loss -0.6580, Sem 0.1140, dir -0.9582, norm 0.1862, swav 0.0000 LR: 6.568e-02 Score 96.186 Data time: 0.2115, Forward time: 2.2652, Backward time: 3.1259, DDP time: 0.0043, Total iter time: 7.6258 [2020-11-13 01:03:10,904][root][INFO] - ===> Epoch[288](7464/26): Loss -0.6636, Sem 0.1170, dir -0.9611, norm 0.1806, swav 0.0000 LR: 6.568e-02 Score 96.256 Data time: 0.1997, Forward time: 2.2651, Backward time: 3.1259, DDP time: 0.0043, Total iter time: 5.0641 [2020-11-13 01:03:16,142][root][INFO] - ===> Epoch[288](7465/26): Loss -0.6645, Sem 0.1141, dir -0.9580, norm 0.1794, swav 0.0000 LR: 6.567e-02 Score 96.322 Data time: 0.2866, Forward time: 2.2652, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.1253 [2020-11-13 01:03:21,810][root][INFO] - ===> Epoch[288](7466/26): Loss -0.6399, Sem 0.1298, dir -0.9580, norm 0.1883, swav 0.0000 LR: 6.567e-02 Score 95.535 Data time: 0.2827, Forward time: 2.2652, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.5526 [2020-11-13 01:03:26,960][root][INFO] - ===> Epoch[288](7467/26): Loss -0.7006, Sem 0.1087, dir -0.9643, norm 0.1550, swav 0.0000 LR: 6.567e-02 Score 96.250 Data time: 0.2359, Forward time: 2.2653, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.0299 [2020-11-13 01:03:32,405][root][INFO] - ===> Epoch[288](7468/26): Loss -0.6339, Sem 0.1321, dir -0.9564, norm 0.1904, swav 0.0000 LR: 6.566e-02 Score 95.569 Data time: 0.1733, Forward time: 2.2652, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.3467 [2020-11-13 01:03:37,626][root][INFO] - ===> Epoch[288](7469/26): Loss -0.5919, Sem 0.1336, dir -0.9549, norm 0.2294, swav 0.0000 LR: 6.566e-02 Score 95.549 Data time: 0.2448, Forward time: 2.2653, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.1299 [2020-11-13 01:03:42,682][root][INFO] - ===> Epoch[288](7470/26): Loss -0.6590, Sem 0.1211, dir -0.9577, norm 0.1776, swav 0.0000 LR: 6.565e-02 Score 95.764 Data time: 0.2156, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.9459 [2020-11-13 01:03:48,887][root][INFO] - ===> Epoch[288](7471/26): Loss -0.6354, Sem 0.1304, dir -0.9546, norm 0.1888, swav 0.0000 LR: 6.565e-02 Score 95.611 Data time: 0.2951, Forward time: 2.2654, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.0943 [2020-11-13 01:03:54,417][root][INFO] - ===> Epoch[288](7472/26): Loss -0.6307, Sem 0.1405, dir -0.9613, norm 0.1902, swav 0.0000 LR: 6.564e-02 Score 95.477 Data time: 0.1612, Forward time: 2.2654, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.3878 [2020-11-13 01:03:59,769][root][INFO] - ===> Epoch[288](7473/26): Loss -0.6776, Sem 0.1097, dir -0.9573, norm 0.1700, swav 0.0000 LR: 6.564e-02 Score 96.275 Data time: 0.1642, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.2508 [2020-11-13 01:04:05,730][root][INFO] - ===> Epoch[288](7474/26): Loss -0.6633, Sem 0.1375, dir -0.9614, norm 0.1607, swav 0.0000 LR: 6.563e-02 Score 95.746 Data time: 0.1694, Forward time: 2.2652, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.8635 [2020-11-13 01:04:11,070][root][INFO] - ===> Epoch[288](7475/26): Loss -0.6906, Sem 0.1041, dir -0.9638, norm 0.1691, swav 0.0000 LR: 6.563e-02 Score 96.526 Data time: 0.2422, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.2586 [2020-11-13 01:04:17,580][root][INFO] - ===> Epoch[288](7476/26): Loss -0.6195, Sem 0.1308, dir -0.9515, norm 0.2013, swav 0.0000 LR: 6.562e-02 Score 95.527 Data time: 0.2100, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.3892 [2020-11-13 01:04:23,779][root][INFO] - ===> Epoch[288](7477/26): Loss -0.6293, Sem 0.1290, dir -0.9589, norm 0.2006, swav 0.0000 LR: 6.562e-02 Score 95.657 Data time: 0.2465, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.0911 [2020-11-13 01:04:30,499][root][INFO] - ===> Epoch[288](7478/26): Loss -0.6380, Sem 0.1165, dir -0.9571, norm 0.2027, swav 0.0000 LR: 6.561e-02 Score 96.104 Data time: 0.2431, Forward time: 2.2654, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 6.5839 [2020-11-13 01:04:36,834][root][INFO] - ===> Epoch[288](7479/26): Loss -0.6344, Sem 0.1307, dir -0.9544, norm 0.1893, swav 0.0000 LR: 6.561e-02 Score 95.717 Data time: 0.2499, Forward time: 2.2654, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 6.2230 [2020-11-13 01:04:41,440][root][INFO] - ===> Epoch[288](7480/26): Loss -0.6553, Sem 0.1146, dir -0.9565, norm 0.1866, swav 0.0000 LR: 6.560e-02 Score 96.126 Data time: 0.1981, Forward time: 2.2654, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.4782 [2020-11-13 01:04:47,729][root][INFO] - ===> Epoch[288](7481/26): Loss -0.6441, Sem 0.1160, dir -0.9570, norm 0.1969, swav 0.0000 LR: 6.560e-02 Score 96.089 Data time: 0.2650, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.1918 [2020-11-13 01:04:52,141][root][INFO] - ===> Epoch[288](7482/26): Loss -0.6760, Sem 0.1228, dir -0.9645, norm 0.1657, swav 0.0000 LR: 6.559e-02 Score 95.688 Data time: 0.1625, Forward time: 2.2654, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.2693 [2020-11-13 01:04:57,062][root][INFO] - ===> Epoch[288](7483/26): Loss -0.6320, Sem 0.1337, dir -0.9552, norm 0.1895, swav 0.0000 LR: 6.559e-02 Score 95.488 Data time: 0.1431, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.8437 [2020-11-13 01:05:03,098][root][INFO] - ===> Epoch[288](7484/26): Loss -0.6876, Sem 0.1067, dir -0.9613, norm 0.1670, swav 0.0000 LR: 6.558e-02 Score 96.415 Data time: 0.1994, Forward time: 2.2653, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.9707 [2020-11-13 01:05:08,632][root][INFO] - ===> Epoch[288](7485/26): Loss -0.6731, Sem 0.1085, dir -0.9565, norm 0.1750, swav 0.0000 LR: 6.558e-02 Score 96.139 Data time: 0.2758, Forward time: 2.2653, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.4432 [2020-11-13 01:05:13,504][root][INFO] - ===> Epoch[288](7486/26): Loss -0.6370, Sem 0.1377, dir -0.9571, norm 0.1824, swav 0.0000 LR: 6.558e-02 Score 95.456 Data time: 0.2354, Forward time: 2.2654, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 4.7516 [2020-11-13 01:05:19,137][root][INFO] - ===> Epoch[288](7487/26): Loss -0.6118, Sem 0.1490, dir -0.9557, norm 0.1949, swav 0.0000 LR: 6.557e-02 Score 95.299 Data time: 0.2605, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.5240 [2020-11-13 01:05:25,174][root][INFO] - ===> Epoch[288](7488/26): Loss -0.6423, Sem 0.1378, dir -0.9588, norm 0.1787, swav 0.0000 LR: 6.557e-02 Score 95.537 Data time: 0.2219, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.9283 [2020-11-13 01:05:32,003][root][INFO] - ===> Epoch[289](7489/26): Loss -0.6427, Sem 0.1119, dir -0.9574, norm 0.2029, swav 0.0000 LR: 6.556e-02 Score 96.199 Data time: 0.2146, Forward time: 2.2655, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 6.7078 [2020-11-13 01:05:37,347][root][INFO] - ===> Epoch[289](7490/26): Loss -0.6493, Sem 0.1255, dir -0.9564, norm 0.1816, swav 0.0000 LR: 6.556e-02 Score 95.706 Data time: 0.2014, Forward time: 2.2655, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.2458 [2020-11-13 01:05:42,911][root][INFO] - ===> Epoch[289](7491/26): Loss -0.6395, Sem 0.1359, dir -0.9601, norm 0.1847, swav 0.0000 LR: 6.555e-02 Score 95.414 Data time: 0.1937, Forward time: 2.2654, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.4561 [2020-11-13 01:05:49,066][root][INFO] - ===> Epoch[289](7492/26): Loss -0.6592, Sem 0.1119, dir -0.9600, norm 0.1889, swav 0.0000 LR: 6.555e-02 Score 96.318 Data time: 0.2498, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.0682 [2020-11-13 01:05:55,013][root][INFO] - ===> Epoch[289](7493/26): Loss -0.6553, Sem 0.1415, dir -0.9608, norm 0.1640, swav 0.0000 LR: 6.554e-02 Score 95.351 Data time: 0.1775, Forward time: 2.2655, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.8076 [2020-11-13 01:06:00,083][root][INFO] - ===> Epoch[289](7494/26): Loss -0.6247, Sem 0.1451, dir -0.9556, norm 0.1858, swav 0.0000 LR: 6.554e-02 Score 95.244 Data time: 0.1848, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 4.9834 [2020-11-13 01:06:05,962][root][INFO] - ===> Epoch[289](7495/26): Loss -0.6365, Sem 0.1320, dir -0.9561, norm 0.1875, swav 0.0000 LR: 6.553e-02 Score 95.840 Data time: 0.2396, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.7588 [2020-11-13 01:06:12,005][root][INFO] - ===> Epoch[289](7496/26): Loss -0.6612, Sem 0.1207, dir -0.9571, norm 0.1752, swav 0.0000 LR: 6.553e-02 Score 95.877 Data time: 0.1925, Forward time: 2.2655, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.9274 [2020-11-13 01:06:17,516][root][INFO] - ===> Epoch[289](7497/26): Loss -0.6868, Sem 0.1139, dir -0.9676, norm 0.1669, swav 0.0000 LR: 6.552e-02 Score 96.168 Data time: 0.2319, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.4046 [2020-11-13 01:06:23,398][root][INFO] - ===> Epoch[289](7498/26): Loss -0.6532, Sem 0.1328, dir -0.9554, norm 0.1693, swav 0.0000 LR: 6.552e-02 Score 95.428 Data time: 0.2669, Forward time: 2.2656, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.7709 [2020-11-13 01:06:30,096][root][INFO] - ===> Epoch[289](7499/26): Loss -0.6913, Sem 0.1125, dir -0.9633, norm 0.1595, swav 0.0000 LR: 6.551e-02 Score 96.116 Data time: 0.1678, Forward time: 2.2655, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 6.5562 [2020-11-13 01:06:34,823][root][INFO] - ===> Epoch[289](7500/26): Loss -0.6758, Sem 0.1166, dir -0.9640, norm 0.1716, swav 0.0000 LR: 6.551e-02 Score 96.103 Data time: 0.1951, Forward time: 2.2655, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 4.6683 [2020-11-13 01:06:36,466][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 01:06:36,576][root][INFO] - ===> Start testing [2020-11-13 01:08:06,079][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.2589 Loss 0.086 (AVG: 0.418) Score 97.403 (AVG: 90.149) mIOU 72.000 mAP 76.886 mAcc 79.860 IOU: 84.656 96.132 70.482 81.488 90.656 91.686 77.116 61.705 53.400 77.082 29.378 73.756 63.476 76.540 57.077 61.043 89.753 55.251 86.518 62.796 mAP: 82.803 97.048 69.411 78.812 91.366 86.067 73.390 72.251 64.994 79.286 55.786 64.077 70.255 85.254 67.371 92.589 96.234 77.686 70.353 62.681 mAcc: 96.399 98.481 85.160 85.401 96.167 94.074 82.769 67.528 57.206 92.103 45.274 79.648 83.192 89.223 71.258 62.355 95.736 60.340 88.103 66.793 [2020-11-13 01:09:37,682][root][INFO] - 201/312: Data time: 0.0061, Iter time: 0.4006 Loss 0.228 (AVG: 0.427) Score 96.578 (AVG: 89.981) mIOU 71.155 mAP 75.999 mAcc 79.108 IOU: 85.054 96.483 67.050 80.537 90.072 88.929 75.871 61.004 57.432 76.673 29.512 68.969 60.592 71.381 52.631 56.935 88.384 64.557 90.522 60.505 mAP: 82.499 96.714 66.095 75.545 89.690 83.308 74.323 70.043 67.118 78.788 55.553 57.332 66.055 81.125 66.508 83.135 96.574 85.556 79.559 64.464 mAcc: 95.882 98.555 83.843 83.509 96.254 92.116 84.564 68.204 63.180 91.673 38.575 74.974 76.439 84.530 65.332 59.153 96.804 69.061 92.895 66.609 [2020-11-13 01:11:09,772][root][INFO] - 301/312: Data time: 0.0060, Iter time: 0.2116 Loss 0.400 (AVG: 0.476) Score 88.823 (AVG: 89.279) mIOU 70.159 mAP 75.348 mAcc 78.492 IOU: 84.612 96.356 64.651 81.372 89.737 87.522 71.999 59.514 57.271 78.329 27.107 68.353 57.153 69.850 54.019 57.275 87.475 66.131 89.341 55.115 mAP: 82.104 96.422 66.103 76.115 89.386 82.126 73.854 71.324 66.424 73.537 53.613 58.817 66.103 83.645 64.055 80.472 96.608 84.960 80.178 61.118 mAcc: 95.816 98.668 82.493 84.191 96.610 90.884 83.361 66.172 64.645 92.577 34.993 75.715 72.161 84.191 66.388 61.626 96.482 70.945 92.368 59.550 [2020-11-13 01:11:17,921][root][INFO] - 312/312: Data time: 0.0025, Iter time: 0.1619 Loss 0.120 (AVG: 0.474) Score 96.340 (AVG: 89.302) mIOU 70.105 mAP 75.166 mAcc 78.401 IOU: 84.658 96.350 64.087 81.096 89.958 87.412 71.509 59.638 57.825 79.256 27.394 68.277 56.569 68.932 53.344 57.275 87.577 66.786 89.341 54.819 mAP: 82.077 96.496 65.701 74.902 89.379 81.561 73.594 71.362 66.930 73.623 53.530 58.230 66.173 82.771 63.169 80.472 96.662 85.172 80.178 61.337 mAcc: 95.809 98.663 82.484 83.934 96.679 90.903 83.416 66.351 65.214 92.925 35.262 75.553 70.636 83.431 65.443 61.626 96.490 71.679 92.368 59.152 [2020-11-13 01:11:17,921][root][INFO] - Finished test. Elapsed time: 281.3435 [2020-11-13 01:11:28,963][root][INFO] - [2020-11-13 01:11:28,964][root][INFO] - ################################################################ [2020-11-13 01:11:28,964][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 01:11:28,964][root][INFO] - ################################################################ [2020-11-13 01:11:28,965][root][INFO] - cabinet : 0.289 0.532 0.708 [2020-11-13 01:11:28,965][root][INFO] - bed : 0.404 0.735 0.802 [2020-11-13 01:11:28,965][root][INFO] - chair : 0.708 0.858 0.906 [2020-11-13 01:11:28,965][root][INFO] - sofa : 0.469 0.702 0.840 [2020-11-13 01:11:28,965][root][INFO] - table : 0.420 0.653 0.776 [2020-11-13 01:11:28,965][root][INFO] - door : 0.236 0.439 0.564 [2020-11-13 01:11:28,965][root][INFO] - window : 0.191 0.347 0.579 [2020-11-13 01:11:28,965][root][INFO] - bookshelf : 0.226 0.599 0.750 [2020-11-13 01:11:28,965][root][INFO] - picture : 0.162 0.305 0.381 [2020-11-13 01:11:28,965][root][INFO] - counter : 0.089 0.314 0.676 [2020-11-13 01:11:28,965][root][INFO] - desk : 0.063 0.255 0.665 [2020-11-13 01:11:28,965][root][INFO] - curtain : 0.308 0.544 0.653 [2020-11-13 01:11:28,965][root][INFO] - refrigerator : 0.385 0.528 0.562 [2020-11-13 01:11:28,965][root][INFO] - shower curtain : 0.404 0.609 0.638 [2020-11-13 01:11:28,965][root][INFO] - toilet : 0.859 0.998 0.998 [2020-11-13 01:11:28,965][root][INFO] - sink : 0.377 0.702 0.863 [2020-11-13 01:11:28,965][root][INFO] - bathtub : 0.611 0.773 0.871 [2020-11-13 01:11:28,965][root][INFO] - otherfurniture : 0.348 0.497 0.651 [2020-11-13 01:11:28,965][root][INFO] - ---------------------------------------------------------------- [2020-11-13 01:11:28,965][root][INFO] - average : 0.364 0.577 0.716 [2020-11-13 01:11:28,965][root][INFO] - [2020-11-13 01:11:29,084][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 01:11:29,086][root][INFO] - Current best mIoU: 71.637 at iter 7000 [2020-11-13 01:11:33,199][root][INFO] - ===> Epoch[289](7501/26): Loss -0.6535, Sem 0.1249, dir -0.9568, norm 0.1783, swav 0.0000 LR: 6.550e-02 Score 95.901 Data time: 0.1505, Forward time: 2.2655, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.1070 [2020-11-13 01:11:39,666][root][INFO] - ===> Epoch[289](7502/26): Loss -0.6655, Sem 0.1280, dir -0.9634, norm 0.1700, swav 0.0000 LR: 6.550e-02 Score 95.669 Data time: 0.2361, Forward time: 2.2655, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.3722 [2020-11-13 01:11:45,034][root][INFO] - ===> Epoch[289](7503/26): Loss -0.6877, Sem 0.1118, dir -0.9646, norm 0.1650, swav 0.0000 LR: 6.550e-02 Score 96.263 Data time: 0.1612, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.2523 [2020-11-13 01:11:51,271][root][INFO] - ===> Epoch[289](7504/26): Loss -0.6241, Sem 0.1215, dir -0.9571, norm 0.2115, swav 0.0000 LR: 6.549e-02 Score 95.909 Data time: 0.2105, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.1772 [2020-11-13 01:11:56,907][root][INFO] - ===> Epoch[289](7505/26): Loss -0.6787, Sem 0.1105, dir -0.9615, norm 0.1724, swav 0.0000 LR: 6.549e-02 Score 96.316 Data time: 0.2054, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.5161 [2020-11-13 01:12:02,621][root][INFO] - ===> Epoch[289](7506/26): Loss -0.7023, Sem 0.1026, dir -0.9664, norm 0.1615, swav 0.0000 LR: 6.548e-02 Score 96.517 Data time: 0.1610, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.6024 [2020-11-13 01:12:07,847][root][INFO] - ===> Epoch[289](7507/26): Loss -0.6731, Sem 0.1179, dir -0.9575, norm 0.1664, swav 0.0000 LR: 6.548e-02 Score 95.970 Data time: 0.1944, Forward time: 2.2653, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.1337 [2020-11-13 01:12:14,790][root][INFO] - ===> Epoch[289](7508/26): Loss -0.6530, Sem 0.1175, dir -0.9579, norm 0.1874, swav 0.0000 LR: 6.547e-02 Score 96.161 Data time: 0.2199, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.8351 [2020-11-13 01:12:19,939][root][INFO] - ===> Epoch[289](7509/26): Loss -0.6884, Sem 0.1205, dir -0.9664, norm 0.1575, swav 0.0000 LR: 6.547e-02 Score 95.676 Data time: 0.1724, Forward time: 2.2653, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.0314 [2020-11-13 01:12:25,077][root][INFO] - ===> Epoch[289](7510/26): Loss -0.6736, Sem 0.1152, dir -0.9570, norm 0.1683, swav 0.0000 LR: 6.546e-02 Score 96.012 Data time: 0.1873, Forward time: 2.2653, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.0364 [2020-11-13 01:12:31,128][root][INFO] - ===> Epoch[289](7511/26): Loss -0.6823, Sem 0.1110, dir -0.9629, norm 0.1697, swav 0.0000 LR: 6.546e-02 Score 96.339 Data time: 0.2158, Forward time: 2.2653, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.9255 [2020-11-13 01:12:35,959][root][INFO] - ===> Epoch[289](7512/26): Loss -0.6485, Sem 0.1262, dir -0.9614, norm 0.1867, swav 0.0000 LR: 6.545e-02 Score 95.869 Data time: 0.2378, Forward time: 2.2653, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 4.7134 [2020-11-13 01:12:41,901][root][INFO] - ===> Epoch[289](7513/26): Loss -0.6287, Sem 0.1211, dir -0.9512, norm 0.2014, swav 0.0000 LR: 6.545e-02 Score 95.987 Data time: 0.2108, Forward time: 2.2653, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.8241 [2020-11-13 01:12:49,049][root][INFO] - ===> Epoch[289](7514/26): Loss -0.6974, Sem 0.1087, dir -0.9634, norm 0.1573, swav 0.0000 LR: 6.544e-02 Score 96.156 Data time: 0.2597, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 7.0114 [2020-11-13 01:12:54,347][root][INFO] - ===> Epoch[290](7515/26): Loss -0.6960, Sem 0.0981, dir -0.9615, norm 0.1674, swav 0.0000 LR: 6.544e-02 Score 96.664 Data time: 0.1667, Forward time: 2.2653, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.1641 [2020-11-13 01:12:58,915][root][INFO] - ===> Epoch[290](7516/26): Loss -0.6404, Sem 0.1360, dir -0.9609, norm 0.1844, swav 0.0000 LR: 6.543e-02 Score 95.556 Data time: 0.2006, Forward time: 2.2653, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.4867 [2020-11-13 01:13:04,471][root][INFO] - ===> Epoch[290](7517/26): Loss -0.6579, Sem 0.1265, dir -0.9595, norm 0.1751, swav 0.0000 LR: 6.543e-02 Score 95.656 Data time: 0.2311, Forward time: 2.2653, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.4606 [2020-11-13 01:13:09,672][root][INFO] - ===> Epoch[290](7518/26): Loss -0.6505, Sem 0.1284, dir -0.9569, norm 0.1781, swav 0.0000 LR: 6.542e-02 Score 95.732 Data time: 0.1360, Forward time: 2.2653, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.0696 [2020-11-13 01:13:16,332][root][INFO] - ===> Epoch[290](7519/26): Loss -0.6522, Sem 0.1425, dir -0.9583, norm 0.1636, swav 0.0000 LR: 6.542e-02 Score 95.441 Data time: 0.2106, Forward time: 2.2652, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.5792 [2020-11-13 01:13:21,518][root][INFO] - ===> Epoch[290](7520/26): Loss -0.6696, Sem 0.1161, dir -0.9569, norm 0.1712, swav 0.0000 LR: 6.542e-02 Score 96.235 Data time: 0.2117, Forward time: 2.2652, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.0827 [2020-11-13 01:13:26,925][root][INFO] - ===> Epoch[290](7521/26): Loss -0.6125, Sem 0.1419, dir -0.9552, norm 0.2008, swav 0.0000 LR: 6.541e-02 Score 95.110 Data time: 0.2322, Forward time: 2.2652, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.2689 [2020-11-13 01:13:32,960][root][INFO] - ===> Epoch[290](7522/26): Loss -0.6456, Sem 0.1378, dir -0.9607, norm 0.1773, swav 0.0000 LR: 6.541e-02 Score 95.256 Data time: 0.2233, Forward time: 2.2652, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.9172 [2020-11-13 01:13:38,297][root][INFO] - ===> Epoch[290](7523/26): Loss -0.6474, Sem 0.1193, dir -0.9594, norm 0.1927, swav 0.0000 LR: 6.540e-02 Score 95.945 Data time: 0.1711, Forward time: 2.2652, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.1908 [2020-11-13 01:13:44,398][root][INFO] - ===> Epoch[290](7524/26): Loss -0.6381, Sem 0.1340, dir -0.9622, norm 0.1902, swav 0.0000 LR: 6.540e-02 Score 95.534 Data time: 0.2767, Forward time: 2.2653, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.9997 [2020-11-13 01:13:49,646][root][INFO] - ===> Epoch[290](7525/26): Loss -0.6367, Sem 0.1450, dir -0.9580, norm 0.1763, swav 0.0000 LR: 6.539e-02 Score 95.173 Data time: 0.2029, Forward time: 2.2652, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.0996 [2020-11-13 01:13:55,020][root][INFO] - ===> Epoch[290](7526/26): Loss -0.6169, Sem 0.1477, dir -0.9529, norm 0.1883, swav 0.0000 LR: 6.539e-02 Score 95.188 Data time: 0.1990, Forward time: 2.2652, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.2541 [2020-11-13 01:14:02,008][root][INFO] - ===> Epoch[290](7527/26): Loss -0.6733, Sem 0.1192, dir -0.9609, norm 0.1684, swav 0.0000 LR: 6.538e-02 Score 95.918 Data time: 0.1638, Forward time: 2.2652, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.8807 [2020-11-13 01:14:08,024][root][INFO] - ===> Epoch[290](7528/26): Loss -0.6629, Sem 0.1141, dir -0.9563, norm 0.1793, swav 0.0000 LR: 6.538e-02 Score 96.122 Data time: 0.2730, Forward time: 2.2652, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.9325 [2020-11-13 01:14:13,122][root][INFO] - ===> Epoch[290](7529/26): Loss -0.6639, Sem 0.1133, dir -0.9566, norm 0.1794, swav 0.0000 LR: 6.537e-02 Score 96.331 Data time: 0.2160, Forward time: 2.2653, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 4.9832 [2020-11-13 01:14:19,503][root][INFO] - ===> Epoch[290](7530/26): Loss -0.6354, Sem 0.1237, dir -0.9570, norm 0.1979, swav 0.0000 LR: 6.537e-02 Score 95.881 Data time: 0.1759, Forward time: 2.2652, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.2708 [2020-11-13 01:14:25,579][root][INFO] - ===> Epoch[290](7531/26): Loss -0.6407, Sem 0.1147, dir -0.9571, norm 0.2017, swav 0.0000 LR: 6.536e-02 Score 96.147 Data time: 0.2795, Forward time: 2.2653, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.0007 [2020-11-13 01:14:32,526][root][INFO] - ===> Epoch[290](7532/26): Loss -0.6429, Sem 0.1207, dir -0.9546, norm 0.1910, swav 0.0000 LR: 6.536e-02 Score 95.840 Data time: 0.2057, Forward time: 2.2653, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.8214 [2020-11-13 01:14:37,902][root][INFO] - ===> Epoch[290](7533/26): Loss -0.6613, Sem 0.1093, dir -0.9522, norm 0.1815, swav 0.0000 LR: 6.535e-02 Score 96.340 Data time: 0.1690, Forward time: 2.2653, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.2675 [2020-11-13 01:14:43,458][root][INFO] - ===> Epoch[290](7534/26): Loss -0.6427, Sem 0.1291, dir -0.9590, norm 0.1872, swav 0.0000 LR: 6.535e-02 Score 95.537 Data time: 0.2412, Forward time: 2.2653, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.4817 [2020-11-13 01:14:49,123][root][INFO] - ===> Epoch[290](7535/26): Loss -0.6636, Sem 0.1106, dir -0.9583, norm 0.1841, swav 0.0000 LR: 6.534e-02 Score 96.235 Data time: 0.2691, Forward time: 2.2654, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.5370 [2020-11-13 01:14:55,088][root][INFO] - ===> Epoch[290](7536/26): Loss -0.6387, Sem 0.1338, dir -0.9598, norm 0.1874, swav 0.0000 LR: 6.534e-02 Score 95.759 Data time: 0.2510, Forward time: 2.2654, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.8386 [2020-11-13 01:15:00,294][root][INFO] - ===> Epoch[290](7537/26): Loss -0.6606, Sem 0.1123, dir -0.9582, norm 0.1852, swav 0.0000 LR: 6.533e-02 Score 96.295 Data time: 0.1993, Forward time: 2.2654, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.0710 [2020-11-13 01:15:05,292][root][INFO] - ===> Epoch[290](7538/26): Loss -0.6222, Sem 0.1261, dir -0.9601, norm 0.2118, swav 0.0000 LR: 6.533e-02 Score 95.904 Data time: 0.2545, Forward time: 2.2654, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 4.8966 [2020-11-13 01:15:11,683][root][INFO] - ===> Epoch[290](7539/26): Loss -0.6667, Sem 0.1131, dir -0.9575, norm 0.1777, swav 0.0000 LR: 6.533e-02 Score 96.041 Data time: 0.2134, Forward time: 2.2655, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.2727 [2020-11-13 01:15:17,743][root][INFO] - ===> Epoch[290](7540/26): Loss -0.6182, Sem 0.1227, dir -0.9516, norm 0.2107, swav 0.0000 LR: 6.532e-02 Score 96.107 Data time: 0.1814, Forward time: 2.2654, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.9330 [2020-11-13 01:15:22,891][root][INFO] - ===> Epoch[291](7541/26): Loss -0.6534, Sem 0.1258, dir -0.9620, norm 0.1828, swav 0.0000 LR: 6.532e-02 Score 95.756 Data time: 0.2287, Forward time: 2.2654, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 5.0641 [2020-11-13 01:15:28,707][root][INFO] - ===> Epoch[291](7542/26): Loss -0.6591, Sem 0.1247, dir -0.9606, norm 0.1768, swav 0.0000 LR: 6.531e-02 Score 95.753 Data time: 0.2799, Forward time: 2.2655, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.6998 [2020-11-13 01:15:35,031][root][INFO] - ===> Epoch[291](7543/26): Loss -0.6075, Sem 0.1183, dir -0.9507, norm 0.2249, swav 0.0000 LR: 6.531e-02 Score 96.076 Data time: 0.2434, Forward time: 2.2656, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 6.1908 [2020-11-13 01:15:40,855][root][INFO] - ===> Epoch[291](7544/26): Loss -0.6776, Sem 0.1128, dir -0.9609, norm 0.1705, swav 0.0000 LR: 6.530e-02 Score 96.135 Data time: 0.1772, Forward time: 2.2655, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 5.6973 [2020-11-13 01:15:47,279][root][INFO] - ===> Epoch[291](7545/26): Loss -0.6369, Sem 0.1140, dir -0.9504, norm 0.1995, swav 0.0000 LR: 6.530e-02 Score 96.254 Data time: 0.3227, Forward time: 2.2656, Backward time: 3.1244, DDP time: 0.0043, Total iter time: 6.3401 [2020-11-13 01:15:53,919][root][INFO] - ===> Epoch[291](7546/26): Loss -0.6405, Sem 0.1369, dir -0.9567, norm 0.1793, swav 0.0000 LR: 6.529e-02 Score 95.637 Data time: 0.1852, Forward time: 2.2656, Backward time: 3.1245, DDP time: 0.0043, Total iter time: 6.5026 [2020-11-13 01:16:00,452][root][INFO] - ===> Epoch[291](7547/26): Loss -0.6087, Sem 0.1141, dir -0.9424, norm 0.2196, swav 0.0000 LR: 6.529e-02 Score 96.122 Data time: 0.1344, Forward time: 2.2655, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.4379 [2020-11-13 01:16:06,312][root][INFO] - ===> Epoch[291](7548/26): Loss -0.6770, Sem 0.1222, dir -0.9635, norm 0.1643, swav 0.0000 LR: 6.528e-02 Score 95.961 Data time: 0.1564, Forward time: 2.2655, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.8008 [2020-11-13 01:16:11,718][root][INFO] - ===> Epoch[291](7549/26): Loss -0.6395, Sem 0.1238, dir -0.9525, norm 0.1892, swav 0.0000 LR: 6.528e-02 Score 95.810 Data time: 0.1510, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.3254 [2020-11-13 01:16:18,158][root][INFO] - ===> Epoch[291](7550/26): Loss -0.6718, Sem 0.1179, dir -0.9580, norm 0.1682, swav 0.0000 LR: 6.527e-02 Score 96.075 Data time: 0.1795, Forward time: 2.2653, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 6.3770 [2020-11-13 01:16:23,783][root][INFO] - ===> Epoch[291](7551/26): Loss -0.6711, Sem 0.1195, dir -0.9642, norm 0.1736, swav 0.0000 LR: 6.527e-02 Score 96.243 Data time: 0.2401, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.5143 [2020-11-13 01:16:29,102][root][INFO] - ===> Epoch[291](7552/26): Loss -0.6327, Sem 0.1331, dir -0.9534, norm 0.1877, swav 0.0000 LR: 6.526e-02 Score 95.739 Data time: 0.2461, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.1975 [2020-11-13 01:16:33,923][root][INFO] - ===> Epoch[291](7553/26): Loss -0.6661, Sem 0.1181, dir -0.9594, norm 0.1752, swav 0.0000 LR: 6.526e-02 Score 95.955 Data time: 0.1817, Forward time: 2.2654, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.7157 [2020-11-13 01:16:39,351][root][INFO] - ===> Epoch[291](7554/26): Loss -0.6546, Sem 0.1206, dir -0.9564, norm 0.1812, swav 0.0000 LR: 6.525e-02 Score 95.955 Data time: 0.2029, Forward time: 2.2654, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.3548 [2020-11-13 01:16:46,521][root][INFO] - ===> Epoch[291](7555/26): Loss -0.6507, Sem 0.1285, dir -0.9578, norm 0.1786, swav 0.0000 LR: 6.525e-02 Score 95.656 Data time: 0.2253, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 7.0605 [2020-11-13 01:16:51,876][root][INFO] - ===> Epoch[291](7556/26): Loss -0.6605, Sem 0.1211, dir -0.9591, norm 0.1774, swav 0.0000 LR: 6.525e-02 Score 96.205 Data time: 0.2324, Forward time: 2.2654, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.2360 [2020-11-13 01:16:58,742][root][INFO] - ===> Epoch[291](7557/26): Loss -0.6631, Sem 0.1250, dir -0.9606, norm 0.1725, swav 0.0000 LR: 6.524e-02 Score 95.841 Data time: 0.2589, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.7566 [2020-11-13 01:17:04,626][root][INFO] - ===> Epoch[291](7558/26): Loss -0.6774, Sem 0.1115, dir -0.9616, norm 0.1727, swav 0.0000 LR: 6.524e-02 Score 96.261 Data time: 0.2014, Forward time: 2.2654, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.7557 [2020-11-13 01:17:11,144][root][INFO] - ===> Epoch[291](7559/26): Loss -0.6674, Sem 0.1124, dir -0.9588, norm 0.1790, swav 0.0000 LR: 6.523e-02 Score 96.093 Data time: 0.2491, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.4012 [2020-11-13 01:17:17,168][root][INFO] - ===> Epoch[291](7560/26): Loss -0.6717, Sem 0.1175, dir -0.9578, norm 0.1685, swav 0.0000 LR: 6.523e-02 Score 95.976 Data time: 0.2063, Forward time: 2.2655, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.8665 [2020-11-13 01:17:25,850][root][INFO] - ===> Epoch[291](7561/26): Loss -0.6485, Sem 0.1195, dir -0.9539, norm 0.1859, swav 0.0000 LR: 6.522e-02 Score 96.129 Data time: 0.2111, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 8.5611 [2020-11-13 01:17:32,313][root][INFO] - ===> Epoch[291](7562/26): Loss -0.6289, Sem 0.1260, dir -0.9561, norm 0.2012, swav 0.0000 LR: 6.522e-02 Score 95.567 Data time: 0.2714, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.3416 [2020-11-13 01:17:37,711][root][INFO] - ===> Epoch[291](7563/26): Loss -0.6388, Sem 0.1223, dir -0.9654, norm 0.2044, swav 0.0000 LR: 6.521e-02 Score 96.094 Data time: 0.2557, Forward time: 2.2656, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.2817 [2020-11-13 01:17:42,533][root][INFO] - ===> Epoch[291](7564/26): Loss -0.6750, Sem 0.0999, dir -0.9587, norm 0.1838, swav 0.0000 LR: 6.521e-02 Score 96.531 Data time: 0.1380, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.7183 [2020-11-13 01:17:47,457][root][INFO] - ===> Epoch[291](7565/26): Loss -0.6682, Sem 0.1207, dir -0.9610, norm 0.1722, swav 0.0000 LR: 6.520e-02 Score 95.883 Data time: 0.2320, Forward time: 2.2655, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.8294 [2020-11-13 01:17:53,032][root][INFO] - ===> Epoch[291](7566/26): Loss -0.6375, Sem 0.1311, dir -0.9578, norm 0.1892, swav 0.0000 LR: 6.520e-02 Score 95.513 Data time: 0.1616, Forward time: 2.2654, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.4675 [2020-11-13 01:17:58,125][root][INFO] - ===> Epoch[292](7567/26): Loss -0.6822, Sem 0.1085, dir -0.9564, norm 0.1657, swav 0.0000 LR: 6.519e-02 Score 96.374 Data time: 0.1624, Forward time: 2.2654, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.9979 [2020-11-13 01:18:03,372][root][INFO] - ===> Epoch[292](7568/26): Loss -0.6542, Sem 0.1196, dir -0.9555, norm 0.1817, swav 0.0000 LR: 6.519e-02 Score 95.938 Data time: 0.1834, Forward time: 2.2653, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.1468 [2020-11-13 01:18:08,498][root][INFO] - ===> Epoch[292](7569/26): Loss -0.6347, Sem 0.1436, dir -0.9592, norm 0.1809, swav 0.0000 LR: 6.518e-02 Score 95.183 Data time: 0.2403, Forward time: 2.2653, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.0328 [2020-11-13 01:18:14,383][root][INFO] - ===> Epoch[292](7570/26): Loss -0.6483, Sem 0.1263, dir -0.9588, norm 0.1842, swav 0.0000 LR: 6.518e-02 Score 95.752 Data time: 0.1799, Forward time: 2.2653, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.7840 [2020-11-13 01:18:20,670][root][INFO] - ===> Epoch[292](7571/26): Loss -0.6634, Sem 0.1249, dir -0.9597, norm 0.1713, swav 0.0000 LR: 6.517e-02 Score 95.626 Data time: 0.2705, Forward time: 2.2654, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 6.1901 [2020-11-13 01:18:27,276][root][INFO] - ===> Epoch[292](7572/26): Loss -0.6230, Sem 0.1251, dir -0.9555, norm 0.2075, swav 0.0000 LR: 6.517e-02 Score 95.706 Data time: 0.2417, Forward time: 2.2654, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 6.4653 [2020-11-13 01:18:33,940][root][INFO] - ===> Epoch[292](7573/26): Loss -0.6512, Sem 0.1281, dir -0.9623, norm 0.1830, swav 0.0000 LR: 6.517e-02 Score 95.645 Data time: 0.1935, Forward time: 2.2654, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.5406 [2020-11-13 01:18:39,506][root][INFO] - ===> Epoch[292](7574/26): Loss -0.6641, Sem 0.1231, dir -0.9615, norm 0.1743, swav 0.0000 LR: 6.516e-02 Score 96.001 Data time: 0.2046, Forward time: 2.2654, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.4396 [2020-11-13 01:18:45,019][root][INFO] - ===> Epoch[292](7575/26): Loss -0.6916, Sem 0.1019, dir -0.9618, norm 0.1683, swav 0.0000 LR: 6.516e-02 Score 96.695 Data time: 0.2451, Forward time: 2.2654, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.3809 [2020-11-13 01:18:51,201][root][INFO] - ===> Epoch[292](7576/26): Loss -0.6773, Sem 0.1161, dir -0.9642, norm 0.1708, swav 0.0000 LR: 6.515e-02 Score 95.927 Data time: 0.1491, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.0682 [2020-11-13 01:18:57,410][root][INFO] - ===> Epoch[292](7577/26): Loss -0.6361, Sem 0.1383, dir -0.9618, norm 0.1874, swav 0.0000 LR: 6.515e-02 Score 95.220 Data time: 0.2597, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.1320 [2020-11-13 01:19:04,389][root][INFO] - ===> Epoch[292](7578/26): Loss -0.7140, Sem 0.0989, dir -0.9659, norm 0.1530, swav 0.0000 LR: 6.514e-02 Score 96.500 Data time: 0.3003, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.8372 [2020-11-13 01:19:10,379][root][INFO] - ===> Epoch[292](7579/26): Loss -0.6100, Sem 0.1524, dir -0.9577, norm 0.1954, swav 0.0000 LR: 6.514e-02 Score 94.904 Data time: 0.2011, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.8307 [2020-11-13 01:19:15,917][root][INFO] - ===> Epoch[292](7580/26): Loss -0.6491, Sem 0.1226, dir -0.9554, norm 0.1837, swav 0.0000 LR: 6.513e-02 Score 95.934 Data time: 0.1737, Forward time: 2.2654, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.4148 [2020-11-13 01:19:22,073][root][INFO] - ===> Epoch[292](7581/26): Loss -0.6617, Sem 0.1217, dir -0.9576, norm 0.1742, swav 0.0000 LR: 6.513e-02 Score 95.934 Data time: 0.1510, Forward time: 2.2653, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.0660 [2020-11-13 01:19:26,861][root][INFO] - ===> Epoch[292](7582/26): Loss -0.6883, Sem 0.1112, dir -0.9631, norm 0.1636, swav 0.0000 LR: 6.512e-02 Score 96.134 Data time: 0.2271, Forward time: 2.2653, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.6981 [2020-11-13 01:19:33,275][root][INFO] - ===> Epoch[292](7583/26): Loss -0.6496, Sem 0.1352, dir -0.9595, norm 0.1747, swav 0.0000 LR: 6.512e-02 Score 95.513 Data time: 0.3185, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 6.3076 [2020-11-13 01:19:38,843][root][INFO] - ===> Epoch[292](7584/26): Loss -0.6622, Sem 0.1233, dir -0.9581, norm 0.1727, swav 0.0000 LR: 6.511e-02 Score 95.885 Data time: 0.2262, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.4318 [2020-11-13 01:19:44,538][root][INFO] - ===> Epoch[292](7585/26): Loss -0.6849, Sem 0.1164, dir -0.9653, norm 0.1639, swav 0.0000 LR: 6.511e-02 Score 95.926 Data time: 0.2408, Forward time: 2.2656, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.5716 [2020-11-13 01:19:49,711][root][INFO] - ===> Epoch[292](7586/26): Loss -0.6698, Sem 0.1139, dir -0.9553, norm 0.1715, swav 0.0000 LR: 6.510e-02 Score 96.326 Data time: 0.1480, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.0511 [2020-11-13 01:19:56,193][root][INFO] - ===> Epoch[292](7587/26): Loss -0.6286, Sem 0.1391, dir -0.9583, norm 0.1906, swav 0.0000 LR: 6.510e-02 Score 95.321 Data time: 0.2563, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 6.3947 [2020-11-13 01:20:01,006][root][INFO] - ===> Epoch[292](7588/26): Loss -0.6827, Sem 0.1178, dir -0.9628, norm 0.1622, swav 0.0000 LR: 6.509e-02 Score 95.972 Data time: 0.2096, Forward time: 2.2656, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.7008 [2020-11-13 01:20:08,424][root][INFO] - ===> Epoch[292](7589/26): Loss -0.6543, Sem 0.1317, dir -0.9634, norm 0.1773, swav 0.0000 LR: 6.509e-02 Score 95.653 Data time: 0.2098, Forward time: 2.2656, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 7.3164 [2020-11-13 01:20:13,425][root][INFO] - ===> Epoch[292](7590/26): Loss -0.6508, Sem 0.1303, dir -0.9600, norm 0.1789, swav 0.0000 LR: 6.508e-02 Score 95.677 Data time: 0.1815, Forward time: 2.2655, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.8808 [2020-11-13 01:20:18,951][root][INFO] - ===> Epoch[292](7591/26): Loss -0.6649, Sem 0.1248, dir -0.9605, norm 0.1709, swav 0.0000 LR: 6.508e-02 Score 95.622 Data time: 0.2996, Forward time: 2.2656, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.4389 [2020-11-13 01:20:26,337][root][INFO] - ===> Epoch[292](7592/26): Loss -0.6619, Sem 0.1248, dir -0.9578, norm 0.1710, swav 0.0000 LR: 6.508e-02 Score 95.721 Data time: 0.2467, Forward time: 2.2656, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 7.2768 [2020-11-13 01:20:31,368][root][INFO] - ===> Epoch[293](7593/26): Loss -0.6500, Sem 0.1284, dir -0.9496, norm 0.1712, swav 0.0000 LR: 6.507e-02 Score 95.707 Data time: 0.1464, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.9213 [2020-11-13 01:20:38,073][root][INFO] - ===> Epoch[293](7594/26): Loss -0.6775, Sem 0.1174, dir -0.9619, norm 0.1671, swav 0.0000 LR: 6.507e-02 Score 96.424 Data time: 0.2012, Forward time: 2.2654, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.6221 [2020-11-13 01:20:44,508][root][INFO] - ===> Epoch[293](7595/26): Loss -0.6511, Sem 0.1339, dir -0.9582, norm 0.1732, swav 0.0000 LR: 6.506e-02 Score 95.417 Data time: 0.2649, Forward time: 2.2655, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 6.3462 [2020-11-13 01:20:50,161][root][INFO] - ===> Epoch[293](7596/26): Loss -0.6781, Sem 0.1174, dir -0.9635, norm 0.1680, swav 0.0000 LR: 6.506e-02 Score 95.859 Data time: 0.1617, Forward time: 2.2655, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.5227 [2020-11-13 01:20:54,917][root][INFO] - ===> Epoch[293](7597/26): Loss -0.6820, Sem 0.1135, dir -0.9600, norm 0.1645, swav 0.0000 LR: 6.505e-02 Score 96.208 Data time: 0.1789, Forward time: 2.2654, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.6597 [2020-11-13 01:20:59,912][root][INFO] - ===> Epoch[293](7598/26): Loss -0.6283, Sem 0.1243, dir -0.9535, norm 0.2009, swav 0.0000 LR: 6.505e-02 Score 95.944 Data time: 0.1617, Forward time: 2.2654, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.8914 [2020-11-13 01:21:07,244][root][INFO] - ===> Epoch[293](7599/26): Loss -0.6781, Sem 0.1013, dir -0.9583, norm 0.1788, swav 0.0000 LR: 6.504e-02 Score 96.690 Data time: 0.1881, Forward time: 2.2653, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 7.2238 [2020-11-13 01:21:13,650][root][INFO] - ===> Epoch[293](7600/26): Loss -0.6474, Sem 0.1259, dir -0.9614, norm 0.1881, swav 0.0000 LR: 6.504e-02 Score 95.881 Data time: 0.3130, Forward time: 2.2654, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.3248 [2020-11-13 01:21:19,768][root][INFO] - ===> Epoch[293](7601/26): Loss -0.6293, Sem 0.1351, dir -0.9549, norm 0.1905, swav 0.0000 LR: 6.503e-02 Score 95.448 Data time: 0.1826, Forward time: 2.2654, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.0018 [2020-11-13 01:21:26,582][root][INFO] - ===> Epoch[293](7602/26): Loss -0.6699, Sem 0.1255, dir -0.9636, norm 0.1681, swav 0.0000 LR: 6.503e-02 Score 95.617 Data time: 0.1907, Forward time: 2.2653, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 6.7023 [2020-11-13 01:21:32,696][root][INFO] - ===> Epoch[293](7603/26): Loss -0.6762, Sem 0.1148, dir -0.9619, norm 0.1708, swav 0.0000 LR: 6.502e-02 Score 96.069 Data time: 0.2723, Forward time: 2.2655, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 5.9868 [2020-11-13 01:21:37,761][root][INFO] - ===> Epoch[293](7604/26): Loss -0.7068, Sem 0.1054, dir -0.9681, norm 0.1558, swav 0.0000 LR: 6.502e-02 Score 96.439 Data time: 0.1315, Forward time: 2.2654, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 4.9361 [2020-11-13 01:21:43,263][root][INFO] - ===> Epoch[293](7605/26): Loss -0.6557, Sem 0.1347, dir -0.9609, norm 0.1705, swav 0.0000 LR: 6.501e-02 Score 95.880 Data time: 0.1870, Forward time: 2.2653, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 5.3878 [2020-11-13 01:21:48,933][root][INFO] - ===> Epoch[293](7606/26): Loss -0.6432, Sem 0.1306, dir -0.9617, norm 0.1880, swav 0.0000 LR: 6.501e-02 Score 95.690 Data time: 0.2423, Forward time: 2.2653, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.5689 [2020-11-13 01:21:55,299][root][INFO] - ===> Epoch[293](7607/26): Loss -0.6696, Sem 0.1147, dir -0.9594, norm 0.1751, swav 0.0000 LR: 6.500e-02 Score 96.074 Data time: 0.3015, Forward time: 2.2655, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.2134 [2020-11-13 01:22:00,739][root][INFO] - ===> Epoch[293](7608/26): Loss -0.6481, Sem 0.1236, dir -0.9583, norm 0.1866, swav 0.0000 LR: 6.500e-02 Score 95.766 Data time: 0.2302, Forward time: 2.2655, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.3185 [2020-11-13 01:22:06,938][root][INFO] - ===> Epoch[293](7609/26): Loss -0.6185, Sem 0.1442, dir -0.9544, norm 0.1918, swav 0.0000 LR: 6.500e-02 Score 95.039 Data time: 0.1616, Forward time: 2.2654, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.0843 [2020-11-13 01:22:12,016][root][INFO] - ===> Epoch[293](7610/26): Loss -0.6759, Sem 0.1194, dir -0.9595, norm 0.1642, swav 0.0000 LR: 6.499e-02 Score 95.942 Data time: 0.1969, Forward time: 2.2654, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 4.9931 [2020-11-13 01:22:18,456][root][INFO] - ===> Epoch[293](7611/26): Loss -0.6666, Sem 0.1115, dir -0.9612, norm 0.1830, swav 0.0000 LR: 6.499e-02 Score 96.205 Data time: 0.3141, Forward time: 2.2655, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 6.3394 [2020-11-13 01:22:23,971][root][INFO] - ===> Epoch[293](7612/26): Loss -0.6595, Sem 0.1127, dir -0.9583, norm 0.1861, swav 0.0000 LR: 6.498e-02 Score 96.302 Data time: 0.1940, Forward time: 2.2655, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.3945 [2020-11-13 01:22:29,390][root][INFO] - ===> Epoch[293](7613/26): Loss -0.6737, Sem 0.1194, dir -0.9623, norm 0.1691, swav 0.0000 LR: 6.498e-02 Score 95.980 Data time: 0.2349, Forward time: 2.2655, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.3063 [2020-11-13 01:22:36,397][root][INFO] - ===> Epoch[293](7614/26): Loss -0.6912, Sem 0.1156, dir -0.9622, norm 0.1555, swav 0.0000 LR: 6.497e-02 Score 96.110 Data time: 0.2232, Forward time: 2.2655, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 6.9009 [2020-11-13 01:22:41,686][root][INFO] - ===> Epoch[293](7615/26): Loss -0.6663, Sem 0.1149, dir -0.9579, norm 0.1768, swav 0.0000 LR: 6.497e-02 Score 96.035 Data time: 0.2210, Forward time: 2.2655, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.1922 [2020-11-13 01:22:47,141][root][INFO] - ===> Epoch[293](7616/26): Loss -0.6797, Sem 0.1151, dir -0.9638, norm 0.1689, swav 0.0000 LR: 6.496e-02 Score 96.124 Data time: 0.1890, Forward time: 2.2655, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.3574 [2020-11-13 01:22:53,103][root][INFO] - ===> Epoch[293](7617/26): Loss -0.7042, Sem 0.1012, dir -0.9645, norm 0.1590, swav 0.0000 LR: 6.496e-02 Score 96.572 Data time: 0.1543, Forward time: 2.2654, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.8330 [2020-11-13 01:22:58,783][root][INFO] - ===> Epoch[293](7618/26): Loss -0.6896, Sem 0.1112, dir -0.9610, norm 0.1602, swav 0.0000 LR: 6.495e-02 Score 96.327 Data time: 0.2701, Forward time: 2.2655, Backward time: 3.1257, DDP time: 0.0043, Total iter time: 5.6121 [2020-11-13 01:23:04,400][root][INFO] - ===> Epoch[294](7619/26): Loss -0.6649, Sem 0.1108, dir -0.9588, norm 0.1831, swav 0.0000 LR: 6.495e-02 Score 96.434 Data time: 0.2501, Forward time: 2.2655, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.4874 [2020-11-13 01:23:10,314][root][INFO] - ===> Epoch[294](7620/26): Loss -0.6536, Sem 0.1177, dir -0.9593, norm 0.1879, swav 0.0000 LR: 6.494e-02 Score 95.878 Data time: 0.2746, Forward time: 2.2656, Backward time: 3.1255, DDP time: 0.0043, Total iter time: 5.7806 [2020-11-13 01:23:15,039][root][INFO] - ===> Epoch[294](7621/26): Loss -0.6710, Sem 0.1134, dir -0.9569, norm 0.1725, swav 0.0000 LR: 6.494e-02 Score 96.261 Data time: 0.1843, Forward time: 2.2656, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 4.5707 [2020-11-13 01:23:19,864][root][INFO] - ===> Epoch[294](7622/26): Loss -0.6728, Sem 0.1200, dir -0.9632, norm 0.1703, swav 0.0000 LR: 6.493e-02 Score 95.992 Data time: 0.2232, Forward time: 2.2656, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 4.7163 [2020-11-13 01:23:25,936][root][INFO] - ===> Epoch[294](7623/26): Loss -0.6649, Sem 0.1088, dir -0.9583, norm 0.1846, swav 0.0000 LR: 6.493e-02 Score 96.307 Data time: 0.2308, Forward time: 2.2656, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.9675 [2020-11-13 01:23:31,538][root][INFO] - ===> Epoch[294](7624/26): Loss -0.6797, Sem 0.1174, dir -0.9613, norm 0.1642, swav 0.0000 LR: 6.492e-02 Score 96.127 Data time: 0.2076, Forward time: 2.2656, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.5008 [2020-11-13 01:23:37,615][root][INFO] - ===> Epoch[294](7625/26): Loss -0.6741, Sem 0.1153, dir -0.9623, norm 0.1729, swav 0.0000 LR: 6.492e-02 Score 96.023 Data time: 0.1985, Forward time: 2.2655, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 5.9735 [2020-11-13 01:23:42,536][root][INFO] - ===> Epoch[294](7626/26): Loss -0.5905, Sem 0.1657, dir -0.9552, norm 0.1990, swav 0.0000 LR: 6.491e-02 Score 94.846 Data time: 0.2288, Forward time: 2.2655, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 4.8233 [2020-11-13 01:23:47,084][root][INFO] - ===> Epoch[294](7627/26): Loss -0.7014, Sem 0.1141, dir -0.9688, norm 0.1533, swav 0.0000 LR: 6.491e-02 Score 95.942 Data time: 0.1897, Forward time: 2.2655, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 4.4592 [2020-11-13 01:23:52,411][root][INFO] - ===> Epoch[294](7628/26): Loss -0.6761, Sem 0.1136, dir -0.9641, norm 0.1744, swav 0.0000 LR: 6.491e-02 Score 96.323 Data time: 0.2276, Forward time: 2.2655, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.2284 [2020-11-13 01:23:58,254][root][INFO] - ===> Epoch[294](7629/26): Loss -0.6678, Sem 0.1246, dir -0.9596, norm 0.1671, swav 0.0000 LR: 6.490e-02 Score 95.743 Data time: 0.2446, Forward time: 2.2655, Backward time: 3.1251, DDP time: 0.0043, Total iter time: 5.7174 [2020-11-13 01:24:04,328][root][INFO] - ===> Epoch[294](7630/26): Loss -0.6807, Sem 0.1186, dir -0.9604, norm 0.1612, swav 0.0000 LR: 6.490e-02 Score 95.995 Data time: 0.2977, Forward time: 2.2656, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.9830 [2020-11-13 01:24:10,025][root][INFO] - ===> Epoch[294](7631/26): Loss -0.6867, Sem 0.1132, dir -0.9635, norm 0.1636, swav 0.0000 LR: 6.489e-02 Score 96.275 Data time: 0.2764, Forward time: 2.2657, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.5727 [2020-11-13 01:24:16,730][root][INFO] - ===> Epoch[294](7632/26): Loss -0.6529, Sem 0.1304, dir -0.9577, norm 0.1745, swav 0.0000 LR: 6.489e-02 Score 95.837 Data time: 0.2764, Forward time: 2.2658, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 6.5826 [2020-11-13 01:24:21,294][root][INFO] - ===> Epoch[294](7633/26): Loss -0.6640, Sem 0.1297, dir -0.9607, norm 0.1670, swav 0.0000 LR: 6.488e-02 Score 95.670 Data time: 0.2191, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.4286 [2020-11-13 01:24:26,419][root][INFO] - ===> Epoch[294](7634/26): Loss -0.6443, Sem 0.1327, dir -0.9582, norm 0.1811, swav 0.0000 LR: 6.488e-02 Score 95.535 Data time: 0.1887, Forward time: 2.2657, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.0376 [2020-11-13 01:24:32,852][root][INFO] - ===> Epoch[294](7635/26): Loss -0.6180, Sem 0.1229, dir -0.9590, norm 0.2181, swav 0.0000 LR: 6.487e-02 Score 95.951 Data time: 0.3274, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.3412 [2020-11-13 01:24:38,734][root][INFO] - ===> Epoch[294](7636/26): Loss -0.6701, Sem 0.1202, dir -0.9548, norm 0.1645, swav 0.0000 LR: 6.487e-02 Score 95.959 Data time: 0.2029, Forward time: 2.2658, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 5.7547 [2020-11-13 01:24:45,046][root][INFO] - ===> Epoch[294](7637/26): Loss -0.6378, Sem 0.1221, dir -0.9599, norm 0.2001, swav 0.0000 LR: 6.486e-02 Score 95.947 Data time: 0.2347, Forward time: 2.2659, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.2046 [2020-11-13 01:24:51,662][root][INFO] - ===> Epoch[294](7638/26): Loss -0.6529, Sem 0.1268, dir -0.9567, norm 0.1770, swav 0.0000 LR: 6.486e-02 Score 95.799 Data time: 0.2398, Forward time: 2.2659, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.4711 [2020-11-13 01:24:57,966][root][INFO] - ===> Epoch[294](7639/26): Loss -0.6425, Sem 0.1245, dir -0.9546, norm 0.1876, swav 0.0000 LR: 6.485e-02 Score 95.728 Data time: 0.2573, Forward time: 2.2659, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 6.2046 [2020-11-13 01:25:04,498][root][INFO] - ===> Epoch[294](7640/26): Loss -0.6545, Sem 0.1184, dir -0.9602, norm 0.1873, swav 0.0000 LR: 6.485e-02 Score 96.153 Data time: 0.3379, Forward time: 2.2661, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.4149 [2020-11-13 01:25:09,485][root][INFO] - ===> Epoch[294](7641/26): Loss -0.6068, Sem 0.1745, dir -0.9532, norm 0.1719, swav 0.0000 LR: 6.484e-02 Score 95.035 Data time: 0.1645, Forward time: 2.2660, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.8586 [2020-11-13 01:25:14,769][root][INFO] - ===> Epoch[294](7642/26): Loss -0.6570, Sem 0.1186, dir -0.9573, norm 0.1817, swav 0.0000 LR: 6.484e-02 Score 95.775 Data time: 0.2206, Forward time: 2.2660, Backward time: 3.1246, DDP time: 0.0043, Total iter time: 5.2108 [2020-11-13 01:25:19,660][root][INFO] - ===> Epoch[294](7643/26): Loss -0.6673, Sem 0.1345, dir -0.9633, norm 0.1614, swav 0.0000 LR: 6.483e-02 Score 95.567 Data time: 0.1963, Forward time: 2.2660, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 4.7810 [2020-11-13 01:25:25,278][root][INFO] - ===> Epoch[294](7644/26): Loss -0.6190, Sem 0.1405, dir -0.9554, norm 0.1959, swav 0.0000 LR: 6.483e-02 Score 95.336 Data time: 0.2072, Forward time: 2.2660, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.5281 [2020-11-13 01:25:30,099][root][INFO] - ===> Epoch[295](7645/26): Loss -0.5959, Sem 0.1832, dir -0.9530, norm 0.1739, swav 0.0000 LR: 6.483e-02 Score 94.000 Data time: 0.1880, Forward time: 2.2660, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 4.7013 [2020-11-13 01:25:36,048][root][INFO] - ===> Epoch[295](7646/26): Loss -0.6411, Sem 0.1457, dir -0.9602, norm 0.1734, swav 0.0000 LR: 6.482e-02 Score 95.660 Data time: 0.2512, Forward time: 2.2660, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.8488 [2020-11-13 01:25:40,595][root][INFO] - ===> Epoch[295](7647/26): Loss -0.6158, Sem 0.1419, dir -0.9577, norm 0.2000, swav 0.0000 LR: 6.482e-02 Score 95.329 Data time: 0.2328, Forward time: 2.2659, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 4.4505 [2020-11-13 01:25:46,559][root][INFO] - ===> Epoch[295](7648/26): Loss -0.5851, Sem 0.1544, dir -0.9496, norm 0.2101, swav 0.0000 LR: 6.481e-02 Score 94.887 Data time: 0.2466, Forward time: 2.2660, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.8681 [2020-11-13 01:25:53,004][root][INFO] - ===> Epoch[295](7649/26): Loss -0.6109, Sem 0.1497, dir -0.9528, norm 0.1921, swav 0.0000 LR: 6.481e-02 Score 95.154 Data time: 0.2197, Forward time: 2.2660, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.3432 [2020-11-13 01:25:57,659][root][INFO] - ===> Epoch[295](7650/26): Loss -0.6414, Sem 0.1365, dir -0.9557, norm 0.1778, swav 0.0000 LR: 6.480e-02 Score 95.638 Data time: 0.2012, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 4.5546 [2020-11-13 01:26:04,521][root][INFO] - ===> Epoch[295](7651/26): Loss -0.6051, Sem 0.1666, dir -0.9569, norm 0.1852, swav 0.0000 LR: 6.480e-02 Score 94.823 Data time: 0.2342, Forward time: 2.2661, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.7609 [2020-11-13 01:26:09,300][root][INFO] - ===> Epoch[295](7652/26): Loss -0.6279, Sem 0.1325, dir -0.9554, norm 0.1949, swav 0.0000 LR: 6.479e-02 Score 95.707 Data time: 0.2161, Forward time: 2.2661, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 4.6822 [2020-11-13 01:26:14,877][root][INFO] - ===> Epoch[295](7653/26): Loss -0.6327, Sem 0.1238, dir -0.9521, norm 0.1956, swav 0.0000 LR: 6.479e-02 Score 95.902 Data time: 0.2570, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.4845 [2020-11-13 01:26:21,810][root][INFO] - ===> Epoch[295](7654/26): Loss -0.6657, Sem 0.1201, dir -0.9645, norm 0.1787, swav 0.0000 LR: 6.478e-02 Score 95.952 Data time: 0.1660, Forward time: 2.2661, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.8315 [2020-11-13 01:26:27,618][root][INFO] - ===> Epoch[295](7655/26): Loss -0.6067, Sem 0.1456, dir -0.9562, norm 0.2040, swav 0.0000 LR: 6.478e-02 Score 95.193 Data time: 0.1880, Forward time: 2.2661, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.7379 [2020-11-13 01:26:32,462][root][INFO] - ===> Epoch[295](7656/26): Loss -0.6721, Sem 0.1232, dir -0.9593, norm 0.1640, swav 0.0000 LR: 6.477e-02 Score 96.056 Data time: 0.2186, Forward time: 2.2661, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 4.7663 [2020-11-13 01:26:36,967][root][INFO] - ===> Epoch[295](7657/26): Loss -0.5769, Sem 0.1894, dir -0.9520, norm 0.1857, swav 0.0000 LR: 6.477e-02 Score 94.706 Data time: 0.1692, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 4.3951 [2020-11-13 01:26:41,818][root][INFO] - ===> Epoch[295](7658/26): Loss -0.6150, Sem 0.1502, dir -0.9537, norm 0.1886, swav 0.0000 LR: 6.476e-02 Score 95.184 Data time: 0.1082, Forward time: 2.2659, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 4.7735 [2020-11-13 01:26:47,032][root][INFO] - ===> Epoch[295](7659/26): Loss -0.6028, Sem 0.1454, dir -0.9528, norm 0.2047, swav 0.0000 LR: 6.476e-02 Score 95.311 Data time: 0.1462, Forward time: 2.2658, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.1920 [2020-11-13 01:26:52,311][root][INFO] - ===> Epoch[295](7660/26): Loss -0.6321, Sem 0.1361, dir -0.9549, norm 0.1867, swav 0.0000 LR: 6.475e-02 Score 95.688 Data time: 0.2370, Forward time: 2.2658, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.2327 [2020-11-13 01:26:57,235][root][INFO] - ===> Epoch[295](7661/26): Loss -0.6253, Sem 0.1285, dir -0.9515, norm 0.1977, swav 0.0000 LR: 6.475e-02 Score 95.623 Data time: 0.2310, Forward time: 2.2658, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 4.8084 [2020-11-13 01:27:03,440][root][INFO] - ===> Epoch[295](7662/26): Loss -0.6143, Sem 0.1500, dir -0.9559, norm 0.1917, swav 0.0000 LR: 6.474e-02 Score 95.175 Data time: 0.3049, Forward time: 2.2660, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.0965 [2020-11-13 01:27:10,461][root][INFO] - ===> Epoch[295](7663/26): Loss -0.6027, Sem 0.1698, dir -0.9574, norm 0.1849, swav 0.0000 LR: 6.474e-02 Score 94.804 Data time: 0.1954, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.8881 [2020-11-13 01:27:16,946][root][INFO] - ===> Epoch[295](7664/26): Loss -0.6617, Sem 0.1233, dir -0.9590, norm 0.1740, swav 0.0000 LR: 6.474e-02 Score 95.952 Data time: 0.2567, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.3754 [2020-11-13 01:27:22,838][root][INFO] - ===> Epoch[295](7665/26): Loss -0.6415, Sem 0.1140, dir -0.9619, norm 0.2063, swav 0.0000 LR: 6.473e-02 Score 96.243 Data time: 0.2673, Forward time: 2.2661, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.7490 [2020-11-13 01:27:29,203][root][INFO] - ===> Epoch[295](7666/26): Loss -0.6590, Sem 0.1332, dir -0.9598, norm 0.1675, swav 0.0000 LR: 6.473e-02 Score 95.496 Data time: 0.1627, Forward time: 2.2660, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.2606 [2020-11-13 01:27:34,658][root][INFO] - ===> Epoch[295](7667/26): Loss -0.6221, Sem 0.1455, dir -0.9580, norm 0.1904, swav 0.0000 LR: 6.472e-02 Score 95.111 Data time: 0.2175, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.3770 [2020-11-13 01:27:40,509][root][INFO] - ===> Epoch[295](7668/26): Loss -0.6365, Sem 0.1374, dir -0.9586, norm 0.1847, swav 0.0000 LR: 6.472e-02 Score 95.520 Data time: 0.1988, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.7450 [2020-11-13 01:27:47,038][root][INFO] - ===> Epoch[295](7669/26): Loss -0.6504, Sem 0.1316, dir -0.9601, norm 0.1781, swav 0.0000 LR: 6.471e-02 Score 95.582 Data time: 0.1575, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.4364 [2020-11-13 01:27:51,722][root][INFO] - ===> Epoch[295](7670/26): Loss -0.6215, Sem 0.1347, dir -0.9556, norm 0.1994, swav 0.0000 LR: 6.471e-02 Score 95.548 Data time: 0.2050, Forward time: 2.2659, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 4.6119 [2020-11-13 01:27:57,973][root][INFO] - ===> Epoch[296](7671/26): Loss -0.6474, Sem 0.1356, dir -0.9565, norm 0.1735, swav 0.0000 LR: 6.470e-02 Score 95.774 Data time: 0.2330, Forward time: 2.2660, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.1493 [2020-11-13 01:28:03,814][root][INFO] - ===> Epoch[296](7672/26): Loss -0.6329, Sem 0.1480, dir -0.9627, norm 0.1818, swav 0.0000 LR: 6.470e-02 Score 95.190 Data time: 0.1630, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.7255 [2020-11-13 01:28:10,510][root][INFO] - ===> Epoch[296](7673/26): Loss -0.6171, Sem 0.1428, dir -0.9583, norm 0.1984, swav 0.0000 LR: 6.469e-02 Score 95.481 Data time: 0.2429, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.6165 [2020-11-13 01:28:15,934][root][INFO] - ===> Epoch[296](7674/26): Loss -0.6352, Sem 0.1396, dir -0.9569, norm 0.1821, swav 0.0000 LR: 6.469e-02 Score 95.417 Data time: 0.1922, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.3070 [2020-11-13 01:28:21,684][root][INFO] - ===> Epoch[296](7675/26): Loss -0.6654, Sem 0.1173, dir -0.9603, norm 0.1777, swav 0.0000 LR: 6.468e-02 Score 95.898 Data time: 0.2998, Forward time: 2.2660, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.6549 [2020-11-13 01:28:27,263][root][INFO] - ===> Epoch[296](7676/26): Loss -0.6447, Sem 0.1335, dir -0.9578, norm 0.1796, swav 0.0000 LR: 6.468e-02 Score 95.520 Data time: 0.2386, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.4448 [2020-11-13 01:28:32,549][root][INFO] - ===> Epoch[296](7677/26): Loss -0.6586, Sem 0.1228, dir -0.9577, norm 0.1764, swav 0.0000 LR: 6.467e-02 Score 95.820 Data time: 0.1621, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.1588 [2020-11-13 01:28:38,406][root][INFO] - ===> Epoch[296](7678/26): Loss -0.6731, Sem 0.1113, dir -0.9582, norm 0.1738, swav 0.0000 LR: 6.467e-02 Score 96.356 Data time: 0.1991, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.7880 [2020-11-13 01:28:44,215][root][INFO] - ===> Epoch[296](7679/26): Loss -0.6444, Sem 0.1303, dir -0.9548, norm 0.1802, swav 0.0000 LR: 6.466e-02 Score 95.625 Data time: 0.1870, Forward time: 2.2660, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.6922 [2020-11-13 01:28:49,773][root][INFO] - ===> Epoch[296](7680/26): Loss -0.6474, Sem 0.1394, dir -0.9580, norm 0.1712, swav 0.0000 LR: 6.466e-02 Score 95.412 Data time: 0.1396, Forward time: 2.2659, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.4569 [2020-11-13 01:28:55,101][root][INFO] - ===> Epoch[296](7681/26): Loss -0.6201, Sem 0.1335, dir -0.9561, norm 0.2026, swav 0.0000 LR: 6.466e-02 Score 95.601 Data time: 0.2218, Forward time: 2.2659, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.2665 [2020-11-13 01:29:00,558][root][INFO] - ===> Epoch[296](7682/26): Loss -0.6505, Sem 0.1260, dir -0.9554, norm 0.1790, swav 0.0000 LR: 6.465e-02 Score 95.989 Data time: 0.2099, Forward time: 2.2659, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.3280 [2020-11-13 01:29:06,163][root][INFO] - ===> Epoch[296](7683/26): Loss -0.6700, Sem 0.1190, dir -0.9634, norm 0.1744, swav 0.0000 LR: 6.465e-02 Score 96.149 Data time: 0.2556, Forward time: 2.2660, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.5129 [2020-11-13 01:29:12,112][root][INFO] - ===> Epoch[296](7684/26): Loss -0.6706, Sem 0.1082, dir -0.9611, norm 0.1823, swav 0.0000 LR: 6.464e-02 Score 96.310 Data time: 0.2279, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.8339 [2020-11-13 01:29:18,772][root][INFO] - ===> Epoch[296](7685/26): Loss -0.6421, Sem 0.1389, dir -0.9623, norm 0.1813, swav 0.0000 LR: 6.464e-02 Score 95.422 Data time: 0.2443, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.5724 [2020-11-13 01:29:24,547][root][INFO] - ===> Epoch[296](7686/26): Loss -0.6322, Sem 0.1360, dir -0.9554, norm 0.1872, swav 0.0000 LR: 6.463e-02 Score 95.423 Data time: 0.1964, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.6459 [2020-11-13 01:29:31,381][root][INFO] - ===> Epoch[296](7687/26): Loss -0.6407, Sem 0.1290, dir -0.9585, norm 0.1889, swav 0.0000 LR: 6.463e-02 Score 95.542 Data time: 0.2163, Forward time: 2.2660, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.7349 [2020-11-13 01:29:37,944][root][INFO] - ===> Epoch[296](7688/26): Loss -0.6779, Sem 0.1064, dir -0.9610, norm 0.1767, swav 0.0000 LR: 6.462e-02 Score 96.438 Data time: 0.2622, Forward time: 2.2661, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.4418 [2020-11-13 01:29:43,376][root][INFO] - ===> Epoch[296](7689/26): Loss -0.6051, Sem 0.1430, dir -0.9492, norm 0.2011, swav 0.0000 LR: 6.462e-02 Score 95.219 Data time: 0.2419, Forward time: 2.2662, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.3012 [2020-11-13 01:29:48,263][root][INFO] - ===> Epoch[296](7690/26): Loss -0.6389, Sem 0.1460, dir -0.9576, norm 0.1727, swav 0.0000 LR: 6.461e-02 Score 95.375 Data time: 0.2059, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 4.7532 [2020-11-13 01:29:54,670][root][INFO] - ===> Epoch[296](7691/26): Loss -0.6418, Sem 0.1210, dir -0.9494, norm 0.1866, swav 0.0000 LR: 6.461e-02 Score 95.811 Data time: 0.2649, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.2819 [2020-11-13 01:29:59,804][root][INFO] - ===> Epoch[296](7692/26): Loss -0.6374, Sem 0.1283, dir -0.9575, norm 0.1919, swav 0.0000 LR: 6.460e-02 Score 95.705 Data time: 0.2013, Forward time: 2.2662, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.0079 [2020-11-13 01:30:06,314][root][INFO] - ===> Epoch[296](7693/26): Loss -0.6354, Sem 0.1231, dir -0.9542, norm 0.1957, swav 0.0000 LR: 6.460e-02 Score 95.797 Data time: 0.2603, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.4097 [2020-11-13 01:30:12,610][root][INFO] - ===> Epoch[296](7694/26): Loss -0.6486, Sem 0.1311, dir -0.9571, norm 0.1774, swav 0.0000 LR: 6.459e-02 Score 95.604 Data time: 0.1977, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.1788 [2020-11-13 01:30:17,640][root][INFO] - ===> Epoch[296](7695/26): Loss -0.6678, Sem 0.1217, dir -0.9629, norm 0.1734, swav 0.0000 LR: 6.459e-02 Score 96.036 Data time: 0.2034, Forward time: 2.2662, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 4.9074 [2020-11-13 01:30:23,620][root][INFO] - ===> Epoch[296](7696/26): Loss -0.5954, Sem 0.1486, dir -0.9620, norm 0.2180, swav 0.0000 LR: 6.458e-02 Score 94.932 Data time: 0.1812, Forward time: 2.2662, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.8754 [2020-11-13 01:30:28,603][root][INFO] - ===> Epoch[297](7697/26): Loss -0.6912, Sem 0.1082, dir -0.9651, norm 0.1658, swav 0.0000 LR: 6.458e-02 Score 96.332 Data time: 0.1872, Forward time: 2.2662, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 4.8747 [2020-11-13 01:30:34,039][root][INFO] - ===> Epoch[297](7698/26): Loss -0.6452, Sem 0.1290, dir -0.9593, norm 0.1851, swav 0.0000 LR: 6.457e-02 Score 95.706 Data time: 0.2526, Forward time: 2.2662, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.3371 [2020-11-13 01:30:38,977][root][INFO] - ===> Epoch[297](7699/26): Loss -0.6845, Sem 0.1086, dir -0.9645, norm 0.1714, swav 0.0000 LR: 6.457e-02 Score 96.521 Data time: 0.2508, Forward time: 2.2662, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.8140 [2020-11-13 01:30:44,548][root][INFO] - ===> Epoch[297](7700/26): Loss -0.6586, Sem 0.1319, dir -0.9601, norm 0.1695, swav 0.0000 LR: 6.457e-02 Score 95.569 Data time: 0.2536, Forward time: 2.2663, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.4499 [2020-11-13 01:30:49,937][root][INFO] - ===> Epoch[297](7701/26): Loss -0.6225, Sem 0.1458, dir -0.9533, norm 0.1850, swav 0.0000 LR: 6.456e-02 Score 95.469 Data time: 0.2057, Forward time: 2.2663, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.2637 [2020-11-13 01:30:55,493][root][INFO] - ===> Epoch[297](7702/26): Loss -0.6418, Sem 0.1322, dir -0.9589, norm 0.1850, swav 0.0000 LR: 6.456e-02 Score 95.466 Data time: 0.1874, Forward time: 2.2663, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.4542 [2020-11-13 01:31:02,563][root][INFO] - ===> Epoch[297](7703/26): Loss -0.6688, Sem 0.1136, dir -0.9581, norm 0.1757, swav 0.0000 LR: 6.455e-02 Score 96.134 Data time: 0.2255, Forward time: 2.2663, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.9531 [2020-11-13 01:31:08,274][root][INFO] - ===> Epoch[297](7704/26): Loss -0.6552, Sem 0.1242, dir -0.9579, norm 0.1785, swav 0.0000 LR: 6.455e-02 Score 95.814 Data time: 0.2531, Forward time: 2.2664, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.5838 [2020-11-13 01:31:13,294][root][INFO] - ===> Epoch[297](7705/26): Loss -0.6507, Sem 0.1372, dir -0.9624, norm 0.1745, swav 0.0000 LR: 6.454e-02 Score 95.711 Data time: 0.1715, Forward time: 2.2663, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 4.8949 [2020-11-13 01:31:18,302][root][INFO] - ===> Epoch[297](7706/26): Loss -0.6904, Sem 0.1101, dir -0.9594, norm 0.1590, swav 0.0000 LR: 6.454e-02 Score 96.292 Data time: 0.1715, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 4.9015 [2020-11-13 01:31:23,934][root][INFO] - ===> Epoch[297](7707/26): Loss -0.6740, Sem 0.1142, dir -0.9645, norm 0.1763, swav 0.0000 LR: 6.453e-02 Score 96.117 Data time: 0.2614, Forward time: 2.2663, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.5506 [2020-11-13 01:31:29,127][root][INFO] - ===> Epoch[297](7708/26): Loss -0.6422, Sem 0.1339, dir -0.9581, norm 0.1819, swav 0.0000 LR: 6.453e-02 Score 95.315 Data time: 0.1731, Forward time: 2.2663, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.0631 [2020-11-13 01:31:34,632][root][INFO] - ===> Epoch[297](7709/26): Loss -0.6604, Sem 0.1340, dir -0.9596, norm 0.1652, swav 0.0000 LR: 6.452e-02 Score 95.563 Data time: 0.2107, Forward time: 2.2663, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.4131 [2020-11-13 01:31:40,365][root][INFO] - ===> Epoch[297](7710/26): Loss -0.6646, Sem 0.1287, dir -0.9602, norm 0.1669, swav 0.0000 LR: 6.452e-02 Score 95.758 Data time: 0.2333, Forward time: 2.2663, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.6202 [2020-11-13 01:31:45,622][root][INFO] - ===> Epoch[297](7711/26): Loss -0.6879, Sem 0.1138, dir -0.9592, norm 0.1576, swav 0.0000 LR: 6.451e-02 Score 96.200 Data time: 0.1351, Forward time: 2.2662, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.1305 [2020-11-13 01:31:52,009][root][INFO] - ===> Epoch[297](7712/26): Loss -0.6570, Sem 0.1383, dir -0.9635, norm 0.1682, swav 0.0000 LR: 6.451e-02 Score 95.308 Data time: 0.1493, Forward time: 2.2661, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 6.3040 [2020-11-13 01:31:59,582][root][INFO] - ===> Epoch[297](7713/26): Loss -0.6883, Sem 0.1113, dir -0.9630, norm 0.1635, swav 0.0000 LR: 6.450e-02 Score 96.222 Data time: 0.2219, Forward time: 2.2661, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 7.4716 [2020-11-13 01:32:05,745][root][INFO] - ===> Epoch[297](7714/26): Loss -0.6223, Sem 0.1406, dir -0.9605, norm 0.1976, swav 0.0000 LR: 6.450e-02 Score 95.502 Data time: 0.2447, Forward time: 2.2662, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.0405 [2020-11-13 01:32:10,879][root][INFO] - ===> Epoch[297](7715/26): Loss -0.6858, Sem 0.1098, dir -0.9648, norm 0.1692, swav 0.0000 LR: 6.449e-02 Score 96.386 Data time: 0.2237, Forward time: 2.2662, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.0058 [2020-11-13 01:32:16,760][root][INFO] - ===> Epoch[297](7716/26): Loss -0.6400, Sem 0.1347, dir -0.9561, norm 0.1814, swav 0.0000 LR: 6.449e-02 Score 95.499 Data time: 0.2633, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.7559 [2020-11-13 01:32:22,397][root][INFO] - ===> Epoch[297](7717/26): Loss -0.6885, Sem 0.1159, dir -0.9652, norm 0.1609, swav 0.0000 LR: 6.449e-02 Score 96.088 Data time: 0.2017, Forward time: 2.2662, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.5046 [2020-11-13 01:32:28,797][root][INFO] - ===> Epoch[297](7718/26): Loss -0.6478, Sem 0.1338, dir -0.9600, norm 0.1784, swav 0.0000 LR: 6.448e-02 Score 95.544 Data time: 0.1901, Forward time: 2.2662, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.2582 [2020-11-13 01:32:35,463][root][INFO] - ===> Epoch[297](7719/26): Loss -0.6434, Sem 0.1287, dir -0.9607, norm 0.1886, swav 0.0000 LR: 6.448e-02 Score 95.669 Data time: 0.2014, Forward time: 2.2662, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.5651 [2020-11-13 01:32:40,818][root][INFO] - ===> Epoch[297](7720/26): Loss -0.6622, Sem 0.1211, dir -0.9588, norm 0.1755, swav 0.0000 LR: 6.447e-02 Score 95.664 Data time: 0.1973, Forward time: 2.2662, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.2414 [2020-11-13 01:32:46,891][root][INFO] - ===> Epoch[297](7721/26): Loss -0.6401, Sem 0.1421, dir -0.9622, norm 0.1800, swav 0.0000 LR: 6.447e-02 Score 95.524 Data time: 0.2167, Forward time: 2.2662, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.9595 [2020-11-13 01:32:52,347][root][INFO] - ===> Epoch[297](7722/26): Loss -0.6542, Sem 0.1255, dir -0.9537, norm 0.1740, swav 0.0000 LR: 6.446e-02 Score 95.917 Data time: 0.1847, Forward time: 2.2662, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.3275 [2020-11-13 01:32:59,307][root][INFO] - ===> Epoch[298](7723/26): Loss -0.6398, Sem 0.1301, dir -0.9588, norm 0.1889, swav 0.0000 LR: 6.446e-02 Score 95.423 Data time: 0.1829, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.8561 [2020-11-13 01:33:04,841][root][INFO] - ===> Epoch[298](7724/26): Loss -0.6343, Sem 0.1163, dir -0.9578, norm 0.2071, swav 0.0000 LR: 6.445e-02 Score 96.059 Data time: 0.2090, Forward time: 2.2661, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.4397 [2020-11-13 01:33:10,082][root][INFO] - ===> Epoch[298](7725/26): Loss -0.6764, Sem 0.1194, dir -0.9599, norm 0.1640, swav 0.0000 LR: 6.445e-02 Score 95.912 Data time: 0.1459, Forward time: 2.2660, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.1236 [2020-11-13 01:33:15,283][root][INFO] - ===> Epoch[298](7726/26): Loss -0.6491, Sem 0.1230, dir -0.9566, norm 0.1845, swav 0.0000 LR: 6.444e-02 Score 95.812 Data time: 0.2325, Forward time: 2.2660, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.1350 [2020-11-13 01:33:19,941][root][INFO] - ===> Epoch[298](7727/26): Loss -0.6733, Sem 0.1119, dir -0.9599, norm 0.1746, swav 0.0000 LR: 6.444e-02 Score 96.176 Data time: 0.2085, Forward time: 2.2660, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.5553 [2020-11-13 01:33:24,666][root][INFO] - ===> Epoch[298](7728/26): Loss -0.6487, Sem 0.1306, dir -0.9571, norm 0.1778, swav 0.0000 LR: 6.443e-02 Score 95.578 Data time: 0.1791, Forward time: 2.2660, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.6088 [2020-11-13 01:33:30,057][root][INFO] - ===> Epoch[298](7729/26): Loss -0.6695, Sem 0.1180, dir -0.9573, norm 0.1698, swav 0.0000 LR: 6.443e-02 Score 96.082 Data time: 0.1967, Forward time: 2.2659, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.2759 [2020-11-13 01:33:35,420][root][INFO] - ===> Epoch[298](7730/26): Loss -0.6447, Sem 0.1244, dir -0.9584, norm 0.1893, swav 0.0000 LR: 6.442e-02 Score 96.075 Data time: 0.2066, Forward time: 2.2659, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.2392 [2020-11-13 01:33:40,512][root][INFO] - ===> Epoch[298](7731/26): Loss -0.6555, Sem 0.1220, dir -0.9579, norm 0.1805, swav 0.0000 LR: 6.442e-02 Score 96.079 Data time: 0.1703, Forward time: 2.2659, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 4.9805 [2020-11-13 01:33:46,663][root][INFO] - ===> Epoch[298](7732/26): Loss -0.6279, Sem 0.1335, dir -0.9565, norm 0.1951, swav 0.0000 LR: 6.441e-02 Score 95.625 Data time: 0.1642, Forward time: 2.2658, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.0615 [2020-11-13 01:33:52,955][root][INFO] - ===> Epoch[298](7733/26): Loss -0.6465, Sem 0.1228, dir -0.9536, norm 0.1844, swav 0.0000 LR: 6.441e-02 Score 95.967 Data time: 0.2059, Forward time: 2.2658, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.1737 [2020-11-13 01:33:58,189][root][INFO] - ===> Epoch[298](7734/26): Loss -0.6741, Sem 0.1245, dir -0.9615, norm 0.1628, swav 0.0000 LR: 6.440e-02 Score 95.964 Data time: 0.1666, Forward time: 2.2657, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.1365 [2020-11-13 01:34:03,384][root][INFO] - ===> Epoch[298](7735/26): Loss -0.6605, Sem 0.1360, dir -0.9621, norm 0.1656, swav 0.0000 LR: 6.440e-02 Score 95.351 Data time: 0.1473, Forward time: 2.2656, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.0767 [2020-11-13 01:34:08,975][root][INFO] - ===> Epoch[298](7736/26): Loss -0.6652, Sem 0.1169, dir -0.9584, norm 0.1763, swav 0.0000 LR: 6.440e-02 Score 96.224 Data time: 0.1953, Forward time: 2.2656, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.5154 [2020-11-13 01:34:14,062][root][INFO] - ===> Epoch[298](7737/26): Loss -0.6984, Sem 0.1010, dir -0.9650, norm 0.1656, swav 0.0000 LR: 6.439e-02 Score 96.554 Data time: 0.1951, Forward time: 2.2655, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.9531 [2020-11-13 01:34:20,644][root][INFO] - ===> Epoch[298](7738/26): Loss -0.6661, Sem 0.1117, dir -0.9620, norm 0.1842, swav 0.0000 LR: 6.439e-02 Score 96.228 Data time: 0.2655, Forward time: 2.2656, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.4911 [2020-11-13 01:34:26,637][root][INFO] - ===> Epoch[298](7739/26): Loss -0.6729, Sem 0.1096, dir -0.9606, norm 0.1781, swav 0.0000 LR: 6.438e-02 Score 96.569 Data time: 0.1496, Forward time: 2.2655, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.8628 [2020-11-13 01:34:33,117][root][INFO] - ===> Epoch[298](7740/26): Loss -0.6642, Sem 0.1255, dir -0.9589, norm 0.1693, swav 0.0000 LR: 6.438e-02 Score 95.798 Data time: 0.2960, Forward time: 2.2657, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.3954 [2020-11-13 01:34:39,257][root][INFO] - ===> Epoch[298](7741/26): Loss -0.6290, Sem 0.1451, dir -0.9594, norm 0.1853, swav 0.0000 LR: 6.437e-02 Score 95.173 Data time: 0.1528, Forward time: 2.2656, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.0220 [2020-11-13 01:34:44,725][root][INFO] - ===> Epoch[298](7742/26): Loss -0.6624, Sem 0.1228, dir -0.9652, norm 0.1801, swav 0.0000 LR: 6.437e-02 Score 95.800 Data time: 0.2048, Forward time: 2.2656, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.3763 [2020-11-13 01:34:50,191][root][INFO] - ===> Epoch[298](7743/26): Loss -0.6318, Sem 0.1317, dir -0.9582, norm 0.1947, swav 0.0000 LR: 6.436e-02 Score 95.695 Data time: 0.2493, Forward time: 2.2657, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.3578 [2020-11-13 01:34:55,698][root][INFO] - ===> Epoch[298](7744/26): Loss -0.6740, Sem 0.1222, dir -0.9598, norm 0.1636, swav 0.0000 LR: 6.436e-02 Score 95.746 Data time: 0.1776, Forward time: 2.2656, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.3589 [2020-11-13 01:35:01,875][root][INFO] - ===> Epoch[298](7745/26): Loss -0.6563, Sem 0.1151, dir -0.9590, norm 0.1875, swav 0.0000 LR: 6.435e-02 Score 96.016 Data time: 0.1977, Forward time: 2.2656, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.1134 [2020-11-13 01:35:08,542][root][INFO] - ===> Epoch[298](7746/26): Loss -0.6772, Sem 0.1082, dir -0.9575, norm 0.1721, swav 0.0000 LR: 6.435e-02 Score 96.331 Data time: 0.1968, Forward time: 2.2656, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.5595 [2020-11-13 01:35:15,086][root][INFO] - ===> Epoch[298](7747/26): Loss -0.6843, Sem 0.1092, dir -0.9629, norm 0.1694, swav 0.0000 LR: 6.434e-02 Score 96.214 Data time: 0.2086, Forward time: 2.2656, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.4729 [2020-11-13 01:35:20,630][root][INFO] - ===> Epoch[298](7748/26): Loss -0.6426, Sem 0.1279, dir -0.9610, norm 0.1906, swav 0.0000 LR: 6.434e-02 Score 95.858 Data time: 0.1591, Forward time: 2.2655, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.4175 [2020-11-13 01:35:26,973][root][INFO] - ===> Epoch[299](7749/26): Loss -0.6681, Sem 0.1059, dir -0.9573, norm 0.1833, swav 0.0000 LR: 6.433e-02 Score 96.427 Data time: 0.2100, Forward time: 2.2655, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.2661 [2020-11-13 01:35:32,660][root][INFO] - ===> Epoch[299](7750/26): Loss -0.6220, Sem 0.1249, dir -0.9550, norm 0.2081, swav 0.0000 LR: 6.433e-02 Score 95.833 Data time: 0.2093, Forward time: 2.2655, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.5820 [2020-11-13 01:35:38,046][root][INFO] - ===> Epoch[299](7751/26): Loss -0.6208, Sem 0.1591, dir -0.9536, norm 0.1737, swav 0.0000 LR: 6.432e-02 Score 94.842 Data time: 0.2229, Forward time: 2.2655, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.2814 [2020-11-13 01:35:44,951][root][INFO] - ===> Epoch[299](7752/26): Loss -0.6331, Sem 0.1346, dir -0.9579, norm 0.1902, swav 0.0000 LR: 6.432e-02 Score 95.455 Data time: 0.2418, Forward time: 2.2656, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.7914 [2020-11-13 01:35:50,714][root][INFO] - ===> Epoch[299](7753/26): Loss -0.6396, Sem 0.1354, dir -0.9542, norm 0.1792, swav 0.0000 LR: 6.431e-02 Score 95.568 Data time: 0.1581, Forward time: 2.2655, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.6461 [2020-11-13 01:35:55,851][root][INFO] - ===> Epoch[299](7754/26): Loss -0.6692, Sem 0.1116, dir -0.9561, norm 0.1752, swav 0.0000 LR: 6.431e-02 Score 96.247 Data time: 0.1778, Forward time: 2.2655, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.0481 [2020-11-13 01:36:02,237][root][INFO] - ===> Epoch[299](7755/26): Loss -0.6587, Sem 0.1197, dir -0.9527, norm 0.1744, swav 0.0000 LR: 6.431e-02 Score 96.002 Data time: 0.2184, Forward time: 2.2654, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.2714 [2020-11-13 01:36:08,255][root][INFO] - ===> Epoch[299](7756/26): Loss -0.6509, Sem 0.1130, dir -0.9558, norm 0.1919, swav 0.0000 LR: 6.430e-02 Score 96.278 Data time: 0.2396, Forward time: 2.2655, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.9177 [2020-11-13 01:36:13,336][root][INFO] - ===> Epoch[299](7757/26): Loss -0.6588, Sem 0.1143, dir -0.9545, norm 0.1813, swav 0.0000 LR: 6.430e-02 Score 96.168 Data time: 0.1990, Forward time: 2.2655, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 4.9566 [2020-11-13 01:36:18,314][root][INFO] - ===> Epoch[299](7758/26): Loss -0.6604, Sem 0.1128, dir -0.9577, norm 0.1845, swav 0.0000 LR: 6.429e-02 Score 96.143 Data time: 0.2712, Forward time: 2.2655, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 4.8827 [2020-11-13 01:36:23,620][root][INFO] - ===> Epoch[299](7759/26): Loss -0.6780, Sem 0.1066, dir -0.9636, norm 0.1790, swav 0.0000 LR: 6.429e-02 Score 96.501 Data time: 0.1964, Forward time: 2.2655, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.1961 [2020-11-13 01:36:28,810][root][INFO] - ===> Epoch[299](7760/26): Loss -0.6467, Sem 0.1360, dir -0.9595, norm 0.1768, swav 0.0000 LR: 6.428e-02 Score 95.271 Data time: 0.2232, Forward time: 2.2655, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.0830 [2020-11-13 01:36:33,443][root][INFO] - ===> Epoch[299](7761/26): Loss -0.6552, Sem 0.1171, dir -0.9644, norm 0.1921, swav 0.0000 LR: 6.428e-02 Score 95.990 Data time: 0.1678, Forward time: 2.2654, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 4.5185 [2020-11-13 01:36:38,743][root][INFO] - ===> Epoch[299](7762/26): Loss -0.6351, Sem 0.1370, dir -0.9573, norm 0.1852, swav 0.0000 LR: 6.427e-02 Score 95.468 Data time: 0.2508, Forward time: 2.2655, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.2135 [2020-11-13 01:36:44,212][root][INFO] - ===> Epoch[299](7763/26): Loss -0.6611, Sem 0.1298, dir -0.9620, norm 0.1711, swav 0.0000 LR: 6.427e-02 Score 95.495 Data time: 0.1654, Forward time: 2.2654, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.3423 [2020-11-13 01:36:49,635][root][INFO] - ===> Epoch[299](7764/26): Loss -0.6569, Sem 0.1251, dir -0.9595, norm 0.1775, swav 0.0000 LR: 6.426e-02 Score 95.723 Data time: 0.2027, Forward time: 2.2654, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.3310 [2020-11-13 01:36:54,970][root][INFO] - ===> Epoch[299](7765/26): Loss -0.6775, Sem 0.1094, dir -0.9611, norm 0.1743, swav 0.0000 LR: 6.426e-02 Score 96.256 Data time: 0.1778, Forward time: 2.2654, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.2057 [2020-11-13 01:36:59,523][root][INFO] - ===> Epoch[299](7766/26): Loss -0.6540, Sem 0.1249, dir -0.9602, norm 0.1813, swav 0.0000 LR: 6.425e-02 Score 95.689 Data time: 0.1655, Forward time: 2.2653, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.4484 [2020-11-13 01:37:04,825][root][INFO] - ===> Epoch[299](7767/26): Loss -0.6494, Sem 0.1335, dir -0.9569, norm 0.1740, swav 0.0000 LR: 6.425e-02 Score 95.657 Data time: 0.2116, Forward time: 2.2653, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.2110 [2020-11-13 01:37:10,129][root][INFO] - ===> Epoch[299](7768/26): Loss -0.6647, Sem 0.1160, dir -0.9598, norm 0.1792, swav 0.0000 LR: 6.424e-02 Score 96.046 Data time: 0.2509, Forward time: 2.2653, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.1866 [2020-11-13 01:37:16,789][root][INFO] - ===> Epoch[299](7769/26): Loss -0.6409, Sem 0.1295, dir -0.9604, norm 0.1900, swav 0.0000 LR: 6.424e-02 Score 95.827 Data time: 0.2591, Forward time: 2.2654, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 6.5383 [2020-11-13 01:37:24,459][root][INFO] - ===> Epoch[299](7770/26): Loss -0.6667, Sem 0.1237, dir -0.9609, norm 0.1706, swav 0.0000 LR: 6.423e-02 Score 95.762 Data time: 0.1928, Forward time: 2.2654, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 7.5238 [2020-11-13 01:37:31,733][root][INFO] - ===> Epoch[299](7771/26): Loss -0.6787, Sem 0.1061, dir -0.9592, norm 0.1744, swav 0.0000 LR: 6.423e-02 Score 96.558 Data time: 0.1697, Forward time: 2.2653, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 7.1930 [2020-11-13 01:37:37,848][root][INFO] - ===> Epoch[299](7772/26): Loss -0.6418, Sem 0.1357, dir -0.9565, norm 0.1790, swav 0.0000 LR: 6.423e-02 Score 95.479 Data time: 0.1899, Forward time: 2.2653, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.0674 [2020-11-13 01:37:43,742][root][INFO] - ===> Epoch[299](7773/26): Loss -0.6640, Sem 0.1259, dir -0.9578, norm 0.1679, swav 0.0000 LR: 6.422e-02 Score 95.752 Data time: 0.1483, Forward time: 2.2653, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.7745 [2020-11-13 01:37:50,023][root][INFO] - ===> Epoch[299](7774/26): Loss -0.6635, Sem 0.1225, dir -0.9593, norm 0.1733, swav 0.0000 LR: 6.422e-02 Score 95.984 Data time: 0.1502, Forward time: 2.2652, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.2059 [2020-11-13 01:37:54,585][root][INFO] - ===> Epoch[300](7775/26): Loss -0.6886, Sem 0.1236, dir -0.9659, norm 0.1536, swav 0.0000 LR: 6.421e-02 Score 95.858 Data time: 0.1777, Forward time: 2.2651, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 4.4825 [2020-11-13 01:38:00,288][root][INFO] - ===> Epoch[300](7776/26): Loss -0.6790, Sem 0.1113, dir -0.9606, norm 0.1703, swav 0.0000 LR: 6.421e-02 Score 96.259 Data time: 0.1919, Forward time: 2.2651, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.5884 [2020-11-13 01:38:05,973][root][INFO] - ===> Epoch[300](7777/26): Loss -0.6998, Sem 0.1082, dir -0.9711, norm 0.1630, swav 0.0000 LR: 6.420e-02 Score 96.391 Data time: 0.1874, Forward time: 2.2651, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.5856 [2020-11-13 01:38:11,372][root][INFO] - ===> Epoch[300](7778/26): Loss -0.6932, Sem 0.1075, dir -0.9617, norm 0.1610, swav 0.0000 LR: 6.420e-02 Score 96.187 Data time: 0.2234, Forward time: 2.2651, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.2900 [2020-11-13 01:38:17,934][root][INFO] - ===> Epoch[300](7779/26): Loss -0.6748, Sem 0.1052, dir -0.9613, norm 0.1812, swav 0.0000 LR: 6.419e-02 Score 96.629 Data time: 0.1905, Forward time: 2.2650, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.4417 [2020-11-13 01:38:24,291][root][INFO] - ===> Epoch[300](7780/26): Loss -0.6614, Sem 0.1100, dir -0.9561, norm 0.1847, swav 0.0000 LR: 6.419e-02 Score 96.149 Data time: 0.3054, Forward time: 2.2651, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.2791 [2020-11-13 01:38:29,586][root][INFO] - ===> Epoch[300](7781/26): Loss -0.6953, Sem 0.1089, dir -0.9654, norm 0.1613, swav 0.0000 LR: 6.418e-02 Score 96.300 Data time: 0.2272, Forward time: 2.2651, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.1497 [2020-11-13 01:38:34,691][root][INFO] - ===> Epoch[300](7782/26): Loss -0.6975, Sem 0.1136, dir -0.9668, norm 0.1557, swav 0.0000 LR: 6.418e-02 Score 96.182 Data time: 0.2147, Forward time: 2.2652, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 4.9949 [2020-11-13 01:38:40,948][root][INFO] - ===> Epoch[300](7783/26): Loss -0.6569, Sem 0.1283, dir -0.9599, norm 0.1748, swav 0.0000 LR: 6.417e-02 Score 95.792 Data time: 0.2037, Forward time: 2.2651, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.1306 [2020-11-13 01:38:46,674][root][INFO] - ===> Epoch[300](7784/26): Loss -0.6885, Sem 0.1061, dir -0.9647, norm 0.1701, swav 0.0000 LR: 6.417e-02 Score 96.386 Data time: 0.2647, Forward time: 2.2652, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.6361 [2020-11-13 01:38:52,779][root][INFO] - ===> Epoch[300](7785/26): Loss -0.6664, Sem 0.1122, dir -0.9618, norm 0.1831, swav 0.0000 LR: 6.416e-02 Score 96.326 Data time: 0.1728, Forward time: 2.2652, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.9796 [2020-11-13 01:38:59,370][root][INFO] - ===> Epoch[300](7786/26): Loss -0.6713, Sem 0.1164, dir -0.9622, norm 0.1746, swav 0.0000 LR: 6.416e-02 Score 96.042 Data time: 0.1804, Forward time: 2.2651, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.5112 [2020-11-13 01:39:05,690][root][INFO] - ===> Epoch[300](7787/26): Loss -0.6887, Sem 0.1142, dir -0.9653, norm 0.1625, swav 0.0000 LR: 6.415e-02 Score 96.184 Data time: 0.1664, Forward time: 2.2651, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 6.2151 [2020-11-13 01:39:10,236][root][INFO] - ===> Epoch[300](7788/26): Loss -0.6393, Sem 0.1152, dir -0.9578, norm 0.2033, swav 0.0000 LR: 6.415e-02 Score 96.188 Data time: 0.1876, Forward time: 2.2651, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 4.4561 [2020-11-13 01:39:14,450][root][INFO] - ===> Epoch[300](7789/26): Loss -0.6884, Sem 0.1083, dir -0.9648, norm 0.1681, swav 0.0000 LR: 6.414e-02 Score 96.634 Data time: 0.1698, Forward time: 2.2650, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 4.1249 [2020-11-13 01:39:19,616][root][INFO] - ===> Epoch[300](7790/26): Loss -0.6693, Sem 0.1185, dir -0.9624, norm 0.1745, swav 0.0000 LR: 6.414e-02 Score 95.980 Data time: 0.2191, Forward time: 2.2650, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.0885 [2020-11-13 01:39:24,590][root][INFO] - ===> Epoch[300](7791/26): Loss -0.6356, Sem 0.1504, dir -0.9574, norm 0.1714, swav 0.0000 LR: 6.414e-02 Score 94.896 Data time: 0.2582, Forward time: 2.2650, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 4.8642 [2020-11-13 01:39:30,392][root][INFO] - ===> Epoch[300](7792/26): Loss -0.6282, Sem 0.1362, dir -0.9520, norm 0.1875, swav 0.0000 LR: 6.413e-02 Score 95.449 Data time: 0.2921, Forward time: 2.2651, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.6791 [2020-11-13 01:39:36,831][root][INFO] - ===> Epoch[300](7793/26): Loss -0.6949, Sem 0.1070, dir -0.9636, norm 0.1617, swav 0.0000 LR: 6.413e-02 Score 96.438 Data time: 0.1865, Forward time: 2.2651, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.3379 [2020-11-13 01:39:42,967][root][INFO] - ===> Epoch[300](7794/26): Loss -0.6508, Sem 0.1327, dir -0.9610, norm 0.1775, swav 0.0000 LR: 6.412e-02 Score 95.462 Data time: 0.1799, Forward time: 2.2650, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.0328 [2020-11-13 01:39:49,485][root][INFO] - ===> Epoch[300](7795/26): Loss -0.6625, Sem 0.1176, dir -0.9565, norm 0.1764, swav 0.0000 LR: 6.412e-02 Score 96.051 Data time: 0.2069, Forward time: 2.2650, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.4342 [2020-11-13 01:39:55,168][root][INFO] - ===> Epoch[300](7796/26): Loss -0.6401, Sem 0.1317, dir -0.9578, norm 0.1859, swav 0.0000 LR: 6.411e-02 Score 95.516 Data time: 0.1705, Forward time: 2.2650, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.5774 [2020-11-13 01:40:00,508][root][INFO] - ===> Epoch[300](7797/26): Loss -0.6584, Sem 0.1117, dir -0.9571, norm 0.1870, swav 0.0000 LR: 6.411e-02 Score 96.153 Data time: 0.1623, Forward time: 2.2649, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.2520 [2020-11-13 01:40:06,945][root][INFO] - ===> Epoch[300](7798/26): Loss -0.6474, Sem 0.1330, dir -0.9602, norm 0.1798, swav 0.0000 LR: 6.410e-02 Score 95.491 Data time: 0.2042, Forward time: 2.2649, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.3506 [2020-11-13 01:40:13,474][root][INFO] - ===> Epoch[300](7799/26): Loss -0.6718, Sem 0.1251, dir -0.9627, norm 0.1658, swav 0.0000 LR: 6.410e-02 Score 95.749 Data time: 0.2176, Forward time: 2.2649, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 6.4159 [2020-11-13 01:40:18,925][root][INFO] - ===> Epoch[300](7800/26): Loss -0.6705, Sem 0.1178, dir -0.9612, norm 0.1728, swav 0.0000 LR: 6.409e-02 Score 96.100 Data time: 0.2617, Forward time: 2.2650, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.3282 [2020-11-13 01:40:23,367][root][INFO] - ===> Epoch[301](7801/26): Loss -0.6689, Sem 0.1132, dir -0.9632, norm 0.1810, swav 0.0000 LR: 6.409e-02 Score 96.189 Data time: 0.1824, Forward time: 2.2650, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 4.3066 [2020-11-13 01:40:29,184][root][INFO] - ===> Epoch[301](7802/26): Loss -0.6697, Sem 0.1100, dir -0.9634, norm 0.1837, swav 0.0000 LR: 6.408e-02 Score 96.361 Data time: 0.1854, Forward time: 2.2649, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.7173 [2020-11-13 01:40:34,502][root][INFO] - ===> Epoch[301](7803/26): Loss -0.6432, Sem 0.1330, dir -0.9595, norm 0.1833, swav 0.0000 LR: 6.408e-02 Score 95.542 Data time: 0.2191, Forward time: 2.2650, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.2225 [2020-11-13 01:40:40,430][root][INFO] - ===> Epoch[301](7804/26): Loss -0.6809, Sem 0.1104, dir -0.9592, norm 0.1678, swav 0.0000 LR: 6.407e-02 Score 96.333 Data time: 0.1560, Forward time: 2.2649, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.8139 [2020-11-13 01:40:47,336][root][INFO] - ===> Epoch[301](7805/26): Loss -0.6803, Sem 0.1104, dir -0.9618, norm 0.1711, swav 0.0000 LR: 6.407e-02 Score 96.164 Data time: 0.1529, Forward time: 2.2648, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 6.8313 [2020-11-13 01:40:53,029][root][INFO] - ===> Epoch[301](7806/26): Loss -0.6658, Sem 0.1226, dir -0.9586, norm 0.1702, swav 0.0000 LR: 6.406e-02 Score 95.605 Data time: 0.1592, Forward time: 2.2648, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.6499 [2020-11-13 01:40:58,856][root][INFO] - ===> Epoch[301](7807/26): Loss -0.6698, Sem 0.1240, dir -0.9587, norm 0.1648, swav 0.0000 LR: 6.406e-02 Score 95.578 Data time: 0.1314, Forward time: 2.2647, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.7095 [2020-11-13 01:41:05,282][root][INFO] - ===> Epoch[301](7808/26): Loss -0.6431, Sem 0.1237, dir -0.9613, norm 0.1945, swav 0.0000 LR: 6.405e-02 Score 95.778 Data time: 0.2161, Forward time: 2.2646, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.3399 [2020-11-13 01:41:11,283][root][INFO] - ===> Epoch[301](7809/26): Loss -0.6744, Sem 0.1057, dir -0.9613, norm 0.1812, swav 0.0000 LR: 6.405e-02 Score 96.537 Data time: 0.2830, Forward time: 2.2647, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.9006 [2020-11-13 01:41:18,073][root][INFO] - ===> Epoch[301](7810/26): Loss -0.6353, Sem 0.1342, dir -0.9563, norm 0.1868, swav 0.0000 LR: 6.405e-02 Score 95.630 Data time: 0.1632, Forward time: 2.2647, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.6385 [2020-11-13 01:41:23,542][root][INFO] - ===> Epoch[301](7811/26): Loss -0.6670, Sem 0.1161, dir -0.9578, norm 0.1748, swav 0.0000 LR: 6.404e-02 Score 95.976 Data time: 0.1697, Forward time: 2.2647, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.3676 [2020-11-13 01:41:29,258][root][INFO] - ===> Epoch[301](7812/26): Loss -0.6692, Sem 0.1107, dir -0.9599, norm 0.1800, swav 0.0000 LR: 6.404e-02 Score 96.366 Data time: 0.1865, Forward time: 2.2646, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.6380 [2020-11-13 01:41:34,362][root][INFO] - ===> Epoch[301](7813/26): Loss -0.6474, Sem 0.1191, dir -0.9513, norm 0.1847, swav 0.0000 LR: 6.403e-02 Score 96.106 Data time: 0.2283, Forward time: 2.2646, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.9910 [2020-11-13 01:41:39,486][root][INFO] - ===> Epoch[301](7814/26): Loss -0.6175, Sem 0.1332, dir -0.9564, norm 0.2057, swav 0.0000 LR: 6.403e-02 Score 95.509 Data time: 0.1564, Forward time: 2.2646, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.0059 [2020-11-13 01:41:45,676][root][INFO] - ===> Epoch[301](7815/26): Loss -0.6083, Sem 0.1542, dir -0.9486, norm 0.1860, swav 0.0000 LR: 6.402e-02 Score 95.472 Data time: 0.1786, Forward time: 2.2645, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.0913 [2020-11-13 01:41:50,715][root][INFO] - ===> Epoch[301](7816/26): Loss -0.6494, Sem 0.1180, dir -0.9568, norm 0.1894, swav 0.0000 LR: 6.402e-02 Score 96.103 Data time: 0.2291, Forward time: 2.2645, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.9590 [2020-11-13 01:41:56,227][root][INFO] - ===> Epoch[301](7817/26): Loss -0.6391, Sem 0.1221, dir -0.9599, norm 0.1987, swav 0.0000 LR: 6.401e-02 Score 95.811 Data time: 0.2075, Forward time: 2.2645, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.3959 [2020-11-13 01:42:03,194][root][INFO] - ===> Epoch[301](7818/26): Loss -0.6568, Sem 0.1066, dir -0.9537, norm 0.1903, swav 0.0000 LR: 6.401e-02 Score 96.278 Data time: 0.1942, Forward time: 2.2645, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.8207 [2020-11-13 01:42:07,901][root][INFO] - ===> Epoch[301](7819/26): Loss -0.6899, Sem 0.1125, dir -0.9637, norm 0.1613, swav 0.0000 LR: 6.400e-02 Score 96.100 Data time: 0.2011, Forward time: 2.2645, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.6013 [2020-11-13 01:42:13,688][root][INFO] - ===> Epoch[301](7820/26): Loss -0.5960, Sem 0.1430, dir -0.9562, norm 0.2171, swav 0.0000 LR: 6.400e-02 Score 95.264 Data time: 0.2643, Forward time: 2.2645, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.6770 [2020-11-13 01:42:18,597][root][INFO] - ===> Epoch[301](7821/26): Loss -0.6589, Sem 0.1315, dir -0.9601, norm 0.1697, swav 0.0000 LR: 6.399e-02 Score 95.625 Data time: 0.2263, Forward time: 2.2645, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 4.7676 [2020-11-13 01:42:23,781][root][INFO] - ===> Epoch[301](7822/26): Loss -0.6236, Sem 0.1335, dir -0.9538, norm 0.1967, swav 0.0000 LR: 6.399e-02 Score 95.546 Data time: 0.2349, Forward time: 2.2646, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.0754 [2020-11-13 01:42:30,029][root][INFO] - ===> Epoch[301](7823/26): Loss -0.6613, Sem 0.1293, dir -0.9595, norm 0.1688, swav 0.0000 LR: 6.398e-02 Score 95.678 Data time: 0.1699, Forward time: 2.2645, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 6.1226 [2020-11-13 01:42:36,662][root][INFO] - ===> Epoch[301](7824/26): Loss -0.6224, Sem 0.1441, dir -0.9611, norm 0.1946, swav 0.0000 LR: 6.398e-02 Score 95.371 Data time: 0.1381, Forward time: 2.2644, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.5431 [2020-11-13 01:42:42,899][root][INFO] - ===> Epoch[301](7825/26): Loss -0.6621, Sem 0.1199, dir -0.9561, norm 0.1740, swav 0.0000 LR: 6.397e-02 Score 95.980 Data time: 0.1976, Forward time: 2.2644, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.1788 [2020-11-13 01:42:47,692][root][INFO] - ===> Epoch[301](7826/26): Loss -0.6950, Sem 0.1063, dir -0.9652, norm 0.1639, swav 0.0000 LR: 6.397e-02 Score 96.348 Data time: 0.1954, Forward time: 2.2644, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.6922 [2020-11-13 01:42:52,547][root][INFO] - ===> Epoch[302](7827/26): Loss -0.6690, Sem 0.1064, dir -0.9585, norm 0.1831, swav 0.0000 LR: 6.397e-02 Score 96.479 Data time: 0.1723, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.7603 [2020-11-13 01:42:58,204][root][INFO] - ===> Epoch[302](7828/26): Loss -0.6865, Sem 0.1108, dir -0.9637, norm 0.1664, swav 0.0000 LR: 6.396e-02 Score 96.324 Data time: 0.2038, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.5777 [2020-11-13 01:43:05,198][root][INFO] - ===> Epoch[302](7829/26): Loss -0.6464, Sem 0.1303, dir -0.9579, norm 0.1812, swav 0.0000 LR: 6.396e-02 Score 95.683 Data time: 0.2576, Forward time: 2.2644, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.8855 [2020-11-13 01:43:10,968][root][INFO] - ===> Epoch[302](7830/26): Loss -0.6414, Sem 0.1295, dir -0.9574, norm 0.1866, swav 0.0000 LR: 6.395e-02 Score 95.729 Data time: 0.1448, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.6547 [2020-11-13 01:43:16,262][root][INFO] - ===> Epoch[302](7831/26): Loss -0.6589, Sem 0.1168, dir -0.9583, norm 0.1825, swav 0.0000 LR: 6.395e-02 Score 96.093 Data time: 0.1845, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.2076 [2020-11-13 01:43:21,445][root][INFO] - ===> Epoch[302](7832/26): Loss -0.7040, Sem 0.0969, dir -0.9619, norm 0.1610, swav 0.0000 LR: 6.394e-02 Score 96.667 Data time: 0.2439, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.0853 [2020-11-13 01:43:25,972][root][INFO] - ===> Epoch[302](7833/26): Loss -0.6605, Sem 0.1392, dir -0.9613, norm 0.1615, swav 0.0000 LR: 6.394e-02 Score 95.660 Data time: 0.1606, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 4.4151 [2020-11-13 01:43:33,633][root][INFO] - ===> Epoch[302](7834/26): Loss -0.7012, Sem 0.1011, dir -0.9662, norm 0.1640, swav 0.0000 LR: 6.393e-02 Score 96.623 Data time: 0.3855, Forward time: 2.2644, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 7.5825 [2020-11-13 01:43:39,532][root][INFO] - ===> Epoch[302](7835/26): Loss -0.6798, Sem 0.1179, dir -0.9633, norm 0.1657, swav 0.0000 LR: 6.393e-02 Score 95.968 Data time: 0.2599, Forward time: 2.2645, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.7870 [2020-11-13 01:43:45,051][root][INFO] - ===> Epoch[302](7836/26): Loss -0.6667, Sem 0.1145, dir -0.9533, norm 0.1720, swav 0.0000 LR: 6.392e-02 Score 96.136 Data time: 0.2042, Forward time: 2.2645, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.3909 [2020-11-13 01:43:51,046][root][INFO] - ===> Epoch[302](7837/26): Loss -0.6422, Sem 0.1298, dir -0.9569, norm 0.1849, swav 0.0000 LR: 6.392e-02 Score 95.930 Data time: 0.2045, Forward time: 2.2645, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.8918 [2020-11-13 01:43:56,483][root][INFO] - ===> Epoch[302](7838/26): Loss -0.6663, Sem 0.1250, dir -0.9589, norm 0.1676, swav 0.0000 LR: 6.391e-02 Score 95.514 Data time: 0.1657, Forward time: 2.2645, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.3085 [2020-11-13 01:44:02,095][root][INFO] - ===> Epoch[302](7839/26): Loss -0.6830, Sem 0.1253, dir -0.9640, norm 0.1557, swav 0.0000 LR: 6.391e-02 Score 95.705 Data time: 0.2024, Forward time: 2.2644, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.5271 [2020-11-13 01:44:07,072][root][INFO] - ===> Epoch[302](7840/26): Loss -0.6529, Sem 0.1039, dir -0.9556, norm 0.1988, swav 0.0000 LR: 6.390e-02 Score 96.462 Data time: 0.1589, Forward time: 2.2644, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 4.8620 [2020-11-13 01:44:12,863][root][INFO] - ===> Epoch[302](7841/26): Loss -0.6775, Sem 0.0995, dir -0.9644, norm 0.1874, swav 0.0000 LR: 6.390e-02 Score 96.728 Data time: 0.2217, Forward time: 2.2644, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.6983 [2020-11-13 01:44:19,530][root][INFO] - ===> Epoch[302](7842/26): Loss -0.6706, Sem 0.1177, dir -0.9615, norm 0.1731, swav 0.0000 LR: 6.389e-02 Score 95.973 Data time: 0.2314, Forward time: 2.2644, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.5332 [2020-11-13 01:44:25,816][root][INFO] - ===> Epoch[302](7843/26): Loss -0.6657, Sem 0.1142, dir -0.9608, norm 0.1810, swav 0.0000 LR: 6.389e-02 Score 96.174 Data time: 0.1683, Forward time: 2.2644, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.1557 [2020-11-13 01:44:32,325][root][INFO] - ===> Epoch[302](7844/26): Loss -0.6634, Sem 0.1261, dir -0.9623, norm 0.1728, swav 0.0000 LR: 6.388e-02 Score 95.542 Data time: 0.2648, Forward time: 2.2644, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.4186 [2020-11-13 01:44:39,261][root][INFO] - ===> Epoch[302](7845/26): Loss -0.6886, Sem 0.1084, dir -0.9651, norm 0.1681, swav 0.0000 LR: 6.388e-02 Score 96.440 Data time: 0.1734, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.8005 [2020-11-13 01:44:44,083][root][INFO] - ===> Epoch[302](7846/26): Loss -0.6312, Sem 0.1368, dir -0.9598, norm 0.1918, swav 0.0000 LR: 6.388e-02 Score 95.283 Data time: 0.2215, Forward time: 2.2644, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 4.7428 [2020-11-13 01:44:51,119][root][INFO] - ===> Epoch[302](7847/26): Loss -0.7118, Sem 0.1029, dir -0.9654, norm 0.1506, swav 0.0000 LR: 6.387e-02 Score 96.531 Data time: 0.1976, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.9166 [2020-11-13 01:44:56,440][root][INFO] - ===> Epoch[302](7848/26): Loss -0.6801, Sem 0.1193, dir -0.9618, norm 0.1624, swav 0.0000 LR: 6.387e-02 Score 96.187 Data time: 0.1756, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 5.2219 [2020-11-13 01:45:02,948][root][INFO] - ===> Epoch[302](7849/26): Loss -0.6412, Sem 0.1305, dir -0.9574, norm 0.1857, swav 0.0000 LR: 6.386e-02 Score 95.504 Data time: 0.3355, Forward time: 2.2645, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.4373 [2020-11-13 01:45:07,627][root][INFO] - ===> Epoch[302](7850/26): Loss -0.6839, Sem 0.1098, dir -0.9591, norm 0.1654, swav 0.0000 LR: 6.386e-02 Score 96.141 Data time: 0.1892, Forward time: 2.2645, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 4.5410 [2020-11-13 01:45:12,985][root][INFO] - ===> Epoch[302](7851/26): Loss -0.6466, Sem 0.1239, dir -0.9586, norm 0.1881, swav 0.0000 LR: 6.385e-02 Score 95.755 Data time: 0.2632, Forward time: 2.2645, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.2304 [2020-11-13 01:45:18,791][root][INFO] - ===> Epoch[302](7852/26): Loss -0.6603, Sem 0.1224, dir -0.9638, norm 0.1811, swav 0.0000 LR: 6.385e-02 Score 95.951 Data time: 0.1887, Forward time: 2.2645, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.6944 [2020-11-13 01:45:26,664][root][INFO] - ===> Epoch[303](7853/26): Loss -0.6524, Sem 0.1222, dir -0.9606, norm 0.1861, swav 0.0000 LR: 6.384e-02 Score 95.726 Data time: 0.1626, Forward time: 2.2644, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 7.7732 [2020-11-13 01:45:32,794][root][INFO] - ===> Epoch[303](7854/26): Loss -0.6691, Sem 0.1245, dir -0.9587, norm 0.1650, swav 0.0000 LR: 6.384e-02 Score 95.893 Data time: 0.2331, Forward time: 2.2644, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 6.0359 [2020-11-13 01:45:37,858][root][INFO] - ===> Epoch[303](7855/26): Loss -0.6652, Sem 0.1150, dir -0.9557, norm 0.1756, swav 0.0000 LR: 6.383e-02 Score 96.005 Data time: 0.2223, Forward time: 2.2645, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 4.9396 [2020-11-13 01:45:42,603][root][INFO] - ===> Epoch[303](7856/26): Loss -0.7011, Sem 0.1080, dir -0.9654, norm 0.1563, swav 0.0000 LR: 6.383e-02 Score 96.367 Data time: 0.1465, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 4.6293 [2020-11-13 01:45:47,928][root][INFO] - ===> Epoch[303](7857/26): Loss -0.6414, Sem 0.1342, dir -0.9644, norm 0.1888, swav 0.0000 LR: 6.382e-02 Score 95.648 Data time: 0.1334, Forward time: 2.2643, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 5.2291 [2020-11-13 01:45:54,400][root][INFO] - ===> Epoch[303](7858/26): Loss -0.6503, Sem 0.1237, dir -0.9551, norm 0.1812, swav 0.0000 LR: 6.382e-02 Score 95.744 Data time: 0.2982, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.4079 [2020-11-13 01:45:59,198][root][INFO] - ===> Epoch[303](7859/26): Loss -0.6673, Sem 0.1213, dir -0.9570, norm 0.1684, swav 0.0000 LR: 6.381e-02 Score 95.913 Data time: 0.1739, Forward time: 2.2644, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 4.6810 [2020-11-13 01:46:04,327][root][INFO] - ===> Epoch[303](7860/26): Loss -0.6483, Sem 0.1277, dir -0.9570, norm 0.1810, swav 0.0000 LR: 6.381e-02 Score 95.643 Data time: 0.1596, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.0117 [2020-11-13 01:46:10,602][root][INFO] - ===> Epoch[303](7861/26): Loss -0.6629, Sem 0.1199, dir -0.9620, norm 0.1792, swav 0.0000 LR: 6.380e-02 Score 95.903 Data time: 0.1753, Forward time: 2.2643, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.1895 [2020-11-13 01:46:16,056][root][INFO] - ===> Epoch[303](7862/26): Loss -0.6694, Sem 0.1145, dir -0.9629, norm 0.1789, swav 0.0000 LR: 6.380e-02 Score 96.113 Data time: 0.2039, Forward time: 2.2642, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 5.3311 [2020-11-13 01:46:22,119][root][INFO] - ===> Epoch[303](7863/26): Loss -0.6531, Sem 0.1309, dir -0.9606, norm 0.1766, swav 0.0000 LR: 6.379e-02 Score 95.512 Data time: 0.3012, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.9585 [2020-11-13 01:46:27,867][root][INFO] - ===> Epoch[303](7864/26): Loss -0.6447, Sem 0.1246, dir -0.9586, norm 0.1894, swav 0.0000 LR: 6.379e-02 Score 95.906 Data time: 0.2283, Forward time: 2.2644, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.6102 [2020-11-13 01:46:35,137][root][INFO] - ===> Epoch[303](7865/26): Loss -0.6191, Sem 0.1427, dir -0.9517, norm 0.1899, swav 0.0000 LR: 6.379e-02 Score 95.152 Data time: 0.2170, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 7.1244 [2020-11-13 01:46:41,247][root][INFO] - ===> Epoch[303](7866/26): Loss -0.6645, Sem 0.1187, dir -0.9572, norm 0.1740, swav 0.0000 LR: 6.378e-02 Score 96.106 Data time: 0.1914, Forward time: 2.2644, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 5.9807 [2020-11-13 01:46:47,021][root][INFO] - ===> Epoch[303](7867/26): Loss -0.6130, Sem 0.1464, dir -0.9573, norm 0.1979, swav 0.0000 LR: 6.378e-02 Score 95.203 Data time: 0.1910, Forward time: 2.2644, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 5.6600 [2020-11-13 01:46:52,192][root][INFO] - ===> Epoch[303](7868/26): Loss -0.6573, Sem 0.1161, dir -0.9583, norm 0.1849, swav 0.0000 LR: 6.377e-02 Score 96.067 Data time: 0.1968, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 5.0831 [2020-11-13 01:46:58,830][root][INFO] - ===> Epoch[303](7869/26): Loss -0.6220, Sem 0.1470, dir -0.9530, norm 0.1841, swav 0.0000 LR: 6.377e-02 Score 95.132 Data time: 0.1811, Forward time: 2.2643, Backward time: 3.1252, DDP time: 0.0044, Total iter time: 6.4993 [2020-11-13 01:47:03,978][root][INFO] - ===> Epoch[303](7870/26): Loss -0.6521, Sem 0.1221, dir -0.9593, norm 0.1851, swav 0.0000 LR: 6.376e-02 Score 95.901 Data time: 0.2079, Forward time: 2.2643, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 5.0551 [2020-11-13 01:47:08,672][root][INFO] - ===> Epoch[303](7871/26): Loss -0.6836, Sem 0.1201, dir -0.9616, norm 0.1580, swav 0.0000 LR: 6.376e-02 Score 95.885 Data time: 0.1889, Forward time: 2.2643, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 4.5695 [2020-11-13 01:47:15,454][root][INFO] - ===> Epoch[303](7872/26): Loss -0.6282, Sem 0.1254, dir -0.9500, norm 0.1965, swav 0.0000 LR: 6.375e-02 Score 95.857 Data time: 0.2114, Forward time: 2.2642, Backward time: 3.1252, DDP time: 0.0044, Total iter time: 6.7232 [2020-11-13 01:47:20,018][root][INFO] - ===> Epoch[303](7873/26): Loss -0.6811, Sem 0.1161, dir -0.9625, norm 0.1653, swav 0.0000 LR: 6.375e-02 Score 96.033 Data time: 0.2176, Forward time: 2.2643, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 4.4400 [2020-11-13 01:47:25,129][root][INFO] - ===> Epoch[303](7874/26): Loss -0.6248, Sem 0.1394, dir -0.9568, norm 0.1925, swav 0.0000 LR: 6.374e-02 Score 95.257 Data time: 0.2509, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 4.9921 [2020-11-13 01:47:30,215][root][INFO] - ===> Epoch[303](7875/26): Loss -0.6630, Sem 0.1207, dir -0.9623, norm 0.1786, swav 0.0000 LR: 6.374e-02 Score 95.872 Data time: 0.2292, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.9382 [2020-11-13 01:47:36,882][root][INFO] - ===> Epoch[303](7876/26): Loss -0.6660, Sem 0.1167, dir -0.9630, norm 0.1803, swav 0.0000 LR: 6.373e-02 Score 95.919 Data time: 0.2286, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.5605 [2020-11-13 01:47:42,427][root][INFO] - ===> Epoch[303](7877/26): Loss -0.6630, Sem 0.1188, dir -0.9628, norm 0.1811, swav 0.0000 LR: 6.373e-02 Score 95.955 Data time: 0.2050, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.4394 [2020-11-13 01:47:47,823][root][INFO] - ===> Epoch[303](7878/26): Loss -0.6753, Sem 0.1177, dir -0.9643, norm 0.1713, swav 0.0000 LR: 6.372e-02 Score 96.023 Data time: 0.2536, Forward time: 2.2644, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.2741 [2020-11-13 01:47:54,409][root][INFO] - ===> Epoch[304](7879/26): Loss -0.6364, Sem 0.1247, dir -0.9549, norm 0.1937, swav 0.0000 LR: 6.372e-02 Score 95.778 Data time: 0.1778, Forward time: 2.2644, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.4615 [2020-11-13 01:48:00,159][root][INFO] - ===> Epoch[304](7880/26): Loss -0.6690, Sem 0.1113, dir -0.9632, norm 0.1829, swav 0.0000 LR: 6.371e-02 Score 96.162 Data time: 0.2327, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.6557 [2020-11-13 01:48:05,855][root][INFO] - ===> Epoch[304](7881/26): Loss -0.6698, Sem 0.1096, dir -0.9584, norm 0.1790, swav 0.0000 LR: 6.371e-02 Score 96.336 Data time: 0.1895, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.5851 [2020-11-13 01:48:10,892][root][INFO] - ===> Epoch[304](7882/26): Loss -0.6439, Sem 0.1154, dir -0.9571, norm 0.1978, swav 0.0000 LR: 6.371e-02 Score 96.186 Data time: 0.2131, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.9579 [2020-11-13 01:48:16,772][root][INFO] - ===> Epoch[304](7883/26): Loss -0.6619, Sem 0.1282, dir -0.9588, norm 0.1687, swav 0.0000 LR: 6.370e-02 Score 95.545 Data time: 0.1723, Forward time: 2.2642, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.7674 [2020-11-13 01:48:21,456][root][INFO] - ===> Epoch[304](7884/26): Loss -0.6778, Sem 0.1266, dir -0.9619, norm 0.1575, swav 0.0000 LR: 6.370e-02 Score 95.594 Data time: 0.2213, Forward time: 2.2642, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 4.5945 [2020-11-13 01:48:26,407][root][INFO] - ===> Epoch[304](7885/26): Loss -0.6395, Sem 0.1157, dir -0.9591, norm 0.2039, swav 0.0000 LR: 6.369e-02 Score 96.186 Data time: 0.2222, Forward time: 2.2643, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 4.8345 [2020-11-13 01:48:31,740][root][INFO] - ===> Epoch[304](7886/26): Loss -0.6235, Sem 0.1466, dir -0.9568, norm 0.1867, swav 0.0000 LR: 6.369e-02 Score 95.103 Data time: 0.1603, Forward time: 2.2642, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.2259 [2020-11-13 01:48:37,504][root][INFO] - ===> Epoch[304](7887/26): Loss -0.6649, Sem 0.1216, dir -0.9602, norm 0.1737, swav 0.0000 LR: 6.368e-02 Score 95.872 Data time: 0.2117, Forward time: 2.2642, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.6889 [2020-11-13 01:48:42,587][root][INFO] - ===> Epoch[304](7888/26): Loss -0.6849, Sem 0.1125, dir -0.9640, norm 0.1666, swav 0.0000 LR: 6.368e-02 Score 96.164 Data time: 0.1961, Forward time: 2.2642, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 4.9820 [2020-11-13 01:48:48,975][root][INFO] - ===> Epoch[304](7889/26): Loss -0.6758, Sem 0.1171, dir -0.9625, norm 0.1696, swav 0.0000 LR: 6.367e-02 Score 95.901 Data time: 0.1679, Forward time: 2.2641, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 6.2849 [2020-11-13 01:48:54,559][root][INFO] - ===> Epoch[304](7890/26): Loss -0.6840, Sem 0.1162, dir -0.9609, norm 0.1607, swav 0.0000 LR: 6.367e-02 Score 95.961 Data time: 0.1998, Forward time: 2.2641, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.5011 [2020-11-13 01:49:00,067][root][INFO] - ===> Epoch[304](7891/26): Loss -0.6945, Sem 0.0996, dir -0.9620, norm 0.1680, swav 0.0000 LR: 6.366e-02 Score 96.742 Data time: 0.2422, Forward time: 2.2642, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.4165 [2020-11-13 01:49:06,480][root][INFO] - ===> Epoch[304](7892/26): Loss -0.6607, Sem 0.1355, dir -0.9593, norm 0.1630, swav 0.0000 LR: 6.366e-02 Score 95.305 Data time: 0.1923, Forward time: 2.2641, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 6.2974 [2020-11-13 01:49:12,872][root][INFO] - ===> Epoch[304](7893/26): Loss -0.6761, Sem 0.1223, dir -0.9623, norm 0.1639, swav 0.0000 LR: 6.365e-02 Score 95.774 Data time: 0.2483, Forward time: 2.2642, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.3086 [2020-11-13 01:49:18,996][root][INFO] - ===> Epoch[304](7894/26): Loss -0.6459, Sem 0.1334, dir -0.9587, norm 0.1794, swav 0.0000 LR: 6.365e-02 Score 95.474 Data time: 0.2828, Forward time: 2.2643, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.9993 [2020-11-13 01:49:25,808][root][INFO] - ===> Epoch[304](7895/26): Loss -0.6740, Sem 0.1148, dir -0.9587, norm 0.1700, swav 0.0000 LR: 6.364e-02 Score 96.071 Data time: 0.2103, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.6760 [2020-11-13 01:49:31,889][root][INFO] - ===> Epoch[304](7896/26): Loss -0.6675, Sem 0.1197, dir -0.9633, norm 0.1762, swav 0.0000 LR: 6.364e-02 Score 96.119 Data time: 0.1838, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.9748 [2020-11-13 01:49:37,806][root][INFO] - ===> Epoch[304](7897/26): Loss -0.6794, Sem 0.1098, dir -0.9627, norm 0.1735, swav 0.0000 LR: 6.363e-02 Score 96.330 Data time: 0.2575, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.8211 [2020-11-13 01:49:42,622][root][INFO] - ===> Epoch[304](7898/26): Loss -0.6696, Sem 0.1125, dir -0.9623, norm 0.1802, swav 0.0000 LR: 6.363e-02 Score 96.116 Data time: 0.1990, Forward time: 2.2643, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 4.6754 [2020-11-13 01:49:49,915][root][INFO] - ===> Epoch[304](7899/26): Loss -0.6522, Sem 0.1330, dir -0.9623, norm 0.1770, swav 0.0000 LR: 6.362e-02 Score 95.494 Data time: 0.2179, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 7.1902 [2020-11-13 01:49:56,736][root][INFO] - ===> Epoch[304](7900/26): Loss -0.6430, Sem 0.1225, dir -0.9577, norm 0.1922, swav 0.0000 LR: 6.362e-02 Score 95.930 Data time: 0.3228, Forward time: 2.2644, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.7147 [2020-11-13 01:50:03,181][root][INFO] - ===> Epoch[304](7901/26): Loss -0.6945, Sem 0.1021, dir -0.9619, norm 0.1653, swav 0.0000 LR: 6.362e-02 Score 96.496 Data time: 0.1412, Forward time: 2.2644, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.3236 [2020-11-13 01:50:08,186][root][INFO] - ===> Epoch[304](7902/26): Loss -0.7046, Sem 0.1044, dir -0.9643, norm 0.1553, swav 0.0000 LR: 6.361e-02 Score 96.440 Data time: 0.1756, Forward time: 2.2643, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 4.9131 [2020-11-13 01:50:13,179][root][INFO] - ===> Epoch[304](7903/26): Loss -0.6525, Sem 0.1132, dir -0.9583, norm 0.1926, swav 0.0000 LR: 6.361e-02 Score 96.148 Data time: 0.1937, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.8952 [2020-11-13 01:50:17,916][root][INFO] - ===> Epoch[304](7904/26): Loss -0.6793, Sem 0.1119, dir -0.9627, norm 0.1714, swav 0.0000 LR: 6.360e-02 Score 96.297 Data time: 0.1691, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.6210 [2020-11-13 01:50:22,290][root][INFO] - ===> Epoch[305](7905/26): Loss -0.6545, Sem 0.1218, dir -0.9572, norm 0.1809, swav 0.0000 LR: 6.360e-02 Score 95.739 Data time: 0.1721, Forward time: 2.2642, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 4.2866 [2020-11-13 01:50:28,135][root][INFO] - ===> Epoch[305](7906/26): Loss -0.6937, Sem 0.1017, dir -0.9617, norm 0.1662, swav 0.0000 LR: 6.359e-02 Score 96.495 Data time: 0.2145, Forward time: 2.2642, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.7411 [2020-11-13 01:50:35,076][root][INFO] - ===> Epoch[305](7907/26): Loss -0.6708, Sem 0.1203, dir -0.9636, norm 0.1725, swav 0.0000 LR: 6.359e-02 Score 95.897 Data time: 0.2345, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.8330 [2020-11-13 01:50:40,834][root][INFO] - ===> Epoch[305](7908/26): Loss -0.6478, Sem 0.1322, dir -0.9525, norm 0.1725, swav 0.0000 LR: 6.358e-02 Score 95.682 Data time: 0.1932, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.6377 [2020-11-13 01:50:46,039][root][INFO] - ===> Epoch[305](7909/26): Loss -0.6538, Sem 0.1287, dir -0.9605, norm 0.1780, swav 0.0000 LR: 6.358e-02 Score 95.885 Data time: 0.1758, Forward time: 2.2642, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.1082 [2020-11-13 01:50:51,447][root][INFO] - ===> Epoch[305](7910/26): Loss -0.6798, Sem 0.1209, dir -0.9636, norm 0.1629, swav 0.0000 LR: 6.357e-02 Score 95.786 Data time: 0.2130, Forward time: 2.2642, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.3406 [2020-11-13 01:50:57,320][root][INFO] - ===> Epoch[305](7911/26): Loss -0.7200, Sem 0.0984, dir -0.9663, norm 0.1479, swav 0.0000 LR: 6.357e-02 Score 96.666 Data time: 0.1750, Forward time: 2.2642, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.7709 [2020-11-13 01:51:04,011][root][INFO] - ===> Epoch[305](7912/26): Loss -0.6945, Sem 0.1086, dir -0.9633, norm 0.1602, swav 0.0000 LR: 6.356e-02 Score 96.107 Data time: 0.2486, Forward time: 2.2642, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.6100 [2020-11-13 01:51:09,670][root][INFO] - ===> Epoch[305](7913/26): Loss -0.6649, Sem 0.1154, dir -0.9584, norm 0.1781, swav 0.0000 LR: 6.356e-02 Score 95.990 Data time: 0.1845, Forward time: 2.2642, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.5476 [2020-11-13 01:51:16,024][root][INFO] - ===> Epoch[305](7914/26): Loss -0.6491, Sem 0.1338, dir -0.9597, norm 0.1769, swav 0.0000 LR: 6.355e-02 Score 95.783 Data time: 0.1719, Forward time: 2.2642, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.2602 [2020-11-13 01:51:21,272][root][INFO] - ===> Epoch[305](7915/26): Loss -0.6394, Sem 0.1199, dir -0.9534, norm 0.1941, swav 0.0000 LR: 6.355e-02 Score 95.905 Data time: 0.2096, Forward time: 2.2642, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.1898 [2020-11-13 01:51:26,127][root][INFO] - ===> Epoch[305](7916/26): Loss -0.6780, Sem 0.1171, dir -0.9627, norm 0.1677, swav 0.0000 LR: 6.354e-02 Score 95.944 Data time: 0.1783, Forward time: 2.2641, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.7598 [2020-11-13 01:51:33,381][root][INFO] - ===> Epoch[305](7917/26): Loss -0.6734, Sem 0.1084, dir -0.9564, norm 0.1747, swav 0.0000 LR: 6.354e-02 Score 96.251 Data time: 0.3819, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 7.1975 [2020-11-13 01:51:38,517][root][INFO] - ===> Epoch[305](7918/26): Loss -0.6708, Sem 0.1191, dir -0.9609, norm 0.1710, swav 0.0000 LR: 6.353e-02 Score 95.974 Data time: 0.1994, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.0014 [2020-11-13 01:51:43,719][root][INFO] - ===> Epoch[305](7919/26): Loss -0.6828, Sem 0.1134, dir -0.9639, norm 0.1678, swav 0.0000 LR: 6.353e-02 Score 96.107 Data time: 0.2070, Forward time: 2.2643, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.0924 [2020-11-13 01:51:49,842][root][INFO] - ===> Epoch[305](7920/26): Loss -0.6868, Sem 0.1172, dir -0.9658, norm 0.1618, swav 0.0000 LR: 6.353e-02 Score 96.100 Data time: 0.2325, Forward time: 2.2643, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.9991 [2020-11-13 01:51:55,341][root][INFO] - ===> Epoch[305](7921/26): Loss -0.6601, Sem 0.1292, dir -0.9598, norm 0.1706, swav 0.0000 LR: 6.352e-02 Score 95.494 Data time: 0.2642, Forward time: 2.2644, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.3779 [2020-11-13 01:52:00,170][root][INFO] - ===> Epoch[305](7922/26): Loss -0.6789, Sem 0.1097, dir -0.9618, norm 0.1732, swav 0.0000 LR: 6.352e-02 Score 96.171 Data time: 0.2438, Forward time: 2.2644, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 4.6986 [2020-11-13 01:52:06,336][root][INFO] - ===> Epoch[305](7923/26): Loss -0.7166, Sem 0.0997, dir -0.9692, norm 0.1529, swav 0.0000 LR: 6.351e-02 Score 96.627 Data time: 0.1768, Forward time: 2.2644, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 6.0674 [2020-11-13 01:52:12,019][root][INFO] - ===> Epoch[305](7924/26): Loss -0.6584, Sem 0.1198, dir -0.9593, norm 0.1812, swav 0.0000 LR: 6.351e-02 Score 96.032 Data time: 0.2177, Forward time: 2.2644, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.6037 [2020-11-13 01:52:18,252][root][INFO] - ===> Epoch[305](7925/26): Loss -0.6650, Sem 0.1277, dir -0.9622, norm 0.1694, swav 0.0000 LR: 6.350e-02 Score 95.588 Data time: 0.2206, Forward time: 2.2644, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 6.1196 [2020-11-13 01:52:24,505][root][INFO] - ===> Epoch[305](7926/26): Loss -0.6544, Sem 0.1152, dir -0.9585, norm 0.1889, swav 0.0000 LR: 6.350e-02 Score 96.060 Data time: 0.2636, Forward time: 2.2645, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 6.1550 [2020-11-13 01:52:31,626][root][INFO] - ===> Epoch[305](7927/26): Loss -0.6560, Sem 0.1245, dir -0.9602, norm 0.1798, swav 0.0000 LR: 6.349e-02 Score 95.830 Data time: 0.1318, Forward time: 2.2644, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.9785 [2020-11-13 01:52:36,983][root][INFO] - ===> Epoch[305](7928/26): Loss -0.6846, Sem 0.1085, dir -0.9632, norm 0.1701, swav 0.0000 LR: 6.349e-02 Score 96.371 Data time: 0.1869, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.2673 [2020-11-13 01:52:42,530][root][INFO] - ===> Epoch[305](7929/26): Loss -0.6974, Sem 0.1107, dir -0.9687, norm 0.1606, swav 0.0000 LR: 6.348e-02 Score 96.285 Data time: 0.2091, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.4304 [2020-11-13 01:52:48,530][root][INFO] - ===> Epoch[305](7930/26): Loss -0.6411, Sem 0.1343, dir -0.9563, norm 0.1809, swav 0.0000 LR: 6.348e-02 Score 95.629 Data time: 0.1489, Forward time: 2.2642, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.8876 [2020-11-13 01:52:53,947][root][INFO] - ===> Epoch[306](7931/26): Loss -0.6314, Sem 0.1223, dir -0.9527, norm 0.1990, swav 0.0000 LR: 6.347e-02 Score 95.882 Data time: 0.1602, Forward time: 2.2642, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.3654 [2020-11-13 01:52:59,034][root][INFO] - ===> Epoch[306](7932/26): Loss -0.6719, Sem 0.1120, dir -0.9620, norm 0.1781, swav 0.0000 LR: 6.347e-02 Score 96.160 Data time: 0.2263, Forward time: 2.2642, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 4.9941 [2020-11-13 01:53:05,349][root][INFO] - ===> Epoch[306](7933/26): Loss -0.6800, Sem 0.1134, dir -0.9633, norm 0.1699, swav 0.0000 LR: 6.346e-02 Score 96.148 Data time: 0.3123, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.1745 [2020-11-13 01:53:11,544][root][INFO] - ===> Epoch[306](7934/26): Loss -0.6695, Sem 0.1114, dir -0.9597, norm 0.1789, swav 0.0000 LR: 6.346e-02 Score 96.219 Data time: 0.2140, Forward time: 2.2643, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 6.0708 [2020-11-13 01:53:16,875][root][INFO] - ===> Epoch[306](7935/26): Loss -0.6721, Sem 0.1089, dir -0.9585, norm 0.1776, swav 0.0000 LR: 6.345e-02 Score 96.331 Data time: 0.2269, Forward time: 2.2643, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.2243 [2020-11-13 01:53:22,721][root][INFO] - ===> Epoch[306](7936/26): Loss -0.7000, Sem 0.0941, dir -0.9636, norm 0.1695, swav 0.0000 LR: 6.345e-02 Score 96.775 Data time: 0.2463, Forward time: 2.2644, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.7310 [2020-11-13 01:53:29,164][root][INFO] - ===> Epoch[306](7937/26): Loss -0.6531, Sem 0.1286, dir -0.9584, norm 0.1767, swav 0.0000 LR: 6.344e-02 Score 95.884 Data time: 0.2291, Forward time: 2.2644, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.3046 [2020-11-13 01:53:34,709][root][INFO] - ===> Epoch[306](7938/26): Loss -0.6663, Sem 0.1101, dir -0.9613, norm 0.1850, swav 0.0000 LR: 6.344e-02 Score 95.989 Data time: 0.2521, Forward time: 2.2644, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.4219 [2020-11-13 01:53:41,913][root][INFO] - ===> Epoch[306](7939/26): Loss -0.6799, Sem 0.1056, dir -0.9604, norm 0.1749, swav 0.0000 LR: 6.344e-02 Score 96.354 Data time: 0.3524, Forward time: 2.2646, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 7.0981 [2020-11-13 01:53:47,649][root][INFO] - ===> Epoch[306](7940/26): Loss -0.7139, Sem 0.0947, dir -0.9678, norm 0.1592, swav 0.0000 LR: 6.343e-02 Score 96.833 Data time: 0.2049, Forward time: 2.2646, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.5765 [2020-11-13 01:53:53,121][root][INFO] - ===> Epoch[306](7941/26): Loss -0.6610, Sem 0.1283, dir -0.9609, norm 0.1716, swav 0.0000 LR: 6.343e-02 Score 95.538 Data time: 0.1968, Forward time: 2.2646, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.3437 [2020-11-13 01:53:58,496][root][INFO] - ===> Epoch[306](7942/26): Loss -0.7068, Sem 0.0932, dir -0.9603, norm 0.1604, swav 0.0000 LR: 6.342e-02 Score 96.839 Data time: 0.2570, Forward time: 2.2646, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.2895 [2020-11-13 01:54:04,054][root][INFO] - ===> Epoch[306](7943/26): Loss -0.6838, Sem 0.1020, dir -0.9602, norm 0.1743, swav 0.0000 LR: 6.342e-02 Score 96.535 Data time: 0.2288, Forward time: 2.2647, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.4342 [2020-11-13 01:54:10,170][root][INFO] - ===> Epoch[306](7944/26): Loss -0.6835, Sem 0.0994, dir -0.9652, norm 0.1823, swav 0.0000 LR: 6.341e-02 Score 96.543 Data time: 0.2259, Forward time: 2.2647, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 6.0129 [2020-11-13 01:54:16,054][root][INFO] - ===> Epoch[306](7945/26): Loss -0.6589, Sem 0.1179, dir -0.9566, norm 0.1798, swav 0.0000 LR: 6.341e-02 Score 95.948 Data time: 0.2150, Forward time: 2.2647, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.7635 [2020-11-13 01:54:21,523][root][INFO] - ===> Epoch[306](7946/26): Loss -0.6641, Sem 0.1233, dir -0.9585, norm 0.1711, swav 0.0000 LR: 6.340e-02 Score 95.751 Data time: 0.2311, Forward time: 2.2647, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.3619 [2020-11-13 01:54:26,506][root][INFO] - ===> Epoch[306](7947/26): Loss -0.6759, Sem 0.1161, dir -0.9600, norm 0.1679, swav 0.0000 LR: 6.340e-02 Score 96.051 Data time: 0.1788, Forward time: 2.2647, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 4.8378 [2020-11-13 01:54:31,843][root][INFO] - ===> Epoch[306](7948/26): Loss -0.6931, Sem 0.1075, dir -0.9602, norm 0.1596, swav 0.0000 LR: 6.339e-02 Score 96.596 Data time: 0.2006, Forward time: 2.2647, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.2713 [2020-11-13 01:54:36,838][root][INFO] - ===> Epoch[306](7949/26): Loss -0.6590, Sem 0.1271, dir -0.9558, norm 0.1696, swav 0.0000 LR: 6.339e-02 Score 95.830 Data time: 0.2058, Forward time: 2.2646, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 4.8652 [2020-11-13 01:54:42,865][root][INFO] - ===> Epoch[306](7950/26): Loss -0.6251, Sem 0.1181, dir -0.9518, norm 0.2086, swav 0.0000 LR: 6.338e-02 Score 96.085 Data time: 0.2936, Forward time: 2.2647, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.9280 [2020-11-13 01:54:48,210][root][INFO] - ===> Epoch[306](7951/26): Loss -0.6581, Sem 0.1182, dir -0.9529, norm 0.1767, swav 0.0000 LR: 6.338e-02 Score 95.910 Data time: 0.2296, Forward time: 2.2648, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.2164 [2020-11-13 01:54:54,050][root][INFO] - ===> Epoch[306](7952/26): Loss -0.6686, Sem 0.1116, dir -0.9643, norm 0.1841, swav 0.0000 LR: 6.337e-02 Score 96.313 Data time: 0.1625, Forward time: 2.2647, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.7351 [2020-11-13 01:54:59,610][root][INFO] - ===> Epoch[306](7953/26): Loss -0.6776, Sem 0.1228, dir -0.9635, norm 0.1631, swav 0.0000 LR: 6.337e-02 Score 95.744 Data time: 0.2674, Forward time: 2.2648, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.4667 [2020-11-13 01:55:04,829][root][INFO] - ===> Epoch[306](7954/26): Loss -0.6464, Sem 0.1227, dir -0.9611, norm 0.1920, swav 0.0000 LR: 6.336e-02 Score 95.844 Data time: 0.1692, Forward time: 2.2647, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.0965 [2020-11-13 01:55:10,505][root][INFO] - ===> Epoch[306](7955/26): Loss -0.6903, Sem 0.1030, dir -0.9580, norm 0.1647, swav 0.0000 LR: 6.336e-02 Score 96.424 Data time: 0.1834, Forward time: 2.2647, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.5305 [2020-11-13 01:55:15,692][root][INFO] - ===> Epoch[306](7956/26): Loss -0.6804, Sem 0.1131, dir -0.9610, norm 0.1674, swav 0.0000 LR: 6.335e-02 Score 96.015 Data time: 0.2329, Forward time: 2.2647, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.0888 [2020-11-13 01:55:22,075][root][INFO] - ===> Epoch[307](7957/26): Loss -0.6810, Sem 0.1106, dir -0.9593, norm 0.1677, swav 0.0000 LR: 6.335e-02 Score 96.133 Data time: 0.2428, Forward time: 2.2647, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.2700 [2020-11-13 01:55:27,863][root][INFO] - ===> Epoch[307](7958/26): Loss -0.6874, Sem 0.1097, dir -0.9629, norm 0.1658, swav 0.0000 LR: 6.335e-02 Score 96.322 Data time: 0.2733, Forward time: 2.2648, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.6900 [2020-11-13 01:55:34,580][root][INFO] - ===> Epoch[307](7959/26): Loss -0.6726, Sem 0.1081, dir -0.9576, norm 0.1770, swav 0.0000 LR: 6.334e-02 Score 96.440 Data time: 0.2265, Forward time: 2.2648, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.5802 [2020-11-13 01:55:40,241][root][INFO] - ===> Epoch[307](7960/26): Loss -0.6672, Sem 0.1104, dir -0.9544, norm 0.1768, swav 0.0000 LR: 6.334e-02 Score 96.287 Data time: 0.2671, Forward time: 2.2649, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.5679 [2020-11-13 01:55:45,188][root][INFO] - ===> Epoch[307](7961/26): Loss -0.6838, Sem 0.1134, dir -0.9635, norm 0.1663, swav 0.0000 LR: 6.333e-02 Score 96.319 Data time: 0.2231, Forward time: 2.2649, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.8155 [2020-11-13 01:55:51,395][root][INFO] - ===> Epoch[307](7962/26): Loss -0.6797, Sem 0.1039, dir -0.9643, norm 0.1808, swav 0.0000 LR: 6.333e-02 Score 96.459 Data time: 0.1744, Forward time: 2.2649, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.0949 [2020-11-13 01:55:57,234][root][INFO] - ===> Epoch[307](7963/26): Loss -0.6774, Sem 0.1226, dir -0.9644, norm 0.1644, swav 0.0000 LR: 6.332e-02 Score 95.838 Data time: 0.1814, Forward time: 2.2648, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.7527 [2020-11-13 01:56:02,139][root][INFO] - ===> Epoch[307](7964/26): Loss -0.6801, Sem 0.1088, dir -0.9625, norm 0.1736, swav 0.0000 LR: 6.332e-02 Score 96.228 Data time: 0.2058, Forward time: 2.2648, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.7926 [2020-11-13 01:56:07,097][root][INFO] - ===> Epoch[307](7965/26): Loss -0.6960, Sem 0.1016, dir -0.9637, norm 0.1660, swav 0.0000 LR: 6.331e-02 Score 96.460 Data time: 0.2344, Forward time: 2.2648, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.8431 [2020-11-13 01:56:13,791][root][INFO] - ===> Epoch[307](7966/26): Loss -0.6952, Sem 0.1147, dir -0.9650, norm 0.1552, swav 0.0000 LR: 6.331e-02 Score 96.229 Data time: 0.3398, Forward time: 2.2650, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.5914 [2020-11-13 01:56:19,783][root][INFO] - ===> Epoch[307](7967/26): Loss -0.6525, Sem 0.1316, dir -0.9627, norm 0.1786, swav 0.0000 LR: 6.330e-02 Score 95.642 Data time: 0.2234, Forward time: 2.2650, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.8571 [2020-11-13 01:56:25,469][root][INFO] - ===> Epoch[307](7968/26): Loss -0.7151, Sem 0.0938, dir -0.9681, norm 0.1592, swav 0.0000 LR: 6.330e-02 Score 96.825 Data time: 0.1811, Forward time: 2.2650, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.5827 [2020-11-13 01:56:30,893][root][INFO] - ===> Epoch[307](7969/26): Loss -0.6538, Sem 0.1242, dir -0.9613, norm 0.1834, swav 0.0000 LR: 6.329e-02 Score 95.816 Data time: 0.1715, Forward time: 2.2649, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.3605 [2020-11-13 01:56:36,485][root][INFO] - ===> Epoch[307](7970/26): Loss -0.6796, Sem 0.1206, dir -0.9641, norm 0.1639, swav 0.0000 LR: 6.329e-02 Score 96.064 Data time: 0.1786, Forward time: 2.2649, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.5067 [2020-11-13 01:56:41,973][root][INFO] - ===> Epoch[307](7971/26): Loss -0.6545, Sem 0.1136, dir -0.9597, norm 0.1917, swav 0.0000 LR: 6.328e-02 Score 96.135 Data time: 0.2733, Forward time: 2.2650, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.4118 [2020-11-13 01:56:46,885][root][INFO] - ===> Epoch[307](7972/26): Loss -0.6745, Sem 0.1116, dir -0.9604, norm 0.1743, swav 0.0000 LR: 6.328e-02 Score 95.946 Data time: 0.1914, Forward time: 2.2649, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 4.7946 [2020-11-13 01:56:53,497][root][INFO] - ===> Epoch[307](7973/26): Loss -0.6633, Sem 0.1115, dir -0.9579, norm 0.1830, swav 0.0000 LR: 6.327e-02 Score 96.303 Data time: 0.1732, Forward time: 2.2649, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.5208 [2020-11-13 01:57:00,848][root][INFO] - ===> Epoch[307](7974/26): Loss -0.6934, Sem 0.1013, dir -0.9655, norm 0.1709, swav 0.0000 LR: 6.327e-02 Score 96.614 Data time: 0.1776, Forward time: 2.2648, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 7.2388 [2020-11-13 01:57:05,871][root][INFO] - ===> Epoch[307](7975/26): Loss -0.6759, Sem 0.1118, dir -0.9599, norm 0.1722, swav 0.0000 LR: 6.326e-02 Score 96.234 Data time: 0.1831, Forward time: 2.2648, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 4.9631 [2020-11-13 01:57:11,069][root][INFO] - ===> Epoch[307](7976/26): Loss -0.6725, Sem 0.1117, dir -0.9593, norm 0.1751, swav 0.0000 LR: 6.326e-02 Score 96.227 Data time: 0.2023, Forward time: 2.2648, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.1184 [2020-11-13 01:57:16,213][root][INFO] - ===> Epoch[307](7977/26): Loss -0.6636, Sem 0.1201, dir -0.9599, norm 0.1762, swav 0.0000 LR: 6.326e-02 Score 96.008 Data time: 0.1833, Forward time: 2.2647, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.0382 [2020-11-13 01:57:21,259][root][INFO] - ===> Epoch[307](7978/26): Loss -0.6765, Sem 0.1060, dir -0.9582, norm 0.1756, swav 0.0000 LR: 6.325e-02 Score 96.408 Data time: 0.1459, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.9666 [2020-11-13 01:57:27,775][root][INFO] - ===> Epoch[307](7979/26): Loss -0.6851, Sem 0.0975, dir -0.9626, norm 0.1800, swav 0.0000 LR: 6.325e-02 Score 96.667 Data time: 0.3240, Forward time: 2.2648, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.4636 [2020-11-13 01:57:32,115][root][INFO] - ===> Epoch[307](7980/26): Loss -0.6998, Sem 0.1090, dir -0.9639, norm 0.1550, swav 0.0000 LR: 6.324e-02 Score 96.309 Data time: 0.1420, Forward time: 2.2647, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.2283 [2020-11-13 01:57:38,182][root][INFO] - ===> Epoch[307](7981/26): Loss -0.6724, Sem 0.1067, dir -0.9615, norm 0.1824, swav 0.0000 LR: 6.324e-02 Score 96.306 Data time: 0.1831, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.9937 [2020-11-13 01:57:43,776][root][INFO] - ===> Epoch[307](7982/26): Loss -0.6703, Sem 0.1191, dir -0.9642, norm 0.1748, swav 0.0000 LR: 6.323e-02 Score 96.024 Data time: 0.2443, Forward time: 2.2647, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.4895 [2020-11-13 01:57:48,779][root][INFO] - ===> Epoch[308](7983/26): Loss -0.6865, Sem 0.1110, dir -0.9631, norm 0.1656, swav 0.0000 LR: 6.323e-02 Score 96.208 Data time: 0.1717, Forward time: 2.2647, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 4.8942 [2020-11-13 01:57:55,669][root][INFO] - ===> Epoch[308](7984/26): Loss -0.6554, Sem 0.1168, dir -0.9613, norm 0.1891, swav 0.0000 LR: 6.322e-02 Score 95.833 Data time: 0.1813, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.7882 [2020-11-13 01:58:01,359][root][INFO] - ===> Epoch[308](7985/26): Loss -0.6672, Sem 0.1167, dir -0.9593, norm 0.1754, swav 0.0000 LR: 6.322e-02 Score 95.888 Data time: 0.1929, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.6087 [2020-11-13 01:58:06,330][root][INFO] - ===> Epoch[308](7986/26): Loss -0.6831, Sem 0.1099, dir -0.9633, norm 0.1703, swav 0.0000 LR: 6.321e-02 Score 96.133 Data time: 0.1774, Forward time: 2.2646, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.8525 [2020-11-13 01:58:12,682][root][INFO] - ===> Epoch[308](7987/26): Loss -0.6600, Sem 0.1144, dir -0.9599, norm 0.1855, swav 0.0000 LR: 6.321e-02 Score 96.254 Data time: 0.1985, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.2526 [2020-11-13 01:58:18,880][root][INFO] - ===> Epoch[308](7988/26): Loss -0.6542, Sem 0.1194, dir -0.9542, norm 0.1806, swav 0.0000 LR: 6.320e-02 Score 95.976 Data time: 0.2253, Forward time: 2.2645, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.0914 [2020-11-13 01:58:24,977][root][INFO] - ===> Epoch[308](7989/26): Loss -0.6747, Sem 0.1080, dir -0.9620, norm 0.1793, swav 0.0000 LR: 6.320e-02 Score 96.209 Data time: 0.1858, Forward time: 2.2645, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.9944 [2020-11-13 01:58:31,110][root][INFO] - ===> Epoch[308](7990/26): Loss -0.6592, Sem 0.1190, dir -0.9579, norm 0.1797, swav 0.0000 LR: 6.319e-02 Score 95.749 Data time: 0.2207, Forward time: 2.2645, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.0524 [2020-11-13 01:58:36,083][root][INFO] - ===> Epoch[308](7991/26): Loss -0.7163, Sem 0.1019, dir -0.9675, norm 0.1492, swav 0.0000 LR: 6.319e-02 Score 96.513 Data time: 0.1948, Forward time: 2.2645, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 4.8689 [2020-11-13 01:58:40,969][root][INFO] - ===> Epoch[308](7992/26): Loss -0.6775, Sem 0.1136, dir -0.9597, norm 0.1686, swav 0.0000 LR: 6.318e-02 Score 96.334 Data time: 0.2183, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.7914 [2020-11-13 01:58:47,856][root][INFO] - ===> Epoch[308](7993/26): Loss -0.6983, Sem 0.1074, dir -0.9621, norm 0.1565, swav 0.0000 LR: 6.318e-02 Score 96.443 Data time: 0.2081, Forward time: 2.2645, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.7722 [2020-11-13 01:58:54,125][root][INFO] - ===> Epoch[308](7994/26): Loss -0.6776, Sem 0.1165, dir -0.9608, norm 0.1667, swav 0.0000 LR: 6.317e-02 Score 95.995 Data time: 0.1617, Forward time: 2.2644, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.1674 [2020-11-13 01:59:00,789][root][INFO] - ===> Epoch[308](7995/26): Loss -0.7038, Sem 0.0967, dir -0.9624, norm 0.1619, swav 0.0000 LR: 6.317e-02 Score 96.824 Data time: 0.1644, Forward time: 2.2644, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.5682 [2020-11-13 01:59:07,305][root][INFO] - ===> Epoch[308](7996/26): Loss -0.6612, Sem 0.1370, dir -0.9617, norm 0.1635, swav 0.0000 LR: 6.317e-02 Score 95.658 Data time: 0.2345, Forward time: 2.2644, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.4204 [2020-11-13 01:59:13,026][root][INFO] - ===> Epoch[308](7997/26): Loss -0.6952, Sem 0.1108, dir -0.9645, norm 0.1585, swav 0.0000 LR: 6.316e-02 Score 96.186 Data time: 0.2331, Forward time: 2.2644, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.5894 [2020-11-13 01:59:18,821][root][INFO] - ===> Epoch[308](7998/26): Loss -0.7094, Sem 0.1069, dir -0.9653, norm 0.1490, swav 0.0000 LR: 6.316e-02 Score 96.182 Data time: 0.1892, Forward time: 2.2644, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.6744 [2020-11-13 01:59:24,688][root][INFO] - ===> Epoch[308](7999/26): Loss -0.6703, Sem 0.1214, dir -0.9624, norm 0.1707, swav 0.0000 LR: 6.315e-02 Score 95.907 Data time: 0.2745, Forward time: 2.2644, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.7831 [2020-11-13 01:59:30,160][root][INFO] - ===> Epoch[308](8000/26): Loss -0.6872, Sem 0.1218, dir -0.9663, norm 0.1573, swav 0.0000 LR: 6.315e-02 Score 95.909 Data time: 0.2050, Forward time: 2.2644, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.3301 [2020-11-13 01:59:31,083][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 01:59:31,210][root][INFO] - ===> Start testing [2020-11-13 02:01:00,591][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.2189 Loss 0.094 (AVG: 0.445) Score 96.618 (AVG: 89.631) mIOU 71.315 mAP 77.172 mAcc 80.048 IOU: 85.425 96.464 62.513 77.292 94.704 90.022 73.650 64.634 60.467 76.361 27.248 61.683 63.135 72.649 58.091 58.202 93.483 68.346 85.312 56.626 mAP: 84.367 96.346 67.535 69.319 90.743 78.160 75.153 76.420 69.891 74.248 57.969 66.600 71.670 88.507 63.803 91.278 96.698 86.863 76.003 61.869 mAcc: 95.785 98.871 78.219 80.577 96.726 92.549 86.833 74.983 70.733 92.632 30.235 87.787 83.358 77.902 63.515 63.461 97.187 78.247 90.543 60.812 [2020-11-13 02:02:30,982][root][INFO] - 201/312: Data time: 0.0102, Iter time: 0.6097 Loss 0.209 (AVG: 0.467) Score 92.197 (AVG: 89.468) mIOU 71.506 mAP 76.849 mAcc 80.046 IOU: 84.357 96.546 62.464 82.609 92.507 89.085 73.574 65.242 58.693 80.733 29.225 60.223 62.603 70.462 54.114 61.874 93.101 67.550 87.189 57.967 mAP: 82.003 96.616 67.479 74.289 91.607 82.668 74.891 73.216 68.090 76.700 57.179 62.051 71.369 80.640 64.705 85.568 95.864 87.087 82.684 62.275 mAcc: 95.458 98.810 76.076 86.148 95.499 93.342 84.805 76.179 69.728 92.628 32.025 84.615 83.613 74.430 62.224 67.574 97.165 75.883 92.041 62.675 [2020-11-13 02:03:59,573][root][INFO] - 301/312: Data time: 0.0062, Iter time: 0.3969 Loss 0.778 (AVG: 0.484) Score 80.692 (AVG: 89.352) mIOU 70.059 mAP 76.071 mAcc 79.177 IOU: 84.508 96.312 61.836 81.503 92.379 87.504 71.852 63.750 59.450 77.329 31.125 62.055 60.672 65.535 50.344 54.064 93.291 66.711 86.571 54.392 mAP: 81.861 96.287 65.178 72.789 91.228 84.044 72.962 73.144 68.940 72.759 56.132 61.377 71.262 78.202 62.532 83.547 96.057 85.915 84.533 62.675 mAcc: 95.530 98.809 75.217 85.707 95.915 91.000 83.252 74.183 70.047 88.747 35.593 84.196 84.153 70.427 56.842 69.319 96.922 75.552 92.938 59.191 [2020-11-13 02:04:09,066][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3558 Loss 0.210 (AVG: 0.486) Score 91.660 (AVG: 89.369) mIOU 70.143 mAP 76.208 mAcc 79.182 IOU: 84.416 96.355 61.784 81.937 92.323 87.588 71.230 64.153 59.194 77.620 29.829 63.030 60.907 66.299 49.537 54.064 93.415 67.975 86.571 54.623 mAP: 81.727 96.345 64.930 72.738 91.308 84.267 72.641 73.021 69.293 72.823 56.332 61.756 71.601 78.580 62.704 83.547 96.096 86.245 84.533 63.673 mAcc: 95.480 98.803 75.015 86.112 95.914 91.076 82.736 74.911 69.309 88.814 33.945 84.627 84.440 71.176 56.015 69.319 96.939 76.639 92.938 59.427 [2020-11-13 02:04:09,073][root][INFO] - Finished test. Elapsed time: 277.8559 [2020-11-13 02:04:19,874][root][INFO] - [2020-11-13 02:04:19,877][root][INFO] - ################################################################ [2020-11-13 02:04:19,877][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 02:04:19,877][root][INFO] - ################################################################ [2020-11-13 02:04:19,877][root][INFO] - cabinet : 0.263 0.495 0.684 [2020-11-13 02:04:19,877][root][INFO] - bed : 0.376 0.739 0.852 [2020-11-13 02:04:19,877][root][INFO] - chair : 0.730 0.878 0.922 [2020-11-13 02:04:19,877][root][INFO] - sofa : 0.428 0.633 0.827 [2020-11-13 02:04:19,877][root][INFO] - table : 0.427 0.656 0.760 [2020-11-13 02:04:19,877][root][INFO] - door : 0.275 0.486 0.614 [2020-11-13 02:04:19,877][root][INFO] - window : 0.182 0.348 0.559 [2020-11-13 02:04:19,877][root][INFO] - bookshelf : 0.228 0.548 0.733 [2020-11-13 02:04:19,877][root][INFO] - picture : 0.160 0.278 0.409 [2020-11-13 02:04:19,877][root][INFO] - counter : 0.108 0.337 0.682 [2020-11-13 02:04:19,877][root][INFO] - desk : 0.116 0.395 0.786 [2020-11-13 02:04:19,877][root][INFO] - curtain : 0.265 0.425 0.582 [2020-11-13 02:04:19,877][root][INFO] - refrigerator : 0.341 0.439 0.466 [2020-11-13 02:04:19,877][root][INFO] - shower curtain : 0.436 0.603 0.653 [2020-11-13 02:04:19,877][root][INFO] - toilet : 0.867 1.000 1.000 [2020-11-13 02:04:19,878][root][INFO] - sink : 0.345 0.651 0.879 [2020-11-13 02:04:19,878][root][INFO] - bathtub : 0.559 0.796 0.871 [2020-11-13 02:04:19,878][root][INFO] - otherfurniture : 0.367 0.511 0.641 [2020-11-13 02:04:19,878][root][INFO] - ---------------------------------------------------------------- [2020-11-13 02:04:19,878][root][INFO] - average : 0.360 0.568 0.718 [2020-11-13 02:04:19,878][root][INFO] - [2020-11-13 02:04:20,021][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 02:04:20,023][root][INFO] - Current best mIoU: 71.637 at iter 7000 [2020-11-13 02:04:22,774][root][INFO] - ===> Epoch[308](8001/26): Loss -0.6714, Sem 0.1237, dir -0.9618, norm 0.1667, swav 0.0000 LR: 6.314e-02 Score 95.850 Data time: 0.1095, Forward time: 2.2643, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 2.7447 [2020-11-13 02:04:29,063][root][INFO] - ===> Epoch[308](8002/26): Loss -0.6809, Sem 0.1090, dir -0.9586, norm 0.1687, swav 0.0000 LR: 6.314e-02 Score 96.205 Data time: 0.3016, Forward time: 2.2644, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.2153 [2020-11-13 02:04:34,383][root][INFO] - ===> Epoch[308](8003/26): Loss -0.6825, Sem 0.1113, dir -0.9622, norm 0.1684, swav 0.0000 LR: 6.313e-02 Score 96.179 Data time: 0.2353, Forward time: 2.2644, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.1944 [2020-11-13 02:04:40,655][root][INFO] - ===> Epoch[308](8004/26): Loss -0.7062, Sem 0.1071, dir -0.9649, norm 0.1516, swav 0.0000 LR: 6.313e-02 Score 96.196 Data time: 0.2399, Forward time: 2.2645, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.1460 [2020-11-13 02:04:46,552][root][INFO] - ===> Epoch[308](8005/26): Loss -0.6869, Sem 0.1094, dir -0.9572, norm 0.1609, swav 0.0000 LR: 6.312e-02 Score 96.363 Data time: 0.2432, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.7753 [2020-11-13 02:04:52,248][root][INFO] - ===> Epoch[308](8006/26): Loss -0.6781, Sem 0.1094, dir -0.9643, norm 0.1768, swav 0.0000 LR: 6.312e-02 Score 96.241 Data time: 0.2097, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.5847 [2020-11-13 02:04:57,485][root][INFO] - ===> Epoch[308](8007/26): Loss -0.6861, Sem 0.1075, dir -0.9611, norm 0.1676, swav 0.0000 LR: 6.311e-02 Score 96.375 Data time: 0.2003, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.1497 [2020-11-13 02:05:03,112][root][INFO] - ===> Epoch[308](8008/26): Loss -0.6579, Sem 0.1256, dir -0.9624, norm 0.1789, swav 0.0000 LR: 6.311e-02 Score 95.884 Data time: 0.1909, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.4947 [2020-11-13 02:05:09,556][root][INFO] - ===> Epoch[309](8009/26): Loss -0.7046, Sem 0.1110, dir -0.9689, norm 0.1533, swav 0.0000 LR: 6.310e-02 Score 96.116 Data time: 0.2128, Forward time: 2.2645, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.3642 [2020-11-13 02:05:15,239][root][INFO] - ===> Epoch[309](8010/26): Loss -0.6875, Sem 0.0993, dir -0.9603, norm 0.1735, swav 0.0000 LR: 6.310e-02 Score 96.569 Data time: 0.2589, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.5618 [2020-11-13 02:05:21,168][root][INFO] - ===> Epoch[309](8011/26): Loss -0.6477, Sem 0.1255, dir -0.9624, norm 0.1892, swav 0.0000 LR: 6.309e-02 Score 95.763 Data time: 0.1979, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.8121 [2020-11-13 02:05:26,799][root][INFO] - ===> Epoch[309](8012/26): Loss -0.6896, Sem 0.1088, dir -0.9614, norm 0.1630, swav 0.0000 LR: 6.309e-02 Score 96.211 Data time: 0.1992, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.5315 [2020-11-13 02:05:32,694][root][INFO] - ===> Epoch[309](8013/26): Loss -0.6864, Sem 0.1092, dir -0.9603, norm 0.1646, swav 0.0000 LR: 6.308e-02 Score 96.315 Data time: 0.1851, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.7870 [2020-11-13 02:05:38,105][root][INFO] - ===> Epoch[309](8014/26): Loss -0.6674, Sem 0.1238, dir -0.9647, norm 0.1735, swav 0.0000 LR: 6.308e-02 Score 95.895 Data time: 0.1369, Forward time: 2.2644, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.3313 [2020-11-13 02:05:43,918][root][INFO] - ===> Epoch[309](8015/26): Loss -0.6874, Sem 0.1120, dir -0.9674, norm 0.1680, swav 0.0000 LR: 6.308e-02 Score 96.159 Data time: 0.1650, Forward time: 2.2643, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.7438 [2020-11-13 02:05:50,227][root][INFO] - ===> Epoch[309](8016/26): Loss -0.6691, Sem 0.1212, dir -0.9575, norm 0.1673, swav 0.0000 LR: 6.307e-02 Score 95.999 Data time: 0.2075, Forward time: 2.2643, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.2334 [2020-11-13 02:05:56,223][root][INFO] - ===> Epoch[309](8017/26): Loss -0.6833, Sem 0.0960, dir -0.9620, norm 0.1827, swav 0.0000 LR: 6.307e-02 Score 96.722 Data time: 0.2701, Forward time: 2.2644, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.8921 [2020-11-13 02:06:01,222][root][INFO] - ===> Epoch[309](8018/26): Loss -0.6633, Sem 0.1198, dir -0.9597, norm 0.1765, swav 0.0000 LR: 6.306e-02 Score 95.982 Data time: 0.1870, Forward time: 2.2644, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 4.8843 [2020-11-13 02:06:06,980][root][INFO] - ===> Epoch[309](8019/26): Loss -0.6542, Sem 0.1121, dir -0.9547, norm 0.1885, swav 0.0000 LR: 6.306e-02 Score 96.299 Data time: 0.1782, Forward time: 2.2644, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.6224 [2020-11-13 02:06:13,001][root][INFO] - ===> Epoch[309](8020/26): Loss -0.6893, Sem 0.1053, dir -0.9661, norm 0.1715, swav 0.0000 LR: 6.305e-02 Score 96.361 Data time: 0.2995, Forward time: 2.2645, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.9310 [2020-11-13 02:06:18,735][root][INFO] - ===> Epoch[309](8021/26): Loss -0.6775, Sem 0.1130, dir -0.9631, norm 0.1727, swav 0.0000 LR: 6.305e-02 Score 96.077 Data time: 0.2656, Forward time: 2.2645, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.5902 [2020-11-13 02:06:23,880][root][INFO] - ===> Epoch[309](8022/26): Loss -0.7031, Sem 0.1025, dir -0.9671, norm 0.1615, swav 0.0000 LR: 6.304e-02 Score 96.677 Data time: 0.2054, Forward time: 2.2645, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.0342 [2020-11-13 02:06:29,960][root][INFO] - ===> Epoch[309](8023/26): Loss -0.6835, Sem 0.1131, dir -0.9639, norm 0.1672, swav 0.0000 LR: 6.304e-02 Score 96.171 Data time: 0.2386, Forward time: 2.2646, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.9764 [2020-11-13 02:06:36,744][root][INFO] - ===> Epoch[309](8024/26): Loss -0.6734, Sem 0.1138, dir -0.9584, norm 0.1713, swav 0.0000 LR: 6.303e-02 Score 96.306 Data time: 0.1677, Forward time: 2.2645, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.6667 [2020-11-13 02:06:43,792][root][INFO] - ===> Epoch[309](8025/26): Loss -0.6738, Sem 0.1095, dir -0.9547, norm 0.1714, swav 0.0000 LR: 6.303e-02 Score 96.301 Data time: 0.2393, Forward time: 2.2646, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 6.9663 [2020-11-13 02:06:49,345][root][INFO] - ===> Epoch[309](8026/26): Loss -0.7016, Sem 0.1068, dir -0.9629, norm 0.1545, swav 0.0000 LR: 6.302e-02 Score 96.253 Data time: 0.2194, Forward time: 2.2646, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.4322 [2020-11-13 02:06:54,587][root][INFO] - ===> Epoch[309](8027/26): Loss -0.6812, Sem 0.1290, dir -0.9630, norm 0.1528, swav 0.0000 LR: 6.302e-02 Score 95.746 Data time: 0.2151, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.1319 [2020-11-13 02:07:00,213][root][INFO] - ===> Epoch[309](8028/26): Loss -0.6634, Sem 0.1261, dir -0.9652, norm 0.1757, swav 0.0000 LR: 6.301e-02 Score 95.877 Data time: 0.2335, Forward time: 2.2647, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.5139 [2020-11-13 02:07:05,363][root][INFO] - ===> Epoch[309](8029/26): Loss -0.6975, Sem 0.1039, dir -0.9606, norm 0.1592, swav 0.0000 LR: 6.301e-02 Score 96.629 Data time: 0.1731, Forward time: 2.2646, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.0130 [2020-11-13 02:07:10,352][root][INFO] - ===> Epoch[309](8030/26): Loss -0.6763, Sem 0.1135, dir -0.9629, norm 0.1731, swav 0.0000 LR: 6.300e-02 Score 96.117 Data time: 0.2067, Forward time: 2.2646, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 4.8910 [2020-11-13 02:07:16,285][root][INFO] - ===> Epoch[309](8031/26): Loss -0.6778, Sem 0.1045, dir -0.9633, norm 0.1810, swav 0.0000 LR: 6.300e-02 Score 96.519 Data time: 0.2016, Forward time: 2.2646, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.8039 [2020-11-13 02:07:23,341][root][INFO] - ===> Epoch[309](8032/26): Loss -0.6886, Sem 0.1107, dir -0.9653, norm 0.1660, swav 0.0000 LR: 6.299e-02 Score 96.129 Data time: 0.2279, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.9510 [2020-11-13 02:07:28,753][root][INFO] - ===> Epoch[309](8033/26): Loss -0.6889, Sem 0.1034, dir -0.9601, norm 0.1678, swav 0.0000 LR: 6.299e-02 Score 96.474 Data time: 0.1841, Forward time: 2.2646, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.2952 [2020-11-13 02:07:35,608][root][INFO] - ===> Epoch[309](8034/26): Loss -0.7087, Sem 0.0946, dir -0.9651, norm 0.1618, swav 0.0000 LR: 6.299e-02 Score 96.731 Data time: 0.2499, Forward time: 2.2646, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 6.7711 [2020-11-13 02:07:42,984][root][INFO] - ===> Epoch[310](8035/26): Loss -0.6834, Sem 0.1109, dir -0.9633, norm 0.1690, swav 0.0000 LR: 6.298e-02 Score 96.139 Data time: 0.3579, Forward time: 2.2648, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 7.2481 [2020-11-13 02:07:48,228][root][INFO] - ===> Epoch[310](8036/26): Loss -0.6902, Sem 0.1121, dir -0.9613, norm 0.1589, swav 0.0000 LR: 6.298e-02 Score 96.229 Data time: 0.2225, Forward time: 2.2648, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.0833 [2020-11-13 02:07:53,439][root][INFO] - ===> Epoch[310](8037/26): Loss -0.6871, Sem 0.1054, dir -0.9629, norm 0.1703, swav 0.0000 LR: 6.297e-02 Score 96.444 Data time: 0.1786, Forward time: 2.2648, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.0926 [2020-11-13 02:07:58,875][root][INFO] - ===> Epoch[310](8038/26): Loss -0.6634, Sem 0.1150, dir -0.9556, norm 0.1772, swav 0.0000 LR: 6.297e-02 Score 96.013 Data time: 0.2506, Forward time: 2.2648, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.3216 [2020-11-13 02:08:04,346][root][INFO] - ===> Epoch[310](8039/26): Loss -0.6556, Sem 0.1261, dir -0.9602, norm 0.1785, swav 0.0000 LR: 6.296e-02 Score 95.815 Data time: 0.2323, Forward time: 2.2648, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.3793 [2020-11-13 02:08:09,058][root][INFO] - ===> Epoch[310](8040/26): Loss -0.7175, Sem 0.0952, dir -0.9662, norm 0.1536, swav 0.0000 LR: 6.296e-02 Score 96.737 Data time: 0.2024, Forward time: 2.2648, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 4.5941 [2020-11-13 02:08:14,283][root][INFO] - ===> Epoch[310](8041/26): Loss -0.6886, Sem 0.0982, dir -0.9620, norm 0.1752, swav 0.0000 LR: 6.295e-02 Score 96.510 Data time: 0.1214, Forward time: 2.2647, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.1214 [2020-11-13 02:08:19,644][root][INFO] - ===> Epoch[310](8042/26): Loss -0.6789, Sem 0.1097, dir -0.9597, norm 0.1711, swav 0.0000 LR: 6.295e-02 Score 96.313 Data time: 0.1733, Forward time: 2.2646, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.2608 [2020-11-13 02:08:25,126][root][INFO] - ===> Epoch[310](8043/26): Loss -0.6530, Sem 0.1231, dir -0.9572, norm 0.1811, swav 0.0000 LR: 6.294e-02 Score 95.851 Data time: 0.2328, Forward time: 2.2647, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.4003 [2020-11-13 02:08:30,158][root][INFO] - ===> Epoch[310](8044/26): Loss -0.6120, Sem 0.1410, dir -0.9563, norm 0.2033, swav 0.0000 LR: 6.294e-02 Score 95.681 Data time: 0.2200, Forward time: 2.2647, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 4.9178 [2020-11-13 02:08:36,954][root][INFO] - ===> Epoch[310](8045/26): Loss -0.6528, Sem 0.1116, dir -0.9582, norm 0.1937, swav 0.0000 LR: 6.293e-02 Score 96.308 Data time: 0.2680, Forward time: 2.2647, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 6.6649 [2020-11-13 02:08:43,271][root][INFO] - ===> Epoch[310](8046/26): Loss -0.6663, Sem 0.1200, dir -0.9618, norm 0.1755, swav 0.0000 LR: 6.293e-02 Score 96.036 Data time: 0.2900, Forward time: 2.2649, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.1774 [2020-11-13 02:08:48,653][root][INFO] - ===> Epoch[310](8047/26): Loss -0.7026, Sem 0.0959, dir -0.9615, norm 0.1630, swav 0.0000 LR: 6.292e-02 Score 96.888 Data time: 0.1830, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.2580 [2020-11-13 02:08:54,069][root][INFO] - ===> Epoch[310](8048/26): Loss -0.6417, Sem 0.1199, dir -0.9553, norm 0.1937, swav 0.0000 LR: 6.292e-02 Score 96.016 Data time: 0.2591, Forward time: 2.2649, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.3056 [2020-11-13 02:08:59,224][root][INFO] - ===> Epoch[310](8049/26): Loss -0.6646, Sem 0.1251, dir -0.9624, norm 0.1727, swav 0.0000 LR: 6.291e-02 Score 95.413 Data time: 0.2175, Forward time: 2.2649, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.0273 [2020-11-13 02:09:04,731][root][INFO] - ===> Epoch[310](8050/26): Loss -0.6505, Sem 0.1256, dir -0.9583, norm 0.1823, swav 0.0000 LR: 6.291e-02 Score 96.076 Data time: 0.1773, Forward time: 2.2649, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.4032 [2020-11-13 02:09:10,706][root][INFO] - ===> Epoch[310](8051/26): Loss -0.6580, Sem 0.1376, dir -0.9623, norm 0.1666, swav 0.0000 LR: 6.290e-02 Score 95.487 Data time: 0.1783, Forward time: 2.2648, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.8784 [2020-11-13 02:09:17,166][root][INFO] - ===> Epoch[310](8052/26): Loss -0.6723, Sem 0.1220, dir -0.9625, norm 0.1683, swav 0.0000 LR: 6.290e-02 Score 95.788 Data time: 0.1661, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.3556 [2020-11-13 02:09:23,013][root][INFO] - ===> Epoch[310](8053/26): Loss -0.6931, Sem 0.1036, dir -0.9637, norm 0.1670, swav 0.0000 LR: 6.290e-02 Score 96.454 Data time: 0.1953, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.7664 [2020-11-13 02:09:28,924][root][INFO] - ===> Epoch[310](8054/26): Loss -0.7033, Sem 0.1013, dir -0.9638, norm 0.1592, swav 0.0000 LR: 6.289e-02 Score 96.555 Data time: 0.1834, Forward time: 2.2647, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.8038 [2020-11-13 02:09:35,198][root][INFO] - ===> Epoch[310](8055/26): Loss -0.6951, Sem 0.0978, dir -0.9651, norm 0.1723, swav 0.0000 LR: 6.289e-02 Score 96.649 Data time: 0.2193, Forward time: 2.2648, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 6.1941 [2020-11-13 02:09:40,230][root][INFO] - ===> Epoch[310](8056/26): Loss -0.6919, Sem 0.1026, dir -0.9617, norm 0.1673, swav 0.0000 LR: 6.288e-02 Score 96.469 Data time: 0.1955, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 4.9013 [2020-11-13 02:09:45,760][root][INFO] - ===> Epoch[310](8057/26): Loss -0.6694, Sem 0.1128, dir -0.9600, norm 0.1778, swav 0.0000 LR: 6.288e-02 Score 96.154 Data time: 0.1964, Forward time: 2.2647, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.4322 [2020-11-13 02:09:51,844][root][INFO] - ===> Epoch[310](8058/26): Loss -0.6785, Sem 0.1148, dir -0.9616, norm 0.1683, swav 0.0000 LR: 6.287e-02 Score 96.070 Data time: 0.2961, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.9739 [2020-11-13 02:09:57,260][root][INFO] - ===> Epoch[310](8059/26): Loss -0.6871, Sem 0.1117, dir -0.9615, norm 0.1627, swav 0.0000 LR: 6.287e-02 Score 96.258 Data time: 0.2380, Forward time: 2.2649, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.2910 [2020-11-13 02:10:03,010][root][INFO] - ===> Epoch[310](8060/26): Loss -0.6221, Sem 0.1433, dir -0.9575, norm 0.1921, swav 0.0000 LR: 6.286e-02 Score 95.457 Data time: 0.1893, Forward time: 2.2649, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.6468 [2020-11-13 02:10:08,344][root][INFO] - ===> Epoch[311](8061/26): Loss -0.6724, Sem 0.1122, dir -0.9609, norm 0.1763, swav 0.0000 LR: 6.286e-02 Score 96.047 Data time: 0.2204, Forward time: 2.2649, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.2510 [2020-11-13 02:10:13,729][root][INFO] - ===> Epoch[311](8062/26): Loss -0.6768, Sem 0.1050, dir -0.9549, norm 0.1731, swav 0.0000 LR: 6.285e-02 Score 96.580 Data time: 0.1824, Forward time: 2.2648, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.2750 [2020-11-13 02:10:20,355][root][INFO] - ===> Epoch[311](8063/26): Loss -0.6655, Sem 0.1177, dir -0.9602, norm 0.1770, swav 0.0000 LR: 6.285e-02 Score 96.005 Data time: 0.1308, Forward time: 2.2647, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.5515 [2020-11-13 02:10:25,483][root][INFO] - ===> Epoch[311](8064/26): Loss -0.6842, Sem 0.1210, dir -0.9659, norm 0.1608, swav 0.0000 LR: 6.284e-02 Score 95.937 Data time: 0.1528, Forward time: 2.2646, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.0891 [2020-11-13 02:10:32,123][root][INFO] - ===> Epoch[311](8065/26): Loss -0.7059, Sem 0.0974, dir -0.9665, norm 0.1632, swav 0.0000 LR: 6.284e-02 Score 96.757 Data time: 0.3156, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.5714 [2020-11-13 02:10:38,026][root][INFO] - ===> Epoch[311](8066/26): Loss -0.6937, Sem 0.1001, dir -0.9642, norm 0.1704, swav 0.0000 LR: 6.283e-02 Score 96.704 Data time: 0.1394, Forward time: 2.2647, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.7880 [2020-11-13 02:10:43,850][root][INFO] - ===> Epoch[311](8067/26): Loss -0.6800, Sem 0.1092, dir -0.9581, norm 0.1689, swav 0.0000 LR: 6.283e-02 Score 96.269 Data time: 0.2842, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.7355 [2020-11-13 02:10:50,052][root][INFO] - ===> Epoch[311](8068/26): Loss -0.6640, Sem 0.1164, dir -0.9634, norm 0.1830, swav 0.0000 LR: 6.282e-02 Score 96.082 Data time: 0.2514, Forward time: 2.2648, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 6.0933 [2020-11-13 02:10:55,379][root][INFO] - ===> Epoch[311](8069/26): Loss -0.7052, Sem 0.1114, dir -0.9637, norm 0.1472, swav 0.0000 LR: 6.282e-02 Score 96.210 Data time: 0.2216, Forward time: 2.2648, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.2288 [2020-11-13 02:11:02,031][root][INFO] - ===> Epoch[311](8070/26): Loss -0.6702, Sem 0.1123, dir -0.9606, norm 0.1781, swav 0.0000 LR: 6.281e-02 Score 96.161 Data time: 0.3097, Forward time: 2.2649, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.5309 [2020-11-13 02:11:08,123][root][INFO] - ===> Epoch[311](8071/26): Loss -0.7000, Sem 0.1069, dir -0.9628, norm 0.1559, swav 0.0000 LR: 6.281e-02 Score 96.552 Data time: 0.1600, Forward time: 2.2649, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.9728 [2020-11-13 02:11:13,388][root][INFO] - ===> Epoch[311](8072/26): Loss -0.6724, Sem 0.1269, dir -0.9627, norm 0.1634, swav 0.0000 LR: 6.281e-02 Score 95.742 Data time: 0.2631, Forward time: 2.2649, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.1886 [2020-11-13 02:11:18,490][root][INFO] - ===> Epoch[311](8073/26): Loss -0.6705, Sem 0.1073, dir -0.9585, norm 0.1807, swav 0.0000 LR: 6.280e-02 Score 96.365 Data time: 0.2381, Forward time: 2.2650, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.0034 [2020-11-13 02:11:24,896][root][INFO] - ===> Epoch[311](8074/26): Loss -0.6865, Sem 0.1140, dir -0.9650, norm 0.1646, swav 0.0000 LR: 6.280e-02 Score 96.006 Data time: 0.2968, Forward time: 2.2651, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 6.3100 [2020-11-13 02:11:30,008][root][INFO] - ===> Epoch[311](8075/26): Loss -0.6566, Sem 0.1399, dir -0.9643, norm 0.1679, swav 0.0000 LR: 6.279e-02 Score 95.539 Data time: 0.2303, Forward time: 2.2651, Backward time: 3.1231, DDP time: 0.0044, Total iter time: 4.9819 [2020-11-13 02:11:35,301][root][INFO] - ===> Epoch[311](8076/26): Loss -0.7078, Sem 0.0982, dir -0.9653, norm 0.1593, swav 0.0000 LR: 6.279e-02 Score 96.530 Data time: 0.2220, Forward time: 2.2651, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.1839 [2020-11-13 02:11:41,526][root][INFO] - ===> Epoch[311](8077/26): Loss -0.6493, Sem 0.1309, dir -0.9602, norm 0.1800, swav 0.0000 LR: 6.278e-02 Score 95.677 Data time: 0.2658, Forward time: 2.2652, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.1288 [2020-11-13 02:11:46,815][root][INFO] - ===> Epoch[311](8078/26): Loss -0.6785, Sem 0.1079, dir -0.9607, norm 0.1743, swav 0.0000 LR: 6.278e-02 Score 96.208 Data time: 0.2392, Forward time: 2.2653, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.1691 [2020-11-13 02:11:52,445][root][INFO] - ===> Epoch[311](8079/26): Loss -0.6818, Sem 0.1141, dir -0.9619, norm 0.1661, swav 0.0000 LR: 6.277e-02 Score 96.221 Data time: 0.2460, Forward time: 2.2653, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.5270 [2020-11-13 02:11:57,490][root][INFO] - ===> Epoch[311](8080/26): Loss -0.7115, Sem 0.1094, dir -0.9678, norm 0.1469, swav 0.0000 LR: 6.277e-02 Score 96.340 Data time: 0.1868, Forward time: 2.2653, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 4.9305 [2020-11-13 02:12:04,023][root][INFO] - ===> Epoch[311](8081/26): Loss -0.6970, Sem 0.0951, dir -0.9623, norm 0.1702, swav 0.0000 LR: 6.276e-02 Score 96.800 Data time: 0.1794, Forward time: 2.2652, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 6.4466 [2020-11-13 02:12:10,010][root][INFO] - ===> Epoch[311](8082/26): Loss -0.6990, Sem 0.1064, dir -0.9671, norm 0.1617, swav 0.0000 LR: 6.276e-02 Score 96.382 Data time: 0.2516, Forward time: 2.2652, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.9036 [2020-11-13 02:12:15,936][root][INFO] - ===> Epoch[311](8083/26): Loss -0.6968, Sem 0.1052, dir -0.9632, norm 0.1613, swav 0.0000 LR: 6.275e-02 Score 96.488 Data time: 0.2686, Forward time: 2.2653, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.8146 [2020-11-13 02:12:22,562][root][INFO] - ===> Epoch[311](8084/26): Loss -0.6807, Sem 0.1130, dir -0.9618, norm 0.1681, swav 0.0000 LR: 6.275e-02 Score 96.047 Data time: 0.3253, Forward time: 2.2655, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 6.4902 [2020-11-13 02:12:27,356][root][INFO] - ===> Epoch[311](8085/26): Loss -0.6942, Sem 0.1059, dir -0.9663, norm 0.1662, swav 0.0000 LR: 6.274e-02 Score 96.463 Data time: 0.2161, Forward time: 2.2655, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 4.6730 [2020-11-13 02:12:33,467][root][INFO] - ===> Epoch[311](8086/26): Loss -0.7150, Sem 0.0938, dir -0.9637, norm 0.1549, swav 0.0000 LR: 6.274e-02 Score 96.755 Data time: 0.2024, Forward time: 2.2655, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.9998 [2020-11-13 02:12:38,280][root][INFO] - ===> Epoch[312](8087/26): Loss -0.6756, Sem 0.1104, dir -0.9581, norm 0.1720, swav 0.0000 LR: 6.273e-02 Score 96.361 Data time: 0.1376, Forward time: 2.2654, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 4.7028 [2020-11-13 02:12:43,645][root][INFO] - ===> Epoch[312](8088/26): Loss -0.6551, Sem 0.1369, dir -0.9622, norm 0.1702, swav 0.0000 LR: 6.273e-02 Score 95.186 Data time: 0.1456, Forward time: 2.2653, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.3022 [2020-11-13 02:12:49,229][root][INFO] - ===> Epoch[312](8089/26): Loss -0.6681, Sem 0.1145, dir -0.9551, norm 0.1725, swav 0.0000 LR: 6.272e-02 Score 96.097 Data time: 0.1220, Forward time: 2.2652, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 5.5038 [2020-11-13 02:12:54,283][root][INFO] - ===> Epoch[312](8090/26): Loss -0.7114, Sem 0.0963, dir -0.9593, norm 0.1515, swav 0.0000 LR: 6.272e-02 Score 96.789 Data time: 0.1458, Forward time: 2.2651, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 5.0084 [2020-11-13 02:12:59,052][root][INFO] - ===> Epoch[312](8091/26): Loss -0.7047, Sem 0.0993, dir -0.9609, norm 0.1568, swav 0.0000 LR: 6.272e-02 Score 96.566 Data time: 0.2424, Forward time: 2.2651, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 4.6845 [2020-11-13 02:13:04,901][root][INFO] - ===> Epoch[312](8092/26): Loss -0.6536, Sem 0.1177, dir -0.9589, norm 0.1876, swav 0.0000 LR: 6.271e-02 Score 96.031 Data time: 0.2678, Forward time: 2.2652, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.7293 [2020-11-13 02:13:10,664][root][INFO] - ===> Epoch[312](8093/26): Loss -0.6740, Sem 0.1030, dir -0.9630, norm 0.1860, swav 0.0000 LR: 6.271e-02 Score 96.495 Data time: 0.2050, Forward time: 2.2652, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.6194 [2020-11-13 02:13:16,235][root][INFO] - ===> Epoch[312](8094/26): Loss -0.6346, Sem 0.1327, dir -0.9603, norm 0.1930, swav 0.0000 LR: 6.270e-02 Score 95.636 Data time: 0.1963, Forward time: 2.2652, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.4671 [2020-11-13 02:13:20,342][root][INFO] - ===> Epoch[312](8095/26): Loss -0.6966, Sem 0.0975, dir -0.9633, norm 0.1692, swav 0.0000 LR: 6.270e-02 Score 96.663 Data time: 0.1639, Forward time: 2.2651, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 3.9844 [2020-11-13 02:13:25,495][root][INFO] - ===> Epoch[312](8096/26): Loss -0.6455, Sem 0.1199, dir -0.9562, norm 0.1908, swav 0.0000 LR: 6.269e-02 Score 95.959 Data time: 0.2352, Forward time: 2.2652, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.0603 [2020-11-13 02:13:31,063][root][INFO] - ===> Epoch[312](8097/26): Loss -0.6547, Sem 0.1232, dir -0.9615, norm 0.1836, swav 0.0000 LR: 6.269e-02 Score 96.079 Data time: 0.2290, Forward time: 2.2652, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.4450 [2020-11-13 02:13:36,035][root][INFO] - ===> Epoch[312](8098/26): Loss -0.6429, Sem 0.1096, dir -0.9559, norm 0.2034, swav 0.0000 LR: 6.268e-02 Score 96.199 Data time: 0.2352, Forward time: 2.2652, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 4.8625 [2020-11-13 02:13:41,327][root][INFO] - ===> Epoch[312](8099/26): Loss -0.6947, Sem 0.0956, dir -0.9663, norm 0.1759, swav 0.0000 LR: 6.268e-02 Score 96.702 Data time: 0.2253, Forward time: 2.2653, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.1743 [2020-11-13 02:13:47,166][root][INFO] - ===> Epoch[312](8100/26): Loss -0.6493, Sem 0.1222, dir -0.9525, norm 0.1810, swav 0.0000 LR: 6.267e-02 Score 96.039 Data time: 0.2612, Forward time: 2.2653, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 5.7216 [2020-11-13 02:13:52,405][root][INFO] - ===> Epoch[312](8101/26): Loss -0.6826, Sem 0.1030, dir -0.9622, norm 0.1765, swav 0.0000 LR: 6.267e-02 Score 96.480 Data time: 0.2231, Forward time: 2.2654, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 5.1248 [2020-11-13 02:13:57,917][root][INFO] - ===> Epoch[312](8102/26): Loss -0.6387, Sem 0.1255, dir -0.9536, norm 0.1894, swav 0.0000 LR: 6.266e-02 Score 95.825 Data time: 0.1747, Forward time: 2.2653, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 5.3877 [2020-11-13 02:14:04,625][root][INFO] - ===> Epoch[312](8103/26): Loss -0.6556, Sem 0.1226, dir -0.9600, norm 0.1818, swav 0.0000 LR: 6.266e-02 Score 95.761 Data time: 0.3168, Forward time: 2.2654, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 6.6319 [2020-11-13 02:14:10,402][root][INFO] - ===> Epoch[312](8104/26): Loss -0.6556, Sem 0.1219, dir -0.9586, norm 0.1811, swav 0.0000 LR: 6.265e-02 Score 95.823 Data time: 0.2808, Forward time: 2.2655, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 5.6452 [2020-11-13 02:14:16,905][root][INFO] - ===> Epoch[312](8105/26): Loss -0.6957, Sem 0.1025, dir -0.9622, norm 0.1640, swav 0.0000 LR: 6.265e-02 Score 96.430 Data time: 0.2625, Forward time: 2.2656, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 6.3916 [2020-11-13 02:14:22,973][root][INFO] - ===> Epoch[312](8106/26): Loss -0.6960, Sem 0.1048, dir -0.9628, norm 0.1620, swav 0.0000 LR: 6.264e-02 Score 96.580 Data time: 0.2845, Forward time: 2.2657, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 5.9411 [2020-11-13 02:14:28,427][root][INFO] - ===> Epoch[312](8107/26): Loss -0.6792, Sem 0.1124, dir -0.9585, norm 0.1669, swav 0.0000 LR: 6.264e-02 Score 96.268 Data time: 0.2181, Forward time: 2.2657, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 5.3321 [2020-11-13 02:14:33,976][root][INFO] - ===> Epoch[312](8108/26): Loss -0.6941, Sem 0.1032, dir -0.9607, norm 0.1634, swav 0.0000 LR: 6.263e-02 Score 96.372 Data time: 0.2147, Forward time: 2.2657, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 5.4570 [2020-11-13 02:14:38,450][root][INFO] - ===> Epoch[312](8109/26): Loss -0.6567, Sem 0.1273, dir -0.9609, norm 0.1769, swav 0.0000 LR: 6.263e-02 Score 95.516 Data time: 0.2011, Forward time: 2.2657, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 4.3811 [2020-11-13 02:14:45,639][root][INFO] - ===> Epoch[312](8110/26): Loss -0.6916, Sem 0.1062, dir -0.9644, norm 0.1667, swav 0.0000 LR: 6.263e-02 Score 96.319 Data time: 0.2264, Forward time: 2.2657, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 7.0929 [2020-11-13 02:14:52,251][root][INFO] - ===> Epoch[312](8111/26): Loss -0.6861, Sem 0.0973, dir -0.9635, norm 0.1800, swav 0.0000 LR: 6.262e-02 Score 96.771 Data time: 0.3299, Forward time: 2.2658, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 6.4915 [2020-11-13 02:14:57,544][root][INFO] - ===> Epoch[312](8112/26): Loss -0.6542, Sem 0.1199, dir -0.9607, norm 0.1866, swav 0.0000 LR: 6.262e-02 Score 95.889 Data time: 0.2493, Forward time: 2.2659, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 5.1609 [2020-11-13 02:15:02,777][root][INFO] - ===> Epoch[313](8113/26): Loss -0.6744, Sem 0.1108, dir -0.9573, norm 0.1721, swav 0.0000 LR: 6.261e-02 Score 96.258 Data time: 0.2549, Forward time: 2.2660, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.1042 [2020-11-13 02:15:09,086][root][INFO] - ===> Epoch[313](8114/26): Loss -0.6650, Sem 0.1049, dir -0.9656, norm 0.1957, swav 0.0000 LR: 6.261e-02 Score 96.378 Data time: 0.2545, Forward time: 2.2660, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.2074 [2020-11-13 02:15:15,408][root][INFO] - ===> Epoch[313](8115/26): Loss -0.6966, Sem 0.1066, dir -0.9645, norm 0.1614, swav 0.0000 LR: 6.260e-02 Score 96.484 Data time: 0.2700, Forward time: 2.2661, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.1843 [2020-11-13 02:15:22,234][root][INFO] - ===> Epoch[313](8116/26): Loss -0.6803, Sem 0.1106, dir -0.9622, norm 0.1713, swav 0.0000 LR: 6.260e-02 Score 96.224 Data time: 0.2389, Forward time: 2.2662, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.6933 [2020-11-13 02:15:26,933][root][INFO] - ===> Epoch[313](8117/26): Loss -0.6839, Sem 0.1075, dir -0.9656, norm 0.1742, swav 0.0000 LR: 6.259e-02 Score 96.228 Data time: 0.2034, Forward time: 2.2662, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 4.5858 [2020-11-13 02:15:32,875][root][INFO] - ===> Epoch[313](8118/26): Loss -0.6872, Sem 0.1047, dir -0.9590, norm 0.1671, swav 0.0000 LR: 6.259e-02 Score 96.309 Data time: 0.1900, Forward time: 2.2661, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.8538 [2020-11-13 02:15:38,655][root][INFO] - ===> Epoch[313](8119/26): Loss -0.6547, Sem 0.1247, dir -0.9559, norm 0.1765, swav 0.0000 LR: 6.258e-02 Score 95.955 Data time: 0.2290, Forward time: 2.2662, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 5.7054 [2020-11-13 02:15:43,580][root][INFO] - ===> Epoch[313](8120/26): Loss -0.6844, Sem 0.1015, dir -0.9591, norm 0.1731, swav 0.0000 LR: 6.258e-02 Score 96.573 Data time: 0.1910, Forward time: 2.2661, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 4.8076 [2020-11-13 02:15:49,508][root][INFO] - ===> Epoch[313](8121/26): Loss -0.6335, Sem 0.1216, dir -0.9554, norm 0.2003, swav 0.0000 LR: 6.257e-02 Score 95.923 Data time: 0.2571, Forward time: 2.2662, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.8673 [2020-11-13 02:15:55,270][root][INFO] - ===> Epoch[313](8122/26): Loss -0.6939, Sem 0.1049, dir -0.9668, norm 0.1681, swav 0.0000 LR: 6.257e-02 Score 96.443 Data time: 0.2104, Forward time: 2.2663, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.6403 [2020-11-13 02:16:00,791][root][INFO] - ===> Epoch[313](8123/26): Loss -0.6859, Sem 0.1128, dir -0.9614, norm 0.1627, swav 0.0000 LR: 6.256e-02 Score 96.154 Data time: 0.2098, Forward time: 2.2663, Backward time: 3.1211, DDP time: 0.0044, Total iter time: 5.3974 [2020-11-13 02:16:06,212][root][INFO] - ===> Epoch[313](8124/26): Loss -0.6794, Sem 0.1181, dir -0.9626, norm 0.1651, swav 0.0000 LR: 6.256e-02 Score 96.211 Data time: 0.1418, Forward time: 2.2662, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.3140 [2020-11-13 02:16:12,461][root][INFO] - ===> Epoch[313](8125/26): Loss -0.6647, Sem 0.1236, dir -0.9626, norm 0.1743, swav 0.0000 LR: 6.255e-02 Score 95.701 Data time: 0.1800, Forward time: 2.2661, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.1708 [2020-11-13 02:16:19,045][root][INFO] - ===> Epoch[313](8126/26): Loss -0.6756, Sem 0.1192, dir -0.9612, norm 0.1663, swav 0.0000 LR: 6.255e-02 Score 95.892 Data time: 0.2404, Forward time: 2.2662, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.4657 [2020-11-13 02:16:24,024][root][INFO] - ===> Epoch[313](8127/26): Loss -0.7152, Sem 0.1063, dir -0.9672, norm 0.1457, swav 0.0000 LR: 6.254e-02 Score 96.273 Data time: 0.1574, Forward time: 2.2661, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 4.8473 [2020-11-13 02:16:29,531][root][INFO] - ===> Epoch[313](8128/26): Loss -0.6749, Sem 0.1146, dir -0.9648, norm 0.1753, swav 0.0000 LR: 6.254e-02 Score 96.038 Data time: 0.1722, Forward time: 2.2660, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 5.4164 [2020-11-13 02:16:35,825][root][INFO] - ===> Epoch[313](8129/26): Loss -0.7197, Sem 0.0889, dir -0.9684, norm 0.1597, swav 0.0000 LR: 6.254e-02 Score 96.953 Data time: 0.2464, Forward time: 2.2661, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.2058 [2020-11-13 02:16:40,714][root][INFO] - ===> Epoch[313](8130/26): Loss -0.6858, Sem 0.1182, dir -0.9649, norm 0.1609, swav 0.0000 LR: 6.253e-02 Score 96.176 Data time: 0.1929, Forward time: 2.2661, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 4.7698 [2020-11-13 02:16:46,494][root][INFO] - ===> Epoch[313](8131/26): Loss -0.6802, Sem 0.1104, dir -0.9640, norm 0.1734, swav 0.0000 LR: 6.253e-02 Score 96.349 Data time: 0.1799, Forward time: 2.2660, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 5.6708 [2020-11-13 02:16:53,218][root][INFO] - ===> Epoch[313](8132/26): Loss -0.6935, Sem 0.1048, dir -0.9642, norm 0.1659, swav 0.0000 LR: 6.252e-02 Score 96.302 Data time: 0.1757, Forward time: 2.2660, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.6396 [2020-11-13 02:16:58,244][root][INFO] - ===> Epoch[313](8133/26): Loss -0.7172, Sem 0.0949, dir -0.9673, norm 0.1551, swav 0.0000 LR: 6.252e-02 Score 96.678 Data time: 0.1897, Forward time: 2.2660, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 4.8994 [2020-11-13 02:17:04,499][root][INFO] - ===> Epoch[313](8134/26): Loss -0.6760, Sem 0.1149, dir -0.9637, norm 0.1728, swav 0.0000 LR: 6.251e-02 Score 96.099 Data time: 0.3013, Forward time: 2.2661, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.1528 [2020-11-13 02:17:10,601][root][INFO] - ===> Epoch[313](8135/26): Loss -0.6758, Sem 0.1247, dir -0.9664, norm 0.1659, swav 0.0000 LR: 6.251e-02 Score 95.453 Data time: 0.1454, Forward time: 2.2660, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.9643 [2020-11-13 02:17:18,005][root][INFO] - ===> Epoch[313](8136/26): Loss -0.6707, Sem 0.1000, dir -0.9627, norm 0.1919, swav 0.0000 LR: 6.250e-02 Score 96.566 Data time: 0.2168, Forward time: 2.2660, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 7.3132 [2020-11-13 02:17:23,432][root][INFO] - ===> Epoch[313](8137/26): Loss -0.7103, Sem 0.1106, dir -0.9673, norm 0.1463, swav 0.0000 LR: 6.250e-02 Score 96.382 Data time: 0.1588, Forward time: 2.2659, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 5.3084 [2020-11-13 02:17:30,524][root][INFO] - ===> Epoch[313](8138/26): Loss -0.6731, Sem 0.0976, dir -0.9674, norm 0.1968, swav 0.0000 LR: 6.249e-02 Score 96.547 Data time: 0.2418, Forward time: 2.2659, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 6.9810 [2020-11-13 02:17:35,941][root][INFO] - ===> Epoch[314](8139/26): Loss -0.7146, Sem 0.1039, dir -0.9671, norm 0.1486, swav 0.0000 LR: 6.249e-02 Score 96.522 Data time: 0.2237, Forward time: 2.2660, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 5.2685 [2020-11-13 02:17:40,721][root][INFO] - ===> Epoch[314](8140/26): Loss -0.6253, Sem 0.1261, dir -0.9575, norm 0.2061, swav 0.0000 LR: 6.248e-02 Score 95.685 Data time: 0.1691, Forward time: 2.2659, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 4.6514 [2020-11-13 02:17:46,179][root][INFO] - ===> Epoch[314](8141/26): Loss -0.6790, Sem 0.1171, dir -0.9622, norm 0.1661, swav 0.0000 LR: 6.248e-02 Score 95.886 Data time: 0.2296, Forward time: 2.2659, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 5.3501 [2020-11-13 02:17:51,278][root][INFO] - ===> Epoch[314](8142/26): Loss -0.7217, Sem 0.0937, dir -0.9651, norm 0.1497, swav 0.0000 LR: 6.247e-02 Score 96.800 Data time: 0.1802, Forward time: 2.2659, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 4.9647 [2020-11-13 02:17:57,156][root][INFO] - ===> Epoch[314](8143/26): Loss -0.6896, Sem 0.0956, dir -0.9587, norm 0.1735, swav 0.0000 LR: 6.247e-02 Score 96.844 Data time: 0.2406, Forward time: 2.2659, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 5.8093 [2020-11-13 02:18:02,767][root][INFO] - ===> Epoch[314](8144/26): Loss -0.7077, Sem 0.1019, dir -0.9651, norm 0.1555, swav 0.0000 LR: 6.246e-02 Score 96.449 Data time: 0.2248, Forward time: 2.2659, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 5.4704 [2020-11-13 02:18:08,303][root][INFO] - ===> Epoch[314](8145/26): Loss -0.6908, Sem 0.1132, dir -0.9619, norm 0.1579, swav 0.0000 LR: 6.246e-02 Score 96.273 Data time: 0.1929, Forward time: 2.2659, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 5.4217 [2020-11-13 02:18:13,941][root][INFO] - ===> Epoch[314](8146/26): Loss -0.6774, Sem 0.1186, dir -0.9633, norm 0.1673, swav 0.0000 LR: 6.245e-02 Score 95.856 Data time: 0.1519, Forward time: 2.2658, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 5.5253 [2020-11-13 02:18:19,102][root][INFO] - ===> Epoch[314](8147/26): Loss -0.6914, Sem 0.1123, dir -0.9633, norm 0.1597, swav 0.0000 LR: 6.245e-02 Score 96.263 Data time: 0.1782, Forward time: 2.2658, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 5.0830 [2020-11-13 02:18:24,703][root][INFO] - ===> Epoch[314](8148/26): Loss -0.6833, Sem 0.1062, dir -0.9624, norm 0.1729, swav 0.0000 LR: 6.245e-02 Score 96.262 Data time: 0.2692, Forward time: 2.2659, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.5049 [2020-11-13 02:18:30,691][root][INFO] - ===> Epoch[314](8149/26): Loss -0.6965, Sem 0.0980, dir -0.9575, norm 0.1630, swav 0.0000 LR: 6.244e-02 Score 96.733 Data time: 0.2390, Forward time: 2.2659, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.8516 [2020-11-13 02:18:35,487][root][INFO] - ===> Epoch[314](8150/26): Loss -0.6630, Sem 0.1116, dir -0.9597, norm 0.1850, swav 0.0000 LR: 6.244e-02 Score 96.159 Data time: 0.1877, Forward time: 2.2659, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 4.6672 [2020-11-13 02:18:41,013][root][INFO] - ===> Epoch[314](8151/26): Loss -0.6743, Sem 0.1131, dir -0.9595, norm 0.1721, swav 0.0000 LR: 6.243e-02 Score 95.942 Data time: 0.2572, Forward time: 2.2659, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.4401 [2020-11-13 02:18:47,169][root][INFO] - ===> Epoch[314](8152/26): Loss -0.6587, Sem 0.1253, dir -0.9599, norm 0.1759, swav 0.0000 LR: 6.243e-02 Score 95.536 Data time: 0.2018, Forward time: 2.2659, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.0429 [2020-11-13 02:18:52,152][root][INFO] - ===> Epoch[314](8153/26): Loss -0.6616, Sem 0.1249, dir -0.9598, norm 0.1733, swav 0.0000 LR: 6.242e-02 Score 95.869 Data time: 0.2090, Forward time: 2.2659, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 4.8746 [2020-11-13 02:18:57,690][root][INFO] - ===> Epoch[314](8154/26): Loss -0.6893, Sem 0.0998, dir -0.9624, norm 0.1732, swav 0.0000 LR: 6.242e-02 Score 96.594 Data time: 0.2440, Forward time: 2.2659, Backward time: 3.1211, DDP time: 0.0044, Total iter time: 5.4479 [2020-11-13 02:19:02,646][root][INFO] - ===> Epoch[314](8155/26): Loss -0.7095, Sem 0.0955, dir -0.9672, norm 0.1623, swav 0.0000 LR: 6.241e-02 Score 96.513 Data time: 0.2327, Forward time: 2.2660, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 4.8275 [2020-11-13 02:19:09,447][root][INFO] - ===> Epoch[314](8156/26): Loss -0.6927, Sem 0.1058, dir -0.9616, norm 0.1632, swav 0.0000 LR: 6.241e-02 Score 96.573 Data time: 0.2307, Forward time: 2.2660, Backward time: 3.1211, DDP time: 0.0044, Total iter time: 6.6961 [2020-11-13 02:19:14,456][root][INFO] - ===> Epoch[314](8157/26): Loss -0.6959, Sem 0.0986, dir -0.9637, norm 0.1693, swav 0.0000 LR: 6.240e-02 Score 96.492 Data time: 0.2105, Forward time: 2.2660, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 4.8944 [2020-11-13 02:19:20,197][root][INFO] - ===> Epoch[314](8158/26): Loss -0.7030, Sem 0.0958, dir -0.9577, norm 0.1588, swav 0.0000 LR: 6.240e-02 Score 96.669 Data time: 0.2349, Forward time: 2.2660, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 5.6128 [2020-11-13 02:19:25,630][root][INFO] - ===> Epoch[314](8159/26): Loss -0.6953, Sem 0.1072, dir -0.9669, norm 0.1645, swav 0.0000 LR: 6.239e-02 Score 96.296 Data time: 0.2405, Forward time: 2.2660, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.3194 [2020-11-13 02:19:31,792][root][INFO] - ===> Epoch[314](8160/26): Loss -0.6551, Sem 0.1161, dir -0.9637, norm 0.1925, swav 0.0000 LR: 6.239e-02 Score 96.057 Data time: 0.2423, Forward time: 2.2661, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.0397 [2020-11-13 02:19:37,815][root][INFO] - ===> Epoch[314](8161/26): Loss -0.6814, Sem 0.1080, dir -0.9591, norm 0.1697, swav 0.0000 LR: 6.238e-02 Score 96.324 Data time: 0.2332, Forward time: 2.2661, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.9176 [2020-11-13 02:19:43,679][root][INFO] - ===> Epoch[314](8162/26): Loss -0.6794, Sem 0.1051, dir -0.9578, norm 0.1733, swav 0.0000 LR: 6.238e-02 Score 96.334 Data time: 0.2260, Forward time: 2.2662, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.7668 [2020-11-13 02:19:50,352][root][INFO] - ===> Epoch[314](8163/26): Loss -0.6768, Sem 0.1189, dir -0.9613, norm 0.1656, swav 0.0000 LR: 6.237e-02 Score 95.975 Data time: 0.1572, Forward time: 2.2661, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 6.5577 [2020-11-13 02:19:54,994][root][INFO] - ===> Epoch[314](8164/26): Loss -0.6901, Sem 0.1055, dir -0.9625, norm 0.1668, swav 0.0000 LR: 6.237e-02 Score 96.257 Data time: 0.1982, Forward time: 2.2661, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 4.5499 [2020-11-13 02:20:00,909][root][INFO] - ===> Epoch[315](8165/26): Loss -0.6638, Sem 0.1171, dir -0.9641, norm 0.1832, swav 0.0000 LR: 6.236e-02 Score 95.985 Data time: 0.2648, Forward time: 2.2661, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.8261 [2020-11-13 02:20:06,695][root][INFO] - ===> Epoch[315](8166/26): Loss -0.6824, Sem 0.1068, dir -0.9632, norm 0.1739, swav 0.0000 LR: 6.236e-02 Score 96.081 Data time: 0.2149, Forward time: 2.2661, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.6396 [2020-11-13 02:20:12,130][root][INFO] - ===> Epoch[315](8167/26): Loss -0.7068, Sem 0.1051, dir -0.9677, norm 0.1558, swav 0.0000 LR: 6.236e-02 Score 96.495 Data time: 0.2381, Forward time: 2.2662, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.3393 [2020-11-13 02:20:16,941][root][INFO] - ===> Epoch[315](8168/26): Loss -0.6849, Sem 0.1017, dir -0.9607, norm 0.1741, swav 0.0000 LR: 6.235e-02 Score 96.621 Data time: 0.1812, Forward time: 2.2662, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 4.6975 [2020-11-13 02:20:22,517][root][INFO] - ===> Epoch[315](8169/26): Loss -0.7116, Sem 0.1019, dir -0.9675, norm 0.1540, swav 0.0000 LR: 6.235e-02 Score 96.380 Data time: 0.1561, Forward time: 2.2661, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.4919 [2020-11-13 02:20:27,794][root][INFO] - ===> Epoch[315](8170/26): Loss -0.6791, Sem 0.1165, dir -0.9604, norm 0.1648, swav 0.0000 LR: 6.234e-02 Score 96.041 Data time: 0.2122, Forward time: 2.2661, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.2045 [2020-11-13 02:20:33,183][root][INFO] - ===> Epoch[315](8171/26): Loss -0.6950, Sem 0.1166, dir -0.9668, norm 0.1553, swav 0.0000 LR: 6.234e-02 Score 96.227 Data time: 0.1575, Forward time: 2.2660, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.2581 [2020-11-13 02:20:39,135][root][INFO] - ===> Epoch[315](8172/26): Loss -0.6365, Sem 0.1429, dir -0.9626, norm 0.1831, swav 0.0000 LR: 6.233e-02 Score 95.231 Data time: 0.1935, Forward time: 2.2660, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.8725 [2020-11-13 02:20:43,490][root][INFO] - ===> Epoch[315](8173/26): Loss -0.6995, Sem 0.0996, dir -0.9620, norm 0.1629, swav 0.0000 LR: 6.233e-02 Score 96.543 Data time: 0.1954, Forward time: 2.2660, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 4.2548 [2020-11-13 02:20:50,212][root][INFO] - ===> Epoch[315](8174/26): Loss -0.6664, Sem 0.1226, dir -0.9594, norm 0.1704, swav 0.0000 LR: 6.232e-02 Score 96.097 Data time: 0.1353, Forward time: 2.2659, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 6.6153 [2020-11-13 02:20:56,990][root][INFO] - ===> Epoch[315](8175/26): Loss -0.6845, Sem 0.1131, dir -0.9676, norm 0.1699, swav 0.0000 LR: 6.232e-02 Score 96.178 Data time: 0.2107, Forward time: 2.2659, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.7198 [2020-11-13 02:21:02,623][root][INFO] - ===> Epoch[315](8176/26): Loss -0.6810, Sem 0.1164, dir -0.9584, norm 0.1610, swav 0.0000 LR: 6.231e-02 Score 96.203 Data time: 0.2511, Forward time: 2.2659, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.5312 [2020-11-13 02:21:07,871][root][INFO] - ===> Epoch[315](8177/26): Loss -0.7095, Sem 0.1026, dir -0.9690, norm 0.1569, swav 0.0000 LR: 6.231e-02 Score 96.460 Data time: 0.2012, Forward time: 2.2659, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.1339 [2020-11-13 02:21:12,482][root][INFO] - ===> Epoch[315](8178/26): Loss -0.6791, Sem 0.1141, dir -0.9627, norm 0.1694, swav 0.0000 LR: 6.230e-02 Score 96.123 Data time: 0.2272, Forward time: 2.2659, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 4.5076 [2020-11-13 02:21:18,302][root][INFO] - ===> Epoch[315](8179/26): Loss -0.6928, Sem 0.1113, dir -0.9656, norm 0.1615, swav 0.0000 LR: 6.230e-02 Score 96.310 Data time: 0.2346, Forward time: 2.2659, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.7076 [2020-11-13 02:21:24,251][root][INFO] - ===> Epoch[315](8180/26): Loss -0.6898, Sem 0.1018, dir -0.9616, norm 0.1700, swav 0.0000 LR: 6.229e-02 Score 96.407 Data time: 0.1843, Forward time: 2.2659, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.8172 [2020-11-13 02:21:30,250][root][INFO] - ===> Epoch[315](8181/26): Loss -0.6792, Sem 0.1249, dir -0.9619, norm 0.1578, swav 0.0000 LR: 6.229e-02 Score 95.802 Data time: 0.2405, Forward time: 2.2659, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.9220 [2020-11-13 02:21:35,347][root][INFO] - ===> Epoch[315](8182/26): Loss -0.7101, Sem 0.0961, dir -0.9645, norm 0.1584, swav 0.0000 LR: 6.228e-02 Score 96.767 Data time: 0.2240, Forward time: 2.2659, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 4.9856 [2020-11-13 02:21:40,901][root][INFO] - ===> Epoch[315](8183/26): Loss -0.6891, Sem 0.0966, dir -0.9588, norm 0.1731, swav 0.0000 LR: 6.228e-02 Score 96.752 Data time: 0.1885, Forward time: 2.2659, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.4152 [2020-11-13 02:21:46,612][root][INFO] - ===> Epoch[315](8184/26): Loss -0.7007, Sem 0.0959, dir -0.9676, norm 0.1710, swav 0.0000 LR: 6.227e-02 Score 96.766 Data time: 0.1998, Forward time: 2.2658, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.5983 [2020-11-13 02:21:52,408][root][INFO] - ===> Epoch[315](8185/26): Loss -0.6735, Sem 0.1208, dir -0.9597, norm 0.1654, swav 0.0000 LR: 6.227e-02 Score 95.711 Data time: 0.2557, Forward time: 2.2659, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 5.6817 [2020-11-13 02:21:59,287][root][INFO] - ===> Epoch[315](8186/26): Loss -0.6585, Sem 0.1158, dir -0.9606, norm 0.1864, swav 0.0000 LR: 6.226e-02 Score 96.127 Data time: 0.1685, Forward time: 2.2658, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 6.7625 [2020-11-13 02:22:04,768][root][INFO] - ===> Epoch[315](8187/26): Loss -0.7059, Sem 0.1030, dir -0.9643, norm 0.1553, swav 0.0000 LR: 6.226e-02 Score 96.467 Data time: 0.2227, Forward time: 2.2659, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.3895 [2020-11-13 02:22:10,408][root][INFO] - ===> Epoch[315](8188/26): Loss -0.7083, Sem 0.0992, dir -0.9677, norm 0.1602, swav 0.0000 LR: 6.226e-02 Score 96.634 Data time: 0.1510, Forward time: 2.2658, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.5129 [2020-11-13 02:22:16,964][root][INFO] - ===> Epoch[315](8189/26): Loss -0.6887, Sem 0.1083, dir -0.9678, norm 0.1708, swav 0.0000 LR: 6.225e-02 Score 96.154 Data time: 0.1947, Forward time: 2.2658, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.4601 [2020-11-13 02:22:22,273][root][INFO] - ===> Epoch[315](8190/26): Loss -0.6674, Sem 0.1218, dir -0.9620, norm 0.1729, swav 0.0000 LR: 6.225e-02 Score 95.895 Data time: 0.2156, Forward time: 2.2658, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.1817 [2020-11-13 02:22:29,460][root][INFO] - ===> Epoch[316](8191/26): Loss -0.6775, Sem 0.1171, dir -0.9648, norm 0.1702, swav 0.0000 LR: 6.224e-02 Score 96.015 Data time: 0.1929, Forward time: 2.2658, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 7.0691 [2020-11-13 02:22:34,808][root][INFO] - ===> Epoch[316](8192/26): Loss -0.6880, Sem 0.1136, dir -0.9630, norm 0.1614, swav 0.0000 LR: 6.224e-02 Score 96.256 Data time: 0.1564, Forward time: 2.2657, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 5.2645 [2020-11-13 02:22:39,766][root][INFO] - ===> Epoch[316](8193/26): Loss -0.6397, Sem 0.1410, dir -0.9628, norm 0.1820, swav 0.0000 LR: 6.223e-02 Score 95.606 Data time: 0.1495, Forward time: 2.2656, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 4.8991 [2020-11-13 02:22:44,744][root][INFO] - ===> Epoch[316](8194/26): Loss -0.6971, Sem 0.1133, dir -0.9672, norm 0.1568, swav 0.0000 LR: 6.223e-02 Score 96.097 Data time: 0.1911, Forward time: 2.2656, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 4.8805 [2020-11-13 02:22:49,662][root][INFO] - ===> Epoch[316](8195/26): Loss -0.6869, Sem 0.1100, dir -0.9639, norm 0.1670, swav 0.0000 LR: 6.222e-02 Score 96.320 Data time: 0.2808, Forward time: 2.2656, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 4.8452 [2020-11-13 02:22:54,555][root][INFO] - ===> Epoch[316](8196/26): Loss -0.7195, Sem 0.1028, dir -0.9684, norm 0.1461, swav 0.0000 LR: 6.222e-02 Score 96.499 Data time: 0.2329, Forward time: 2.2656, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 4.7734 [2020-11-13 02:23:00,074][root][INFO] - ===> Epoch[316](8197/26): Loss -0.6855, Sem 0.1143, dir -0.9608, norm 0.1610, swav 0.0000 LR: 6.221e-02 Score 96.204 Data time: 0.2036, Forward time: 2.2656, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.3923 [2020-11-13 02:23:05,056][root][INFO] - ===> Epoch[316](8198/26): Loss -0.7050, Sem 0.1003, dir -0.9624, norm 0.1571, swav 0.0000 LR: 6.221e-02 Score 96.666 Data time: 0.2067, Forward time: 2.2656, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 4.8753 [2020-11-13 02:23:10,186][root][INFO] - ===> Epoch[316](8199/26): Loss -0.6991, Sem 0.0995, dir -0.9625, norm 0.1638, swav 0.0000 LR: 6.220e-02 Score 96.645 Data time: 0.2342, Forward time: 2.2657, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 5.0186 [2020-11-13 02:23:15,685][root][INFO] - ===> Epoch[316](8200/26): Loss -0.6800, Sem 0.1033, dir -0.9590, norm 0.1757, swav 0.0000 LR: 6.220e-02 Score 96.753 Data time: 0.2528, Forward time: 2.2657, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 5.3761 [2020-11-13 02:23:20,914][root][INFO] - ===> Epoch[316](8201/26): Loss -0.6781, Sem 0.1162, dir -0.9653, norm 0.1709, swav 0.0000 LR: 6.219e-02 Score 96.085 Data time: 0.1845, Forward time: 2.2657, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.0901 [2020-11-13 02:23:25,616][root][INFO] - ===> Epoch[316](8202/26): Loss -0.6985, Sem 0.1173, dir -0.9685, norm 0.1527, swav 0.0000 LR: 6.219e-02 Score 96.028 Data time: 0.2208, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 4.6042 [2020-11-13 02:23:31,367][root][INFO] - ===> Epoch[316](8203/26): Loss -0.6848, Sem 0.1002, dir -0.9652, norm 0.1803, swav 0.0000 LR: 6.218e-02 Score 96.646 Data time: 0.1505, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.6361 [2020-11-13 02:23:36,553][root][INFO] - ===> Epoch[316](8204/26): Loss -0.7018, Sem 0.1007, dir -0.9627, norm 0.1601, swav 0.0000 LR: 6.218e-02 Score 96.549 Data time: 0.1615, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.1131 [2020-11-13 02:23:42,810][root][INFO] - ===> Epoch[316](8205/26): Loss -0.6992, Sem 0.1054, dir -0.9667, norm 0.1621, swav 0.0000 LR: 6.217e-02 Score 96.353 Data time: 0.1964, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 6.1704 [2020-11-13 02:23:49,201][root][INFO] - ===> Epoch[316](8206/26): Loss -0.6769, Sem 0.1170, dir -0.9600, norm 0.1661, swav 0.0000 LR: 6.217e-02 Score 96.117 Data time: 0.2104, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.2964 [2020-11-13 02:23:55,069][root][INFO] - ===> Epoch[316](8207/26): Loss -0.7024, Sem 0.1014, dir -0.9653, norm 0.1616, swav 0.0000 LR: 6.217e-02 Score 96.499 Data time: 0.2026, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 5.7443 [2020-11-13 02:23:59,795][root][INFO] - ===> Epoch[316](8208/26): Loss -0.6780, Sem 0.1074, dir -0.9619, norm 0.1766, swav 0.0000 LR: 6.216e-02 Score 96.378 Data time: 0.1871, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 4.5933 [2020-11-13 02:24:05,080][root][INFO] - ===> Epoch[316](8209/26): Loss -0.7015, Sem 0.0999, dir -0.9569, norm 0.1554, swav 0.0000 LR: 6.216e-02 Score 96.672 Data time: 0.1945, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.1766 [2020-11-13 02:24:11,308][root][INFO] - ===> Epoch[316](8210/26): Loss -0.6802, Sem 0.1139, dir -0.9652, norm 0.1711, swav 0.0000 LR: 6.215e-02 Score 96.210 Data time: 0.1831, Forward time: 2.2655, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.1122 [2020-11-13 02:24:17,207][root][INFO] - ===> Epoch[316](8211/26): Loss -0.6781, Sem 0.1102, dir -0.9647, norm 0.1764, swav 0.0000 LR: 6.215e-02 Score 96.255 Data time: 0.2356, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.8064 [2020-11-13 02:24:22,715][root][INFO] - ===> Epoch[316](8212/26): Loss -0.6640, Sem 0.1216, dir -0.9606, norm 0.1750, swav 0.0000 LR: 6.214e-02 Score 95.978 Data time: 0.2245, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.3573 [2020-11-13 02:24:28,490][root][INFO] - ===> Epoch[316](8213/26): Loss -0.6898, Sem 0.1076, dir -0.9595, norm 0.1621, swav 0.0000 LR: 6.214e-02 Score 96.417 Data time: 0.2071, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.6715 [2020-11-13 02:24:34,410][root][INFO] - ===> Epoch[316](8214/26): Loss -0.6718, Sem 0.1156, dir -0.9599, norm 0.1725, swav 0.0000 LR: 6.213e-02 Score 96.139 Data time: 0.2086, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.8263 [2020-11-13 02:24:39,874][root][INFO] - ===> Epoch[316](8215/26): Loss -0.7149, Sem 0.0917, dir -0.9634, norm 0.1567, swav 0.0000 LR: 6.213e-02 Score 96.908 Data time: 0.2710, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.3629 [2020-11-13 02:24:46,058][root][INFO] - ===> Epoch[316](8216/26): Loss -0.7184, Sem 0.0903, dir -0.9631, norm 0.1544, swav 0.0000 LR: 6.212e-02 Score 96.985 Data time: 0.2931, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 6.0392 [2020-11-13 02:24:52,582][root][INFO] - ===> Epoch[317](8217/26): Loss -0.6726, Sem 0.1256, dir -0.9646, norm 0.1665, swav 0.0000 LR: 6.212e-02 Score 95.535 Data time: 0.1642, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 6.3960 [2020-11-13 02:24:59,949][root][INFO] - ===> Epoch[317](8218/26): Loss -0.6834, Sem 0.1151, dir -0.9642, norm 0.1656, swav 0.0000 LR: 6.211e-02 Score 95.951 Data time: 0.2257, Forward time: 2.2657, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 7.2965 [2020-11-13 02:25:04,656][root][INFO] - ===> Epoch[317](8219/26): Loss -0.6663, Sem 0.1112, dir -0.9589, norm 0.1814, swav 0.0000 LR: 6.211e-02 Score 96.295 Data time: 0.2194, Forward time: 2.2657, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 4.5950 [2020-11-13 02:25:09,538][root][INFO] - ===> Epoch[317](8220/26): Loss -0.7068, Sem 0.0974, dir -0.9597, norm 0.1555, swav 0.0000 LR: 6.210e-02 Score 96.543 Data time: 0.1912, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 4.7748 [2020-11-13 02:25:14,208][root][INFO] - ===> Epoch[317](8221/26): Loss -0.7089, Sem 0.0964, dir -0.9656, norm 0.1603, swav 0.0000 LR: 6.210e-02 Score 96.670 Data time: 0.1813, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 4.5784 [2020-11-13 02:25:20,400][root][INFO] - ===> Epoch[317](8222/26): Loss -0.6755, Sem 0.1062, dir -0.9644, norm 0.1827, swav 0.0000 LR: 6.209e-02 Score 96.446 Data time: 0.2314, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 6.1075 [2020-11-13 02:25:26,693][root][INFO] - ===> Epoch[317](8223/26): Loss -0.6883, Sem 0.1074, dir -0.9641, norm 0.1685, swav 0.0000 LR: 6.209e-02 Score 96.299 Data time: 0.3013, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 6.1563 [2020-11-13 02:25:32,779][root][INFO] - ===> Epoch[317](8224/26): Loss -0.6809, Sem 0.1165, dir -0.9620, norm 0.1646, swav 0.0000 LR: 6.208e-02 Score 96.102 Data time: 0.2122, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.9534 [2020-11-13 02:25:38,416][root][INFO] - ===> Epoch[317](8225/26): Loss -0.7089, Sem 0.0981, dir -0.9667, norm 0.1597, swav 0.0000 LR: 6.208e-02 Score 96.691 Data time: 0.2757, Forward time: 2.2658, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 5.5322 [2020-11-13 02:25:44,315][root][INFO] - ===> Epoch[317](8226/26): Loss -0.6688, Sem 0.1250, dir -0.9628, norm 0.1690, swav 0.0000 LR: 6.208e-02 Score 95.664 Data time: 0.2679, Forward time: 2.2659, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 5.7738 [2020-11-13 02:25:49,205][root][INFO] - ===> Epoch[317](8227/26): Loss -0.7229, Sem 0.0974, dir -0.9713, norm 0.1511, swav 0.0000 LR: 6.207e-02 Score 96.656 Data time: 0.2205, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 4.7737 [2020-11-13 02:25:54,605][root][INFO] - ===> Epoch[317](8228/26): Loss -0.7087, Sem 0.1033, dir -0.9672, norm 0.1552, swav 0.0000 LR: 6.207e-02 Score 96.540 Data time: 0.2152, Forward time: 2.2659, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.2935 [2020-11-13 02:26:00,336][root][INFO] - ===> Epoch[317](8229/26): Loss -0.6330, Sem 0.1367, dir -0.9564, norm 0.1867, swav 0.0000 LR: 6.206e-02 Score 95.496 Data time: 0.2375, Forward time: 2.2660, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.6243 [2020-11-13 02:26:05,003][root][INFO] - ===> Epoch[317](8230/26): Loss -0.6882, Sem 0.1097, dir -0.9594, norm 0.1614, swav 0.0000 LR: 6.206e-02 Score 96.366 Data time: 0.1979, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 4.5507 [2020-11-13 02:26:11,259][root][INFO] - ===> Epoch[317](8231/26): Loss -0.6686, Sem 0.1151, dir -0.9623, norm 0.1786, swav 0.0000 LR: 6.205e-02 Score 96.066 Data time: 0.1985, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 6.1495 [2020-11-13 02:26:17,035][root][INFO] - ===> Epoch[317](8232/26): Loss -0.6916, Sem 0.0986, dir -0.9644, norm 0.1743, swav 0.0000 LR: 6.205e-02 Score 96.759 Data time: 0.1723, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.6642 [2020-11-13 02:26:22,299][root][INFO] - ===> Epoch[317](8233/26): Loss -0.6735, Sem 0.1098, dir -0.9633, norm 0.1800, swav 0.0000 LR: 6.204e-02 Score 96.292 Data time: 0.1603, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.2046 [2020-11-13 02:26:27,599][root][INFO] - ===> Epoch[317](8234/26): Loss -0.7070, Sem 0.1079, dir -0.9647, norm 0.1499, swav 0.0000 LR: 6.204e-02 Score 96.286 Data time: 0.2084, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.2224 [2020-11-13 02:26:33,970][root][INFO] - ===> Epoch[317](8235/26): Loss -0.6811, Sem 0.1188, dir -0.9671, norm 0.1672, swav 0.0000 LR: 6.203e-02 Score 96.005 Data time: 0.1832, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 6.2469 [2020-11-13 02:26:38,979][root][INFO] - ===> Epoch[317](8236/26): Loss -0.6796, Sem 0.1122, dir -0.9609, norm 0.1691, swav 0.0000 LR: 6.203e-02 Score 96.228 Data time: 0.2040, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 4.9033 [2020-11-13 02:26:45,976][root][INFO] - ===> Epoch[317](8237/26): Loss -0.7009, Sem 0.1032, dir -0.9652, norm 0.1612, swav 0.0000 LR: 6.202e-02 Score 96.620 Data time: 0.3044, Forward time: 2.2658, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 6.8923 [2020-11-13 02:26:51,001][root][INFO] - ===> Epoch[317](8238/26): Loss -0.6761, Sem 0.1182, dir -0.9598, norm 0.1656, swav 0.0000 LR: 6.202e-02 Score 96.129 Data time: 0.1864, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 4.8801 [2020-11-13 02:26:57,361][root][INFO] - ===> Epoch[317](8239/26): Loss -0.6563, Sem 0.1185, dir -0.9608, norm 0.1860, swav 0.0000 LR: 6.201e-02 Score 95.913 Data time: 0.1187, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 6.2569 [2020-11-13 02:27:03,922][root][INFO] - ===> Epoch[317](8240/26): Loss -0.6691, Sem 0.1098, dir -0.9621, norm 0.1831, swav 0.0000 LR: 6.201e-02 Score 96.146 Data time: 0.1474, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.4613 [2020-11-13 02:27:09,755][root][INFO] - ===> Epoch[317](8241/26): Loss -0.6631, Sem 0.1187, dir -0.9593, norm 0.1776, swav 0.0000 LR: 6.200e-02 Score 96.073 Data time: 0.2681, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.7410 [2020-11-13 02:27:15,032][root][INFO] - ===> Epoch[317](8242/26): Loss -0.6493, Sem 0.1201, dir -0.9586, norm 0.1893, swav 0.0000 LR: 6.200e-02 Score 96.078 Data time: 0.2302, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.1586 [2020-11-13 02:27:21,165][root][INFO] - ===> Epoch[318](8243/26): Loss -0.6665, Sem 0.1171, dir -0.9589, norm 0.1754, swav 0.0000 LR: 6.199e-02 Score 96.009 Data time: 0.2509, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.9821 [2020-11-13 02:27:26,849][root][INFO] - ===> Epoch[318](8244/26): Loss -0.6471, Sem 0.1220, dir -0.9583, norm 0.1893, swav 0.0000 LR: 6.199e-02 Score 95.582 Data time: 0.2571, Forward time: 2.2658, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.5415 [2020-11-13 02:27:32,978][root][INFO] - ===> Epoch[318](8245/26): Loss -0.6894, Sem 0.1059, dir -0.9547, norm 0.1595, swav 0.0000 LR: 6.199e-02 Score 96.371 Data time: 0.2348, Forward time: 2.2658, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.0089 [2020-11-13 02:27:37,825][root][INFO] - ===> Epoch[318](8246/26): Loss -0.6731, Sem 0.1004, dir -0.9557, norm 0.1822, swav 0.0000 LR: 6.198e-02 Score 96.525 Data time: 0.2267, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.7443 [2020-11-13 02:27:43,381][root][INFO] - ===> Epoch[318](8247/26): Loss -0.6853, Sem 0.1023, dir -0.9610, norm 0.1734, swav 0.0000 LR: 6.198e-02 Score 96.502 Data time: 0.2402, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.4304 [2020-11-13 02:27:49,418][root][INFO] - ===> Epoch[318](8248/26): Loss -0.6686, Sem 0.1213, dir -0.9637, norm 0.1737, swav 0.0000 LR: 6.197e-02 Score 95.938 Data time: 0.2473, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.9048 [2020-11-13 02:27:57,068][root][INFO] - ===> Epoch[318](8249/26): Loss -0.6620, Sem 0.1073, dir -0.9583, norm 0.1890, swav 0.0000 LR: 6.197e-02 Score 96.333 Data time: 0.1926, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 7.5304 [2020-11-13 02:28:02,624][root][INFO] - ===> Epoch[318](8250/26): Loss -0.6920, Sem 0.1000, dir -0.9653, norm 0.1733, swav 0.0000 LR: 6.196e-02 Score 96.535 Data time: 0.2406, Forward time: 2.2660, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.4610 [2020-11-13 02:28:09,113][root][INFO] - ===> Epoch[318](8251/26): Loss -0.6681, Sem 0.1234, dir -0.9569, norm 0.1654, swav 0.0000 LR: 6.196e-02 Score 95.986 Data time: 0.1981, Forward time: 2.2660, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.3523 [2020-11-13 02:28:13,979][root][INFO] - ===> Epoch[318](8252/26): Loss -0.6859, Sem 0.1129, dir -0.9625, norm 0.1637, swav 0.0000 LR: 6.195e-02 Score 96.139 Data time: 0.2419, Forward time: 2.2660, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.7619 [2020-11-13 02:28:19,095][root][INFO] - ===> Epoch[318](8253/26): Loss -0.6658, Sem 0.1097, dir -0.9633, norm 0.1878, swav 0.0000 LR: 6.195e-02 Score 96.228 Data time: 0.2190, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.0073 [2020-11-13 02:28:24,413][root][INFO] - ===> Epoch[318](8254/26): Loss -0.6957, Sem 0.1096, dir -0.9633, norm 0.1580, swav 0.0000 LR: 6.194e-02 Score 96.292 Data time: 0.2134, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.2256 [2020-11-13 02:28:30,420][root][INFO] - ===> Epoch[318](8255/26): Loss -0.6617, Sem 0.1276, dir -0.9592, norm 0.1699, swav 0.0000 LR: 6.194e-02 Score 95.511 Data time: 0.2910, Forward time: 2.2661, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.8854 [2020-11-13 02:28:35,655][root][INFO] - ===> Epoch[318](8256/26): Loss -0.6958, Sem 0.1068, dir -0.9629, norm 0.1603, swav 0.0000 LR: 6.193e-02 Score 96.243 Data time: 0.1957, Forward time: 2.2661, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.1100 [2020-11-13 02:28:42,671][root][INFO] - ===> Epoch[318](8257/26): Loss -0.6799, Sem 0.1050, dir -0.9610, norm 0.1762, swav 0.0000 LR: 6.193e-02 Score 96.402 Data time: 0.2025, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.9090 [2020-11-13 02:28:48,144][root][INFO] - ===> Epoch[318](8258/26): Loss -0.6900, Sem 0.1050, dir -0.9639, norm 0.1689, swav 0.0000 LR: 6.192e-02 Score 96.290 Data time: 0.2162, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.3727 [2020-11-13 02:28:54,290][root][INFO] - ===> Epoch[318](8259/26): Loss -0.6869, Sem 0.1072, dir -0.9606, norm 0.1665, swav 0.0000 LR: 6.192e-02 Score 96.338 Data time: 0.2337, Forward time: 2.2661, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.0399 [2020-11-13 02:28:59,701][root][INFO] - ===> Epoch[318](8260/26): Loss -0.6859, Sem 0.0967, dir -0.9588, norm 0.1763, swav 0.0000 LR: 6.191e-02 Score 96.804 Data time: 0.1511, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.2814 [2020-11-13 02:29:04,887][root][INFO] - ===> Epoch[318](8261/26): Loss -0.6855, Sem 0.1089, dir -0.9644, norm 0.1700, swav 0.0000 LR: 6.191e-02 Score 96.250 Data time: 0.2353, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.0955 [2020-11-13 02:29:11,245][root][INFO] - ===> Epoch[318](8262/26): Loss -0.6654, Sem 0.0992, dir -0.9649, norm 0.2004, swav 0.0000 LR: 6.190e-02 Score 96.668 Data time: 0.2273, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.2598 [2020-11-13 02:29:15,656][root][INFO] - ===> Epoch[318](8263/26): Loss -0.6753, Sem 0.1124, dir -0.9589, norm 0.1713, swav 0.0000 LR: 6.190e-02 Score 95.968 Data time: 0.1772, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.2994 [2020-11-13 02:29:21,078][root][INFO] - ===> Epoch[318](8264/26): Loss -0.6864, Sem 0.1082, dir -0.9643, norm 0.1697, swav 0.0000 LR: 6.189e-02 Score 96.172 Data time: 0.2341, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.3607 [2020-11-13 02:29:26,519][root][INFO] - ===> Epoch[318](8265/26): Loss -0.6713, Sem 0.1169, dir -0.9643, norm 0.1762, swav 0.0000 LR: 6.189e-02 Score 96.010 Data time: 0.2437, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.3092 [2020-11-13 02:29:33,185][root][INFO] - ===> Epoch[318](8266/26): Loss -0.6867, Sem 0.1062, dir -0.9630, norm 0.1701, swav 0.0000 LR: 6.189e-02 Score 96.388 Data time: 0.2327, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 6.5421 [2020-11-13 02:29:38,662][root][INFO] - ===> Epoch[318](8267/26): Loss -0.6982, Sem 0.1105, dir -0.9628, norm 0.1541, swav 0.0000 LR: 6.188e-02 Score 96.100 Data time: 0.2257, Forward time: 2.2661, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.3749 [2020-11-13 02:29:44,199][root][INFO] - ===> Epoch[318](8268/26): Loss -0.6740, Sem 0.1173, dir -0.9602, norm 0.1689, swav 0.0000 LR: 6.188e-02 Score 96.021 Data time: 0.2015, Forward time: 2.2661, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.4142 [2020-11-13 02:29:50,554][root][INFO] - ===> Epoch[319](8269/26): Loss -0.6740, Sem 0.1080, dir -0.9604, norm 0.1784, swav 0.0000 LR: 6.187e-02 Score 96.402 Data time: 0.2224, Forward time: 2.2661, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 6.2391 [2020-11-13 02:29:55,471][root][INFO] - ===> Epoch[319](8270/26): Loss -0.6881, Sem 0.1135, dir -0.9675, norm 0.1659, swav 0.0000 LR: 6.187e-02 Score 96.050 Data time: 0.1542, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 4.8011 [2020-11-13 02:30:00,663][root][INFO] - ===> Epoch[319](8271/26): Loss -0.6721, Sem 0.1193, dir -0.9623, norm 0.1709, swav 0.0000 LR: 6.186e-02 Score 95.998 Data time: 0.1827, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.0975 [2020-11-13 02:30:07,239][root][INFO] - ===> Epoch[319](8272/26): Loss -0.6739, Sem 0.1164, dir -0.9601, norm 0.1698, swav 0.0000 LR: 6.186e-02 Score 96.079 Data time: 0.2286, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 6.4681 [2020-11-13 02:30:12,632][root][INFO] - ===> Epoch[319](8273/26): Loss -0.7039, Sem 0.1037, dir -0.9652, norm 0.1576, swav 0.0000 LR: 6.185e-02 Score 96.493 Data time: 0.2300, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.2693 [2020-11-13 02:30:17,628][root][INFO] - ===> Epoch[319](8274/26): Loss -0.6790, Sem 0.1341, dir -0.9654, norm 0.1524, swav 0.0000 LR: 6.185e-02 Score 95.444 Data time: 0.2371, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 4.8678 [2020-11-13 02:30:23,308][root][INFO] - ===> Epoch[319](8275/26): Loss -0.6523, Sem 0.1217, dir -0.9620, norm 0.1880, swav 0.0000 LR: 6.184e-02 Score 96.118 Data time: 0.1887, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.5558 [2020-11-13 02:30:29,248][root][INFO] - ===> Epoch[319](8276/26): Loss -0.6734, Sem 0.1263, dir -0.9652, norm 0.1655, swav 0.0000 LR: 6.184e-02 Score 95.613 Data time: 0.1974, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.8588 [2020-11-13 02:30:35,091][root][INFO] - ===> Epoch[319](8277/26): Loss -0.6871, Sem 0.1042, dir -0.9629, norm 0.1716, swav 0.0000 LR: 6.183e-02 Score 96.479 Data time: 0.2262, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.7256 [2020-11-13 02:30:41,019][root][INFO] - ===> Epoch[319](8278/26): Loss -0.6534, Sem 0.1208, dir -0.9565, norm 0.1823, swav 0.0000 LR: 6.183e-02 Score 95.913 Data time: 0.2062, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.8172 [2020-11-13 02:30:46,616][root][INFO] - ===> Epoch[319](8279/26): Loss -0.6635, Sem 0.1134, dir -0.9540, norm 0.1771, swav 0.0000 LR: 6.182e-02 Score 96.101 Data time: 0.1972, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.4703 [2020-11-13 02:30:51,495][root][INFO] - ===> Epoch[319](8280/26): Loss -0.6678, Sem 0.1275, dir -0.9622, norm 0.1669, swav 0.0000 LR: 6.182e-02 Score 95.608 Data time: 0.1881, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 4.8090 [2020-11-13 02:30:57,355][root][INFO] - ===> Epoch[319](8281/26): Loss -0.6605, Sem 0.1232, dir -0.9612, norm 0.1775, swav 0.0000 LR: 6.181e-02 Score 95.726 Data time: 0.2311, Forward time: 2.2660, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.7535 [2020-11-13 02:31:02,461][root][INFO] - ===> Epoch[319](8282/26): Loss -0.7136, Sem 0.0978, dir -0.9681, norm 0.1566, swav 0.0000 LR: 6.181e-02 Score 96.610 Data time: 0.2080, Forward time: 2.2660, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 4.9896 [2020-11-13 02:31:09,523][root][INFO] - ===> Epoch[319](8283/26): Loss -0.6247, Sem 0.1382, dir -0.9565, norm 0.1936, swav 0.0000 LR: 6.180e-02 Score 95.139 Data time: 0.2259, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 6.9628 [2020-11-13 02:31:17,623][root][INFO] - ===> Epoch[319](8284/26): Loss -0.6842, Sem 0.1064, dir -0.9582, norm 0.1675, swav 0.0000 LR: 6.180e-02 Score 96.307 Data time: 0.2492, Forward time: 2.2661, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 7.9689 [2020-11-13 02:31:22,251][root][INFO] - ===> Epoch[319](8285/26): Loss -0.6690, Sem 0.1021, dir -0.9580, norm 0.1868, swav 0.0000 LR: 6.180e-02 Score 96.556 Data time: 0.1608, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 4.4940 [2020-11-13 02:31:28,198][root][INFO] - ===> Epoch[319](8286/26): Loss -0.6530, Sem 0.1115, dir -0.9563, norm 0.1918, swav 0.0000 LR: 6.179e-02 Score 96.439 Data time: 0.1562, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.8673 [2020-11-13 02:31:34,641][root][INFO] - ===> Epoch[319](8287/26): Loss -0.6607, Sem 0.1297, dir -0.9595, norm 0.1690, swav 0.0000 LR: 6.179e-02 Score 95.563 Data time: 0.1785, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.3690 [2020-11-13 02:31:39,750][root][INFO] - ===> Epoch[319](8288/26): Loss -0.6677, Sem 0.1024, dir -0.9606, norm 0.1905, swav 0.0000 LR: 6.178e-02 Score 96.554 Data time: 0.2278, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.0161 [2020-11-13 02:31:46,538][root][INFO] - ===> Epoch[319](8289/26): Loss -0.6901, Sem 0.1003, dir -0.9585, norm 0.1681, swav 0.0000 LR: 6.178e-02 Score 96.541 Data time: 0.1872, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.6442 [2020-11-13 02:31:52,285][root][INFO] - ===> Epoch[319](8290/26): Loss -0.6575, Sem 0.1070, dir -0.9591, norm 0.1946, swav 0.0000 LR: 6.177e-02 Score 96.385 Data time: 0.2928, Forward time: 2.2660, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.6541 [2020-11-13 02:31:58,592][root][INFO] - ===> Epoch[319](8291/26): Loss -0.6807, Sem 0.1048, dir -0.9623, norm 0.1768, swav 0.0000 LR: 6.177e-02 Score 96.493 Data time: 0.3203, Forward time: 2.2661, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 6.1839 [2020-11-13 02:32:03,680][root][INFO] - ===> Epoch[319](8292/26): Loss -0.6656, Sem 0.1149, dir -0.9580, norm 0.1775, swav 0.0000 LR: 6.176e-02 Score 96.081 Data time: 0.2160, Forward time: 2.2661, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 4.9535 [2020-11-13 02:32:11,343][root][INFO] - ===> Epoch[319](8293/26): Loss -0.6822, Sem 0.1057, dir -0.9625, norm 0.1746, swav 0.0000 LR: 6.176e-02 Score 96.387 Data time: 0.2547, Forward time: 2.2662, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 7.5643 [2020-11-13 02:32:16,306][root][INFO] - ===> Epoch[319](8294/26): Loss -0.6874, Sem 0.1197, dir -0.9647, norm 0.1576, swav 0.0000 LR: 6.175e-02 Score 95.845 Data time: 0.1865, Forward time: 2.2662, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 4.8231 [2020-11-13 02:32:21,276][root][INFO] - ===> Epoch[320](8295/26): Loss -0.6804, Sem 0.1179, dir -0.9632, norm 0.1649, swav 0.0000 LR: 6.175e-02 Score 96.206 Data time: 0.2205, Forward time: 2.2661, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 4.8644 [2020-11-13 02:32:27,014][root][INFO] - ===> Epoch[320](8296/26): Loss -0.6453, Sem 0.1237, dir -0.9533, norm 0.1843, swav 0.0000 LR: 6.174e-02 Score 95.811 Data time: 0.2234, Forward time: 2.2661, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.6459 [2020-11-13 02:32:31,664][root][INFO] - ===> Epoch[320](8297/26): Loss -0.6835, Sem 0.1132, dir -0.9624, norm 0.1656, swav 0.0000 LR: 6.174e-02 Score 96.171 Data time: 0.2202, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 4.5322 [2020-11-13 02:32:37,770][root][INFO] - ===> Epoch[320](8298/26): Loss -0.6620, Sem 0.1218, dir -0.9643, norm 0.1805, swav 0.0000 LR: 6.173e-02 Score 95.757 Data time: 0.2536, Forward time: 2.2662, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 6.0055 [2020-11-13 02:32:43,502][root][INFO] - ===> Epoch[320](8299/26): Loss -0.6965, Sem 0.1033, dir -0.9609, norm 0.1611, swav 0.0000 LR: 6.173e-02 Score 96.466 Data time: 0.2593, Forward time: 2.2662, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.5820 [2020-11-13 02:32:50,759][root][INFO] - ===> Epoch[320](8300/26): Loss -0.6737, Sem 0.1045, dir -0.9641, norm 0.1858, swav 0.0000 LR: 6.172e-02 Score 96.291 Data time: 0.2886, Forward time: 2.2663, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 7.1396 [2020-11-13 02:32:56,702][root][INFO] - ===> Epoch[320](8301/26): Loss -0.6841, Sem 0.1066, dir -0.9601, norm 0.1694, swav 0.0000 LR: 6.172e-02 Score 96.384 Data time: 0.2002, Forward time: 2.2663, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.8305 [2020-11-13 02:33:01,798][root][INFO] - ===> Epoch[320](8302/26): Loss -0.6665, Sem 0.1140, dir -0.9572, norm 0.1767, swav 0.0000 LR: 6.171e-02 Score 96.063 Data time: 0.1963, Forward time: 2.2663, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.0036 [2020-11-13 02:33:06,959][root][INFO] - ===> Epoch[320](8303/26): Loss -0.6970, Sem 0.1113, dir -0.9661, norm 0.1578, swav 0.0000 LR: 6.171e-02 Score 96.278 Data time: 0.2074, Forward time: 2.2663, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.0554 [2020-11-13 02:33:11,711][root][INFO] - ===> Epoch[320](8304/26): Loss -0.7007, Sem 0.1089, dir -0.9635, norm 0.1538, swav 0.0000 LR: 6.171e-02 Score 96.234 Data time: 0.1547, Forward time: 2.2662, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 4.6335 [2020-11-13 02:33:17,224][root][INFO] - ===> Epoch[320](8305/26): Loss -0.6691, Sem 0.1190, dir -0.9592, norm 0.1711, swav 0.0000 LR: 6.170e-02 Score 95.929 Data time: 0.1902, Forward time: 2.2662, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.4255 [2020-11-13 02:33:21,585][root][INFO] - ===> Epoch[320](8306/26): Loss -0.7303, Sem 0.0850, dir -0.9616, norm 0.1464, swav 0.0000 LR: 6.170e-02 Score 97.116 Data time: 0.1975, Forward time: 2.2662, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 4.2523 [2020-11-13 02:33:27,190][root][INFO] - ===> Epoch[320](8307/26): Loss -0.6601, Sem 0.1150, dir -0.9618, norm 0.1867, swav 0.0000 LR: 6.169e-02 Score 96.122 Data time: 0.1792, Forward time: 2.2662, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.4943 [2020-11-13 02:33:34,606][root][INFO] - ===> Epoch[320](8308/26): Loss -0.6806, Sem 0.1238, dir -0.9671, norm 0.1627, swav 0.0000 LR: 6.169e-02 Score 95.854 Data time: 0.2147, Forward time: 2.2662, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 7.3245 [2020-11-13 02:33:41,554][root][INFO] - ===> Epoch[320](8309/26): Loss -0.7154, Sem 0.0962, dir -0.9659, norm 0.1543, swav 0.0000 LR: 6.168e-02 Score 96.716 Data time: 0.2090, Forward time: 2.2662, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 6.8314 [2020-11-13 02:33:47,145][root][INFO] - ===> Epoch[320](8310/26): Loss -0.6927, Sem 0.1082, dir -0.9647, norm 0.1639, swav 0.0000 LR: 6.168e-02 Score 96.289 Data time: 0.1996, Forward time: 2.2662, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.4845 [2020-11-13 02:33:52,456][root][INFO] - ===> Epoch[320](8311/26): Loss -0.7075, Sem 0.1060, dir -0.9643, norm 0.1509, swav 0.0000 LR: 6.167e-02 Score 96.277 Data time: 0.1956, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.2145 [2020-11-13 02:33:57,715][root][INFO] - ===> Epoch[320](8312/26): Loss -0.6821, Sem 0.1205, dir -0.9643, norm 0.1617, swav 0.0000 LR: 6.167e-02 Score 95.996 Data time: 0.2266, Forward time: 2.2662, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.1524 [2020-11-13 02:34:03,765][root][INFO] - ===> Epoch[320](8313/26): Loss -0.6982, Sem 0.1026, dir -0.9635, norm 0.1627, swav 0.0000 LR: 6.166e-02 Score 96.540 Data time: 0.2470, Forward time: 2.2662, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.9415 [2020-11-13 02:34:09,082][root][INFO] - ===> Epoch[320](8314/26): Loss -0.6598, Sem 0.1131, dir -0.9616, norm 0.1887, swav 0.0000 LR: 6.166e-02 Score 96.288 Data time: 0.2031, Forward time: 2.2662, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.1930 [2020-11-13 02:34:14,634][root][INFO] - ===> Epoch[320](8315/26): Loss -0.6939, Sem 0.1147, dir -0.9640, norm 0.1554, swav 0.0000 LR: 6.165e-02 Score 96.042 Data time: 0.2306, Forward time: 2.2662, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.4578 [2020-11-13 02:34:20,023][root][INFO] - ===> Epoch[320](8316/26): Loss -0.6601, Sem 0.1219, dir -0.9598, norm 0.1779, swav 0.0000 LR: 6.165e-02 Score 95.845 Data time: 0.2672, Forward time: 2.2662, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.2723 [2020-11-13 02:34:26,577][root][INFO] - ===> Epoch[320](8317/26): Loss -0.6841, Sem 0.1207, dir -0.9609, norm 0.1560, swav 0.0000 LR: 6.164e-02 Score 95.976 Data time: 0.1823, Forward time: 2.2662, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 6.4400 [2020-11-13 02:34:31,979][root][INFO] - ===> Epoch[320](8318/26): Loss -0.6465, Sem 0.1405, dir -0.9618, norm 0.1749, swav 0.0000 LR: 6.164e-02 Score 95.384 Data time: 0.1998, Forward time: 2.2662, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.3093 [2020-11-13 02:34:37,881][root][INFO] - ===> Epoch[320](8319/26): Loss -0.6874, Sem 0.1075, dir -0.9606, norm 0.1657, swav 0.0000 LR: 6.163e-02 Score 96.303 Data time: 0.2255, Forward time: 2.2662, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.7899 [2020-11-13 02:34:42,249][root][INFO] - ===> Epoch[320](8320/26): Loss -0.6793, Sem 0.1167, dir -0.9646, norm 0.1685, swav 0.0000 LR: 6.163e-02 Score 95.984 Data time: 0.2439, Forward time: 2.2662, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 4.2499 [2020-11-13 02:34:47,464][root][INFO] - ===> Epoch[321](8321/26): Loss -0.6884, Sem 0.1147, dir -0.9643, norm 0.1612, swav 0.0000 LR: 6.162e-02 Score 96.047 Data time: 0.2066, Forward time: 2.2662, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.1163 [2020-11-13 02:34:52,847][root][INFO] - ===> Epoch[321](8322/26): Loss -0.6899, Sem 0.1047, dir -0.9634, norm 0.1688, swav 0.0000 LR: 6.162e-02 Score 96.406 Data time: 0.1587, Forward time: 2.2661, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.2997 [2020-11-13 02:34:57,895][root][INFO] - ===> Epoch[321](8323/26): Loss -0.6790, Sem 0.1125, dir -0.9624, norm 0.1709, swav 0.0000 LR: 6.161e-02 Score 96.057 Data time: 0.2211, Forward time: 2.2661, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.0024 [2020-11-13 02:35:03,372][root][INFO] - ===> Epoch[321](8324/26): Loss -0.6950, Sem 0.0950, dir -0.9590, norm 0.1690, swav 0.0000 LR: 6.161e-02 Score 96.799 Data time: 0.1946, Forward time: 2.2661, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.3774 [2020-11-13 02:35:10,360][root][INFO] - ===> Epoch[321](8325/26): Loss -0.6844, Sem 0.1150, dir -0.9654, norm 0.1660, swav 0.0000 LR: 6.161e-02 Score 95.963 Data time: 0.1846, Forward time: 2.2661, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 6.9052 [2020-11-13 02:35:16,694][root][INFO] - ===> Epoch[321](8326/26): Loss -0.6864, Sem 0.1036, dir -0.9604, norm 0.1704, swav 0.0000 LR: 6.160e-02 Score 96.430 Data time: 0.1820, Forward time: 2.2660, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 6.2447 [2020-11-13 02:35:22,386][root][INFO] - ===> Epoch[321](8327/26): Loss -0.6689, Sem 0.1061, dir -0.9608, norm 0.1858, swav 0.0000 LR: 6.160e-02 Score 96.583 Data time: 0.2450, Forward time: 2.2660, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.5939 [2020-11-13 02:35:28,899][root][INFO] - ===> Epoch[321](8328/26): Loss -0.6777, Sem 0.1140, dir -0.9624, norm 0.1707, swav 0.0000 LR: 6.159e-02 Score 96.206 Data time: 0.1786, Forward time: 2.2660, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 6.4148 [2020-11-13 02:35:34,630][root][INFO] - ===> Epoch[321](8329/26): Loss -0.7004, Sem 0.1000, dir -0.9631, norm 0.1627, swav 0.0000 LR: 6.159e-02 Score 96.569 Data time: 0.1900, Forward time: 2.2660, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.6478 [2020-11-13 02:35:40,608][root][INFO] - ===> Epoch[321](8330/26): Loss -0.6690, Sem 0.1254, dir -0.9637, norm 0.1693, swav 0.0000 LR: 6.158e-02 Score 95.644 Data time: 0.2707, Forward time: 2.2660, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.8938 [2020-11-13 02:35:45,924][root][INFO] - ===> Epoch[321](8331/26): Loss -0.6893, Sem 0.1082, dir -0.9638, norm 0.1663, swav 0.0000 LR: 6.158e-02 Score 96.261 Data time: 0.2517, Forward time: 2.2661, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.1756 [2020-11-13 02:35:53,414][root][INFO] - ===> Epoch[321](8332/26): Loss -0.6951, Sem 0.0994, dir -0.9602, norm 0.1657, swav 0.0000 LR: 6.157e-02 Score 96.619 Data time: 0.1795, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 7.3892 [2020-11-13 02:35:58,710][root][INFO] - ===> Epoch[321](8333/26): Loss -0.7119, Sem 0.0965, dir -0.9634, norm 0.1550, swav 0.0000 LR: 6.157e-02 Score 96.719 Data time: 0.2235, Forward time: 2.2661, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.2220 [2020-11-13 02:36:05,555][root][INFO] - ===> Epoch[321](8334/26): Loss -0.6860, Sem 0.1207, dir -0.9652, norm 0.1586, swav 0.0000 LR: 6.156e-02 Score 95.952 Data time: 0.2783, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 6.7159 [2020-11-13 02:36:11,307][root][INFO] - ===> Epoch[321](8335/26): Loss -0.6905, Sem 0.1138, dir -0.9624, norm 0.1581, swav 0.0000 LR: 6.156e-02 Score 96.105 Data time: 0.1897, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.6346 [2020-11-13 02:36:17,600][root][INFO] - ===> Epoch[321](8336/26): Loss -0.7205, Sem 0.1027, dir -0.9698, norm 0.1467, swav 0.0000 LR: 6.155e-02 Score 96.509 Data time: 0.1690, Forward time: 2.2661, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 6.2066 [2020-11-13 02:36:23,605][root][INFO] - ===> Epoch[321](8337/26): Loss -0.6762, Sem 0.1086, dir -0.9604, norm 0.1756, swav 0.0000 LR: 6.155e-02 Score 96.156 Data time: 0.2751, Forward time: 2.2661, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.9066 [2020-11-13 02:36:29,616][root][INFO] - ===> Epoch[321](8338/26): Loss -0.7034, Sem 0.1007, dir -0.9612, norm 0.1571, swav 0.0000 LR: 6.154e-02 Score 96.471 Data time: 0.1427, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.8909 [2020-11-13 02:36:35,469][root][INFO] - ===> Epoch[321](8339/26): Loss -0.6842, Sem 0.0991, dir -0.9632, norm 0.1800, swav 0.0000 LR: 6.154e-02 Score 96.734 Data time: 0.1803, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.7957 [2020-11-13 02:36:41,446][root][INFO] - ===> Epoch[321](8340/26): Loss -0.6674, Sem 0.1096, dir -0.9578, norm 0.1809, swav 0.0000 LR: 6.153e-02 Score 96.346 Data time: 0.1365, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.8842 [2020-11-13 02:36:46,250][root][INFO] - ===> Epoch[321](8341/26): Loss -0.7008, Sem 0.1003, dir -0.9640, norm 0.1629, swav 0.0000 LR: 6.153e-02 Score 96.487 Data time: 0.1394, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.7593 [2020-11-13 02:36:52,650][root][INFO] - ===> Epoch[321](8342/26): Loss -0.6873, Sem 0.0980, dir -0.9603, norm 0.1749, swav 0.0000 LR: 6.152e-02 Score 96.815 Data time: 0.2298, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.3404 [2020-11-13 02:36:59,084][root][INFO] - ===> Epoch[321](8343/26): Loss -0.6773, Sem 0.1056, dir -0.9597, norm 0.1769, swav 0.0000 LR: 6.152e-02 Score 96.501 Data time: 0.2745, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.3076 [2020-11-13 02:37:04,547][root][INFO] - ===> Epoch[321](8344/26): Loss -0.6768, Sem 0.1138, dir -0.9626, norm 0.1721, swav 0.0000 LR: 6.152e-02 Score 96.127 Data time: 0.1837, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.3315 [2020-11-13 02:37:10,292][root][INFO] - ===> Epoch[321](8345/26): Loss -0.7107, Sem 0.0872, dir -0.9644, norm 0.1665, swav 0.0000 LR: 6.151e-02 Score 97.033 Data time: 0.2357, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.6369 [2020-11-13 02:37:17,022][root][INFO] - ===> Epoch[321](8346/26): Loss -0.6678, Sem 0.1184, dir -0.9584, norm 0.1721, swav 0.0000 LR: 6.151e-02 Score 96.243 Data time: 0.2528, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.6141 [2020-11-13 02:37:21,908][root][INFO] - ===> Epoch[322](8347/26): Loss -0.6851, Sem 0.1164, dir -0.9687, norm 0.1673, swav 0.0000 LR: 6.150e-02 Score 96.034 Data time: 0.2232, Forward time: 2.2660, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.7596 [2020-11-13 02:37:27,302][root][INFO] - ===> Epoch[322](8348/26): Loss -0.6841, Sem 0.1090, dir -0.9634, norm 0.1703, swav 0.0000 LR: 6.150e-02 Score 96.407 Data time: 0.2369, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.2892 [2020-11-13 02:37:33,395][root][INFO] - ===> Epoch[322](8349/26): Loss -0.6930, Sem 0.1147, dir -0.9638, norm 0.1561, swav 0.0000 LR: 6.149e-02 Score 96.144 Data time: 0.2836, Forward time: 2.2661, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.9661 [2020-11-13 02:37:37,630][root][INFO] - ===> Epoch[322](8350/26): Loss -0.6852, Sem 0.1098, dir -0.9613, norm 0.1663, swav 0.0000 LR: 6.149e-02 Score 96.251 Data time: 0.1992, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 4.1058 [2020-11-13 02:37:43,619][root][INFO] - ===> Epoch[322](8351/26): Loss -0.6959, Sem 0.1058, dir -0.9654, norm 0.1637, swav 0.0000 LR: 6.148e-02 Score 96.431 Data time: 0.1704, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.8876 [2020-11-13 02:37:48,979][root][INFO] - ===> Epoch[322](8352/26): Loss -0.6901, Sem 0.1139, dir -0.9610, norm 0.1570, swav 0.0000 LR: 6.148e-02 Score 96.095 Data time: 0.2207, Forward time: 2.2661, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.2475 [2020-11-13 02:37:54,840][root][INFO] - ===> Epoch[322](8353/26): Loss -0.6945, Sem 0.0971, dir -0.9674, norm 0.1758, swav 0.0000 LR: 6.147e-02 Score 96.774 Data time: 0.1383, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.7313 [2020-11-13 02:38:01,130][root][INFO] - ===> Epoch[322](8354/26): Loss -0.6924, Sem 0.1172, dir -0.9660, norm 0.1564, swav 0.0000 LR: 6.147e-02 Score 95.973 Data time: 0.1311, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 6.2238 [2020-11-13 02:38:08,120][root][INFO] - ===> Epoch[322](8355/26): Loss -0.6455, Sem 0.1384, dir -0.9594, norm 0.1755, swav 0.0000 LR: 6.146e-02 Score 95.295 Data time: 0.1950, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.9548 [2020-11-13 02:38:13,831][root][INFO] - ===> Epoch[322](8356/26): Loss -0.6819, Sem 0.1121, dir -0.9649, norm 0.1709, swav 0.0000 LR: 6.146e-02 Score 96.119 Data time: 0.3047, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.6274 [2020-11-13 02:38:19,914][root][INFO] - ===> Epoch[322](8357/26): Loss -0.7118, Sem 0.0958, dir -0.9645, norm 0.1569, swav 0.0000 LR: 6.145e-02 Score 96.652 Data time: 0.2812, Forward time: 2.2660, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.9495 [2020-11-13 02:38:25,582][root][INFO] - ===> Epoch[322](8358/26): Loss -0.7004, Sem 0.0957, dir -0.9673, norm 0.1712, swav 0.0000 LR: 6.145e-02 Score 96.769 Data time: 0.2916, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.5646 [2020-11-13 02:38:32,078][root][INFO] - ===> Epoch[322](8359/26): Loss -0.7111, Sem 0.0907, dir -0.9620, norm 0.1602, swav 0.0000 LR: 6.144e-02 Score 96.987 Data time: 0.2665, Forward time: 2.2661, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 6.3699 [2020-11-13 02:38:37,605][root][INFO] - ===> Epoch[322](8360/26): Loss -0.6830, Sem 0.1177, dir -0.9614, norm 0.1607, swav 0.0000 LR: 6.144e-02 Score 95.891 Data time: 0.1442, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.3829 [2020-11-13 02:38:43,841][root][INFO] - ===> Epoch[322](8361/26): Loss -0.7156, Sem 0.1110, dir -0.9681, norm 0.1415, swav 0.0000 LR: 6.143e-02 Score 96.243 Data time: 0.1968, Forward time: 2.2660, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 6.1713 [2020-11-13 02:38:49,344][root][INFO] - ===> Epoch[322](8362/26): Loss -0.6837, Sem 0.1062, dir -0.9627, norm 0.1728, swav 0.0000 LR: 6.143e-02 Score 96.466 Data time: 0.1648, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.4049 [2020-11-13 02:38:55,624][root][INFO] - ===> Epoch[322](8363/26): Loss -0.6953, Sem 0.1033, dir -0.9645, norm 0.1660, swav 0.0000 LR: 6.142e-02 Score 96.353 Data time: 0.1867, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.2194 [2020-11-13 02:39:01,057][root][INFO] - ===> Epoch[322](8364/26): Loss -0.6869, Sem 0.1051, dir -0.9585, norm 0.1665, swav 0.0000 LR: 6.142e-02 Score 96.360 Data time: 0.1732, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.3409 [2020-11-13 02:39:06,020][root][INFO] - ===> Epoch[322](8365/26): Loss -0.6841, Sem 0.1183, dir -0.9590, norm 0.1566, swav 0.0000 LR: 6.142e-02 Score 96.007 Data time: 0.1633, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 4.8668 [2020-11-13 02:39:10,423][root][INFO] - ===> Epoch[322](8366/26): Loss -0.6732, Sem 0.1021, dir -0.9585, norm 0.1832, swav 0.0000 LR: 6.141e-02 Score 96.469 Data time: 0.1901, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.3216 [2020-11-13 02:39:16,386][root][INFO] - ===> Epoch[322](8367/26): Loss -0.6857, Sem 0.1071, dir -0.9635, norm 0.1707, swav 0.0000 LR: 6.141e-02 Score 96.453 Data time: 0.2147, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.8625 [2020-11-13 02:39:23,098][root][INFO] - ===> Epoch[322](8368/26): Loss -0.7116, Sem 0.0985, dir -0.9681, norm 0.1581, swav 0.0000 LR: 6.140e-02 Score 96.686 Data time: 0.1862, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.6068 [2020-11-13 02:39:29,946][root][INFO] - ===> Epoch[322](8369/26): Loss -0.6656, Sem 0.1162, dir -0.9614, norm 0.1796, swav 0.0000 LR: 6.140e-02 Score 95.932 Data time: 0.1134, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 6.7436 [2020-11-13 02:39:34,540][root][INFO] - ===> Epoch[322](8370/26): Loss -0.6769, Sem 0.1160, dir -0.9603, norm 0.1674, swav 0.0000 LR: 6.139e-02 Score 96.207 Data time: 0.1861, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 4.5653 [2020-11-13 02:39:39,655][root][INFO] - ===> Epoch[322](8371/26): Loss -0.6672, Sem 0.1329, dir -0.9671, norm 0.1670, swav 0.0000 LR: 6.139e-02 Score 95.404 Data time: 0.1800, Forward time: 2.2656, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.0287 [2020-11-13 02:39:44,684][root][INFO] - ===> Epoch[322](8372/26): Loss -0.6996, Sem 0.1069, dir -0.9636, norm 0.1571, swav 0.0000 LR: 6.138e-02 Score 96.274 Data time: 0.2097, Forward time: 2.2656, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.9656 [2020-11-13 02:39:50,779][root][INFO] - ===> Epoch[323](8373/26): Loss -0.6818, Sem 0.1184, dir -0.9675, norm 0.1672, swav 0.0000 LR: 6.138e-02 Score 95.897 Data time: 0.2717, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.9844 [2020-11-13 02:39:56,505][root][INFO] - ===> Epoch[323](8374/26): Loss -0.6805, Sem 0.1047, dir -0.9597, norm 0.1745, swav 0.0000 LR: 6.137e-02 Score 96.508 Data time: 0.2426, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.5949 [2020-11-13 02:40:02,201][root][INFO] - ===> Epoch[323](8375/26): Loss -0.7251, Sem 0.0993, dir -0.9721, norm 0.1478, swav 0.0000 LR: 6.137e-02 Score 96.637 Data time: 0.1685, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.5753 [2020-11-13 02:40:07,080][root][INFO] - ===> Epoch[323](8376/26): Loss -0.7052, Sem 0.1032, dir -0.9644, norm 0.1560, swav 0.0000 LR: 6.136e-02 Score 96.412 Data time: 0.2035, Forward time: 2.2657, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.7965 [2020-11-13 02:40:13,663][root][INFO] - ===> Epoch[323](8377/26): Loss -0.7001, Sem 0.1026, dir -0.9638, norm 0.1612, swav 0.0000 LR: 6.136e-02 Score 96.537 Data time: 0.2326, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.4911 [2020-11-13 02:40:19,434][root][INFO] - ===> Epoch[323](8378/26): Loss -0.6888, Sem 0.1129, dir -0.9618, norm 0.1601, swav 0.0000 LR: 6.135e-02 Score 96.191 Data time: 0.1601, Forward time: 2.2656, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.6533 [2020-11-13 02:40:24,826][root][INFO] - ===> Epoch[323](8379/26): Loss -0.6904, Sem 0.1127, dir -0.9626, norm 0.1595, swav 0.0000 LR: 6.135e-02 Score 95.861 Data time: 0.2302, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.3297 [2020-11-13 02:40:31,150][root][INFO] - ===> Epoch[323](8380/26): Loss -0.6833, Sem 0.1028, dir -0.9610, norm 0.1749, swav 0.0000 LR: 6.134e-02 Score 96.507 Data time: 0.2510, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.2295 [2020-11-13 02:40:37,192][root][INFO] - ===> Epoch[323](8381/26): Loss -0.6731, Sem 0.1073, dir -0.9604, norm 0.1800, swav 0.0000 LR: 6.134e-02 Score 96.373 Data time: 0.1809, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.9201 [2020-11-13 02:40:43,515][root][INFO] - ===> Epoch[323](8382/26): Loss -0.7104, Sem 0.0947, dir -0.9633, norm 0.1582, swav 0.0000 LR: 6.133e-02 Score 96.733 Data time: 0.1963, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 6.2234 [2020-11-13 02:40:49,787][root][INFO] - ===> Epoch[323](8383/26): Loss -0.6874, Sem 0.1098, dir -0.9648, norm 0.1676, swav 0.0000 LR: 6.133e-02 Score 96.234 Data time: 0.1800, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.1568 [2020-11-13 02:40:55,207][root][INFO] - ===> Epoch[323](8384/26): Loss -0.7067, Sem 0.1076, dir -0.9683, norm 0.1539, swav 0.0000 LR: 6.133e-02 Score 96.224 Data time: 0.1737, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.3134 [2020-11-13 02:41:00,799][root][INFO] - ===> Epoch[323](8385/26): Loss -0.6915, Sem 0.1011, dir -0.9605, norm 0.1679, swav 0.0000 LR: 6.132e-02 Score 96.503 Data time: 0.1782, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.5116 [2020-11-13 02:41:06,816][root][INFO] - ===> Epoch[323](8386/26): Loss -0.6843, Sem 0.1036, dir -0.9630, norm 0.1751, swav 0.0000 LR: 6.132e-02 Score 96.479 Data time: 0.2067, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.9077 [2020-11-13 02:41:12,252][root][INFO] - ===> Epoch[323](8387/26): Loss -0.6877, Sem 0.1175, dir -0.9636, norm 0.1584, swav 0.0000 LR: 6.131e-02 Score 96.042 Data time: 0.1954, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.3038 [2020-11-13 02:41:17,450][root][INFO] - ===> Epoch[323](8388/26): Loss -0.7152, Sem 0.0982, dir -0.9651, norm 0.1517, swav 0.0000 LR: 6.131e-02 Score 96.659 Data time: 0.1607, Forward time: 2.2656, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.0802 [2020-11-13 02:41:23,235][root][INFO] - ===> Epoch[323](8389/26): Loss -0.7014, Sem 0.1025, dir -0.9625, norm 0.1586, swav 0.0000 LR: 6.130e-02 Score 96.408 Data time: 0.1629, Forward time: 2.2655, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.6993 [2020-11-13 02:41:29,303][root][INFO] - ===> Epoch[323](8390/26): Loss -0.6995, Sem 0.0988, dir -0.9650, norm 0.1668, swav 0.0000 LR: 6.130e-02 Score 96.694 Data time: 0.2113, Forward time: 2.2655, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.0237 [2020-11-13 02:41:34,612][root][INFO] - ===> Epoch[323](8391/26): Loss -0.6965, Sem 0.1072, dir -0.9641, norm 0.1604, swav 0.0000 LR: 6.129e-02 Score 96.354 Data time: 0.2040, Forward time: 2.2655, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.1987 [2020-11-13 02:41:40,033][root][INFO] - ===> Epoch[323](8392/26): Loss -0.6819, Sem 0.1137, dir -0.9630, norm 0.1674, swav 0.0000 LR: 6.129e-02 Score 96.205 Data time: 0.3026, Forward time: 2.2655, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.3167 [2020-11-13 02:41:45,934][root][INFO] - ===> Epoch[323](8393/26): Loss -0.6629, Sem 0.1259, dir -0.9628, norm 0.1740, swav 0.0000 LR: 6.128e-02 Score 95.517 Data time: 0.2490, Forward time: 2.2656, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.7740 [2020-11-13 02:41:53,106][root][INFO] - ===> Epoch[323](8394/26): Loss -0.7014, Sem 0.1074, dir -0.9684, norm 0.1595, swav 0.0000 LR: 6.128e-02 Score 96.328 Data time: 0.2272, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 7.0500 [2020-11-13 02:41:58,388][root][INFO] - ===> Epoch[323](8395/26): Loss -0.6990, Sem 0.1011, dir -0.9625, norm 0.1624, swav 0.0000 LR: 6.127e-02 Score 96.588 Data time: 0.2291, Forward time: 2.2656, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.1808 [2020-11-13 02:42:06,468][root][INFO] - ===> Epoch[323](8396/26): Loss -0.6486, Sem 0.1182, dir -0.9553, norm 0.1885, swav 0.0000 LR: 6.127e-02 Score 96.098 Data time: 0.2075, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 7.9594 [2020-11-13 02:42:13,934][root][INFO] - ===> Epoch[323](8397/26): Loss -0.6538, Sem 0.1243, dir -0.9578, norm 0.1797, swav 0.0000 LR: 6.126e-02 Score 95.894 Data time: 0.2089, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 7.3547 [2020-11-13 02:42:20,453][root][INFO] - ===> Epoch[323](8398/26): Loss -0.6915, Sem 0.1233, dir -0.9696, norm 0.1548, swav 0.0000 LR: 6.126e-02 Score 95.901 Data time: 0.2279, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.4005 [2020-11-13 02:42:25,821][root][INFO] - ===> Epoch[324](8399/26): Loss -0.7044, Sem 0.1015, dir -0.9642, norm 0.1583, swav 0.0000 LR: 6.125e-02 Score 96.466 Data time: 0.1450, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.2523 [2020-11-13 02:42:32,008][root][INFO] - ===> Epoch[324](8400/26): Loss -0.6668, Sem 0.1314, dir -0.9643, norm 0.1661, swav 0.0000 LR: 6.125e-02 Score 95.482 Data time: 0.2322, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 6.1365 [2020-11-13 02:42:37,735][root][INFO] - ===> Epoch[324](8401/26): Loss -0.6947, Sem 0.1056, dir -0.9663, norm 0.1659, swav 0.0000 LR: 6.124e-02 Score 96.431 Data time: 0.1719, Forward time: 2.2655, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 5.6163 [2020-11-13 02:42:43,442][root][INFO] - ===> Epoch[324](8402/26): Loss -0.6829, Sem 0.0979, dir -0.9659, norm 0.1851, swav 0.0000 LR: 6.124e-02 Score 96.794 Data time: 0.2727, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.6251 [2020-11-13 02:42:48,654][root][INFO] - ===> Epoch[324](8403/26): Loss -0.6759, Sem 0.1055, dir -0.9623, norm 0.1810, swav 0.0000 LR: 6.123e-02 Score 96.364 Data time: 0.2250, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 5.0872 [2020-11-13 02:42:55,130][root][INFO] - ===> Epoch[324](8404/26): Loss -0.7117, Sem 0.0996, dir -0.9639, norm 0.1526, swav 0.0000 LR: 6.123e-02 Score 96.617 Data time: 0.1655, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 6.3385 [2020-11-13 02:43:00,309][root][INFO] - ===> Epoch[324](8405/26): Loss -0.6743, Sem 0.1206, dir -0.9601, norm 0.1653, swav 0.0000 LR: 6.123e-02 Score 95.956 Data time: 0.1791, Forward time: 2.2655, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.0890 [2020-11-13 02:43:05,639][root][INFO] - ===> Epoch[324](8406/26): Loss -0.6763, Sem 0.1120, dir -0.9618, norm 0.1735, swav 0.0000 LR: 6.122e-02 Score 96.399 Data time: 0.1514, Forward time: 2.2655, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.2507 [2020-11-13 02:43:11,947][root][INFO] - ===> Epoch[324](8407/26): Loss -0.6768, Sem 0.1119, dir -0.9624, norm 0.1736, swav 0.0000 LR: 6.122e-02 Score 96.430 Data time: 0.2090, Forward time: 2.2654, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 6.2349 [2020-11-13 02:43:17,365][root][INFO] - ===> Epoch[324](8408/26): Loss -0.7110, Sem 0.1042, dir -0.9658, norm 0.1506, swav 0.0000 LR: 6.121e-02 Score 96.378 Data time: 0.1986, Forward time: 2.2654, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 5.3487 [2020-11-13 02:43:23,774][root][INFO] - ===> Epoch[324](8409/26): Loss -0.7032, Sem 0.0947, dir -0.9641, norm 0.1663, swav 0.0000 LR: 6.121e-02 Score 96.909 Data time: 0.2337, Forward time: 2.2654, Backward time: 3.1206, DDP time: 0.0045, Total iter time: 6.3100 [2020-11-13 02:43:29,809][root][INFO] - ===> Epoch[324](8410/26): Loss -0.6750, Sem 0.1240, dir -0.9645, norm 0.1656, swav 0.0000 LR: 6.120e-02 Score 95.869 Data time: 0.2947, Forward time: 2.2655, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 5.9193 [2020-11-13 02:43:35,967][root][INFO] - ===> Epoch[324](8411/26): Loss -0.6775, Sem 0.1142, dir -0.9643, norm 0.1725, swav 0.0000 LR: 6.120e-02 Score 96.100 Data time: 0.2162, Forward time: 2.2655, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 6.0265 [2020-11-13 02:43:40,995][root][INFO] - ===> Epoch[324](8412/26): Loss -0.7233, Sem 0.0913, dir -0.9665, norm 0.1519, swav 0.0000 LR: 6.119e-02 Score 96.836 Data time: 0.1705, Forward time: 2.2655, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 4.9196 [2020-11-13 02:43:46,512][root][INFO] - ===> Epoch[324](8413/26): Loss -0.6268, Sem 0.1272, dir -0.9571, norm 0.2031, swav 0.0000 LR: 6.119e-02 Score 95.813 Data time: 0.2028, Forward time: 2.2655, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.4215 [2020-11-13 02:43:51,749][root][INFO] - ===> Epoch[324](8414/26): Loss -0.6498, Sem 0.1271, dir -0.9580, norm 0.1811, swav 0.0000 LR: 6.118e-02 Score 95.641 Data time: 0.1911, Forward time: 2.2654, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.1245 [2020-11-13 02:43:57,855][root][INFO] - ===> Epoch[324](8415/26): Loss -0.7201, Sem 0.0930, dir -0.9629, norm 0.1498, swav 0.0000 LR: 6.118e-02 Score 96.811 Data time: 0.3024, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.0085 [2020-11-13 02:44:03,523][root][INFO] - ===> Epoch[324](8416/26): Loss -0.6653, Sem 0.1195, dir -0.9608, norm 0.1759, swav 0.0000 LR: 6.117e-02 Score 95.891 Data time: 0.2733, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 5.5547 [2020-11-13 02:44:08,343][root][INFO] - ===> Epoch[324](8417/26): Loss -0.6460, Sem 0.1524, dir -0.9656, norm 0.1672, swav 0.0000 LR: 6.117e-02 Score 95.468 Data time: 0.1658, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.7004 [2020-11-13 02:44:13,796][root][INFO] - ===> Epoch[324](8418/26): Loss -0.6995, Sem 0.1072, dir -0.9651, norm 0.1584, swav 0.0000 LR: 6.116e-02 Score 96.326 Data time: 0.2067, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.3402 [2020-11-13 02:44:20,662][root][INFO] - ===> Epoch[324](8419/26): Loss -0.6892, Sem 0.1123, dir -0.9639, norm 0.1624, swav 0.0000 LR: 6.116e-02 Score 96.241 Data time: 0.1752, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.7412 [2020-11-13 02:44:25,752][root][INFO] - ===> Epoch[324](8420/26): Loss -0.7003, Sem 0.1037, dir -0.9638, norm 0.1597, swav 0.0000 LR: 6.115e-02 Score 96.471 Data time: 0.1664, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 4.9977 [2020-11-13 02:44:31,246][root][INFO] - ===> Epoch[324](8421/26): Loss -0.6934, Sem 0.1231, dir -0.9666, norm 0.1501, swav 0.0000 LR: 6.115e-02 Score 95.798 Data time: 0.2218, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 5.4108 [2020-11-13 02:44:37,125][root][INFO] - ===> Epoch[324](8422/26): Loss -0.6911, Sem 0.1143, dir -0.9627, norm 0.1573, swav 0.0000 LR: 6.114e-02 Score 96.119 Data time: 0.2689, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.7889 [2020-11-13 02:44:42,183][root][INFO] - ===> Epoch[324](8423/26): Loss -0.6998, Sem 0.1131, dir -0.9661, norm 0.1532, swav 0.0000 LR: 6.114e-02 Score 96.252 Data time: 0.1952, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 4.9290 [2020-11-13 02:44:48,083][root][INFO] - ===> Epoch[324](8424/26): Loss -0.6534, Sem 0.1483, dir -0.9652, norm 0.1635, swav 0.0000 LR: 6.113e-02 Score 94.972 Data time: 0.2327, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.7859 [2020-11-13 02:44:54,522][root][INFO] - ===> Epoch[325](8425/26): Loss -0.7001, Sem 0.1061, dir -0.9649, norm 0.1587, swav 0.0000 LR: 6.113e-02 Score 96.084 Data time: 0.2244, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.3052 [2020-11-13 02:45:00,008][root][INFO] - ===> Epoch[325](8426/26): Loss -0.6884, Sem 0.1089, dir -0.9640, norm 0.1666, swav 0.0000 LR: 6.113e-02 Score 96.305 Data time: 0.1666, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.3750 [2020-11-13 02:45:05,626][root][INFO] - ===> Epoch[325](8427/26): Loss -0.6687, Sem 0.1168, dir -0.9623, norm 0.1769, swav 0.0000 LR: 6.112e-02 Score 96.156 Data time: 0.1789, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.5079 [2020-11-13 02:45:11,238][root][INFO] - ===> Epoch[325](8428/26): Loss -0.6240, Sem 0.1301, dir -0.9527, norm 0.1987, swav 0.0000 LR: 6.112e-02 Score 95.780 Data time: 0.2089, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.5211 [2020-11-13 02:45:17,914][root][INFO] - ===> Epoch[325](8429/26): Loss -0.6395, Sem 0.1486, dir -0.9595, norm 0.1713, swav 0.0000 LR: 6.111e-02 Score 95.322 Data time: 0.2076, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.5599 [2020-11-13 02:45:23,038][root][INFO] - ===> Epoch[325](8430/26): Loss -0.6581, Sem 0.1344, dir -0.9605, norm 0.1680, swav 0.0000 LR: 6.111e-02 Score 95.334 Data time: 0.2240, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.0286 [2020-11-13 02:45:29,873][root][INFO] - ===> Epoch[325](8431/26): Loss -0.6697, Sem 0.1176, dir -0.9587, norm 0.1713, swav 0.0000 LR: 6.110e-02 Score 96.141 Data time: 0.2167, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.7057 [2020-11-13 02:45:36,360][root][INFO] - ===> Epoch[325](8432/26): Loss -0.6571, Sem 0.1227, dir -0.9631, norm 0.1833, swav 0.0000 LR: 6.110e-02 Score 96.123 Data time: 0.2572, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.3670 [2020-11-13 02:45:43,194][root][INFO] - ===> Epoch[325](8433/26): Loss -0.6731, Sem 0.1092, dir -0.9637, norm 0.1814, swav 0.0000 LR: 6.109e-02 Score 96.446 Data time: 0.1805, Forward time: 2.2656, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 6.7149 [2020-11-13 02:45:49,628][root][INFO] - ===> Epoch[325](8434/26): Loss -0.6893, Sem 0.1161, dir -0.9643, norm 0.1588, swav 0.0000 LR: 6.109e-02 Score 96.042 Data time: 0.2195, Forward time: 2.2656, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 6.3295 [2020-11-13 02:45:54,934][root][INFO] - ===> Epoch[325](8435/26): Loss -0.6745, Sem 0.1164, dir -0.9617, norm 0.1708, swav 0.0000 LR: 6.108e-02 Score 96.072 Data time: 0.1948, Forward time: 2.2656, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 5.1763 [2020-11-13 02:46:00,118][root][INFO] - ===> Epoch[325](8436/26): Loss -0.6902, Sem 0.1070, dir -0.9622, norm 0.1649, swav 0.0000 LR: 6.108e-02 Score 96.364 Data time: 0.1996, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 5.0801 [2020-11-13 02:46:07,325][root][INFO] - ===> Epoch[325](8437/26): Loss -0.6896, Sem 0.1166, dir -0.9680, norm 0.1618, swav 0.0000 LR: 6.107e-02 Score 95.907 Data time: 0.1995, Forward time: 2.2656, Backward time: 3.1206, DDP time: 0.0045, Total iter time: 7.1273 [2020-11-13 02:46:12,803][root][INFO] - ===> Epoch[325](8438/26): Loss -0.6636, Sem 0.1238, dir -0.9587, norm 0.1713, swav 0.0000 LR: 6.107e-02 Score 95.786 Data time: 0.1886, Forward time: 2.2655, Backward time: 3.1206, DDP time: 0.0045, Total iter time: 5.3615 [2020-11-13 02:46:18,814][root][INFO] - ===> Epoch[325](8439/26): Loss -0.6773, Sem 0.1107, dir -0.9589, norm 0.1710, swav 0.0000 LR: 6.106e-02 Score 96.286 Data time: 0.2303, Forward time: 2.2656, Backward time: 3.1206, DDP time: 0.0045, Total iter time: 5.9048 [2020-11-13 02:46:24,156][root][INFO] - ===> Epoch[325](8440/26): Loss -0.6843, Sem 0.1044, dir -0.9617, norm 0.1729, swav 0.0000 LR: 6.106e-02 Score 96.558 Data time: 0.2330, Forward time: 2.2656, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 5.2306 [2020-11-13 02:46:29,787][root][INFO] - ===> Epoch[325](8441/26): Loss -0.6552, Sem 0.1348, dir -0.9612, norm 0.1713, swav 0.0000 LR: 6.105e-02 Score 95.413 Data time: 0.2492, Forward time: 2.2656, Backward time: 3.1205, DDP time: 0.0045, Total iter time: 5.5139 [2020-11-13 02:46:34,760][root][INFO] - ===> Epoch[325](8442/26): Loss -0.7114, Sem 0.1086, dir -0.9673, norm 0.1473, swav 0.0000 LR: 6.105e-02 Score 96.410 Data time: 0.2285, Forward time: 2.2656, Backward time: 3.1204, DDP time: 0.0045, Total iter time: 4.8532 [2020-11-13 02:46:40,684][root][INFO] - ===> Epoch[325](8443/26): Loss -0.6199, Sem 0.1343, dir -0.9566, norm 0.2025, swav 0.0000 LR: 6.104e-02 Score 95.654 Data time: 0.2883, Forward time: 2.2657, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 5.8158 [2020-11-13 02:46:45,543][root][INFO] - ===> Epoch[325](8444/26): Loss -0.6956, Sem 0.0941, dir -0.9646, norm 0.1750, swav 0.0000 LR: 6.104e-02 Score 96.819 Data time: 0.2311, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.7290 [2020-11-13 02:46:51,569][root][INFO] - ===> Epoch[325](8445/26): Loss -0.6890, Sem 0.1092, dir -0.9631, norm 0.1649, swav 0.0000 LR: 6.104e-02 Score 96.236 Data time: 0.2740, Forward time: 2.2658, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.9188 [2020-11-13 02:46:56,711][root][INFO] - ===> Epoch[325](8446/26): Loss -0.7234, Sem 0.1044, dir -0.9691, norm 0.1413, swav 0.0000 LR: 6.103e-02 Score 96.410 Data time: 0.1878, Forward time: 2.2658, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.0136 [2020-11-13 02:47:01,866][root][INFO] - ===> Epoch[325](8447/26): Loss -0.6821, Sem 0.1104, dir -0.9606, norm 0.1681, swav 0.0000 LR: 6.103e-02 Score 96.475 Data time: 0.2406, Forward time: 2.2658, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.0305 [2020-11-13 02:47:06,480][root][INFO] - ===> Epoch[325](8448/26): Loss -0.6539, Sem 0.1303, dir -0.9538, norm 0.1695, swav 0.0000 LR: 6.102e-02 Score 96.061 Data time: 0.2091, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.4902 [2020-11-13 02:47:12,220][root][INFO] - ===> Epoch[325](8449/26): Loss -0.7048, Sem 0.0898, dir -0.9628, norm 0.1681, swav 0.0000 LR: 6.102e-02 Score 96.924 Data time: 0.2198, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.6360 [2020-11-13 02:47:17,264][root][INFO] - ===> Epoch[325](8450/26): Loss -0.6667, Sem 0.1177, dir -0.9612, norm 0.1768, swav 0.0000 LR: 6.101e-02 Score 96.159 Data time: 0.2097, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 4.9241 [2020-11-13 02:47:23,690][root][INFO] - ===> Epoch[326](8451/26): Loss -0.6757, Sem 0.1152, dir -0.9649, norm 0.1740, swav 0.0000 LR: 6.101e-02 Score 95.983 Data time: 0.1672, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 6.3232 [2020-11-13 02:47:29,060][root][INFO] - ===> Epoch[326](8452/26): Loss -0.6839, Sem 0.1100, dir -0.9642, norm 0.1703, swav 0.0000 LR: 6.100e-02 Score 96.388 Data time: 0.2040, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.2944 [2020-11-13 02:47:35,254][root][INFO] - ===> Epoch[326](8453/26): Loss -0.6569, Sem 0.1316, dir -0.9561, norm 0.1676, swav 0.0000 LR: 6.100e-02 Score 95.538 Data time: 0.3058, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.0772 [2020-11-13 02:47:40,941][root][INFO] - ===> Epoch[326](8454/26): Loss -0.6357, Sem 0.1480, dir -0.9654, norm 0.1817, swav 0.0000 LR: 6.099e-02 Score 95.149 Data time: 0.1896, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.5610 [2020-11-13 02:47:47,284][root][INFO] - ===> Epoch[326](8455/26): Loss -0.6585, Sem 0.1256, dir -0.9552, norm 0.1711, swav 0.0000 LR: 6.099e-02 Score 95.694 Data time: 0.2302, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 6.2476 [2020-11-13 02:47:53,085][root][INFO] - ===> Epoch[326](8456/26): Loss -0.6758, Sem 0.1154, dir -0.9558, norm 0.1647, swav 0.0000 LR: 6.098e-02 Score 96.126 Data time: 0.2023, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.7122 [2020-11-13 02:47:58,850][root][INFO] - ===> Epoch[326](8457/26): Loss -0.6769, Sem 0.1184, dir -0.9626, norm 0.1674, swav 0.0000 LR: 6.098e-02 Score 95.817 Data time: 0.2582, Forward time: 2.2659, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.6385 [2020-11-13 02:48:03,447][root][INFO] - ===> Epoch[326](8458/26): Loss -0.7035, Sem 0.1096, dir -0.9669, norm 0.1538, swav 0.0000 LR: 6.097e-02 Score 96.204 Data time: 0.2232, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.4731 [2020-11-13 02:48:10,436][root][INFO] - ===> Epoch[326](8459/26): Loss -0.6855, Sem 0.1039, dir -0.9646, norm 0.1752, swav 0.0000 LR: 6.097e-02 Score 96.449 Data time: 0.2323, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.8825 [2020-11-13 02:48:15,861][root][INFO] - ===> Epoch[326](8460/26): Loss -0.6688, Sem 0.1257, dir -0.9608, norm 0.1663, swav 0.0000 LR: 6.096e-02 Score 95.655 Data time: 0.2264, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.2911 [2020-11-13 02:48:21,636][root][INFO] - ===> Epoch[326](8461/26): Loss -0.6911, Sem 0.1098, dir -0.9623, norm 0.1613, swav 0.0000 LR: 6.096e-02 Score 96.365 Data time: 0.2229, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.7085 [2020-11-13 02:48:26,111][root][INFO] - ===> Epoch[326](8462/26): Loss -0.6728, Sem 0.1067, dir -0.9601, norm 0.1807, swav 0.0000 LR: 6.095e-02 Score 96.391 Data time: 0.1658, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.3420 [2020-11-13 02:48:32,019][root][INFO] - ===> Epoch[326](8463/26): Loss -0.6782, Sem 0.1048, dir -0.9587, norm 0.1757, swav 0.0000 LR: 6.095e-02 Score 96.550 Data time: 0.2444, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.8223 [2020-11-13 02:48:38,922][root][INFO] - ===> Epoch[326](8464/26): Loss -0.6723, Sem 0.1101, dir -0.9586, norm 0.1761, swav 0.0000 LR: 6.094e-02 Score 96.295 Data time: 0.2421, Forward time: 2.2660, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 6.7845 [2020-11-13 02:48:44,040][root][INFO] - ===> Epoch[326](8465/26): Loss -0.6576, Sem 0.1162, dir -0.9579, norm 0.1840, swav 0.0000 LR: 6.094e-02 Score 96.037 Data time: 0.1124, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.9928 [2020-11-13 02:48:49,061][root][INFO] - ===> Epoch[326](8466/26): Loss -0.6607, Sem 0.1276, dir -0.9624, norm 0.1740, swav 0.0000 LR: 6.094e-02 Score 95.678 Data time: 0.1445, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.9422 [2020-11-13 02:48:55,180][root][INFO] - ===> Epoch[326](8467/26): Loss -0.6866, Sem 0.1075, dir -0.9637, norm 0.1696, swav 0.0000 LR: 6.093e-02 Score 96.078 Data time: 0.1952, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.0650 [2020-11-13 02:49:00,241][root][INFO] - ===> Epoch[326](8468/26): Loss -0.6843, Sem 0.1113, dir -0.9626, norm 0.1670, swav 0.0000 LR: 6.093e-02 Score 96.270 Data time: 0.1792, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 4.9585 [2020-11-13 02:49:05,476][root][INFO] - ===> Epoch[326](8469/26): Loss -0.6404, Sem 0.1177, dir -0.9514, norm 0.1933, swav 0.0000 LR: 6.092e-02 Score 95.925 Data time: 0.2164, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.1412 [2020-11-13 02:49:12,396][root][INFO] - ===> Epoch[326](8470/26): Loss -0.6642, Sem 0.1162, dir -0.9646, norm 0.1842, swav 0.0000 LR: 6.092e-02 Score 96.138 Data time: 0.2345, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.7899 [2020-11-13 02:49:17,922][root][INFO] - ===> Epoch[326](8471/26): Loss -0.6653, Sem 0.1129, dir -0.9569, norm 0.1788, swav 0.0000 LR: 6.091e-02 Score 96.136 Data time: 0.1980, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.4208 [2020-11-13 02:49:23,235][root][INFO] - ===> Epoch[326](8472/26): Loss -0.6443, Sem 0.1238, dir -0.9600, norm 0.1919, swav 0.0000 LR: 6.091e-02 Score 95.814 Data time: 0.2041, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.1951 [2020-11-13 02:49:29,969][root][INFO] - ===> Epoch[326](8473/26): Loss -0.6970, Sem 0.1080, dir -0.9658, norm 0.1609, swav 0.0000 LR: 6.090e-02 Score 96.157 Data time: 0.2506, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.6431 [2020-11-13 02:49:36,324][root][INFO] - ===> Epoch[326](8474/26): Loss -0.6951, Sem 0.1108, dir -0.9667, norm 0.1607, swav 0.0000 LR: 6.090e-02 Score 96.322 Data time: 0.2283, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 6.2359 [2020-11-13 02:49:41,746][root][INFO] - ===> Epoch[326](8475/26): Loss -0.6634, Sem 0.1176, dir -0.9562, norm 0.1752, swav 0.0000 LR: 6.089e-02 Score 96.127 Data time: 0.2431, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.3136 [2020-11-13 02:49:47,648][root][INFO] - ===> Epoch[326](8476/26): Loss -0.6764, Sem 0.1112, dir -0.9604, norm 0.1728, swav 0.0000 LR: 6.089e-02 Score 96.240 Data time: 0.2161, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.7848 [2020-11-13 02:49:55,532][root][INFO] - ===> Epoch[327](8477/26): Loss -0.6756, Sem 0.1250, dir -0.9655, norm 0.1648, swav 0.0000 LR: 6.088e-02 Score 95.661 Data time: 0.1917, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 7.7745 [2020-11-13 02:50:01,465][root][INFO] - ===> Epoch[327](8478/26): Loss -0.6950, Sem 0.0990, dir -0.9604, norm 0.1665, swav 0.0000 LR: 6.088e-02 Score 96.686 Data time: 0.2040, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.8464 [2020-11-13 02:50:06,732][root][INFO] - ===> Epoch[327](8479/26): Loss -0.7032, Sem 0.1099, dir -0.9670, norm 0.1539, swav 0.0000 LR: 6.087e-02 Score 96.274 Data time: 0.1659, Forward time: 2.2658, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.1706 [2020-11-13 02:50:11,758][root][INFO] - ===> Epoch[327](8480/26): Loss -0.6741, Sem 0.1180, dir -0.9643, norm 0.1722, swav 0.0000 LR: 6.087e-02 Score 96.066 Data time: 0.1945, Forward time: 2.2659, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.9653 [2020-11-13 02:50:16,758][root][INFO] - ===> Epoch[327](8481/26): Loss -0.6707, Sem 0.1096, dir -0.9584, norm 0.1781, swav 0.0000 LR: 6.086e-02 Score 96.206 Data time: 0.1730, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.8928 [2020-11-13 02:50:22,826][root][INFO] - ===> Epoch[327](8482/26): Loss -0.6739, Sem 0.1231, dir -0.9613, norm 0.1643, swav 0.0000 LR: 6.086e-02 Score 95.953 Data time: 0.2034, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.9961 [2020-11-13 02:50:27,986][root][INFO] - ===> Epoch[327](8483/26): Loss -0.6826, Sem 0.1129, dir -0.9591, norm 0.1636, swav 0.0000 LR: 6.085e-02 Score 96.001 Data time: 0.1671, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.0496 [2020-11-13 02:50:33,855][root][INFO] - ===> Epoch[327](8484/26): Loss -0.7028, Sem 0.1068, dir -0.9654, norm 0.1559, swav 0.0000 LR: 6.085e-02 Score 96.369 Data time: 0.2585, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.8024 [2020-11-13 02:50:39,089][root][INFO] - ===> Epoch[327](8485/26): Loss -0.6740, Sem 0.1152, dir -0.9551, norm 0.1659, swav 0.0000 LR: 6.085e-02 Score 95.985 Data time: 0.1532, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.1211 [2020-11-13 02:50:44,685][root][INFO] - ===> Epoch[327](8486/26): Loss -0.6819, Sem 0.1226, dir -0.9629, norm 0.1584, swav 0.0000 LR: 6.084e-02 Score 95.782 Data time: 0.2041, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.5295 [2020-11-13 02:50:51,539][root][INFO] - ===> Epoch[327](8487/26): Loss -0.6930, Sem 0.1035, dir -0.9616, norm 0.1650, swav 0.0000 LR: 6.084e-02 Score 96.449 Data time: 0.2109, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.7636 [2020-11-13 02:50:57,374][root][INFO] - ===> Epoch[327](8488/26): Loss -0.7079, Sem 0.0980, dir -0.9648, norm 0.1589, swav 0.0000 LR: 6.083e-02 Score 96.732 Data time: 0.1885, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.7144 [2020-11-13 02:51:02,717][root][INFO] - ===> Epoch[327](8489/26): Loss -0.7006, Sem 0.0976, dir -0.9610, norm 0.1629, swav 0.0000 LR: 6.083e-02 Score 96.732 Data time: 0.2486, Forward time: 2.2657, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.2461 [2020-11-13 02:51:08,426][root][INFO] - ===> Epoch[327](8490/26): Loss -0.7028, Sem 0.0968, dir -0.9646, norm 0.1649, swav 0.0000 LR: 6.082e-02 Score 96.544 Data time: 0.1600, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.5972 [2020-11-13 02:51:14,670][root][INFO] - ===> Epoch[327](8491/26): Loss -0.7042, Sem 0.1028, dir -0.9629, norm 0.1559, swav 0.0000 LR: 6.082e-02 Score 96.502 Data time: 0.1879, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 6.1509 [2020-11-13 02:51:19,886][root][INFO] - ===> Epoch[327](8492/26): Loss -0.6984, Sem 0.1111, dir -0.9644, norm 0.1549, swav 0.0000 LR: 6.081e-02 Score 96.176 Data time: 0.2082, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.1170 [2020-11-13 02:51:25,499][root][INFO] - ===> Epoch[327](8493/26): Loss -0.7047, Sem 0.1149, dir -0.9669, norm 0.1473, swav 0.0000 LR: 6.081e-02 Score 96.117 Data time: 0.1895, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.4826 [2020-11-13 02:51:32,331][root][INFO] - ===> Epoch[327](8494/26): Loss -0.6759, Sem 0.1098, dir -0.9627, norm 0.1769, swav 0.0000 LR: 6.080e-02 Score 96.267 Data time: 0.2371, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.7307 [2020-11-13 02:51:39,108][root][INFO] - ===> Epoch[327](8495/26): Loss -0.6786, Sem 0.1055, dir -0.9614, norm 0.1773, swav 0.0000 LR: 6.080e-02 Score 96.464 Data time: 0.2597, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.6663 [2020-11-13 02:51:45,298][root][INFO] - ===> Epoch[327](8496/26): Loss -0.6622, Sem 0.1124, dir -0.9600, norm 0.1855, swav 0.0000 LR: 6.079e-02 Score 96.108 Data time: 0.2180, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.0564 [2020-11-13 02:51:51,935][root][INFO] - ===> Epoch[327](8497/26): Loss -0.6817, Sem 0.1112, dir -0.9628, norm 0.1699, swav 0.0000 LR: 6.079e-02 Score 96.161 Data time: 0.2178, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.5190 [2020-11-13 02:51:58,202][root][INFO] - ===> Epoch[327](8498/26): Loss -0.6755, Sem 0.1190, dir -0.9597, norm 0.1652, swav 0.0000 LR: 6.078e-02 Score 95.820 Data time: 0.1996, Forward time: 2.2657, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.1502 [2020-11-13 02:52:03,394][root][INFO] - ===> Epoch[327](8499/26): Loss -0.6950, Sem 0.1167, dir -0.9655, norm 0.1539, swav 0.0000 LR: 6.078e-02 Score 95.892 Data time: 0.1582, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 5.0752 [2020-11-13 02:52:08,254][root][INFO] - ===> Epoch[327](8500/26): Loss -0.6955, Sem 0.1067, dir -0.9633, norm 0.1611, swav 0.0000 LR: 6.077e-02 Score 96.524 Data time: 0.1898, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.7907 [2020-11-13 02:52:09,860][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 02:52:10,060][root][INFO] - ===> Start testing [2020-11-13 02:53:38,913][root][INFO] - 101/312: Data time: 0.0093, Iter time: 0.4327 Loss 0.597 (AVG: 0.476) Score 88.321 (AVG: 90.127) mIOU 73.124 mAP 78.922 mAcc 81.786 IOU: 85.531 96.514 65.357 78.423 91.784 90.129 71.753 64.173 61.234 77.360 41.404 72.741 59.370 72.414 68.499 49.317 94.957 71.999 94.041 55.488 mAP: 79.367 97.406 63.016 74.595 91.603 83.094 72.483 74.535 68.517 76.096 59.428 66.989 66.883 82.305 89.746 82.116 97.228 85.745 97.018 70.270 mAcc: 96.009 98.615 74.978 81.812 94.646 94.718 84.183 80.192 68.547 92.001 49.342 79.546 75.023 76.437 80.355 73.359 96.747 82.686 96.993 59.536 [2020-11-13 02:55:07,159][root][INFO] - 201/312: Data time: 0.0040, Iter time: 0.1712 Loss 0.639 (AVG: 0.509) Score 87.352 (AVG: 89.637) mIOU 70.151 mAP 76.878 mAcc 79.570 IOU: 84.885 96.578 64.805 81.805 91.906 83.924 72.257 62.189 59.248 74.953 26.820 65.948 61.422 66.658 59.032 40.456 92.643 70.541 90.548 56.402 mAP: 79.808 97.073 63.460 76.375 91.491 81.055 74.935 71.698 69.653 75.042 55.549 61.687 70.304 77.763 70.947 86.000 97.326 85.281 87.861 64.245 mAcc: 95.538 98.677 75.670 85.851 95.290 89.635 82.200 78.945 68.105 87.690 35.112 72.399 80.279 70.213 66.804 77.280 95.556 79.300 94.526 62.326 [2020-11-13 02:56:38,937][root][INFO] - 301/312: Data time: 0.0043, Iter time: 0.1703 Loss 0.273 (AVG: 0.497) Score 94.260 (AVG: 89.671) mIOU 70.684 mAP 76.107 mAcc 79.031 IOU: 84.493 96.509 64.164 82.805 91.764 86.016 73.742 63.299 59.801 76.998 26.839 64.041 62.080 68.408 53.393 52.836 92.824 68.381 87.603 57.677 mAP: 79.686 96.787 65.319 74.986 91.610 81.473 73.683 71.639 69.214 75.351 55.204 57.092 70.251 75.906 70.432 86.610 97.096 85.372 81.176 63.256 mAcc: 95.563 98.632 75.667 86.711 94.953 91.488 83.250 79.451 69.185 87.346 33.856 72.380 79.975 72.494 62.253 71.003 95.178 75.113 92.140 63.985 [2020-11-13 02:56:50,046][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1419 Loss 0.351 (AVG: 0.498) Score 91.075 (AVG: 89.638) mIOU 70.634 mAP 75.893 mAcc 79.052 IOU: 84.626 96.472 63.556 82.501 91.833 85.502 73.649 63.114 59.949 76.693 26.858 62.114 63.669 69.252 52.860 53.556 92.529 68.289 88.032 57.619 mAP: 79.855 96.754 65.366 73.993 91.738 80.732 73.445 71.969 68.983 73.642 55.367 56.504 70.232 76.279 69.509 86.404 96.927 85.684 80.999 63.472 mAcc: 95.558 98.624 76.048 86.581 94.989 91.012 83.455 78.595 70.219 86.945 33.926 71.632 80.248 73.276 61.452 71.739 95.297 75.258 92.476 63.708 [2020-11-13 02:56:50,051][root][INFO] - Finished test. Elapsed time: 279.9859 [2020-11-13 02:57:00,405][root][INFO] - [2020-11-13 02:57:00,411][root][INFO] - ################################################################ [2020-11-13 02:57:00,411][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 02:57:00,411][root][INFO] - ################################################################ [2020-11-13 02:57:00,411][root][INFO] - cabinet : 0.243 0.460 0.660 [2020-11-13 02:57:00,411][root][INFO] - bed : 0.359 0.712 0.850 [2020-11-13 02:57:00,411][root][INFO] - chair : 0.736 0.874 0.914 [2020-11-13 02:57:00,411][root][INFO] - sofa : 0.410 0.628 0.826 [2020-11-13 02:57:00,411][root][INFO] - table : 0.422 0.656 0.760 [2020-11-13 02:57:00,411][root][INFO] - door : 0.282 0.497 0.604 [2020-11-13 02:57:00,411][root][INFO] - window : 0.218 0.396 0.602 [2020-11-13 02:57:00,411][root][INFO] - bookshelf : 0.218 0.526 0.719 [2020-11-13 02:57:00,411][root][INFO] - picture : 0.179 0.292 0.383 [2020-11-13 02:57:00,411][root][INFO] - counter : 0.055 0.188 0.621 [2020-11-13 02:57:00,411][root][INFO] - desk : 0.104 0.361 0.694 [2020-11-13 02:57:00,411][root][INFO] - curtain : 0.231 0.405 0.572 [2020-11-13 02:57:00,412][root][INFO] - refrigerator : 0.380 0.542 0.573 [2020-11-13 02:57:00,412][root][INFO] - shower curtain : 0.458 0.649 0.675 [2020-11-13 02:57:00,412][root][INFO] - toilet : 0.847 1.000 1.000 [2020-11-13 02:57:00,412][root][INFO] - sink : 0.388 0.697 0.861 [2020-11-13 02:57:00,412][root][INFO] - bathtub : 0.560 0.755 0.821 [2020-11-13 02:57:00,412][root][INFO] - otherfurniture : 0.390 0.540 0.668 [2020-11-13 02:57:00,412][root][INFO] - ---------------------------------------------------------------- [2020-11-13 02:57:00,412][root][INFO] - average : 0.360 0.565 0.711 [2020-11-13 02:57:00,412][root][INFO] - [2020-11-13 02:57:00,515][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 02:57:00,517][root][INFO] - Current best mIoU: 71.637 at iter 7000 [2020-11-13 02:57:06,033][root][INFO] - ===> Epoch[327](8501/26): Loss -0.6759, Sem 0.1165, dir -0.9676, norm 0.1751, swav 0.0000 LR: 6.077e-02 Score 96.203 Data time: 0.2098, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.5101 [2020-11-13 02:57:11,298][root][INFO] - ===> Epoch[327](8502/26): Loss -0.6667, Sem 0.1186, dir -0.9616, norm 0.1763, swav 0.0000 LR: 6.076e-02 Score 96.015 Data time: 0.1497, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.1400 [2020-11-13 02:57:17,198][root][INFO] - ===> Epoch[328](8503/26): Loss -0.6584, Sem 0.1327, dir -0.9646, norm 0.1735, swav 0.0000 LR: 6.076e-02 Score 95.887 Data time: 0.1690, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.8045 [2020-11-13 02:57:22,854][root][INFO] - ===> Epoch[328](8504/26): Loss -0.6810, Sem 0.1130, dir -0.9659, norm 0.1719, swav 0.0000 LR: 6.075e-02 Score 96.281 Data time: 0.1921, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.5763 [2020-11-13 02:57:27,505][root][INFO] - ===> Epoch[328](8505/26): Loss -0.7114, Sem 0.0977, dir -0.9638, norm 0.1547, swav 0.0000 LR: 6.075e-02 Score 96.735 Data time: 0.2112, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 4.5428 [2020-11-13 02:57:32,405][root][INFO] - ===> Epoch[328](8506/26): Loss -0.6944, Sem 0.1160, dir -0.9670, norm 0.1567, swav 0.0000 LR: 6.075e-02 Score 96.268 Data time: 0.2040, Forward time: 2.2655, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 4.8161 [2020-11-13 02:57:38,687][root][INFO] - ===> Epoch[328](8507/26): Loss -0.7026, Sem 0.1084, dir -0.9649, norm 0.1539, swav 0.0000 LR: 6.074e-02 Score 96.188 Data time: 0.3057, Forward time: 2.2656, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 6.1812 [2020-11-13 02:57:43,819][root][INFO] - ===> Epoch[328](8508/26): Loss -0.7164, Sem 0.1023, dir -0.9656, norm 0.1469, swav 0.0000 LR: 6.074e-02 Score 96.516 Data time: 0.1745, Forward time: 2.2656, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.0139 [2020-11-13 02:57:50,653][root][INFO] - ===> Epoch[328](8509/26): Loss -0.6707, Sem 0.1155, dir -0.9646, norm 0.1784, swav 0.0000 LR: 6.073e-02 Score 96.063 Data time: 0.1898, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.7293 [2020-11-13 02:57:56,751][root][INFO] - ===> Epoch[328](8510/26): Loss -0.6994, Sem 0.1067, dir -0.9659, norm 0.1598, swav 0.0000 LR: 6.073e-02 Score 96.464 Data time: 0.2256, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.9862 [2020-11-13 02:58:02,821][root][INFO] - ===> Epoch[328](8511/26): Loss -0.6694, Sem 0.1245, dir -0.9615, norm 0.1676, swav 0.0000 LR: 6.072e-02 Score 95.870 Data time: 0.2192, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.9475 [2020-11-13 02:58:08,287][root][INFO] - ===> Epoch[328](8512/26): Loss -0.6997, Sem 0.1025, dir -0.9644, norm 0.1622, swav 0.0000 LR: 6.072e-02 Score 96.530 Data time: 0.1894, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.3523 [2020-11-13 02:58:13,619][root][INFO] - ===> Epoch[328](8513/26): Loss -0.6898, Sem 0.1039, dir -0.9659, norm 0.1721, swav 0.0000 LR: 6.071e-02 Score 96.597 Data time: 0.1790, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.2293 [2020-11-13 02:58:19,294][root][INFO] - ===> Epoch[328](8514/26): Loss -0.6813, Sem 0.1170, dir -0.9617, norm 0.1633, swav 0.0000 LR: 6.071e-02 Score 95.976 Data time: 0.1898, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.5918 [2020-11-13 02:58:26,184][root][INFO] - ===> Epoch[328](8515/26): Loss -0.6625, Sem 0.1123, dir -0.9609, norm 0.1861, swav 0.0000 LR: 6.070e-02 Score 96.104 Data time: 0.1456, Forward time: 2.2654, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.7825 [2020-11-13 02:58:31,974][root][INFO] - ===> Epoch[328](8516/26): Loss -0.6990, Sem 0.1114, dir -0.9643, norm 0.1539, swav 0.0000 LR: 6.070e-02 Score 96.240 Data time: 0.2313, Forward time: 2.2654, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 5.7278 [2020-11-13 02:58:37,391][root][INFO] - ===> Epoch[328](8517/26): Loss -0.6658, Sem 0.1042, dir -0.9601, norm 0.1901, swav 0.0000 LR: 6.069e-02 Score 96.383 Data time: 0.2529, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.3076 [2020-11-13 02:58:43,252][root][INFO] - ===> Epoch[328](8518/26): Loss -0.6789, Sem 0.1119, dir -0.9594, norm 0.1686, swav 0.0000 LR: 6.069e-02 Score 96.085 Data time: 0.2406, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.7556 [2020-11-13 02:58:49,194][root][INFO] - ===> Epoch[328](8519/26): Loss -0.6819, Sem 0.1039, dir -0.9597, norm 0.1740, swav 0.0000 LR: 6.068e-02 Score 96.277 Data time: 0.2955, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.8416 [2020-11-13 02:58:56,478][root][INFO] - ===> Epoch[328](8520/26): Loss -0.6948, Sem 0.1131, dir -0.9653, norm 0.1574, swav 0.0000 LR: 6.068e-02 Score 96.092 Data time: 0.2833, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 7.1496 [2020-11-13 02:59:02,617][root][INFO] - ===> Epoch[328](8521/26): Loss -0.6826, Sem 0.1147, dir -0.9632, norm 0.1659, swav 0.0000 LR: 6.067e-02 Score 96.165 Data time: 0.2490, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.0276 [2020-11-13 02:59:07,750][root][INFO] - ===> Epoch[328](8522/26): Loss -0.6947, Sem 0.1015, dir -0.9613, norm 0.1651, swav 0.0000 LR: 6.067e-02 Score 96.773 Data time: 0.1666, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.0222 [2020-11-13 02:59:12,889][root][INFO] - ===> Epoch[328](8523/26): Loss -0.6913, Sem 0.1098, dir -0.9640, norm 0.1629, swav 0.0000 LR: 6.066e-02 Score 96.395 Data time: 0.2186, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.0356 [2020-11-13 02:59:18,641][root][INFO] - ===> Epoch[328](8524/26): Loss -0.6815, Sem 0.1103, dir -0.9624, norm 0.1706, swav 0.0000 LR: 6.066e-02 Score 96.324 Data time: 0.1268, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.6368 [2020-11-13 02:59:23,823][root][INFO] - ===> Epoch[328](8525/26): Loss -0.6858, Sem 0.1168, dir -0.9641, norm 0.1614, swav 0.0000 LR: 6.065e-02 Score 96.077 Data time: 0.1831, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.1237 [2020-11-13 02:59:28,915][root][INFO] - ===> Epoch[328](8526/26): Loss -0.6656, Sem 0.1246, dir -0.9634, norm 0.1733, swav 0.0000 LR: 6.065e-02 Score 95.796 Data time: 0.2387, Forward time: 2.2656, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.0391 [2020-11-13 02:59:35,352][root][INFO] - ===> Epoch[328](8527/26): Loss -0.7099, Sem 0.1028, dir -0.9677, norm 0.1551, swav 0.0000 LR: 6.065e-02 Score 96.538 Data time: 0.2822, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 6.3278 [2020-11-13 02:59:41,325][root][INFO] - ===> Epoch[328](8528/26): Loss -0.6787, Sem 0.1139, dir -0.9628, norm 0.1703, swav 0.0000 LR: 6.064e-02 Score 96.160 Data time: 0.1833, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.8473 [2020-11-13 02:59:47,537][root][INFO] - ===> Epoch[329](8529/26): Loss -0.6767, Sem 0.1160, dir -0.9635, norm 0.1708, swav 0.0000 LR: 6.064e-02 Score 95.964 Data time: 0.1829, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.1271 [2020-11-13 02:59:52,456][root][INFO] - ===> Epoch[329](8530/26): Loss -0.6658, Sem 0.1135, dir -0.9617, norm 0.1824, swav 0.0000 LR: 6.063e-02 Score 96.314 Data time: 0.1906, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 4.8206 [2020-11-13 02:59:57,650][root][INFO] - ===> Epoch[329](8531/26): Loss -0.7068, Sem 0.1006, dir -0.9647, norm 0.1573, swav 0.0000 LR: 6.063e-02 Score 96.645 Data time: 0.1672, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.0837 [2020-11-13 03:00:02,329][root][INFO] - ===> Epoch[329](8532/26): Loss -0.6608, Sem 0.1257, dir -0.9622, norm 0.1757, swav 0.0000 LR: 6.062e-02 Score 96.160 Data time: 0.2185, Forward time: 2.2655, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 4.6147 [2020-11-13 03:00:09,254][root][INFO] - ===> Epoch[329](8533/26): Loss -0.6851, Sem 0.1057, dir -0.9642, norm 0.1734, swav 0.0000 LR: 6.062e-02 Score 96.501 Data time: 0.2458, Forward time: 2.2656, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 6.8245 [2020-11-13 03:00:15,108][root][INFO] - ===> Epoch[329](8534/26): Loss -0.6951, Sem 0.1131, dir -0.9649, norm 0.1567, swav 0.0000 LR: 6.061e-02 Score 96.161 Data time: 0.1668, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.7246 [2020-11-13 03:00:20,943][root][INFO] - ===> Epoch[329](8535/26): Loss -0.6412, Sem 0.1267, dir -0.9606, norm 0.1926, swav 0.0000 LR: 6.061e-02 Score 95.539 Data time: 0.1702, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.7737 [2020-11-13 03:00:27,463][root][INFO] - ===> Epoch[329](8536/26): Loss -0.7064, Sem 0.0974, dir -0.9665, norm 0.1627, swav 0.0000 LR: 6.060e-02 Score 96.726 Data time: 0.2357, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.4910 [2020-11-13 03:00:32,934][root][INFO] - ===> Epoch[329](8537/26): Loss -0.6700, Sem 0.1149, dir -0.9599, norm 0.1750, swav 0.0000 LR: 6.060e-02 Score 96.021 Data time: 0.2351, Forward time: 2.2655, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.3498 [2020-11-13 03:00:40,087][root][INFO] - ===> Epoch[329](8538/26): Loss -0.6643, Sem 0.1281, dir -0.9643, norm 0.1719, swav 0.0000 LR: 6.059e-02 Score 95.654 Data time: 0.3684, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 7.0399 [2020-11-13 03:00:45,033][root][INFO] - ===> Epoch[329](8539/26): Loss -0.6970, Sem 0.1020, dir -0.9634, norm 0.1644, swav 0.0000 LR: 6.059e-02 Score 96.546 Data time: 0.2166, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 4.8152 [2020-11-13 03:00:51,510][root][INFO] - ===> Epoch[329](8540/26): Loss -0.6963, Sem 0.1021, dir -0.9647, norm 0.1663, swav 0.0000 LR: 6.058e-02 Score 96.602 Data time: 0.2133, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.3752 [2020-11-13 03:00:56,972][root][INFO] - ===> Epoch[329](8541/26): Loss -0.6971, Sem 0.1003, dir -0.9573, norm 0.1599, swav 0.0000 LR: 6.058e-02 Score 96.497 Data time: 0.1615, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.3516 [2020-11-13 03:01:02,587][root][INFO] - ===> Epoch[329](8542/26): Loss -0.6792, Sem 0.1131, dir -0.9607, norm 0.1683, swav 0.0000 LR: 6.057e-02 Score 96.036 Data time: 0.1940, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.5754 [2020-11-13 03:01:08,068][root][INFO] - ===> Epoch[329](8543/26): Loss -0.7202, Sem 0.0937, dir -0.9680, norm 0.1542, swav 0.0000 LR: 6.057e-02 Score 96.764 Data time: 0.2136, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.3870 [2020-11-13 03:01:13,795][root][INFO] - ===> Epoch[329](8544/26): Loss -0.6927, Sem 0.1073, dir -0.9690, norm 0.1689, swav 0.0000 LR: 6.056e-02 Score 96.331 Data time: 0.1851, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.6218 [2020-11-13 03:01:19,715][root][INFO] - ===> Epoch[329](8545/26): Loss -0.7012, Sem 0.1036, dir -0.9663, norm 0.1615, swav 0.0000 LR: 6.056e-02 Score 96.371 Data time: 0.2331, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.8165 [2020-11-13 03:01:25,108][root][INFO] - ===> Epoch[329](8546/26): Loss -0.7070, Sem 0.1103, dir -0.9644, norm 0.1471, swav 0.0000 LR: 6.055e-02 Score 96.305 Data time: 0.2157, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.2941 [2020-11-13 03:01:32,061][root][INFO] - ===> Epoch[329](8547/26): Loss -0.7046, Sem 0.1004, dir -0.9626, norm 0.1576, swav 0.0000 LR: 6.055e-02 Score 96.691 Data time: 0.1992, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.8615 [2020-11-13 03:01:38,579][root][INFO] - ===> Epoch[329](8548/26): Loss -0.6615, Sem 0.1225, dir -0.9630, norm 0.1791, swav 0.0000 LR: 6.055e-02 Score 95.910 Data time: 0.2117, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.4069 [2020-11-13 03:01:43,666][root][INFO] - ===> Epoch[329](8549/26): Loss -0.6997, Sem 0.1028, dir -0.9663, norm 0.1638, swav 0.0000 LR: 6.054e-02 Score 96.416 Data time: 0.2143, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.9758 [2020-11-13 03:01:49,281][root][INFO] - ===> Epoch[329](8550/26): Loss -0.6790, Sem 0.1072, dir -0.9613, norm 0.1751, swav 0.0000 LR: 6.054e-02 Score 96.345 Data time: 0.2894, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.5013 [2020-11-13 03:01:54,646][root][INFO] - ===> Epoch[329](8551/26): Loss -0.6885, Sem 0.1132, dir -0.9649, norm 0.1633, swav 0.0000 LR: 6.053e-02 Score 96.083 Data time: 0.2051, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.2524 [2020-11-13 03:02:01,212][root][INFO] - ===> Epoch[329](8552/26): Loss -0.7124, Sem 0.0983, dir -0.9657, norm 0.1551, swav 0.0000 LR: 6.053e-02 Score 96.692 Data time: 0.2151, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.4589 [2020-11-13 03:02:08,077][root][INFO] - ===> Epoch[329](8553/26): Loss -0.6933, Sem 0.0997, dir -0.9634, norm 0.1704, swav 0.0000 LR: 6.052e-02 Score 96.688 Data time: 0.1670, Forward time: 2.2656, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.7488 [2020-11-13 03:02:12,902][root][INFO] - ===> Epoch[329](8554/26): Loss -0.6768, Sem 0.1242, dir -0.9612, norm 0.1603, swav 0.0000 LR: 6.052e-02 Score 95.624 Data time: 0.2313, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.7462 [2020-11-13 03:02:19,110][root][INFO] - ===> Epoch[330](8555/26): Loss -0.6827, Sem 0.1038, dir -0.9588, norm 0.1722, swav 0.0000 LR: 6.051e-02 Score 96.513 Data time: 0.3009, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.1066 [2020-11-13 03:02:24,857][root][INFO] - ===> Epoch[330](8556/26): Loss -0.6872, Sem 0.1111, dir -0.9649, norm 0.1667, swav 0.0000 LR: 6.051e-02 Score 96.408 Data time: 0.2068, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.6173 [2020-11-13 03:02:30,549][root][INFO] - ===> Epoch[330](8557/26): Loss -0.6547, Sem 0.1174, dir -0.9609, norm 0.1889, swav 0.0000 LR: 6.050e-02 Score 96.179 Data time: 0.2721, Forward time: 2.2658, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.6057 [2020-11-13 03:02:36,679][root][INFO] - ===> Epoch[330](8558/26): Loss -0.7015, Sem 0.0984, dir -0.9625, norm 0.1625, swav 0.0000 LR: 6.050e-02 Score 96.657 Data time: 0.2484, Forward time: 2.2658, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.0005 [2020-11-13 03:02:42,322][root][INFO] - ===> Epoch[330](8559/26): Loss -0.6711, Sem 0.1241, dir -0.9626, norm 0.1674, swav 0.0000 LR: 6.049e-02 Score 95.627 Data time: 0.2268, Forward time: 2.2659, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.5074 [2020-11-13 03:02:48,083][root][INFO] - ===> Epoch[330](8560/26): Loss -0.6627, Sem 0.1198, dir -0.9620, norm 0.1794, swav 0.0000 LR: 6.049e-02 Score 95.932 Data time: 0.2207, Forward time: 2.2659, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.6616 [2020-11-13 03:02:53,045][root][INFO] - ===> Epoch[330](8561/26): Loss -0.6942, Sem 0.1027, dir -0.9637, norm 0.1667, swav 0.0000 LR: 6.048e-02 Score 96.371 Data time: 0.2469, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 4.8568 [2020-11-13 03:02:59,177][root][INFO] - ===> Epoch[330](8562/26): Loss -0.6899, Sem 0.1042, dir -0.9614, norm 0.1674, swav 0.0000 LR: 6.048e-02 Score 96.471 Data time: 0.2623, Forward time: 2.2660, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.0154 [2020-11-13 03:03:05,108][root][INFO] - ===> Epoch[330](8563/26): Loss -0.6749, Sem 0.1166, dir -0.9624, norm 0.1709, swav 0.0000 LR: 6.047e-02 Score 96.330 Data time: 0.2143, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.7901 [2020-11-13 03:03:10,739][root][INFO] - ===> Epoch[330](8564/26): Loss -0.6997, Sem 0.1090, dir -0.9698, norm 0.1612, swav 0.0000 LR: 6.047e-02 Score 96.316 Data time: 0.1836, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.5257 [2020-11-13 03:03:17,613][root][INFO] - ===> Epoch[330](8565/26): Loss -0.6668, Sem 0.1209, dir -0.9637, norm 0.1760, swav 0.0000 LR: 6.046e-02 Score 95.835 Data time: 0.2051, Forward time: 2.2659, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.7671 [2020-11-13 03:03:23,313][root][INFO] - ===> Epoch[330](8566/26): Loss -0.7150, Sem 0.0970, dir -0.9692, norm 0.1573, swav 0.0000 LR: 6.046e-02 Score 96.650 Data time: 0.2506, Forward time: 2.2659, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.5820 [2020-11-13 03:03:28,097][root][INFO] - ===> Epoch[330](8567/26): Loss -0.6843, Sem 0.1119, dir -0.9585, norm 0.1623, swav 0.0000 LR: 6.045e-02 Score 96.330 Data time: 0.2199, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 4.6693 [2020-11-13 03:03:33,388][root][INFO] - ===> Epoch[330](8568/26): Loss -0.6639, Sem 0.1325, dir -0.9609, norm 0.1645, swav 0.0000 LR: 6.045e-02 Score 95.639 Data time: 0.1841, Forward time: 2.2659, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.1520 [2020-11-13 03:03:38,874][root][INFO] - ===> Epoch[330](8569/26): Loss -0.6750, Sem 0.1160, dir -0.9624, norm 0.1714, swav 0.0000 LR: 6.045e-02 Score 95.926 Data time: 0.2230, Forward time: 2.2659, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.3707 [2020-11-13 03:03:44,912][root][INFO] - ===> Epoch[330](8570/26): Loss -0.6884, Sem 0.1126, dir -0.9665, norm 0.1655, swav 0.0000 LR: 6.044e-02 Score 96.010 Data time: 0.2428, Forward time: 2.2659, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.9313 [2020-11-13 03:03:50,508][root][INFO] - ===> Epoch[330](8571/26): Loss -0.6818, Sem 0.1100, dir -0.9630, norm 0.1712, swav 0.0000 LR: 6.044e-02 Score 96.046 Data time: 0.2255, Forward time: 2.2660, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.4826 [2020-11-13 03:03:55,367][root][INFO] - ===> Epoch[330](8572/26): Loss -0.6874, Sem 0.1084, dir -0.9620, norm 0.1662, swav 0.0000 LR: 6.043e-02 Score 96.343 Data time: 0.1961, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 4.7403 [2020-11-13 03:04:01,394][root][INFO] - ===> Epoch[330](8573/26): Loss -0.6952, Sem 0.1021, dir -0.9617, norm 0.1644, swav 0.0000 LR: 6.043e-02 Score 96.572 Data time: 0.2387, Forward time: 2.2660, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.9033 [2020-11-13 03:04:06,275][root][INFO] - ===> Epoch[330](8574/26): Loss -0.6974, Sem 0.1180, dir -0.9634, norm 0.1480, swav 0.0000 LR: 6.042e-02 Score 96.293 Data time: 0.1718, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.7625 [2020-11-13 03:04:11,937][root][INFO] - ===> Epoch[330](8575/26): Loss -0.6741, Sem 0.1129, dir -0.9609, norm 0.1740, swav 0.0000 LR: 6.042e-02 Score 96.289 Data time: 0.1851, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.6092 [2020-11-13 03:04:17,224][root][INFO] - ===> Epoch[330](8576/26): Loss -0.6869, Sem 0.1203, dir -0.9634, norm 0.1561, swav 0.0000 LR: 6.041e-02 Score 95.980 Data time: 0.1893, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.1782 [2020-11-13 03:04:23,925][root][INFO] - ===> Epoch[330](8577/26): Loss -0.7055, Sem 0.1019, dir -0.9638, norm 0.1565, swav 0.0000 LR: 6.041e-02 Score 96.475 Data time: 0.2058, Forward time: 2.2659, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.5900 [2020-11-13 03:04:28,896][root][INFO] - ===> Epoch[330](8578/26): Loss -0.6822, Sem 0.1129, dir -0.9662, norm 0.1711, swav 0.0000 LR: 6.040e-02 Score 96.022 Data time: 0.1853, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.8531 [2020-11-13 03:04:34,005][root][INFO] - ===> Epoch[330](8579/26): Loss -0.6722, Sem 0.1022, dir -0.9619, norm 0.1875, swav 0.0000 LR: 6.040e-02 Score 96.402 Data time: 0.2247, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.0071 [2020-11-13 03:04:39,178][root][INFO] - ===> Epoch[330](8580/26): Loss -0.7063, Sem 0.1058, dir -0.9655, norm 0.1534, swav 0.0000 LR: 6.039e-02 Score 96.290 Data time: 0.2114, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 5.0703 [2020-11-13 03:04:45,745][root][INFO] - ===> Epoch[331](8581/26): Loss -0.6986, Sem 0.1104, dir -0.9636, norm 0.1546, swav 0.0000 LR: 6.039e-02 Score 96.220 Data time: 0.2030, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 6.4697 [2020-11-13 03:04:51,774][root][INFO] - ===> Epoch[331](8582/26): Loss -0.6787, Sem 0.1015, dir -0.9663, norm 0.1860, swav 0.0000 LR: 6.038e-02 Score 96.506 Data time: 0.2250, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.9318 [2020-11-13 03:04:59,039][root][INFO] - ===> Epoch[331](8583/26): Loss -0.6982, Sem 0.1035, dir -0.9629, norm 0.1612, swav 0.0000 LR: 6.038e-02 Score 96.447 Data time: 0.2073, Forward time: 2.2659, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 7.1337 [2020-11-13 03:05:04,300][root][INFO] - ===> Epoch[331](8584/26): Loss -0.6929, Sem 0.1225, dir -0.9679, norm 0.1524, swav 0.0000 LR: 6.037e-02 Score 95.763 Data time: 0.1638, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 5.1612 [2020-11-13 03:05:09,027][root][INFO] - ===> Epoch[331](8585/26): Loss -0.7121, Sem 0.0997, dir -0.9662, norm 0.1544, swav 0.0000 LR: 6.037e-02 Score 96.607 Data time: 0.2228, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 4.6376 [2020-11-13 03:05:14,638][root][INFO] - ===> Epoch[331](8586/26): Loss -0.7093, Sem 0.1128, dir -0.9647, norm 0.1426, swav 0.0000 LR: 6.036e-02 Score 96.303 Data time: 0.2281, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.4793 [2020-11-13 03:05:20,030][root][INFO] - ===> Epoch[331](8587/26): Loss -0.6524, Sem 0.1275, dir -0.9672, norm 0.1872, swav 0.0000 LR: 6.036e-02 Score 95.590 Data time: 0.1996, Forward time: 2.2658, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.2739 [2020-11-13 03:05:26,494][root][INFO] - ===> Epoch[331](8588/26): Loss -0.7272, Sem 0.0853, dir -0.9678, norm 0.1554, swav 0.0000 LR: 6.036e-02 Score 97.139 Data time: 0.1434, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 6.3625 [2020-11-13 03:05:32,130][root][INFO] - ===> Epoch[331](8589/26): Loss -0.7059, Sem 0.1051, dir -0.9680, norm 0.1571, swav 0.0000 LR: 6.035e-02 Score 96.441 Data time: 0.1958, Forward time: 2.2657, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 5.5673 [2020-11-13 03:05:39,033][root][INFO] - ===> Epoch[331](8590/26): Loss -0.7395, Sem 0.0881, dir -0.9686, norm 0.1409, swav 0.0000 LR: 6.035e-02 Score 96.905 Data time: 0.1868, Forward time: 2.2657, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 6.8105 [2020-11-13 03:05:46,194][root][INFO] - ===> Epoch[331](8591/26): Loss -0.7111, Sem 0.0981, dir -0.9675, norm 0.1583, swav 0.0000 LR: 6.034e-02 Score 96.594 Data time: 0.2103, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 7.0887 [2020-11-13 03:05:52,146][root][INFO] - ===> Epoch[331](8592/26): Loss -0.6964, Sem 0.1110, dir -0.9682, norm 0.1608, swav 0.0000 LR: 6.034e-02 Score 96.341 Data time: 0.1413, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.8501 [2020-11-13 03:05:57,238][root][INFO] - ===> Epoch[331](8593/26): Loss -0.6835, Sem 0.1154, dir -0.9579, norm 0.1589, swav 0.0000 LR: 6.033e-02 Score 96.168 Data time: 0.1446, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.0380 [2020-11-13 03:06:03,935][root][INFO] - ===> Epoch[331](8594/26): Loss -0.6982, Sem 0.1124, dir -0.9632, norm 0.1526, swav 0.0000 LR: 6.033e-02 Score 96.136 Data time: 0.1636, Forward time: 2.2655, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.5944 [2020-11-13 03:06:08,718][root][INFO] - ===> Epoch[331](8595/26): Loss -0.6867, Sem 0.1156, dir -0.9636, norm 0.1613, swav 0.0000 LR: 6.032e-02 Score 95.917 Data time: 0.1946, Forward time: 2.2655, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.6780 [2020-11-13 03:06:14,825][root][INFO] - ===> Epoch[331](8596/26): Loss -0.6986, Sem 0.1139, dir -0.9670, norm 0.1544, swav 0.0000 LR: 6.032e-02 Score 96.130 Data time: 0.2647, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.9886 [2020-11-13 03:06:20,786][root][INFO] - ===> Epoch[331](8597/26): Loss -0.6975, Sem 0.1016, dir -0.9622, norm 0.1631, swav 0.0000 LR: 6.031e-02 Score 96.514 Data time: 0.2647, Forward time: 2.2656, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 5.8458 [2020-11-13 03:06:28,297][root][INFO] - ===> Epoch[331](8598/26): Loss -0.6742, Sem 0.1257, dir -0.9650, norm 0.1651, swav 0.0000 LR: 6.031e-02 Score 95.994 Data time: 0.2836, Forward time: 2.2657, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 7.3845 [2020-11-13 03:06:34,470][root][INFO] - ===> Epoch[331](8599/26): Loss -0.7028, Sem 0.1006, dir -0.9641, norm 0.1608, swav 0.0000 LR: 6.030e-02 Score 96.594 Data time: 0.1793, Forward time: 2.2657, Backward time: 3.1203, DDP time: 0.0045, Total iter time: 6.0477 [2020-11-13 03:06:39,277][root][INFO] - ===> Epoch[331](8600/26): Loss -0.6991, Sem 0.1225, dir -0.9683, norm 0.1467, swav 0.0000 LR: 6.030e-02 Score 95.719 Data time: 0.2204, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 4.7248 [2020-11-13 03:06:44,053][root][INFO] - ===> Epoch[331](8601/26): Loss -0.7159, Sem 0.0996, dir -0.9658, norm 0.1503, swav 0.0000 LR: 6.029e-02 Score 96.461 Data time: 0.2117, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 4.6605 [2020-11-13 03:06:50,784][root][INFO] - ===> Epoch[331](8602/26): Loss -0.6824, Sem 0.1078, dir -0.9618, norm 0.1716, swav 0.0000 LR: 6.029e-02 Score 96.420 Data time: 0.2347, Forward time: 2.2657, Backward time: 3.1202, DDP time: 0.0045, Total iter time: 6.6264 [2020-11-13 03:06:56,360][root][INFO] - ===> Epoch[331](8603/26): Loss -0.6915, Sem 0.1044, dir -0.9629, norm 0.1669, swav 0.0000 LR: 6.028e-02 Score 96.321 Data time: 0.2074, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.4720 [2020-11-13 03:07:01,348][root][INFO] - ===> Epoch[331](8604/26): Loss -0.6918, Sem 0.1085, dir -0.9659, norm 0.1657, swav 0.0000 LR: 6.028e-02 Score 96.327 Data time: 0.1425, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 4.8797 [2020-11-13 03:07:06,552][root][INFO] - ===> Epoch[331](8605/26): Loss -0.6861, Sem 0.1160, dir -0.9646, norm 0.1625, swav 0.0000 LR: 6.027e-02 Score 96.026 Data time: 0.2333, Forward time: 2.2656, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.1251 [2020-11-13 03:07:12,106][root][INFO] - ===> Epoch[331](8606/26): Loss -0.6804, Sem 0.1060, dir -0.9583, norm 0.1718, swav 0.0000 LR: 6.027e-02 Score 96.467 Data time: 0.1918, Forward time: 2.2656, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 5.4422 [2020-11-13 03:07:18,881][root][INFO] - ===> Epoch[332](8607/26): Loss -0.7009, Sem 0.1039, dir -0.9677, norm 0.1630, swav 0.0000 LR: 6.026e-02 Score 96.397 Data time: 0.2706, Forward time: 2.2657, Backward time: 3.1201, DDP time: 0.0045, Total iter time: 6.7010 [2020-11-13 03:07:23,900][root][INFO] - ===> Epoch[332](8608/26): Loss -0.6770, Sem 0.1177, dir -0.9631, norm 0.1685, swav 0.0000 LR: 6.026e-02 Score 95.804 Data time: 0.2426, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 4.8868 [2020-11-13 03:07:29,790][root][INFO] - ===> Epoch[332](8609/26): Loss -0.6683, Sem 0.1142, dir -0.9636, norm 0.1811, swav 0.0000 LR: 6.026e-02 Score 95.874 Data time: 0.2295, Forward time: 2.2657, Backward time: 3.1200, DDP time: 0.0045, Total iter time: 5.7738 [2020-11-13 03:07:35,641][root][INFO] - ===> Epoch[332](8610/26): Loss -0.6970, Sem 0.1056, dir -0.9653, norm 0.1627, swav 0.0000 LR: 6.025e-02 Score 96.357 Data time: 0.3106, Forward time: 2.2658, Backward time: 3.1199, DDP time: 0.0045, Total iter time: 5.7622 [2020-11-13 03:07:40,651][root][INFO] - ===> Epoch[332](8611/26): Loss -0.7077, Sem 0.1040, dir -0.9650, norm 0.1533, swav 0.0000 LR: 6.025e-02 Score 96.547 Data time: 0.2159, Forward time: 2.2658, Backward time: 3.1198, DDP time: 0.0045, Total iter time: 4.8736 [2020-11-13 03:07:45,501][root][INFO] - ===> Epoch[332](8612/26): Loss -0.6879, Sem 0.1146, dir -0.9605, norm 0.1580, swav 0.0000 LR: 6.024e-02 Score 96.159 Data time: 0.2825, Forward time: 2.2658, Backward time: 3.1197, DDP time: 0.0045, Total iter time: 4.7329 [2020-11-13 03:07:51,472][root][INFO] - ===> Epoch[332](8613/26): Loss -0.7167, Sem 0.0969, dir -0.9671, norm 0.1535, swav 0.0000 LR: 6.024e-02 Score 96.567 Data time: 0.2339, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.8464 [2020-11-13 03:07:57,397][root][INFO] - ===> Epoch[332](8614/26): Loss -0.6832, Sem 0.0971, dir -0.9656, norm 0.1853, swav 0.0000 LR: 6.023e-02 Score 96.664 Data time: 0.2104, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.7941 [2020-11-13 03:08:03,453][root][INFO] - ===> Epoch[332](8615/26): Loss -0.7033, Sem 0.1040, dir -0.9666, norm 0.1593, swav 0.0000 LR: 6.023e-02 Score 96.486 Data time: 0.2293, Forward time: 2.2659, Backward time: 3.1196, DDP time: 0.0045, Total iter time: 5.9652 [2020-11-13 03:08:08,402][root][INFO] - ===> Epoch[332](8616/26): Loss -0.7080, Sem 0.0913, dir -0.9647, norm 0.1654, swav 0.0000 LR: 6.022e-02 Score 96.871 Data time: 0.2258, Forward time: 2.2659, Backward time: 3.1195, DDP time: 0.0045, Total iter time: 4.8330 [2020-11-13 03:08:13,533][root][INFO] - ===> Epoch[332](8617/26): Loss -0.6948, Sem 0.0991, dir -0.9590, norm 0.1652, swav 0.0000 LR: 6.022e-02 Score 96.647 Data time: 0.2191, Forward time: 2.2659, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.0333 [2020-11-13 03:08:18,813][root][INFO] - ===> Epoch[332](8618/26): Loss -0.7004, Sem 0.1118, dir -0.9681, norm 0.1560, swav 0.0000 LR: 6.021e-02 Score 96.143 Data time: 0.2109, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.1596 [2020-11-13 03:08:24,554][root][INFO] - ===> Epoch[332](8619/26): Loss -0.7017, Sem 0.0957, dir -0.9632, norm 0.1658, swav 0.0000 LR: 6.021e-02 Score 96.606 Data time: 0.2301, Forward time: 2.2660, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.6505 [2020-11-13 03:08:29,842][root][INFO] - ===> Epoch[332](8620/26): Loss -0.7258, Sem 0.0898, dir -0.9646, norm 0.1490, swav 0.0000 LR: 6.020e-02 Score 96.999 Data time: 0.2312, Forward time: 2.2660, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.1565 [2020-11-13 03:08:35,285][root][INFO] - ===> Epoch[332](8621/26): Loss -0.7135, Sem 0.1022, dir -0.9670, norm 0.1514, swav 0.0000 LR: 6.020e-02 Score 96.446 Data time: 0.1536, Forward time: 2.2659, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 5.3444 [2020-11-13 03:08:41,260][root][INFO] - ===> Epoch[332](8622/26): Loss -0.6894, Sem 0.1101, dir -0.9669, norm 0.1674, swav 0.0000 LR: 6.019e-02 Score 96.395 Data time: 0.1742, Forward time: 2.2659, Backward time: 3.1194, DDP time: 0.0045, Total iter time: 5.8911 [2020-11-13 03:08:46,252][root][INFO] - ===> Epoch[332](8623/26): Loss -0.7135, Sem 0.0950, dir -0.9657, norm 0.1572, swav 0.0000 LR: 6.019e-02 Score 96.810 Data time: 0.1591, Forward time: 2.2658, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 4.8925 [2020-11-13 03:08:50,920][root][INFO] - ===> Epoch[332](8624/26): Loss -0.6931, Sem 0.1033, dir -0.9651, norm 0.1688, swav 0.0000 LR: 6.018e-02 Score 96.548 Data time: 0.1885, Forward time: 2.2658, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 4.5897 [2020-11-13 03:08:55,895][root][INFO] - ===> Epoch[332](8625/26): Loss -0.6997, Sem 0.0991, dir -0.9633, norm 0.1645, swav 0.0000 LR: 6.018e-02 Score 96.595 Data time: 0.2285, Forward time: 2.2657, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 4.8698 [2020-11-13 03:09:00,510][root][INFO] - ===> Epoch[332](8626/26): Loss -0.6878, Sem 0.0942, dir -0.9560, norm 0.1740, swav 0.0000 LR: 6.017e-02 Score 96.702 Data time: 0.1975, Forward time: 2.2657, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 4.5143 [2020-11-13 03:09:06,101][root][INFO] - ===> Epoch[332](8627/26): Loss -0.6823, Sem 0.1014, dir -0.9602, norm 0.1765, swav 0.0000 LR: 6.017e-02 Score 96.567 Data time: 0.1521, Forward time: 2.2657, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.4871 [2020-11-13 03:09:13,423][root][INFO] - ===> Epoch[332](8628/26): Loss -0.6955, Sem 0.1109, dir -0.9649, norm 0.1584, swav 0.0000 LR: 6.016e-02 Score 96.255 Data time: 0.2108, Forward time: 2.2657, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 7.2349 [2020-11-13 03:09:18,428][root][INFO] - ===> Epoch[332](8629/26): Loss -0.6833, Sem 0.1150, dir -0.9650, norm 0.1666, swav 0.0000 LR: 6.016e-02 Score 96.053 Data time: 0.1777, Forward time: 2.2656, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 4.8613 [2020-11-13 03:09:24,114][root][INFO] - ===> Epoch[332](8630/26): Loss -0.6775, Sem 0.1165, dir -0.9607, norm 0.1667, swav 0.0000 LR: 6.016e-02 Score 95.997 Data time: 0.2623, Forward time: 2.2657, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.6136 [2020-11-13 03:09:29,386][root][INFO] - ===> Epoch[332](8631/26): Loss -0.7141, Sem 0.1071, dir -0.9670, norm 0.1458, swav 0.0000 LR: 6.015e-02 Score 96.226 Data time: 0.2686, Forward time: 2.2657, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.1403 [2020-11-13 03:09:35,593][root][INFO] - ===> Epoch[332](8632/26): Loss -0.6849, Sem 0.1131, dir -0.9651, norm 0.1671, swav 0.0000 LR: 6.015e-02 Score 96.192 Data time: 0.2019, Forward time: 2.2658, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 6.0934 [2020-11-13 03:09:40,988][root][INFO] - ===> Epoch[333](8633/26): Loss -0.6990, Sem 0.1118, dir -0.9651, norm 0.1543, swav 0.0000 LR: 6.014e-02 Score 96.098 Data time: 0.1790, Forward time: 2.2657, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.2827 [2020-11-13 03:09:46,715][root][INFO] - ===> Epoch[333](8634/26): Loss -0.7203, Sem 0.0931, dir -0.9687, norm 0.1553, swav 0.0000 LR: 6.014e-02 Score 96.821 Data time: 0.1705, Forward time: 2.2656, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.6395 [2020-11-13 03:09:53,503][root][INFO] - ===> Epoch[333](8635/26): Loss -0.7065, Sem 0.0888, dir -0.9649, norm 0.1695, swav 0.0000 LR: 6.013e-02 Score 96.992 Data time: 0.2763, Forward time: 2.2657, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 6.7049 [2020-11-13 03:09:59,843][root][INFO] - ===> Epoch[333](8636/26): Loss -0.6694, Sem 0.1101, dir -0.9622, norm 0.1828, swav 0.0000 LR: 6.013e-02 Score 96.311 Data time: 0.2633, Forward time: 2.2658, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 6.2051 [2020-11-13 03:10:05,256][root][INFO] - ===> Epoch[333](8637/26): Loss -0.6982, Sem 0.0909, dir -0.9593, norm 0.1702, swav 0.0000 LR: 6.012e-02 Score 96.866 Data time: 0.1912, Forward time: 2.2658, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.2881 [2020-11-13 03:10:11,080][root][INFO] - ===> Epoch[333](8638/26): Loss -0.7054, Sem 0.0980, dir -0.9649, norm 0.1615, swav 0.0000 LR: 6.012e-02 Score 96.589 Data time: 0.2094, Forward time: 2.2658, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.7154 [2020-11-13 03:10:17,179][root][INFO] - ===> Epoch[333](8639/26): Loss -0.6755, Sem 0.1099, dir -0.9579, norm 0.1725, swav 0.0000 LR: 6.011e-02 Score 96.111 Data time: 0.1652, Forward time: 2.2657, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 5.9686 [2020-11-13 03:10:23,756][root][INFO] - ===> Epoch[333](8640/26): Loss -0.6733, Sem 0.1208, dir -0.9642, norm 0.1701, swav 0.0000 LR: 6.011e-02 Score 96.157 Data time: 0.2656, Forward time: 2.2658, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 6.4910 [2020-11-13 03:10:28,651][root][INFO] - ===> Epoch[333](8641/26): Loss -0.6682, Sem 0.1126, dir -0.9635, norm 0.1827, swav 0.0000 LR: 6.010e-02 Score 96.160 Data time: 0.2071, Forward time: 2.2658, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 4.7826 [2020-11-13 03:10:34,974][root][INFO] - ===> Epoch[333](8642/26): Loss -0.6841, Sem 0.1091, dir -0.9640, norm 0.1708, swav 0.0000 LR: 6.010e-02 Score 96.141 Data time: 0.1849, Forward time: 2.2657, Backward time: 3.1193, DDP time: 0.0045, Total iter time: 6.2075 [2020-11-13 03:10:41,442][root][INFO] - ===> Epoch[333](8643/26): Loss -0.6829, Sem 0.1158, dir -0.9623, norm 0.1635, swav 0.0000 LR: 6.009e-02 Score 96.166 Data time: 0.3271, Forward time: 2.2658, Backward time: 3.1192, DDP time: 0.0045, Total iter time: 6.3629 [2020-11-13 03:10:46,748][root][INFO] - ===> Epoch[333](8644/26): Loss -0.6875, Sem 0.1113, dir -0.9627, norm 0.1639, swav 0.0000 LR: 6.009e-02 Score 96.182 Data time: 0.2526, Forward time: 2.2659, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.1725 [2020-11-13 03:10:53,041][root][INFO] - ===> Epoch[333](8645/26): Loss -0.6935, Sem 0.1030, dir -0.9624, norm 0.1659, swav 0.0000 LR: 6.008e-02 Score 96.501 Data time: 0.3046, Forward time: 2.2660, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 6.1668 [2020-11-13 03:10:58,222][root][INFO] - ===> Epoch[333](8646/26): Loss -0.6817, Sem 0.1140, dir -0.9661, norm 0.1704, swav 0.0000 LR: 6.008e-02 Score 96.144 Data time: 0.2482, Forward time: 2.2660, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.0349 [2020-11-13 03:11:03,247][root][INFO] - ===> Epoch[333](8647/26): Loss -0.7242, Sem 0.0923, dir -0.9674, norm 0.1510, swav 0.0000 LR: 6.007e-02 Score 96.853 Data time: 0.2522, Forward time: 2.2660, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 4.9142 [2020-11-13 03:11:08,905][root][INFO] - ===> Epoch[333](8648/26): Loss -0.6938, Sem 0.0989, dir -0.9611, norm 0.1684, swav 0.0000 LR: 6.007e-02 Score 96.579 Data time: 0.1891, Forward time: 2.2660, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.5441 [2020-11-13 03:11:13,680][root][INFO] - ===> Epoch[333](8649/26): Loss -0.6741, Sem 0.1212, dir -0.9599, norm 0.1646, swav 0.0000 LR: 6.006e-02 Score 96.083 Data time: 0.1969, Forward time: 2.2660, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 4.6847 [2020-11-13 03:11:19,022][root][INFO] - ===> Epoch[333](8650/26): Loss -0.6900, Sem 0.1015, dir -0.9621, norm 0.1706, swav 0.0000 LR: 6.006e-02 Score 96.484 Data time: 0.2152, Forward time: 2.2660, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.2343 [2020-11-13 03:11:25,564][root][INFO] - ===> Epoch[333](8651/26): Loss -0.7023, Sem 0.1044, dir -0.9668, norm 0.1601, swav 0.0000 LR: 6.006e-02 Score 96.423 Data time: 0.3158, Forward time: 2.2661, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.4026 [2020-11-13 03:11:31,667][root][INFO] - ===> Epoch[333](8652/26): Loss -0.6853, Sem 0.1055, dir -0.9612, norm 0.1703, swav 0.0000 LR: 6.005e-02 Score 96.438 Data time: 0.2396, Forward time: 2.2661, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.9563 [2020-11-13 03:11:37,437][root][INFO] - ===> Epoch[333](8653/26): Loss -0.6785, Sem 0.1125, dir -0.9614, norm 0.1705, swav 0.0000 LR: 6.005e-02 Score 96.273 Data time: 0.1817, Forward time: 2.2661, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.6368 [2020-11-13 03:11:42,483][root][INFO] - ===> Epoch[333](8654/26): Loss -0.7114, Sem 0.0998, dir -0.9696, norm 0.1585, swav 0.0000 LR: 6.004e-02 Score 96.676 Data time: 0.1460, Forward time: 2.2660, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.9570 [2020-11-13 03:11:48,271][root][INFO] - ===> Epoch[333](8655/26): Loss -0.6911, Sem 0.1054, dir -0.9649, norm 0.1684, swav 0.0000 LR: 6.004e-02 Score 96.479 Data time: 0.2279, Forward time: 2.2660, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.6970 [2020-11-13 03:11:53,171][root][INFO] - ===> Epoch[333](8656/26): Loss -0.6878, Sem 0.1099, dir -0.9594, norm 0.1617, swav 0.0000 LR: 6.003e-02 Score 96.245 Data time: 0.2196, Forward time: 2.2660, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.7862 [2020-11-13 03:11:57,780][root][INFO] - ===> Epoch[333](8657/26): Loss -0.6774, Sem 0.1017, dir -0.9627, norm 0.1836, swav 0.0000 LR: 6.003e-02 Score 96.567 Data time: 0.1392, Forward time: 2.2659, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.5048 [2020-11-13 03:12:04,020][root][INFO] - ===> Epoch[333](8658/26): Loss -0.7022, Sem 0.1020, dir -0.9642, norm 0.1599, swav 0.0000 LR: 6.002e-02 Score 96.566 Data time: 0.1883, Forward time: 2.2659, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.1558 [2020-11-13 03:12:09,747][root][INFO] - ===> Epoch[334](8659/26): Loss -0.6882, Sem 0.1017, dir -0.9636, norm 0.1737, swav 0.0000 LR: 6.002e-02 Score 96.487 Data time: 0.1708, Forward time: 2.2659, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.6335 [2020-11-13 03:12:16,379][root][INFO] - ===> Epoch[334](8660/26): Loss -0.6971, Sem 0.1149, dir -0.9674, norm 0.1554, swav 0.0000 LR: 6.001e-02 Score 96.102 Data time: 0.1913, Forward time: 2.2658, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 6.5373 [2020-11-13 03:12:21,737][root][INFO] - ===> Epoch[334](8661/26): Loss -0.6540, Sem 0.1163, dir -0.9591, norm 0.1888, swav 0.0000 LR: 6.001e-02 Score 95.946 Data time: 0.2403, Forward time: 2.2658, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.2484 [2020-11-13 03:12:26,799][root][INFO] - ===> Epoch[334](8662/26): Loss -0.6971, Sem 0.1049, dir -0.9687, norm 0.1667, swav 0.0000 LR: 6.000e-02 Score 96.428 Data time: 0.2702, Forward time: 2.2659, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.9375 [2020-11-13 03:12:34,952][root][INFO] - ===> Epoch[334](8663/26): Loss -0.6685, Sem 0.1178, dir -0.9599, norm 0.1737, swav 0.0000 LR: 6.000e-02 Score 95.830 Data time: 0.2681, Forward time: 2.2659, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 8.0328 [2020-11-13 03:12:40,164][root][INFO] - ===> Epoch[334](8664/26): Loss -0.6928, Sem 0.1002, dir -0.9648, norm 0.1718, swav 0.0000 LR: 5.999e-02 Score 96.536 Data time: 0.2176, Forward time: 2.2660, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.0728 [2020-11-13 03:12:45,878][root][INFO] - ===> Epoch[334](8665/26): Loss -0.6819, Sem 0.1035, dir -0.9636, norm 0.1782, swav 0.0000 LR: 5.999e-02 Score 96.484 Data time: 0.1986, Forward time: 2.2660, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.5949 [2020-11-13 03:12:51,711][root][INFO] - ===> Epoch[334](8666/26): Loss -0.7188, Sem 0.0949, dir -0.9635, norm 0.1499, swav 0.0000 LR: 5.998e-02 Score 96.707 Data time: 0.1605, Forward time: 2.2659, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.7203 [2020-11-13 03:12:57,655][root][INFO] - ===> Epoch[334](8667/26): Loss -0.6936, Sem 0.1133, dir -0.9687, norm 0.1618, swav 0.0000 LR: 5.998e-02 Score 96.415 Data time: 0.1722, Forward time: 2.2659, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.8679 [2020-11-13 03:13:02,693][root][INFO] - ===> Epoch[334](8668/26): Loss -0.7143, Sem 0.0934, dir -0.9655, norm 0.1577, swav 0.0000 LR: 5.997e-02 Score 96.760 Data time: 0.1581, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 4.9620 [2020-11-13 03:13:08,841][root][INFO] - ===> Epoch[334](8669/26): Loss -0.6463, Sem 0.1333, dir -0.9629, norm 0.1834, swav 0.0000 LR: 5.997e-02 Score 95.485 Data time: 0.2518, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.0608 [2020-11-13 03:13:14,487][root][INFO] - ===> Epoch[334](8670/26): Loss -0.6600, Sem 0.1193, dir -0.9575, norm 0.1782, swav 0.0000 LR: 5.996e-02 Score 95.800 Data time: 0.1958, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.5333 [2020-11-13 03:13:20,026][root][INFO] - ===> Epoch[334](8671/26): Loss -0.6727, Sem 0.1185, dir -0.9636, norm 0.1723, swav 0.0000 LR: 5.996e-02 Score 96.011 Data time: 0.2075, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.4558 [2020-11-13 03:13:24,639][root][INFO] - ===> Epoch[334](8672/26): Loss -0.7186, Sem 0.0857, dir -0.9600, norm 0.1557, swav 0.0000 LR: 5.996e-02 Score 97.105 Data time: 0.1998, Forward time: 2.2658, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.4983 [2020-11-13 03:13:29,608][root][INFO] - ===> Epoch[334](8673/26): Loss -0.7065, Sem 0.1015, dir -0.9635, norm 0.1554, swav 0.0000 LR: 5.995e-02 Score 96.697 Data time: 0.1432, Forward time: 2.2657, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.8796 [2020-11-13 03:13:36,386][root][INFO] - ===> Epoch[334](8674/26): Loss -0.7083, Sem 0.1127, dir -0.9699, norm 0.1489, swav 0.0000 LR: 5.995e-02 Score 96.052 Data time: 0.1657, Forward time: 2.2656, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.7029 [2020-11-13 03:13:42,978][root][INFO] - ===> Epoch[334](8675/26): Loss -0.6646, Sem 0.1190, dir -0.9575, norm 0.1740, swav 0.0000 LR: 5.994e-02 Score 95.845 Data time: 0.2177, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 6.4955 [2020-11-13 03:13:48,884][root][INFO] - ===> Epoch[334](8676/26): Loss -0.6997, Sem 0.1034, dir -0.9611, norm 0.1580, swav 0.0000 LR: 5.994e-02 Score 96.380 Data time: 0.2164, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.7804 [2020-11-13 03:13:54,228][root][INFO] - ===> Epoch[334](8677/26): Loss -0.6922, Sem 0.1257, dir -0.9685, norm 0.1507, swav 0.0000 LR: 5.993e-02 Score 95.768 Data time: 0.1812, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.2114 [2020-11-13 03:14:00,186][root][INFO] - ===> Epoch[334](8678/26): Loss -0.6965, Sem 0.1034, dir -0.9648, norm 0.1649, swav 0.0000 LR: 5.993e-02 Score 96.452 Data time: 0.1714, Forward time: 2.2656, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.8554 [2020-11-13 03:14:05,931][root][INFO] - ===> Epoch[334](8679/26): Loss -0.6895, Sem 0.1223, dir -0.9655, norm 0.1537, swav 0.0000 LR: 5.992e-02 Score 95.724 Data time: 0.2147, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.6354 [2020-11-13 03:14:11,222][root][INFO] - ===> Epoch[334](8680/26): Loss -0.7011, Sem 0.1001, dir -0.9646, norm 0.1633, swav 0.0000 LR: 5.992e-02 Score 96.695 Data time: 0.2890, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.1881 [2020-11-13 03:14:15,802][root][INFO] - ===> Epoch[334](8681/26): Loss -0.7209, Sem 0.0983, dir -0.9674, norm 0.1482, swav 0.0000 LR: 5.991e-02 Score 96.724 Data time: 0.1780, Forward time: 2.2656, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 4.4432 [2020-11-13 03:14:21,445][root][INFO] - ===> Epoch[334](8682/26): Loss -0.7001, Sem 0.1092, dir -0.9671, norm 0.1578, swav 0.0000 LR: 5.991e-02 Score 96.140 Data time: 0.2097, Forward time: 2.2655, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.5720 [2020-11-13 03:14:26,003][root][INFO] - ===> Epoch[334](8683/26): Loss -0.7016, Sem 0.1035, dir -0.9654, norm 0.1603, swav 0.0000 LR: 5.990e-02 Score 96.607 Data time: 0.2104, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.4788 [2020-11-13 03:14:31,002][root][INFO] - ===> Epoch[334](8684/26): Loss -0.6889, Sem 0.1072, dir -0.9678, norm 0.1716, swav 0.0000 LR: 5.990e-02 Score 96.346 Data time: 0.2282, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.9006 [2020-11-13 03:14:37,262][root][INFO] - ===> Epoch[335](8685/26): Loss -0.6919, Sem 0.1075, dir -0.9635, norm 0.1640, swav 0.0000 LR: 5.989e-02 Score 96.226 Data time: 0.2583, Forward time: 2.2656, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.1616 [2020-11-13 03:14:43,336][root][INFO] - ===> Epoch[335](8686/26): Loss -0.6898, Sem 0.1159, dir -0.9612, norm 0.1555, swav 0.0000 LR: 5.989e-02 Score 96.116 Data time: 0.1863, Forward time: 2.2656, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.9472 [2020-11-13 03:14:49,500][root][INFO] - ===> Epoch[335](8687/26): Loss -0.7191, Sem 0.0985, dir -0.9674, norm 0.1498, swav 0.0000 LR: 5.988e-02 Score 96.622 Data time: 0.2356, Forward time: 2.2656, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.0775 [2020-11-13 03:14:55,583][root][INFO] - ===> Epoch[335](8688/26): Loss -0.6859, Sem 0.1069, dir -0.9601, norm 0.1673, swav 0.0000 LR: 5.988e-02 Score 96.346 Data time: 0.1765, Forward time: 2.2656, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.9700 [2020-11-13 03:15:00,959][root][INFO] - ===> Epoch[335](8689/26): Loss -0.6853, Sem 0.1254, dir -0.9676, norm 0.1569, swav 0.0000 LR: 5.987e-02 Score 95.736 Data time: 0.1984, Forward time: 2.2655, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.2954 [2020-11-13 03:15:05,924][root][INFO] - ===> Epoch[335](8690/26): Loss -0.7044, Sem 0.1068, dir -0.9694, norm 0.1582, swav 0.0000 LR: 5.987e-02 Score 96.357 Data time: 0.1607, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.8779 [2020-11-13 03:15:10,700][root][INFO] - ===> Epoch[335](8691/26): Loss -0.7094, Sem 0.1062, dir -0.9682, norm 0.1525, swav 0.0000 LR: 5.986e-02 Score 96.378 Data time: 0.1680, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.7127 [2020-11-13 03:15:15,814][root][INFO] - ===> Epoch[335](8692/26): Loss -0.6952, Sem 0.1124, dir -0.9635, norm 0.1560, swav 0.0000 LR: 5.986e-02 Score 96.236 Data time: 0.2165, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.0117 [2020-11-13 03:15:22,723][root][INFO] - ===> Epoch[335](8693/26): Loss -0.6779, Sem 0.1116, dir -0.9558, norm 0.1663, swav 0.0000 LR: 5.986e-02 Score 96.211 Data time: 0.1900, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 6.7904 [2020-11-13 03:15:28,035][root][INFO] - ===> Epoch[335](8694/26): Loss -0.6813, Sem 0.1144, dir -0.9636, norm 0.1680, swav 0.0000 LR: 5.985e-02 Score 96.062 Data time: 0.2284, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.2240 [2020-11-13 03:15:33,171][root][INFO] - ===> Epoch[335](8695/26): Loss -0.6778, Sem 0.1132, dir -0.9586, norm 0.1676, swav 0.0000 LR: 5.985e-02 Score 96.244 Data time: 0.2776, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.0220 [2020-11-13 03:15:40,396][root][INFO] - ===> Epoch[335](8696/26): Loss -0.6878, Sem 0.1057, dir -0.9624, norm 0.1688, swav 0.0000 LR: 5.984e-02 Score 96.310 Data time: 0.2302, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 7.0817 [2020-11-13 03:15:45,206][root][INFO] - ===> Epoch[335](8697/26): Loss -0.6530, Sem 0.1307, dir -0.9654, norm 0.1816, swav 0.0000 LR: 5.984e-02 Score 95.741 Data time: 0.2206, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.7110 [2020-11-13 03:15:50,592][root][INFO] - ===> Epoch[335](8698/26): Loss -0.6907, Sem 0.1107, dir -0.9628, norm 0.1614, swav 0.0000 LR: 5.983e-02 Score 96.207 Data time: 0.2039, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.2557 [2020-11-13 03:15:56,070][root][INFO] - ===> Epoch[335](8699/26): Loss -0.7135, Sem 0.0960, dir -0.9673, norm 0.1578, swav 0.0000 LR: 5.983e-02 Score 96.595 Data time: 0.2309, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.3852 [2020-11-13 03:16:02,018][root][INFO] - ===> Epoch[335](8700/26): Loss -0.6822, Sem 0.1020, dir -0.9657, norm 0.1815, swav 0.0000 LR: 5.982e-02 Score 96.568 Data time: 0.1751, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.8259 [2020-11-13 03:16:07,638][root][INFO] - ===> Epoch[335](8701/26): Loss -0.6709, Sem 0.1036, dir -0.9626, norm 0.1880, swav 0.0000 LR: 5.982e-02 Score 96.484 Data time: 0.1956, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.5622 [2020-11-13 03:16:13,628][root][INFO] - ===> Epoch[335](8702/26): Loss -0.7042, Sem 0.1009, dir -0.9684, norm 0.1634, swav 0.0000 LR: 5.981e-02 Score 96.549 Data time: 0.2248, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.8947 [2020-11-13 03:16:19,686][root][INFO] - ===> Epoch[335](8703/26): Loss -0.6830, Sem 0.1018, dir -0.9606, norm 0.1758, swav 0.0000 LR: 5.981e-02 Score 96.605 Data time: 0.2449, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.9467 [2020-11-13 03:16:26,379][root][INFO] - ===> Epoch[335](8704/26): Loss -0.6374, Sem 0.1451, dir -0.9596, norm 0.1771, swav 0.0000 LR: 5.980e-02 Score 95.307 Data time: 0.3145, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.5531 [2020-11-13 03:16:32,900][root][INFO] - ===> Epoch[335](8705/26): Loss -0.7003, Sem 0.1036, dir -0.9661, norm 0.1623, swav 0.0000 LR: 5.980e-02 Score 96.554 Data time: 0.1749, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.3913 [2020-11-13 03:16:38,521][root][INFO] - ===> Epoch[335](8706/26): Loss -0.6963, Sem 0.1071, dir -0.9681, norm 0.1647, swav 0.0000 LR: 5.979e-02 Score 96.397 Data time: 0.1847, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.5227 [2020-11-13 03:16:44,705][root][INFO] - ===> Epoch[335](8707/26): Loss -0.6913, Sem 0.1039, dir -0.9632, norm 0.1681, swav 0.0000 LR: 5.979e-02 Score 96.525 Data time: 0.1718, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 6.0985 [2020-11-13 03:16:50,488][root][INFO] - ===> Epoch[335](8708/26): Loss -0.6836, Sem 0.1087, dir -0.9594, norm 0.1671, swav 0.0000 LR: 5.978e-02 Score 96.245 Data time: 0.2319, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.6877 [2020-11-13 03:16:55,769][root][INFO] - ===> Epoch[335](8709/26): Loss -0.6775, Sem 0.1097, dir -0.9573, norm 0.1701, swav 0.0000 LR: 5.978e-02 Score 96.407 Data time: 0.2147, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.1607 [2020-11-13 03:17:01,959][root][INFO] - ===> Epoch[335](8710/26): Loss -0.6488, Sem 0.1262, dir -0.9571, norm 0.1821, swav 0.0000 LR: 5.977e-02 Score 95.606 Data time: 0.2141, Forward time: 2.2655, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 6.0668 [2020-11-13 03:17:07,190][root][INFO] - ===> Epoch[336](8711/26): Loss -0.6803, Sem 0.1073, dir -0.9608, norm 0.1732, swav 0.0000 LR: 5.977e-02 Score 96.404 Data time: 0.2626, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.1239 [2020-11-13 03:17:13,179][root][INFO] - ===> Epoch[336](8712/26): Loss -0.6905, Sem 0.1099, dir -0.9643, norm 0.1640, swav 0.0000 LR: 5.976e-02 Score 96.400 Data time: 0.2389, Forward time: 2.2656, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.8727 [2020-11-13 03:17:18,117][root][INFO] - ===> Epoch[336](8713/26): Loss -0.7039, Sem 0.1041, dir -0.9600, norm 0.1520, swav 0.0000 LR: 5.976e-02 Score 96.414 Data time: 0.1595, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.8380 [2020-11-13 03:17:23,341][root][INFO] - ===> Epoch[336](8714/26): Loss -0.6485, Sem 0.1145, dir -0.9576, norm 0.1946, swav 0.0000 LR: 5.975e-02 Score 96.136 Data time: 0.1872, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.1450 [2020-11-13 03:17:27,688][root][INFO] - ===> Epoch[336](8715/26): Loss -0.6887, Sem 0.1076, dir -0.9647, norm 0.1684, swav 0.0000 LR: 5.975e-02 Score 96.337 Data time: 0.2132, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 4.2409 [2020-11-13 03:17:33,507][root][INFO] - ===> Epoch[336](8716/26): Loss -0.6733, Sem 0.1006, dir -0.9581, norm 0.1843, swav 0.0000 LR: 5.975e-02 Score 96.587 Data time: 0.2380, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.7262 [2020-11-13 03:17:38,594][root][INFO] - ===> Epoch[336](8717/26): Loss -0.6559, Sem 0.1222, dir -0.9574, norm 0.1793, swav 0.0000 LR: 5.974e-02 Score 95.814 Data time: 0.1842, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 4.9656 [2020-11-13 03:17:43,306][root][INFO] - ===> Epoch[336](8718/26): Loss -0.6678, Sem 0.1268, dir -0.9620, norm 0.1674, swav 0.0000 LR: 5.974e-02 Score 95.658 Data time: 0.1997, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 4.6076 [2020-11-13 03:17:49,772][root][INFO] - ===> Epoch[336](8719/26): Loss -0.7103, Sem 0.1040, dir -0.9676, norm 0.1532, swav 0.0000 LR: 5.973e-02 Score 96.440 Data time: 0.2512, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.3739 [2020-11-13 03:17:54,784][root][INFO] - ===> Epoch[336](8720/26): Loss -0.6715, Sem 0.1258, dir -0.9614, norm 0.1642, swav 0.0000 LR: 5.973e-02 Score 95.981 Data time: 0.1881, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 4.8876 [2020-11-13 03:18:00,100][root][INFO] - ===> Epoch[336](8721/26): Loss -0.6888, Sem 0.0982, dir -0.9650, norm 0.1779, swav 0.0000 LR: 5.972e-02 Score 96.830 Data time: 0.2022, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.1973 [2020-11-13 03:18:05,878][root][INFO] - ===> Epoch[336](8722/26): Loss -0.6943, Sem 0.1165, dir -0.9671, norm 0.1563, swav 0.0000 LR: 5.972e-02 Score 96.222 Data time: 0.2351, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.6672 [2020-11-13 03:18:11,888][root][INFO] - ===> Epoch[336](8723/26): Loss -0.6768, Sem 0.1063, dir -0.9628, norm 0.1797, swav 0.0000 LR: 5.971e-02 Score 96.329 Data time: 0.2507, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.8811 [2020-11-13 03:18:18,725][root][INFO] - ===> Epoch[336](8724/26): Loss -0.6998, Sem 0.1128, dir -0.9673, norm 0.1546, swav 0.0000 LR: 5.971e-02 Score 96.236 Data time: 0.2646, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 6.7296 [2020-11-13 03:18:23,945][root][INFO] - ===> Epoch[336](8725/26): Loss -0.6973, Sem 0.0994, dir -0.9644, norm 0.1678, swav 0.0000 LR: 5.970e-02 Score 96.486 Data time: 0.2145, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.0954 [2020-11-13 03:18:29,705][root][INFO] - ===> Epoch[336](8726/26): Loss -0.7013, Sem 0.1097, dir -0.9667, norm 0.1557, swav 0.0000 LR: 5.970e-02 Score 96.216 Data time: 0.2449, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.6408 [2020-11-13 03:18:36,056][root][INFO] - ===> Epoch[336](8727/26): Loss -0.7050, Sem 0.0929, dir -0.9677, norm 0.1699, swav 0.0000 LR: 5.969e-02 Score 96.966 Data time: 0.2308, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 6.2346 [2020-11-13 03:18:41,892][root][INFO] - ===> Epoch[336](8728/26): Loss -0.6952, Sem 0.1115, dir -0.9684, norm 0.1617, swav 0.0000 LR: 5.969e-02 Score 96.133 Data time: 0.2366, Forward time: 2.2657, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.7202 [2020-11-13 03:18:47,985][root][INFO] - ===> Epoch[336](8729/26): Loss -0.6754, Sem 0.1010, dir -0.9577, norm 0.1813, swav 0.0000 LR: 5.968e-02 Score 96.574 Data time: 0.1854, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.9766 [2020-11-13 03:18:54,407][root][INFO] - ===> Epoch[336](8730/26): Loss -0.6979, Sem 0.1081, dir -0.9663, norm 0.1603, swav 0.0000 LR: 5.968e-02 Score 96.264 Data time: 0.2601, Forward time: 2.2657, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 6.3305 [2020-11-13 03:19:00,371][root][INFO] - ===> Epoch[336](8731/26): Loss -0.6833, Sem 0.1134, dir -0.9643, norm 0.1676, swav 0.0000 LR: 5.967e-02 Score 96.112 Data time: 0.2669, Forward time: 2.2658, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.8443 [2020-11-13 03:19:04,915][root][INFO] - ===> Epoch[336](8732/26): Loss -0.6975, Sem 0.1104, dir -0.9625, norm 0.1546, swav 0.0000 LR: 5.967e-02 Score 95.953 Data time: 0.1914, Forward time: 2.2658, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 4.4306 [2020-11-13 03:19:10,177][root][INFO] - ===> Epoch[336](8733/26): Loss -0.6612, Sem 0.1216, dir -0.9555, norm 0.1727, swav 0.0000 LR: 5.966e-02 Score 96.031 Data time: 0.2047, Forward time: 2.2658, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 5.1557 [2020-11-13 03:19:16,694][root][INFO] - ===> Epoch[336](8734/26): Loss -0.6925, Sem 0.0990, dir -0.9651, norm 0.1737, swav 0.0000 LR: 5.966e-02 Score 96.664 Data time: 0.1666, Forward time: 2.2657, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 6.4092 [2020-11-13 03:19:21,663][root][INFO] - ===> Epoch[336](8735/26): Loss -0.6823, Sem 0.1088, dir -0.9589, norm 0.1678, swav 0.0000 LR: 5.965e-02 Score 96.358 Data time: 0.1876, Forward time: 2.2657, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 4.8887 [2020-11-13 03:19:27,754][root][INFO] - ===> Epoch[336](8736/26): Loss -0.7133, Sem 0.0927, dir -0.9626, norm 0.1566, swav 0.0000 LR: 5.965e-02 Score 96.860 Data time: 0.1689, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.9966 [2020-11-13 03:19:33,194][root][INFO] - ===> Epoch[337](8737/26): Loss -0.6511, Sem 0.1210, dir -0.9581, norm 0.1859, swav 0.0000 LR: 5.965e-02 Score 95.900 Data time: 0.1804, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.3521 [2020-11-13 03:19:38,645][root][INFO] - ===> Epoch[337](8738/26): Loss -0.6993, Sem 0.1076, dir -0.9661, norm 0.1592, swav 0.0000 LR: 5.964e-02 Score 96.262 Data time: 0.1671, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.3485 [2020-11-13 03:19:46,021][root][INFO] - ===> Epoch[337](8739/26): Loss -0.6883, Sem 0.1030, dir -0.9593, norm 0.1680, swav 0.0000 LR: 5.964e-02 Score 96.460 Data time: 0.1962, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 7.2663 [2020-11-13 03:19:52,279][root][INFO] - ===> Epoch[337](8740/26): Loss -0.6959, Sem 0.1110, dir -0.9655, norm 0.1586, swav 0.0000 LR: 5.963e-02 Score 96.377 Data time: 0.1412, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 6.1587 [2020-11-13 03:19:58,648][root][INFO] - ===> Epoch[337](8741/26): Loss -0.7012, Sem 0.1033, dir -0.9641, norm 0.1596, swav 0.0000 LR: 5.963e-02 Score 96.368 Data time: 0.3231, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 6.2835 [2020-11-13 03:20:04,469][root][INFO] - ===> Epoch[337](8742/26): Loss -0.6744, Sem 0.1152, dir -0.9601, norm 0.1705, swav 0.0000 LR: 5.962e-02 Score 96.063 Data time: 0.2449, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.6921 [2020-11-13 03:20:10,019][root][INFO] - ===> Epoch[337](8743/26): Loss -0.6952, Sem 0.1013, dir -0.9660, norm 0.1696, swav 0.0000 LR: 5.962e-02 Score 96.477 Data time: 0.2700, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 5.4219 [2020-11-13 03:20:15,635][root][INFO] - ===> Epoch[337](8744/26): Loss -0.6761, Sem 0.1191, dir -0.9600, norm 0.1648, swav 0.0000 LR: 5.961e-02 Score 95.908 Data time: 0.1813, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 5.4914 [2020-11-13 03:20:21,441][root][INFO] - ===> Epoch[337](8745/26): Loss -0.7024, Sem 0.1118, dir -0.9644, norm 0.1503, swav 0.0000 LR: 5.961e-02 Score 96.137 Data time: 0.1850, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 5.7117 [2020-11-13 03:20:26,711][root][INFO] - ===> Epoch[337](8746/26): Loss -0.6697, Sem 0.1170, dir -0.9603, norm 0.1737, swav 0.0000 LR: 5.960e-02 Score 95.870 Data time: 0.1610, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.1609 [2020-11-13 03:20:32,643][root][INFO] - ===> Epoch[337](8747/26): Loss -0.7011, Sem 0.0937, dir -0.9633, norm 0.1686, swav 0.0000 LR: 5.960e-02 Score 96.830 Data time: 0.1869, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.8388 [2020-11-13 03:20:38,657][root][INFO] - ===> Epoch[337](8748/26): Loss -0.6579, Sem 0.1108, dir -0.9617, norm 0.1930, swav 0.0000 LR: 5.959e-02 Score 96.295 Data time: 0.2205, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.9229 [2020-11-13 03:20:42,753][root][INFO] - ===> Epoch[337](8749/26): Loss -0.6525, Sem 0.1365, dir -0.9617, norm 0.1727, swav 0.0000 LR: 5.959e-02 Score 95.649 Data time: 0.1816, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 3.9618 [2020-11-13 03:20:48,030][root][INFO] - ===> Epoch[337](8750/26): Loss -0.6864, Sem 0.1131, dir -0.9587, norm 0.1592, swav 0.0000 LR: 5.958e-02 Score 96.363 Data time: 0.1924, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 5.1820 [2020-11-13 03:20:54,115][root][INFO] - ===> Epoch[337](8751/26): Loss -0.6819, Sem 0.1016, dir -0.9632, norm 0.1798, swav 0.0000 LR: 5.958e-02 Score 96.458 Data time: 0.2775, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.9996 [2020-11-13 03:21:00,176][root][INFO] - ===> Epoch[337](8752/26): Loss -0.7120, Sem 0.1022, dir -0.9659, norm 0.1517, swav 0.0000 LR: 5.957e-02 Score 96.555 Data time: 0.2792, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.9341 [2020-11-13 03:21:06,786][root][INFO] - ===> Epoch[337](8753/26): Loss -0.7132, Sem 0.0903, dir -0.9672, norm 0.1638, swav 0.0000 LR: 5.957e-02 Score 96.797 Data time: 0.1978, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.4818 [2020-11-13 03:21:13,823][root][INFO] - ===> Epoch[337](8754/26): Loss -0.6572, Sem 0.1129, dir -0.9554, norm 0.1854, swav 0.0000 LR: 5.956e-02 Score 96.274 Data time: 0.2330, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 6.9413 [2020-11-13 03:21:19,959][root][INFO] - ===> Epoch[337](8755/26): Loss -0.6824, Sem 0.1057, dir -0.9628, norm 0.1747, swav 0.0000 LR: 5.956e-02 Score 96.364 Data time: 0.2181, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 6.0200 [2020-11-13 03:21:25,552][root][INFO] - ===> Epoch[337](8756/26): Loss -0.6962, Sem 0.1052, dir -0.9655, norm 0.1642, swav 0.0000 LR: 5.955e-02 Score 96.335 Data time: 0.1679, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.4828 [2020-11-13 03:21:32,185][root][INFO] - ===> Epoch[337](8757/26): Loss -0.7046, Sem 0.0962, dir -0.9634, norm 0.1625, swav 0.0000 LR: 5.955e-02 Score 96.932 Data time: 0.1883, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 6.5652 [2020-11-13 03:21:38,911][root][INFO] - ===> Epoch[337](8758/26): Loss -0.6889, Sem 0.1098, dir -0.9659, norm 0.1672, swav 0.0000 LR: 5.955e-02 Score 96.169 Data time: 0.2096, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.6118 [2020-11-13 03:21:45,099][root][INFO] - ===> Epoch[337](8759/26): Loss -0.7248, Sem 0.0875, dir -0.9671, norm 0.1548, swav 0.0000 LR: 5.954e-02 Score 96.988 Data time: 0.2890, Forward time: 2.2656, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.1076 [2020-11-13 03:21:52,108][root][INFO] - ===> Epoch[337](8760/26): Loss -0.6785, Sem 0.1138, dir -0.9597, norm 0.1673, swav 0.0000 LR: 5.954e-02 Score 96.160 Data time: 0.1952, Forward time: 2.2656, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.8829 [2020-11-13 03:21:57,787][root][INFO] - ===> Epoch[337](8761/26): Loss -0.6584, Sem 0.1120, dir -0.9664, norm 0.1960, swav 0.0000 LR: 5.953e-02 Score 96.469 Data time: 0.2196, Forward time: 2.2657, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.5708 [2020-11-13 03:22:02,725][root][INFO] - ===> Epoch[337](8762/26): Loss -0.7059, Sem 0.1037, dir -0.9695, norm 0.1599, swav 0.0000 LR: 5.953e-02 Score 96.494 Data time: 0.1999, Forward time: 2.2656, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.8189 [2020-11-13 03:22:07,048][root][INFO] - ===> Epoch[338](8763/26): Loss -0.6737, Sem 0.1259, dir -0.9619, norm 0.1623, swav 0.0000 LR: 5.952e-02 Score 95.777 Data time: 0.2384, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 4.2073 [2020-11-13 03:22:12,638][root][INFO] - ===> Epoch[338](8764/26): Loss -0.7357, Sem 0.0937, dir -0.9692, norm 0.1398, swav 0.0000 LR: 5.952e-02 Score 96.891 Data time: 0.1906, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.4916 [2020-11-13 03:22:17,178][root][INFO] - ===> Epoch[338](8765/26): Loss -0.6598, Sem 0.1080, dir -0.9580, norm 0.1902, swav 0.0000 LR: 5.951e-02 Score 96.266 Data time: 0.1709, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 4.4438 [2020-11-13 03:22:22,402][root][INFO] - ===> Epoch[338](8766/26): Loss -0.6985, Sem 0.1035, dir -0.9646, norm 0.1626, swav 0.0000 LR: 5.951e-02 Score 96.468 Data time: 0.1478, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.1291 [2020-11-13 03:22:27,682][root][INFO] - ===> Epoch[338](8767/26): Loss -0.6932, Sem 0.1126, dir -0.9634, norm 0.1577, swav 0.0000 LR: 5.950e-02 Score 96.034 Data time: 0.1814, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.1898 [2020-11-13 03:22:33,874][root][INFO] - ===> Epoch[338](8768/26): Loss -0.6792, Sem 0.1130, dir -0.9640, norm 0.1718, swav 0.0000 LR: 5.950e-02 Score 96.138 Data time: 0.1605, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 6.1035 [2020-11-13 03:22:38,531][root][INFO] - ===> Epoch[338](8769/26): Loss -0.6578, Sem 0.1097, dir -0.9585, norm 0.1910, swav 0.0000 LR: 5.949e-02 Score 96.352 Data time: 0.1773, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 4.5682 [2020-11-13 03:22:43,964][root][INFO] - ===> Epoch[338](8770/26): Loss -0.6688, Sem 0.1288, dir -0.9627, norm 0.1650, swav 0.0000 LR: 5.949e-02 Score 95.659 Data time: 0.2345, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 5.3048 [2020-11-13 03:22:48,757][root][INFO] - ===> Epoch[338](8771/26): Loss -0.7095, Sem 0.0881, dir -0.9656, norm 0.1680, swav 0.0000 LR: 5.948e-02 Score 97.096 Data time: 0.2262, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 4.6564 [2020-11-13 03:22:54,104][root][INFO] - ===> Epoch[338](8772/26): Loss -0.7063, Sem 0.0989, dir -0.9646, norm 0.1595, swav 0.0000 LR: 5.948e-02 Score 96.553 Data time: 0.2276, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.2274 [2020-11-13 03:22:59,788][root][INFO] - ===> Epoch[338](8773/26): Loss -0.6931, Sem 0.1129, dir -0.9663, norm 0.1603, swav 0.0000 LR: 5.947e-02 Score 96.195 Data time: 0.1770, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.5864 [2020-11-13 03:23:06,061][root][INFO] - ===> Epoch[338](8774/26): Loss -0.7059, Sem 0.0988, dir -0.9651, norm 0.1605, swav 0.0000 LR: 5.947e-02 Score 96.628 Data time: 0.1901, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.1756 [2020-11-13 03:23:11,865][root][INFO] - ===> Epoch[338](8775/26): Loss -0.6903, Sem 0.1021, dir -0.9585, norm 0.1661, swav 0.0000 LR: 5.946e-02 Score 96.568 Data time: 0.2693, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.7067 [2020-11-13 03:23:17,035][root][INFO] - ===> Epoch[338](8776/26): Loss -0.6860, Sem 0.1142, dir -0.9634, norm 0.1633, swav 0.0000 LR: 5.946e-02 Score 96.096 Data time: 0.2146, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.0317 [2020-11-13 03:23:22,934][root][INFO] - ===> Epoch[338](8777/26): Loss -0.6738, Sem 0.1237, dir -0.9639, norm 0.1664, swav 0.0000 LR: 5.945e-02 Score 95.932 Data time: 0.2904, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.8027 [2020-11-13 03:23:29,659][root][INFO] - ===> Epoch[338](8778/26): Loss -0.7027, Sem 0.1060, dir -0.9661, norm 0.1574, swav 0.0000 LR: 5.945e-02 Score 96.449 Data time: 0.1737, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 6.5825 [2020-11-13 03:23:36,317][root][INFO] - ===> Epoch[338](8779/26): Loss -0.6704, Sem 0.1172, dir -0.9610, norm 0.1733, swav 0.0000 LR: 5.945e-02 Score 95.912 Data time: 0.1851, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.5908 [2020-11-13 03:23:42,798][root][INFO] - ===> Epoch[338](8780/26): Loss -0.6865, Sem 0.1194, dir -0.9653, norm 0.1594, swav 0.0000 LR: 5.944e-02 Score 95.841 Data time: 0.1980, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 6.3970 [2020-11-13 03:23:49,213][root][INFO] - ===> Epoch[338](8781/26): Loss -0.7069, Sem 0.0932, dir -0.9639, norm 0.1639, swav 0.0000 LR: 5.944e-02 Score 96.759 Data time: 0.2092, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 6.3020 [2020-11-13 03:23:54,792][root][INFO] - ===> Epoch[338](8782/26): Loss -0.6661, Sem 0.1350, dir -0.9615, norm 0.1604, swav 0.0000 LR: 5.943e-02 Score 95.272 Data time: 0.2475, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.5078 [2020-11-13 03:24:01,133][root][INFO] - ===> Epoch[338](8783/26): Loss -0.7145, Sem 0.1068, dir -0.9668, norm 0.1454, swav 0.0000 LR: 5.943e-02 Score 96.317 Data time: 0.1718, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.2298 [2020-11-13 03:24:06,484][root][INFO] - ===> Epoch[338](8784/26): Loss -0.7198, Sem 0.1000, dir -0.9649, norm 0.1452, swav 0.0000 LR: 5.942e-02 Score 96.547 Data time: 0.1652, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.2636 [2020-11-13 03:24:13,817][root][INFO] - ===> Epoch[338](8785/26): Loss -0.6406, Sem 0.1301, dir -0.9583, norm 0.1875, swav 0.0000 LR: 5.942e-02 Score 95.386 Data time: 0.2316, Forward time: 2.2653, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 7.2457 [2020-11-13 03:24:19,098][root][INFO] - ===> Epoch[338](8786/26): Loss -0.7087, Sem 0.1048, dir -0.9676, norm 0.1542, swav 0.0000 LR: 5.941e-02 Score 96.336 Data time: 0.2571, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.1823 [2020-11-13 03:24:24,779][root][INFO] - ===> Epoch[338](8787/26): Loss -0.7015, Sem 0.1075, dir -0.9664, norm 0.1575, swav 0.0000 LR: 5.941e-02 Score 96.220 Data time: 0.2241, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.5691 [2020-11-13 03:24:29,834][root][INFO] - ===> Epoch[338](8788/26): Loss -0.6909, Sem 0.1141, dir -0.9657, norm 0.1607, swav 0.0000 LR: 5.940e-02 Score 96.173 Data time: 0.1703, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.9251 [2020-11-13 03:24:35,514][root][INFO] - ===> Epoch[339](8789/26): Loss -0.6953, Sem 0.1106, dir -0.9634, norm 0.1575, swav 0.0000 LR: 5.940e-02 Score 96.112 Data time: 0.2082, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.5695 [2020-11-13 03:24:41,750][root][INFO] - ===> Epoch[339](8790/26): Loss -0.6624, Sem 0.1330, dir -0.9596, norm 0.1642, swav 0.0000 LR: 5.939e-02 Score 95.627 Data time: 0.2114, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.1217 [2020-11-13 03:24:47,820][root][INFO] - ===> Epoch[339](8791/26): Loss -0.6587, Sem 0.1254, dir -0.9597, norm 0.1756, swav 0.0000 LR: 5.939e-02 Score 95.713 Data time: 0.1783, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.9463 [2020-11-13 03:24:53,765][root][INFO] - ===> Epoch[339](8792/26): Loss -0.7047, Sem 0.1016, dir -0.9667, norm 0.1604, swav 0.0000 LR: 5.938e-02 Score 96.487 Data time: 0.1569, Forward time: 2.2652, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 5.8627 [2020-11-13 03:24:58,830][root][INFO] - ===> Epoch[339](8793/26): Loss -0.6793, Sem 0.1144, dir -0.9658, norm 0.1721, swav 0.0000 LR: 5.938e-02 Score 96.062 Data time: 0.2323, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.9764 [2020-11-13 03:25:04,197][root][INFO] - ===> Epoch[339](8794/26): Loss -0.6863, Sem 0.1006, dir -0.9615, norm 0.1746, swav 0.0000 LR: 5.937e-02 Score 96.625 Data time: 0.2340, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.2462 [2020-11-13 03:25:09,599][root][INFO] - ===> Epoch[339](8795/26): Loss -0.6884, Sem 0.1114, dir -0.9695, norm 0.1696, swav 0.0000 LR: 5.937e-02 Score 96.220 Data time: 0.2275, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.2853 [2020-11-13 03:25:15,033][root][INFO] - ===> Epoch[339](8796/26): Loss -0.6910, Sem 0.1093, dir -0.9670, norm 0.1667, swav 0.0000 LR: 5.936e-02 Score 96.390 Data time: 0.2679, Forward time: 2.2652, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.3119 [2020-11-13 03:25:20,277][root][INFO] - ===> Epoch[339](8797/26): Loss -0.6942, Sem 0.0981, dir -0.9614, norm 0.1691, swav 0.0000 LR: 5.936e-02 Score 96.644 Data time: 0.2463, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.1228 [2020-11-13 03:25:27,102][root][INFO] - ===> Epoch[339](8798/26): Loss -0.7135, Sem 0.0916, dir -0.9676, norm 0.1625, swav 0.0000 LR: 5.935e-02 Score 96.989 Data time: 0.1934, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.7137 [2020-11-13 03:25:32,314][root][INFO] - ===> Epoch[339](8799/26): Loss -0.6542, Sem 0.1308, dir -0.9603, norm 0.1754, swav 0.0000 LR: 5.935e-02 Score 95.331 Data time: 0.1310, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 5.1172 [2020-11-13 03:25:38,588][root][INFO] - ===> Epoch[339](8800/26): Loss -0.6672, Sem 0.1268, dir -0.9614, norm 0.1674, swav 0.0000 LR: 5.935e-02 Score 96.043 Data time: 0.2317, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.2306 [2020-11-13 03:25:45,141][root][INFO] - ===> Epoch[339](8801/26): Loss -0.6906, Sem 0.1143, dir -0.9671, norm 0.1622, swav 0.0000 LR: 5.934e-02 Score 96.325 Data time: 0.1758, Forward time: 2.2652, Backward time: 3.1188, DDP time: 0.0045, Total iter time: 6.4585 [2020-11-13 03:25:51,697][root][INFO] - ===> Epoch[339](8802/26): Loss -0.6679, Sem 0.1279, dir -0.9636, norm 0.1678, swav 0.0000 LR: 5.934e-02 Score 95.827 Data time: 0.2067, Forward time: 2.2652, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.4904 [2020-11-13 03:25:58,128][root][INFO] - ===> Epoch[339](8803/26): Loss -0.6958, Sem 0.1137, dir -0.9669, norm 0.1574, swav 0.0000 LR: 5.933e-02 Score 96.165 Data time: 0.2221, Forward time: 2.2652, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.3293 [2020-11-13 03:26:03,523][root][INFO] - ===> Epoch[339](8804/26): Loss -0.7028, Sem 0.0990, dir -0.9668, norm 0.1649, swav 0.0000 LR: 5.933e-02 Score 96.688 Data time: 0.1790, Forward time: 2.2652, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.2920 [2020-11-13 03:26:09,051][root][INFO] - ===> Epoch[339](8805/26): Loss -0.7061, Sem 0.1051, dir -0.9671, norm 0.1559, swav 0.0000 LR: 5.932e-02 Score 96.616 Data time: 0.1645, Forward time: 2.2651, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.4256 [2020-11-13 03:26:14,844][root][INFO] - ===> Epoch[339](8806/26): Loss -0.6606, Sem 0.1261, dir -0.9579, norm 0.1712, swav 0.0000 LR: 5.932e-02 Score 95.797 Data time: 0.2456, Forward time: 2.2651, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.7245 [2020-11-13 03:26:20,456][root][INFO] - ===> Epoch[339](8807/26): Loss -0.7060, Sem 0.1053, dir -0.9633, norm 0.1521, swav 0.0000 LR: 5.931e-02 Score 96.331 Data time: 0.1301, Forward time: 2.2650, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.5107 [2020-11-13 03:26:25,282][root][INFO] - ===> Epoch[339](8808/26): Loss -0.6808, Sem 0.1055, dir -0.9604, norm 0.1741, swav 0.0000 LR: 5.931e-02 Score 96.496 Data time: 0.2186, Forward time: 2.2650, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 4.7695 [2020-11-13 03:26:32,584][root][INFO] - ===> Epoch[339](8809/26): Loss -0.7057, Sem 0.0965, dir -0.9638, norm 0.1615, swav 0.0000 LR: 5.930e-02 Score 96.691 Data time: 0.2299, Forward time: 2.2650, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 7.2218 [2020-11-13 03:26:39,171][root][INFO] - ===> Epoch[339](8810/26): Loss -0.7037, Sem 0.1045, dir -0.9658, norm 0.1576, swav 0.0000 LR: 5.930e-02 Score 96.428 Data time: 0.2287, Forward time: 2.2650, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 6.4519 [2020-11-13 03:26:44,785][root][INFO] - ===> Epoch[339](8811/26): Loss -0.6652, Sem 0.1186, dir -0.9638, norm 0.1800, swav 0.0000 LR: 5.929e-02 Score 95.937 Data time: 0.2566, Forward time: 2.2651, Backward time: 3.1191, DDP time: 0.0045, Total iter time: 5.5086 [2020-11-13 03:26:49,360][root][INFO] - ===> Epoch[339](8812/26): Loss -0.6755, Sem 0.1099, dir -0.9614, norm 0.1760, swav 0.0000 LR: 5.929e-02 Score 96.235 Data time: 0.1912, Forward time: 2.2651, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 4.4571 [2020-11-13 03:26:54,708][root][INFO] - ===> Epoch[339](8813/26): Loss -0.7337, Sem 0.0929, dir -0.9684, norm 0.1417, swav 0.0000 LR: 5.928e-02 Score 96.783 Data time: 0.2261, Forward time: 2.2651, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.2544 [2020-11-13 03:27:00,992][root][INFO] - ===> Epoch[339](8814/26): Loss -0.6882, Sem 0.1205, dir -0.9661, norm 0.1574, swav 0.0000 LR: 5.928e-02 Score 95.915 Data time: 0.2362, Forward time: 2.2651, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.1635 [2020-11-13 03:27:07,561][root][INFO] - ===> Epoch[340](8815/26): Loss -0.6972, Sem 0.1111, dir -0.9670, norm 0.1587, swav 0.0000 LR: 5.927e-02 Score 96.195 Data time: 0.2648, Forward time: 2.2652, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.4629 [2020-11-13 03:27:13,545][root][INFO] - ===> Epoch[340](8816/26): Loss -0.6923, Sem 0.1095, dir -0.9675, norm 0.1657, swav 0.0000 LR: 5.927e-02 Score 96.336 Data time: 0.2737, Forward time: 2.2653, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.8585 [2020-11-13 03:27:18,117][root][INFO] - ===> Epoch[340](8817/26): Loss -0.6968, Sem 0.0995, dir -0.9661, norm 0.1699, swav 0.0000 LR: 5.926e-02 Score 96.740 Data time: 0.2011, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 4.4524 [2020-11-13 03:27:23,562][root][INFO] - ===> Epoch[340](8818/26): Loss -0.6989, Sem 0.1054, dir -0.9597, norm 0.1555, swav 0.0000 LR: 5.926e-02 Score 96.415 Data time: 0.1867, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 5.3446 [2020-11-13 03:27:28,389][root][INFO] - ===> Epoch[340](8819/26): Loss -0.6787, Sem 0.1181, dir -0.9616, norm 0.1648, swav 0.0000 LR: 5.925e-02 Score 96.099 Data time: 0.2162, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 4.7530 [2020-11-13 03:27:34,652][root][INFO] - ===> Epoch[340](8820/26): Loss -0.7101, Sem 0.1026, dir -0.9694, norm 0.1567, swav 0.0000 LR: 5.925e-02 Score 96.479 Data time: 0.3549, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.1714 [2020-11-13 03:27:40,373][root][INFO] - ===> Epoch[340](8821/26): Loss -0.6893, Sem 0.1075, dir -0.9646, norm 0.1679, swav 0.0000 LR: 5.924e-02 Score 96.290 Data time: 0.2678, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.5911 [2020-11-13 03:27:45,702][root][INFO] - ===> Epoch[340](8822/26): Loss -0.6814, Sem 0.1129, dir -0.9644, norm 0.1701, swav 0.0000 LR: 5.924e-02 Score 96.040 Data time: 0.2590, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.1997 [2020-11-13 03:27:51,268][root][INFO] - ===> Epoch[340](8823/26): Loss -0.6890, Sem 0.1052, dir -0.9604, norm 0.1662, swav 0.0000 LR: 5.924e-02 Score 96.334 Data time: 0.2232, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.4541 [2020-11-13 03:27:57,517][root][INFO] - ===> Epoch[340](8824/26): Loss -0.6947, Sem 0.1111, dir -0.9651, norm 0.1593, swav 0.0000 LR: 5.923e-02 Score 96.308 Data time: 0.3176, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.1396 [2020-11-13 03:28:03,030][root][INFO] - ===> Epoch[340](8825/26): Loss -0.6757, Sem 0.1130, dir -0.9602, norm 0.1714, swav 0.0000 LR: 5.923e-02 Score 96.218 Data time: 0.1968, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 5.3878 [2020-11-13 03:28:09,439][root][INFO] - ===> Epoch[340](8826/26): Loss -0.6574, Sem 0.1224, dir -0.9586, norm 0.1788, swav 0.0000 LR: 5.922e-02 Score 96.141 Data time: 0.3062, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.3129 [2020-11-13 03:28:14,886][root][INFO] - ===> Epoch[340](8827/26): Loss -0.6969, Sem 0.1092, dir -0.9675, norm 0.1614, swav 0.0000 LR: 5.922e-02 Score 96.180 Data time: 0.1930, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.3196 [2020-11-13 03:28:20,253][root][INFO] - ===> Epoch[340](8828/26): Loss -0.6704, Sem 0.1093, dir -0.9610, norm 0.1813, swav 0.0000 LR: 5.921e-02 Score 96.216 Data time: 0.2270, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.2600 [2020-11-13 03:28:25,378][root][INFO] - ===> Epoch[340](8829/26): Loss -0.6996, Sem 0.1030, dir -0.9632, norm 0.1606, swav 0.0000 LR: 5.921e-02 Score 96.554 Data time: 0.2481, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.0542 [2020-11-13 03:28:32,232][root][INFO] - ===> Epoch[340](8830/26): Loss -0.6632, Sem 0.1147, dir -0.9616, norm 0.1837, swav 0.0000 LR: 5.920e-02 Score 96.142 Data time: 0.2464, Forward time: 2.2657, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 6.7261 [2020-11-13 03:28:38,510][root][INFO] - ===> Epoch[340](8831/26): Loss -0.6700, Sem 0.1217, dir -0.9624, norm 0.1707, swav 0.0000 LR: 5.920e-02 Score 96.096 Data time: 0.2487, Forward time: 2.2657, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 6.1335 [2020-11-13 03:28:44,443][root][INFO] - ===> Epoch[340](8832/26): Loss -0.6736, Sem 0.1047, dir -0.9588, norm 0.1805, swav 0.0000 LR: 5.919e-02 Score 96.287 Data time: 0.2933, Forward time: 2.2658, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.8237 [2020-11-13 03:28:50,454][root][INFO] - ===> Epoch[340](8833/26): Loss -0.6786, Sem 0.1142, dir -0.9633, norm 0.1706, swav 0.0000 LR: 5.919e-02 Score 96.190 Data time: 0.2786, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 5.8884 [2020-11-13 03:28:56,795][root][INFO] - ===> Epoch[340](8834/26): Loss -0.6660, Sem 0.1193, dir -0.9632, norm 0.1779, swav 0.0000 LR: 5.918e-02 Score 95.938 Data time: 0.3121, Forward time: 2.2660, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 6.2205 [2020-11-13 03:29:01,450][root][INFO] - ===> Epoch[340](8835/26): Loss -0.6696, Sem 0.1188, dir -0.9617, norm 0.1732, swav 0.0000 LR: 5.918e-02 Score 95.991 Data time: 0.1309, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 4.5330 [2020-11-13 03:29:05,874][root][INFO] - ===> Epoch[340](8836/26): Loss -0.6893, Sem 0.1161, dir -0.9647, norm 0.1592, swav 0.0000 LR: 5.917e-02 Score 95.937 Data time: 0.2249, Forward time: 2.2659, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 4.3469 [2020-11-13 03:29:12,364][root][INFO] - ===> Epoch[340](8837/26): Loss -0.7236, Sem 0.0875, dir -0.9651, norm 0.1540, swav 0.0000 LR: 5.917e-02 Score 96.930 Data time: 0.1955, Forward time: 2.2658, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 6.4046 [2020-11-13 03:29:18,774][root][INFO] - ===> Epoch[340](8838/26): Loss -0.6847, Sem 0.1098, dir -0.9619, norm 0.1674, swav 0.0000 LR: 5.916e-02 Score 96.182 Data time: 0.2439, Forward time: 2.2658, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 6.3579 [2020-11-13 03:29:24,115][root][INFO] - ===> Epoch[340](8839/26): Loss -0.6951, Sem 0.1056, dir -0.9645, norm 0.1638, swav 0.0000 LR: 5.916e-02 Score 96.555 Data time: 0.2328, Forward time: 2.2658, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 5.2398 [2020-11-13 03:29:29,725][root][INFO] - ===> Epoch[340](8840/26): Loss -0.6907, Sem 0.1087, dir -0.9635, norm 0.1641, swav 0.0000 LR: 5.915e-02 Score 96.354 Data time: 0.2688, Forward time: 2.2659, Backward time: 3.1179, DDP time: 0.0045, Total iter time: 5.4999 [2020-11-13 03:29:37,114][root][INFO] - ===> Epoch[341](8841/26): Loss -0.6571, Sem 0.1254, dir -0.9581, norm 0.1756, swav 0.0000 LR: 5.915e-02 Score 95.788 Data time: 0.2425, Forward time: 2.2660, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 7.2870 [2020-11-13 03:29:42,229][root][INFO] - ===> Epoch[341](8842/26): Loss -0.7038, Sem 0.1073, dir -0.9692, norm 0.1582, swav 0.0000 LR: 5.914e-02 Score 96.387 Data time: 0.1766, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 4.9851 [2020-11-13 03:29:48,308][root][INFO] - ===> Epoch[341](8843/26): Loss -0.6277, Sem 0.1211, dir -0.9615, norm 0.2127, swav 0.0000 LR: 5.914e-02 Score 95.982 Data time: 0.2203, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 5.9811 [2020-11-13 03:29:54,680][root][INFO] - ===> Epoch[341](8844/26): Loss -0.6746, Sem 0.1049, dir -0.9634, norm 0.1839, swav 0.0000 LR: 5.914e-02 Score 96.484 Data time: 0.2318, Forward time: 2.2660, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 6.2677 [2020-11-13 03:29:59,402][root][INFO] - ===> Epoch[341](8845/26): Loss -0.6960, Sem 0.1031, dir -0.9629, norm 0.1638, swav 0.0000 LR: 5.913e-02 Score 96.548 Data time: 0.1737, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 4.6106 [2020-11-13 03:30:04,968][root][INFO] - ===> Epoch[341](8846/26): Loss -0.7064, Sem 0.1074, dir -0.9681, norm 0.1544, swav 0.0000 LR: 5.913e-02 Score 96.426 Data time: 0.2625, Forward time: 2.2660, Backward time: 3.1179, DDP time: 0.0045, Total iter time: 5.4864 [2020-11-13 03:30:11,934][root][INFO] - ===> Epoch[341](8847/26): Loss -0.7041, Sem 0.1043, dir -0.9644, norm 0.1560, swav 0.0000 LR: 5.912e-02 Score 96.406 Data time: 0.1655, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 6.8550 [2020-11-13 03:30:18,143][root][INFO] - ===> Epoch[341](8848/26): Loss -0.6908, Sem 0.1073, dir -0.9629, norm 0.1648, swav 0.0000 LR: 5.912e-02 Score 96.403 Data time: 0.2109, Forward time: 2.2659, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 6.1365 [2020-11-13 03:30:24,152][root][INFO] - ===> Epoch[341](8849/26): Loss -0.7053, Sem 0.1012, dir -0.9624, norm 0.1560, swav 0.0000 LR: 5.911e-02 Score 96.580 Data time: 0.2041, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.8933 [2020-11-13 03:30:30,618][root][INFO] - ===> Epoch[341](8850/26): Loss -0.7004, Sem 0.1016, dir -0.9663, norm 0.1643, swav 0.0000 LR: 5.911e-02 Score 96.615 Data time: 0.2251, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 6.3715 [2020-11-13 03:30:36,195][root][INFO] - ===> Epoch[341](8851/26): Loss -0.6944, Sem 0.1042, dir -0.9612, norm 0.1627, swav 0.0000 LR: 5.910e-02 Score 96.441 Data time: 0.1659, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.4584 [2020-11-13 03:30:41,271][root][INFO] - ===> Epoch[341](8852/26): Loss -0.6853, Sem 0.1118, dir -0.9612, norm 0.1640, swav 0.0000 LR: 5.910e-02 Score 96.048 Data time: 0.2271, Forward time: 2.2659, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 4.9812 [2020-11-13 03:30:46,593][root][INFO] - ===> Epoch[341](8853/26): Loss -0.7139, Sem 0.1035, dir -0.9663, norm 0.1489, swav 0.0000 LR: 5.909e-02 Score 96.408 Data time: 0.2016, Forward time: 2.2659, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.2216 [2020-11-13 03:30:51,809][root][INFO] - ===> Epoch[341](8854/26): Loss -0.6511, Sem 0.1357, dir -0.9633, norm 0.1765, swav 0.0000 LR: 5.909e-02 Score 95.537 Data time: 0.2189, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0045, Total iter time: 5.0931 [2020-11-13 03:30:57,768][root][INFO] - ===> Epoch[341](8855/26): Loss -0.7381, Sem 0.0832, dir -0.9665, norm 0.1452, swav 0.0000 LR: 5.908e-02 Score 97.100 Data time: 0.1665, Forward time: 2.2658, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.8257 [2020-11-13 03:31:04,405][root][INFO] - ===> Epoch[341](8856/26): Loss -0.7072, Sem 0.0995, dir -0.9636, norm 0.1569, swav 0.0000 LR: 5.908e-02 Score 96.505 Data time: 0.1478, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.5528 [2020-11-13 03:31:10,237][root][INFO] - ===> Epoch[341](8857/26): Loss -0.7271, Sem 0.0958, dir -0.9664, norm 0.1435, swav 0.0000 LR: 5.907e-02 Score 96.792 Data time: 0.2477, Forward time: 2.2658, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.7576 [2020-11-13 03:31:16,041][root][INFO] - ===> Epoch[341](8858/26): Loss -0.7215, Sem 0.0928, dir -0.9673, norm 0.1530, swav 0.0000 LR: 5.907e-02 Score 96.738 Data time: 0.2075, Forward time: 2.2658, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.6829 [2020-11-13 03:31:22,712][root][INFO] - ===> Epoch[341](8859/26): Loss -0.7067, Sem 0.1038, dir -0.9683, norm 0.1577, swav 0.0000 LR: 5.906e-02 Score 96.344 Data time: 0.2702, Forward time: 2.2659, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.5628 [2020-11-13 03:31:29,300][root][INFO] - ===> Epoch[341](8860/26): Loss -0.6891, Sem 0.1164, dir -0.9657, norm 0.1602, swav 0.0000 LR: 5.906e-02 Score 95.867 Data time: 0.2205, Forward time: 2.2659, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.4710 [2020-11-13 03:31:34,605][root][INFO] - ===> Epoch[341](8861/26): Loss -0.6856, Sem 0.1124, dir -0.9643, norm 0.1663, swav 0.0000 LR: 5.905e-02 Score 96.371 Data time: 0.1244, Forward time: 2.2658, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.1852 [2020-11-13 03:31:41,394][root][INFO] - ===> Epoch[341](8862/26): Loss -0.7237, Sem 0.0932, dir -0.9694, norm 0.1525, swav 0.0000 LR: 5.905e-02 Score 96.870 Data time: 0.1833, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 6.7299 [2020-11-13 03:31:47,215][root][INFO] - ===> Epoch[341](8863/26): Loss -0.7108, Sem 0.1022, dir -0.9664, norm 0.1534, swav 0.0000 LR: 5.904e-02 Score 96.404 Data time: 0.2895, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.7355 [2020-11-13 03:31:53,492][root][INFO] - ===> Epoch[341](8864/26): Loss -0.7104, Sem 0.0945, dir -0.9653, norm 0.1604, swav 0.0000 LR: 5.904e-02 Score 96.732 Data time: 0.2843, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 6.1434 [2020-11-13 03:31:59,075][root][INFO] - ===> Epoch[341](8865/26): Loss -0.7216, Sem 0.0925, dir -0.9697, norm 0.1555, swav 0.0000 LR: 5.904e-02 Score 96.866 Data time: 0.1550, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.4425 [2020-11-13 03:32:04,963][root][INFO] - ===> Epoch[341](8866/26): Loss -0.6826, Sem 0.1086, dir -0.9621, norm 0.1710, swav 0.0000 LR: 5.903e-02 Score 96.241 Data time: 0.1872, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.7974 [2020-11-13 03:32:11,525][root][INFO] - ===> Epoch[342](8867/26): Loss -0.7019, Sem 0.1041, dir -0.9649, norm 0.1590, swav 0.0000 LR: 5.903e-02 Score 96.508 Data time: 0.1945, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0045, Total iter time: 6.4516 [2020-11-13 03:32:17,548][root][INFO] - ===> Epoch[342](8868/26): Loss -0.6549, Sem 0.1179, dir -0.9563, norm 0.1834, swav 0.0000 LR: 5.902e-02 Score 95.956 Data time: 0.2883, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 5.9221 [2020-11-13 03:32:22,537][root][INFO] - ===> Epoch[342](8869/26): Loss -0.6968, Sem 0.0988, dir -0.9623, norm 0.1667, swav 0.0000 LR: 5.902e-02 Score 96.563 Data time: 0.1952, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0045, Total iter time: 4.8641 [2020-11-13 03:32:27,527][root][INFO] - ===> Epoch[342](8870/26): Loss -0.7017, Sem 0.1046, dir -0.9639, norm 0.1576, swav 0.0000 LR: 5.901e-02 Score 96.367 Data time: 0.2302, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 4.8892 [2020-11-13 03:32:31,691][root][INFO] - ===> Epoch[342](8871/26): Loss -0.7035, Sem 0.0965, dir -0.9627, norm 0.1627, swav 0.0000 LR: 5.901e-02 Score 96.677 Data time: 0.2313, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 4.0558 [2020-11-13 03:32:38,200][root][INFO] - ===> Epoch[342](8872/26): Loss -0.6886, Sem 0.1011, dir -0.9645, norm 0.1748, swav 0.0000 LR: 5.900e-02 Score 96.684 Data time: 0.2407, Forward time: 2.2659, Backward time: 3.1183, DDP time: 0.0045, Total iter time: 6.4311 [2020-11-13 03:32:44,174][root][INFO] - ===> Epoch[342](8873/26): Loss -0.7178, Sem 0.0869, dir -0.9642, norm 0.1595, swav 0.0000 LR: 5.900e-02 Score 97.168 Data time: 0.1874, Forward time: 2.2659, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8625 [2020-11-13 03:32:50,764][root][INFO] - ===> Epoch[342](8874/26): Loss -0.7011, Sem 0.1044, dir -0.9620, norm 0.1566, swav 0.0000 LR: 5.899e-02 Score 96.470 Data time: 0.2002, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.5090 [2020-11-13 03:32:56,448][root][INFO] - ===> Epoch[342](8875/26): Loss -0.6789, Sem 0.1083, dir -0.9638, norm 0.1766, swav 0.0000 LR: 5.899e-02 Score 96.263 Data time: 0.2491, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.5730 [2020-11-13 03:33:03,539][root][INFO] - ===> Epoch[342](8876/26): Loss -0.7047, Sem 0.0963, dir -0.9644, norm 0.1633, swav 0.0000 LR: 5.898e-02 Score 96.744 Data time: 0.3229, Forward time: 2.2660, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.9959 [2020-11-13 03:33:08,537][root][INFO] - ===> Epoch[342](8877/26): Loss -0.7117, Sem 0.0934, dir -0.9658, norm 0.1607, swav 0.0000 LR: 5.898e-02 Score 96.845 Data time: 0.2148, Forward time: 2.2660, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.8598 [2020-11-13 03:33:13,808][root][INFO] - ===> Epoch[342](8878/26): Loss -0.7070, Sem 0.1140, dir -0.9662, norm 0.1451, swav 0.0000 LR: 5.897e-02 Score 96.184 Data time: 0.2477, Forward time: 2.2660, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.1541 [2020-11-13 03:33:19,352][root][INFO] - ===> Epoch[342](8879/26): Loss -0.7018, Sem 0.1004, dir -0.9618, norm 0.1596, swav 0.0000 LR: 5.897e-02 Score 96.517 Data time: 0.1829, Forward time: 2.2660, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.4402 [2020-11-13 03:33:25,580][root][INFO] - ===> Epoch[342](8880/26): Loss -0.7024, Sem 0.1033, dir -0.9667, norm 0.1610, swav 0.0000 LR: 5.896e-02 Score 96.450 Data time: 0.1707, Forward time: 2.2660, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.1413 [2020-11-13 03:33:31,254][root][INFO] - ===> Epoch[342](8881/26): Loss -0.7002, Sem 0.1049, dir -0.9664, norm 0.1612, swav 0.0000 LR: 5.896e-02 Score 96.268 Data time: 0.2555, Forward time: 2.2660, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.6108 [2020-11-13 03:33:36,797][root][INFO] - ===> Epoch[342](8882/26): Loss -0.7019, Sem 0.0993, dir -0.9587, norm 0.1576, swav 0.0000 LR: 5.895e-02 Score 96.650 Data time: 0.2003, Forward time: 2.2660, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.4118 [2020-11-13 03:33:43,191][root][INFO] - ===> Epoch[342](8883/26): Loss -0.7064, Sem 0.1048, dir -0.9687, norm 0.1575, swav 0.0000 LR: 5.895e-02 Score 96.285 Data time: 0.2025, Forward time: 2.2660, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.2932 [2020-11-13 03:33:48,321][root][INFO] - ===> Epoch[342](8884/26): Loss -0.7037, Sem 0.1112, dir -0.9690, norm 0.1541, swav 0.0000 LR: 5.894e-02 Score 96.125 Data time: 0.1608, Forward time: 2.2660, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.0281 [2020-11-13 03:33:55,366][root][INFO] - ===> Epoch[342](8885/26): Loss -0.7151, Sem 0.0972, dir -0.9671, norm 0.1548, swav 0.0000 LR: 5.894e-02 Score 96.532 Data time: 0.3205, Forward time: 2.2660, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.9711 [2020-11-13 03:34:01,578][root][INFO] - ===> Epoch[342](8886/26): Loss -0.6948, Sem 0.1172, dir -0.9656, norm 0.1536, swav 0.0000 LR: 5.893e-02 Score 95.853 Data time: 0.2470, Forward time: 2.2661, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.1006 [2020-11-13 03:34:08,181][root][INFO] - ===> Epoch[342](8887/26): Loss -0.6925, Sem 0.1157, dir -0.9674, norm 0.1592, swav 0.0000 LR: 5.893e-02 Score 96.030 Data time: 0.2936, Forward time: 2.2662, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.4744 [2020-11-13 03:34:13,658][root][INFO] - ===> Epoch[342](8888/26): Loss -0.6920, Sem 0.1096, dir -0.9678, norm 0.1662, swav 0.0000 LR: 5.893e-02 Score 96.294 Data time: 0.2168, Forward time: 2.2662, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3565 [2020-11-13 03:34:20,296][root][INFO] - ===> Epoch[342](8889/26): Loss -0.7152, Sem 0.0953, dir -0.9690, norm 0.1586, swav 0.0000 LR: 5.892e-02 Score 96.684 Data time: 0.2350, Forward time: 2.2662, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.5095 [2020-11-13 03:34:26,310][root][INFO] - ===> Epoch[342](8890/26): Loss -0.7180, Sem 0.0959, dir -0.9638, norm 0.1498, swav 0.0000 LR: 5.892e-02 Score 96.744 Data time: 0.1749, Forward time: 2.2661, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.8991 [2020-11-13 03:34:31,640][root][INFO] - ===> Epoch[342](8891/26): Loss -0.6803, Sem 0.1148, dir -0.9610, norm 0.1659, swav 0.0000 LR: 5.891e-02 Score 96.170 Data time: 0.2497, Forward time: 2.2662, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.2365 [2020-11-13 03:34:37,475][root][INFO] - ===> Epoch[342](8892/26): Loss -0.6835, Sem 0.1035, dir -0.9661, norm 0.1790, swav 0.0000 LR: 5.891e-02 Score 96.277 Data time: 0.2284, Forward time: 2.2662, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.7108 [2020-11-13 03:34:42,857][root][INFO] - ===> Epoch[343](8893/26): Loss -0.7083, Sem 0.0952, dir -0.9672, norm 0.1638, swav 0.0000 LR: 5.890e-02 Score 96.680 Data time: 0.1983, Forward time: 2.2662, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2574 [2020-11-13 03:34:48,638][root][INFO] - ===> Epoch[343](8894/26): Loss -0.7032, Sem 0.1067, dir -0.9684, norm 0.1584, swav 0.0000 LR: 5.890e-02 Score 96.147 Data time: 0.1636, Forward time: 2.2661, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.6754 [2020-11-13 03:34:56,378][root][INFO] - ===> Epoch[343](8895/26): Loss -0.6658, Sem 0.1198, dir -0.9645, norm 0.1789, swav 0.0000 LR: 5.889e-02 Score 95.968 Data time: 0.1476, Forward time: 2.2660, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 7.6192 [2020-11-13 03:35:01,811][root][INFO] - ===> Epoch[343](8896/26): Loss -0.7030, Sem 0.1014, dir -0.9660, norm 0.1616, swav 0.0000 LR: 5.889e-02 Score 96.574 Data time: 0.1537, Forward time: 2.2660, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.3664 [2020-11-13 03:35:07,924][root][INFO] - ===> Epoch[343](8897/26): Loss -0.7254, Sem 0.0985, dir -0.9660, norm 0.1421, swav 0.0000 LR: 5.888e-02 Score 96.777 Data time: 0.1497, Forward time: 2.2659, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.0199 [2020-11-13 03:35:13,353][root][INFO] - ===> Epoch[343](8898/26): Loss -0.7023, Sem 0.0975, dir -0.9650, norm 0.1652, swav 0.0000 LR: 5.888e-02 Score 96.604 Data time: 0.2076, Forward time: 2.2659, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.3458 [2020-11-13 03:35:19,206][root][INFO] - ===> Epoch[343](8899/26): Loss -0.6957, Sem 0.1099, dir -0.9686, norm 0.1630, swav 0.0000 LR: 5.887e-02 Score 96.158 Data time: 0.2067, Forward time: 2.2659, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.7452 [2020-11-13 03:35:24,991][root][INFO] - ===> Epoch[343](8900/26): Loss -0.7162, Sem 0.0976, dir -0.9664, norm 0.1526, swav 0.0000 LR: 5.887e-02 Score 96.677 Data time: 0.1118, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.6502 [2020-11-13 03:35:30,721][root][INFO] - ===> Epoch[343](8901/26): Loss -0.7322, Sem 0.0959, dir -0.9698, norm 0.1416, swav 0.0000 LR: 5.886e-02 Score 96.781 Data time: 0.1995, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.6695 [2020-11-13 03:35:35,973][root][INFO] - ===> Epoch[343](8902/26): Loss -0.6942, Sem 0.1036, dir -0.9626, norm 0.1648, swav 0.0000 LR: 5.886e-02 Score 96.375 Data time: 0.1677, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.1538 [2020-11-13 03:35:41,402][root][INFO] - ===> Epoch[343](8903/26): Loss -0.7165, Sem 0.0942, dir -0.9664, norm 0.1557, swav 0.0000 LR: 5.885e-02 Score 96.780 Data time: 0.2078, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.3655 [2020-11-13 03:35:46,577][root][INFO] - ===> Epoch[343](8904/26): Loss -0.6884, Sem 0.1217, dir -0.9637, norm 0.1537, swav 0.0000 LR: 5.885e-02 Score 95.715 Data time: 0.2401, Forward time: 2.2658, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.0669 [2020-11-13 03:35:52,121][root][INFO] - ===> Epoch[343](8905/26): Loss -0.6796, Sem 0.0965, dir -0.9610, norm 0.1848, swav 0.0000 LR: 5.884e-02 Score 96.708 Data time: 0.2200, Forward time: 2.2658, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.4238 [2020-11-13 03:35:57,755][root][INFO] - ===> Epoch[343](8906/26): Loss -0.6744, Sem 0.1211, dir -0.9628, norm 0.1673, swav 0.0000 LR: 5.884e-02 Score 95.947 Data time: 0.2123, Forward time: 2.2658, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.5274 [2020-11-13 03:36:03,303][root][INFO] - ===> Epoch[343](8907/26): Loss -0.6975, Sem 0.1117, dir -0.9650, norm 0.1559, swav 0.0000 LR: 5.883e-02 Score 96.343 Data time: 0.2524, Forward time: 2.2659, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.4376 [2020-11-13 03:36:08,900][root][INFO] - ===> Epoch[343](8908/26): Loss -0.7143, Sem 0.0995, dir -0.9652, norm 0.1514, swav 0.0000 LR: 5.883e-02 Score 96.671 Data time: 0.2060, Forward time: 2.2659, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.4915 [2020-11-13 03:36:14,227][root][INFO] - ===> Epoch[343](8909/26): Loss -0.7086, Sem 0.0977, dir -0.9619, norm 0.1556, swav 0.0000 LR: 5.883e-02 Score 96.705 Data time: 0.1601, Forward time: 2.2659, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.2232 [2020-11-13 03:36:20,074][root][INFO] - ===> Epoch[343](8910/26): Loss -0.7100, Sem 0.0955, dir -0.9655, norm 0.1600, swav 0.0000 LR: 5.882e-02 Score 96.736 Data time: 0.1771, Forward time: 2.2658, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.7900 [2020-11-13 03:36:24,952][root][INFO] - ===> Epoch[343](8911/26): Loss -0.7097, Sem 0.1011, dir -0.9667, norm 0.1559, swav 0.0000 LR: 5.882e-02 Score 96.529 Data time: 0.1711, Forward time: 2.2657, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.7898 [2020-11-13 03:36:29,916][root][INFO] - ===> Epoch[343](8912/26): Loss -0.7044, Sem 0.0926, dir -0.9655, norm 0.1685, swav 0.0000 LR: 5.881e-02 Score 96.885 Data time: 0.1874, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.8897 [2020-11-13 03:36:34,901][root][INFO] - ===> Epoch[343](8913/26): Loss -0.7105, Sem 0.1029, dir -0.9649, norm 0.1515, swav 0.0000 LR: 5.881e-02 Score 96.540 Data time: 0.1632, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.8896 [2020-11-13 03:36:40,302][root][INFO] - ===> Epoch[343](8914/26): Loss -0.6435, Sem 0.1177, dir -0.9592, norm 0.1980, swav 0.0000 LR: 5.880e-02 Score 96.015 Data time: 0.2123, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.3316 [2020-11-13 03:36:47,326][root][INFO] - ===> Epoch[343](8915/26): Loss -0.7075, Sem 0.0968, dir -0.9678, norm 0.1635, swav 0.0000 LR: 5.880e-02 Score 96.783 Data time: 0.2417, Forward time: 2.2657, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.9011 [2020-11-13 03:36:53,138][root][INFO] - ===> Epoch[343](8916/26): Loss -0.6685, Sem 0.1052, dir -0.9650, norm 0.1913, swav 0.0000 LR: 5.879e-02 Score 96.301 Data time: 0.2243, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.7044 [2020-11-13 03:36:58,684][root][INFO] - ===> Epoch[343](8917/26): Loss -0.7144, Sem 0.1006, dir -0.9671, norm 0.1522, swav 0.0000 LR: 5.879e-02 Score 96.578 Data time: 0.1912, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.4336 [2020-11-13 03:37:03,781][root][INFO] - ===> Epoch[343](8918/26): Loss -0.6803, Sem 0.1066, dir -0.9609, norm 0.1740, swav 0.0000 LR: 5.878e-02 Score 96.275 Data time: 0.2000, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.9987 [2020-11-13 03:37:08,586][root][INFO] - ===> Epoch[344](8919/26): Loss -0.7148, Sem 0.1041, dir -0.9671, norm 0.1482, swav 0.0000 LR: 5.878e-02 Score 96.461 Data time: 0.2209, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.6962 [2020-11-13 03:37:15,713][root][INFO] - ===> Epoch[344](8920/26): Loss -0.6825, Sem 0.1080, dir -0.9652, norm 0.1747, swav 0.0000 LR: 5.877e-02 Score 96.320 Data time: 0.2428, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 7.0327 [2020-11-13 03:37:21,857][root][INFO] - ===> Epoch[344](8921/26): Loss -0.6908, Sem 0.1109, dir -0.9583, norm 0.1567, swav 0.0000 LR: 5.877e-02 Score 96.258 Data time: 0.1562, Forward time: 2.2657, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.0096 [2020-11-13 03:37:26,650][root][INFO] - ===> Epoch[344](8922/26): Loss -0.7146, Sem 0.1002, dir -0.9668, norm 0.1519, swav 0.0000 LR: 5.876e-02 Score 96.495 Data time: 0.1580, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.6903 [2020-11-13 03:37:31,123][root][INFO] - ===> Epoch[344](8923/26): Loss -0.7205, Sem 0.0927, dir -0.9664, norm 0.1533, swav 0.0000 LR: 5.876e-02 Score 96.802 Data time: 0.1795, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.3766 [2020-11-13 03:37:36,422][root][INFO] - ===> Epoch[344](8924/26): Loss -0.7024, Sem 0.1060, dir -0.9656, norm 0.1572, swav 0.0000 LR: 5.875e-02 Score 96.399 Data time: 0.1831, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.2038 [2020-11-13 03:37:43,078][root][INFO] - ===> Epoch[344](8925/26): Loss -0.6901, Sem 0.0987, dir -0.9673, norm 0.1784, swav 0.0000 LR: 5.875e-02 Score 96.582 Data time: 0.2275, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.5596 [2020-11-13 03:37:49,910][root][INFO] - ===> Epoch[344](8926/26): Loss -0.6975, Sem 0.0982, dir -0.9641, norm 0.1684, swav 0.0000 LR: 5.874e-02 Score 96.569 Data time: 0.1675, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.7023 [2020-11-13 03:37:55,491][root][INFO] - ===> Epoch[344](8927/26): Loss -0.6969, Sem 0.1118, dir -0.9624, norm 0.1537, swav 0.0000 LR: 5.874e-02 Score 96.185 Data time: 0.1853, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.4678 [2020-11-13 03:38:00,826][root][INFO] - ===> Epoch[344](8928/26): Loss -0.6901, Sem 0.1120, dir -0.9650, norm 0.1628, swav 0.0000 LR: 5.873e-02 Score 96.133 Data time: 0.2356, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.2317 [2020-11-13 03:38:06,610][root][INFO] - ===> Epoch[344](8929/26): Loss -0.7064, Sem 0.1076, dir -0.9658, norm 0.1517, swav 0.0000 LR: 5.873e-02 Score 96.342 Data time: 0.2668, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.6513 [2020-11-13 03:38:12,223][root][INFO] - ===> Epoch[344](8930/26): Loss -0.6912, Sem 0.1100, dir -0.9645, norm 0.1633, swav 0.0000 LR: 5.872e-02 Score 95.935 Data time: 0.2525, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.4966 [2020-11-13 03:38:18,155][root][INFO] - ===> Epoch[344](8931/26): Loss -0.7209, Sem 0.1026, dir -0.9689, norm 0.1454, swav 0.0000 LR: 5.872e-02 Score 96.570 Data time: 0.2251, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.8102 [2020-11-13 03:38:24,103][root][INFO] - ===> Epoch[344](8932/26): Loss -0.7129, Sem 0.1005, dir -0.9657, norm 0.1522, swav 0.0000 LR: 5.872e-02 Score 96.659 Data time: 0.1706, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.8302 [2020-11-13 03:38:29,713][root][INFO] - ===> Epoch[344](8933/26): Loss -0.6984, Sem 0.1070, dir -0.9635, norm 0.1581, swav 0.0000 LR: 5.871e-02 Score 96.232 Data time: 0.2200, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.5085 [2020-11-13 03:38:36,493][root][INFO] - ===> Epoch[344](8934/26): Loss -0.7196, Sem 0.0934, dir -0.9633, norm 0.1504, swav 0.0000 LR: 5.871e-02 Score 96.687 Data time: 0.2235, Forward time: 2.2656, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.6925 [2020-11-13 03:38:41,797][root][INFO] - ===> Epoch[344](8935/26): Loss -0.7212, Sem 0.0924, dir -0.9684, norm 0.1549, swav 0.0000 LR: 5.870e-02 Score 96.829 Data time: 0.1695, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.1914 [2020-11-13 03:38:46,887][root][INFO] - ===> Epoch[344](8936/26): Loss -0.6992, Sem 0.0982, dir -0.9639, norm 0.1664, swav 0.0000 LR: 5.870e-02 Score 96.689 Data time: 0.1827, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0034 [2020-11-13 03:38:52,633][root][INFO] - ===> Epoch[344](8937/26): Loss -0.7041, Sem 0.1040, dir -0.9663, norm 0.1583, swav 0.0000 LR: 5.869e-02 Score 96.334 Data time: 0.1701, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.6265 [2020-11-13 03:38:57,623][root][INFO] - ===> Epoch[344](8938/26): Loss -0.7352, Sem 0.0936, dir -0.9697, norm 0.1409, swav 0.0000 LR: 5.869e-02 Score 96.758 Data time: 0.1826, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.8843 [2020-11-13 03:39:02,454][root][INFO] - ===> Epoch[344](8939/26): Loss -0.7102, Sem 0.1022, dir -0.9648, norm 0.1525, swav 0.0000 LR: 5.868e-02 Score 96.456 Data time: 0.2273, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.7289 [2020-11-13 03:39:08,655][root][INFO] - ===> Epoch[344](8940/26): Loss -0.7159, Sem 0.1005, dir -0.9653, norm 0.1489, swav 0.0000 LR: 5.868e-02 Score 96.530 Data time: 0.2237, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.0726 [2020-11-13 03:39:14,436][root][INFO] - ===> Epoch[344](8941/26): Loss -0.7060, Sem 0.0969, dir -0.9662, norm 0.1633, swav 0.0000 LR: 5.867e-02 Score 96.704 Data time: 0.2565, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.6650 [2020-11-13 03:39:20,382][root][INFO] - ===> Epoch[344](8942/26): Loss -0.7216, Sem 0.0996, dir -0.9677, norm 0.1466, swav 0.0000 LR: 5.867e-02 Score 96.537 Data time: 0.1740, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.8119 [2020-11-13 03:39:26,405][root][INFO] - ===> Epoch[344](8943/26): Loss -0.7024, Sem 0.0966, dir -0.9656, norm 0.1666, swav 0.0000 LR: 5.866e-02 Score 96.665 Data time: 0.1721, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.9243 [2020-11-13 03:39:33,350][root][INFO] - ===> Epoch[344](8944/26): Loss -0.7011, Sem 0.1090, dir -0.9657, norm 0.1556, swav 0.0000 LR: 5.866e-02 Score 96.347 Data time: 0.1991, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.8535 [2020-11-13 03:39:38,483][root][INFO] - ===> Epoch[345](8945/26): Loss -0.7207, Sem 0.1020, dir -0.9673, norm 0.1446, swav 0.0000 LR: 5.865e-02 Score 96.486 Data time: 0.2258, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0316 [2020-11-13 03:39:43,140][root][INFO] - ===> Epoch[345](8946/26): Loss -0.6906, Sem 0.1085, dir -0.9651, norm 0.1660, swav 0.0000 LR: 5.865e-02 Score 96.299 Data time: 0.1734, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.5400 [2020-11-13 03:39:48,510][root][INFO] - ===> Epoch[345](8947/26): Loss -0.6611, Sem 0.1085, dir -0.9595, norm 0.1898, swav 0.0000 LR: 5.864e-02 Score 96.353 Data time: 0.2126, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2684 [2020-11-13 03:39:55,579][root][INFO] - ===> Epoch[345](8948/26): Loss -0.6934, Sem 0.1116, dir -0.9667, norm 0.1618, swav 0.0000 LR: 5.864e-02 Score 96.390 Data time: 0.2151, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.9344 [2020-11-13 03:40:01,749][root][INFO] - ===> Epoch[345](8949/26): Loss -0.6947, Sem 0.1065, dir -0.9579, norm 0.1568, swav 0.0000 LR: 5.863e-02 Score 96.477 Data time: 0.2167, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.0382 [2020-11-13 03:40:06,943][root][INFO] - ===> Epoch[345](8950/26): Loss -0.7002, Sem 0.0988, dir -0.9665, norm 0.1675, swav 0.0000 LR: 5.863e-02 Score 96.636 Data time: 0.2083, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0781 [2020-11-13 03:40:12,833][root][INFO] - ===> Epoch[345](8951/26): Loss -0.6925, Sem 0.1055, dir -0.9636, norm 0.1656, swav 0.0000 LR: 5.862e-02 Score 96.346 Data time: 0.1446, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.7763 [2020-11-13 03:40:18,028][root][INFO] - ===> Epoch[345](8952/26): Loss -0.7138, Sem 0.0934, dir -0.9626, norm 0.1554, swav 0.0000 LR: 5.862e-02 Score 96.777 Data time: 0.1599, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.1291 [2020-11-13 03:40:22,853][root][INFO] - ===> Epoch[345](8953/26): Loss -0.6855, Sem 0.1211, dir -0.9685, norm 0.1619, swav 0.0000 LR: 5.861e-02 Score 95.975 Data time: 0.1824, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.7373 [2020-11-13 03:40:29,546][root][INFO] - ===> Epoch[345](8954/26): Loss -0.6768, Sem 0.1215, dir -0.9640, norm 0.1657, swav 0.0000 LR: 5.861e-02 Score 95.815 Data time: 0.2213, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.5796 [2020-11-13 03:40:34,289][root][INFO] - ===> Epoch[345](8955/26): Loss -0.6979, Sem 0.1092, dir -0.9636, norm 0.1565, swav 0.0000 LR: 5.861e-02 Score 96.246 Data time: 0.2215, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.6295 [2020-11-13 03:40:39,381][root][INFO] - ===> Epoch[345](8956/26): Loss -0.6985, Sem 0.1017, dir -0.9657, norm 0.1655, swav 0.0000 LR: 5.860e-02 Score 96.721 Data time: 0.2511, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.9742 [2020-11-13 03:40:44,829][root][INFO] - ===> Epoch[345](8957/26): Loss -0.7018, Sem 0.1009, dir -0.9628, norm 0.1601, swav 0.0000 LR: 5.860e-02 Score 96.537 Data time: 0.2559, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.3290 [2020-11-13 03:40:50,315][root][INFO] - ===> Epoch[345](8958/26): Loss -0.6887, Sem 0.1084, dir -0.9670, norm 0.1699, swav 0.0000 LR: 5.859e-02 Score 96.060 Data time: 0.2270, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3632 [2020-11-13 03:40:56,939][root][INFO] - ===> Epoch[345](8959/26): Loss -0.6872, Sem 0.1137, dir -0.9634, norm 0.1626, swav 0.0000 LR: 5.859e-02 Score 96.097 Data time: 0.2767, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5123 [2020-11-13 03:41:03,633][root][INFO] - ===> Epoch[345](8960/26): Loss -0.7134, Sem 0.0933, dir -0.9663, norm 0.1596, swav 0.0000 LR: 5.858e-02 Score 96.784 Data time: 0.1530, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.5500 [2020-11-13 03:41:09,003][root][INFO] - ===> Epoch[345](8961/26): Loss -0.6962, Sem 0.1016, dir -0.9622, norm 0.1644, swav 0.0000 LR: 5.858e-02 Score 96.374 Data time: 0.1979, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2832 [2020-11-13 03:41:16,690][root][INFO] - ===> Epoch[345](8962/26): Loss -0.7225, Sem 0.0858, dir -0.9630, norm 0.1546, swav 0.0000 LR: 5.857e-02 Score 97.074 Data time: 0.2052, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 7.6065 [2020-11-13 03:41:23,181][root][INFO] - ===> Epoch[345](8963/26): Loss -0.6993, Sem 0.1067, dir -0.9645, norm 0.1585, swav 0.0000 LR: 5.857e-02 Score 96.272 Data time: 0.2294, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.3756 [2020-11-13 03:41:28,450][root][INFO] - ===> Epoch[345](8964/26): Loss -0.6898, Sem 0.1193, dir -0.9645, norm 0.1554, swav 0.0000 LR: 5.856e-02 Score 95.988 Data time: 0.1930, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.1400 [2020-11-13 03:41:34,243][root][INFO] - ===> Epoch[345](8965/26): Loss -0.7135, Sem 0.1042, dir -0.9648, norm 0.1471, swav 0.0000 LR: 5.856e-02 Score 96.231 Data time: 0.2753, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.7093 [2020-11-13 03:41:40,584][root][INFO] - ===> Epoch[345](8966/26): Loss -0.6739, Sem 0.1186, dir -0.9649, norm 0.1724, swav 0.0000 LR: 5.855e-02 Score 95.814 Data time: 0.2098, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.2108 [2020-11-13 03:41:45,449][root][INFO] - ===> Epoch[345](8967/26): Loss -0.7020, Sem 0.1137, dir -0.9675, norm 0.1518, swav 0.0000 LR: 5.855e-02 Score 96.119 Data time: 0.1741, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.7635 [2020-11-13 03:41:51,116][root][INFO] - ===> Epoch[345](8968/26): Loss -0.6931, Sem 0.1029, dir -0.9668, norm 0.1708, swav 0.0000 LR: 5.854e-02 Score 96.472 Data time: 0.1853, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.5898 [2020-11-13 03:41:56,269][root][INFO] - ===> Epoch[345](8969/26): Loss -0.7247, Sem 0.0877, dir -0.9653, norm 0.1529, swav 0.0000 LR: 5.854e-02 Score 96.994 Data time: 0.2092, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0516 [2020-11-13 03:42:02,179][root][INFO] - ===> Epoch[345](8970/26): Loss -0.7025, Sem 0.1058, dir -0.9642, norm 0.1560, swav 0.0000 LR: 5.853e-02 Score 96.408 Data time: 0.2005, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.8098 [2020-11-13 03:42:08,191][root][INFO] - ===> Epoch[346](8971/26): Loss -0.6882, Sem 0.1073, dir -0.9604, norm 0.1649, swav 0.0000 LR: 5.853e-02 Score 96.173 Data time: 0.1975, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.9351 [2020-11-13 03:42:12,729][root][INFO] - ===> Epoch[346](8972/26): Loss -0.6493, Sem 0.1468, dir -0.9631, norm 0.1670, swav 0.0000 LR: 5.852e-02 Score 95.701 Data time: 0.1650, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.4366 [2020-11-13 03:42:17,337][root][INFO] - ===> Epoch[346](8973/26): Loss -0.6724, Sem 0.1247, dir -0.9595, norm 0.1624, swav 0.0000 LR: 5.852e-02 Score 95.754 Data time: 0.2174, Forward time: 2.2652, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.5129 [2020-11-13 03:42:22,212][root][INFO] - ===> Epoch[346](8974/26): Loss -0.6899, Sem 0.1023, dir -0.9671, norm 0.1749, swav 0.0000 LR: 5.851e-02 Score 96.491 Data time: 0.2016, Forward time: 2.2652, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.7725 [2020-11-13 03:42:28,940][root][INFO] - ===> Epoch[346](8975/26): Loss -0.6907, Sem 0.1023, dir -0.9657, norm 0.1728, swav 0.0000 LR: 5.851e-02 Score 96.414 Data time: 0.3350, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.6147 [2020-11-13 03:42:35,301][root][INFO] - ===> Epoch[346](8976/26): Loss -0.6717, Sem 0.1047, dir -0.9628, norm 0.1864, swav 0.0000 LR: 5.851e-02 Score 96.508 Data time: 0.2086, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.2231 [2020-11-13 03:42:41,322][root][INFO] - ===> Epoch[346](8977/26): Loss -0.6607, Sem 0.1131, dir -0.9574, norm 0.1836, swav 0.0000 LR: 5.850e-02 Score 96.211 Data time: 0.2701, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8971 [2020-11-13 03:42:46,842][root][INFO] - ===> Epoch[346](8978/26): Loss -0.6932, Sem 0.1013, dir -0.9608, norm 0.1664, swav 0.0000 LR: 5.850e-02 Score 96.558 Data time: 0.1989, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3681 [2020-11-13 03:42:53,558][root][INFO] - ===> Epoch[346](8979/26): Loss -0.6840, Sem 0.0992, dir -0.9617, norm 0.1784, swav 0.0000 LR: 5.849e-02 Score 96.514 Data time: 0.2152, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.5969 [2020-11-13 03:42:59,183][root][INFO] - ===> Epoch[346](8980/26): Loss -0.7031, Sem 0.1004, dir -0.9612, norm 0.1577, swav 0.0000 LR: 5.849e-02 Score 96.507 Data time: 0.2246, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.5201 [2020-11-13 03:43:05,052][root][INFO] - ===> Epoch[346](8981/26): Loss -0.6778, Sem 0.1225, dir -0.9665, norm 0.1661, swav 0.0000 LR: 5.848e-02 Score 95.963 Data time: 0.1676, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.7621 [2020-11-13 03:43:09,522][root][INFO] - ===> Epoch[346](8982/26): Loss -0.6903, Sem 0.1116, dir -0.9604, norm 0.1585, swav 0.0000 LR: 5.848e-02 Score 96.186 Data time: 0.1942, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.3995 [2020-11-13 03:43:16,095][root][INFO] - ===> Epoch[346](8983/26): Loss -0.6993, Sem 0.1018, dir -0.9645, norm 0.1634, swav 0.0000 LR: 5.847e-02 Score 96.502 Data time: 0.2460, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.4778 [2020-11-13 03:43:21,515][root][INFO] - ===> Epoch[346](8984/26): Loss -0.6791, Sem 0.1112, dir -0.9592, norm 0.1690, swav 0.0000 LR: 5.847e-02 Score 96.262 Data time: 0.2157, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.3026 [2020-11-13 03:43:27,782][root][INFO] - ===> Epoch[346](8985/26): Loss -0.6749, Sem 0.1162, dir -0.9661, norm 0.1750, swav 0.0000 LR: 5.846e-02 Score 95.928 Data time: 0.2427, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.1584 [2020-11-13 03:43:33,651][root][INFO] - ===> Epoch[346](8986/26): Loss -0.6946, Sem 0.0985, dir -0.9677, norm 0.1746, swav 0.0000 LR: 5.846e-02 Score 96.752 Data time: 0.1835, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.7355 [2020-11-13 03:43:38,611][root][INFO] - ===> Epoch[346](8987/26): Loss -0.6913, Sem 0.1116, dir -0.9652, norm 0.1624, swav 0.0000 LR: 5.845e-02 Score 96.077 Data time: 0.1958, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.8557 [2020-11-13 03:43:43,222][root][INFO] - ===> Epoch[346](8988/26): Loss -0.6884, Sem 0.1069, dir -0.9633, norm 0.1680, swav 0.0000 LR: 5.845e-02 Score 96.335 Data time: 0.2114, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.4895 [2020-11-13 03:43:49,968][root][INFO] - ===> Epoch[346](8989/26): Loss -0.7091, Sem 0.1003, dir -0.9685, norm 0.1592, swav 0.0000 LR: 5.844e-02 Score 96.456 Data time: 0.2043, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.6287 [2020-11-13 03:43:56,396][root][INFO] - ===> Epoch[346](8990/26): Loss -0.6961, Sem 0.0995, dir -0.9624, norm 0.1669, swav 0.0000 LR: 5.844e-02 Score 96.754 Data time: 0.1947, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.3242 [2020-11-13 03:44:02,016][root][INFO] - ===> Epoch[346](8991/26): Loss -0.6885, Sem 0.1148, dir -0.9635, norm 0.1602, swav 0.0000 LR: 5.843e-02 Score 96.153 Data time: 0.2163, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.5076 [2020-11-13 03:44:07,797][root][INFO] - ===> Epoch[346](8992/26): Loss -0.6545, Sem 0.1010, dir -0.9561, norm 0.2005, swav 0.0000 LR: 5.843e-02 Score 96.637 Data time: 0.2528, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.6516 [2020-11-13 03:44:13,510][root][INFO] - ===> Epoch[346](8993/26): Loss -0.6634, Sem 0.1214, dir -0.9608, norm 0.1760, swav 0.0000 LR: 5.842e-02 Score 96.032 Data time: 0.2712, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.5704 [2020-11-13 03:44:20,333][root][INFO] - ===> Epoch[346](8994/26): Loss -0.6654, Sem 0.1114, dir -0.9544, norm 0.1776, swav 0.0000 LR: 5.842e-02 Score 96.260 Data time: 0.1978, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.7033 [2020-11-13 03:44:27,585][root][INFO] - ===> Epoch[346](8995/26): Loss -0.6928, Sem 0.1082, dir -0.9650, norm 0.1640, swav 0.0000 LR: 5.841e-02 Score 96.194 Data time: 0.1546, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 7.1493 [2020-11-13 03:44:33,603][root][INFO] - ===> Epoch[346](8996/26): Loss -0.7001, Sem 0.1162, dir -0.9668, norm 0.1505, swav 0.0000 LR: 5.841e-02 Score 96.150 Data time: 0.2096, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.9169 [2020-11-13 03:44:38,995][root][INFO] - ===> Epoch[347](8997/26): Loss -0.6737, Sem 0.1274, dir -0.9671, norm 0.1659, swav 0.0000 LR: 5.840e-02 Score 95.602 Data time: 0.1598, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.2912 [2020-11-13 03:44:44,075][root][INFO] - ===> Epoch[347](8998/26): Loss -0.6976, Sem 0.1037, dir -0.9606, norm 0.1594, swav 0.0000 LR: 5.840e-02 Score 96.493 Data time: 0.2100, Forward time: 2.2652, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.0201 [2020-11-13 03:44:49,987][root][INFO] - ===> Epoch[347](8999/26): Loss -0.6959, Sem 0.0945, dir -0.9574, norm 0.1670, swav 0.0000 LR: 5.840e-02 Score 96.795 Data time: 0.2883, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.7945 [2020-11-13 03:44:54,877][root][INFO] - ===> Epoch[347](9000/26): Loss -0.7008, Sem 0.1045, dir -0.9673, norm 0.1621, swav 0.0000 LR: 5.839e-02 Score 96.239 Data time: 0.2097, Forward time: 2.2652, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.7735 [2020-11-13 03:44:55,697][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 03:44:55,813][root][INFO] - ===> Start testing [2020-11-13 03:46:29,004][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.1544 Loss 0.073 (AVG: 0.563) Score 98.436 (AVG: 88.512) mIOU 67.566 mAP 74.778 mAcc 76.588 IOU: 82.654 96.699 54.310 75.279 89.065 81.923 75.162 65.811 59.598 74.750 22.804 53.919 50.558 76.399 47.510 45.883 93.553 69.680 87.214 48.541 mAP: 79.281 96.749 59.662 72.853 90.429 87.369 79.364 71.711 68.804 78.938 43.919 54.115 60.759 89.443 51.863 78.541 98.268 84.232 85.615 63.646 mAcc: 96.152 98.540 65.625 86.893 93.564 96.170 87.632 73.699 65.815 86.881 27.507 71.052 63.769 86.779 50.481 50.863 96.692 86.455 93.984 53.217 [2020-11-13 03:47:55,537][root][INFO] - 201/312: Data time: 0.0087, Iter time: 0.3924 Loss 0.182 (AVG: 0.531) Score 94.635 (AVG: 88.876) mIOU 68.322 mAP 75.456 mAcc 77.089 IOU: 83.270 96.759 55.930 79.085 89.440 78.482 73.933 62.797 57.673 78.694 26.978 61.958 53.831 74.131 38.988 49.317 92.691 73.187 86.763 52.538 mAP: 80.103 96.242 61.252 73.041 91.088 81.769 75.259 72.304 68.473 75.883 53.061 54.055 67.321 89.702 57.021 80.801 97.220 87.396 81.637 65.487 mAcc: 96.247 98.722 68.348 86.357 92.683 94.833 85.742 71.506 65.131 86.855 32.947 76.286 71.656 87.025 43.444 53.427 96.968 84.253 91.456 57.899 [2020-11-13 03:49:27,413][root][INFO] - 301/312: Data time: 0.0080, Iter time: 0.4112 Loss 1.694 (AVG: 0.537) Score 77.123 (AVG: 89.027) mIOU 69.121 mAP 75.324 mAcc 77.399 IOU: 84.017 96.424 60.632 79.611 89.099 78.664 71.920 62.402 60.065 79.729 25.869 65.708 58.280 69.855 43.533 54.606 92.791 69.033 86.782 53.394 mAP: 80.477 95.901 64.106 74.621 89.897 81.632 72.999 70.557 69.156 74.370 53.316 59.735 66.936 82.808 58.554 81.164 97.005 87.303 82.884 63.069 mAcc: 96.391 98.647 72.776 85.001 92.181 93.195 84.793 71.342 69.082 87.367 31.289 76.703 74.605 80.252 47.651 58.879 97.330 79.018 92.019 59.470 [2020-11-13 03:49:37,172][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.1937 Loss 0.137 (AVG: 0.534) Score 94.140 (AVG: 89.097) mIOU 69.592 mAP 75.479 mAcc 77.831 IOU: 83.927 96.440 61.318 79.808 89.244 79.461 72.038 62.635 60.717 79.955 25.692 64.776 58.857 70.284 46.276 56.980 92.839 68.560 87.008 55.015 mAP: 80.452 96.008 64.328 74.696 90.023 81.471 73.033 71.050 69.634 73.897 52.973 60.118 66.857 83.114 59.408 82.400 96.787 86.390 83.347 63.589 mAcc: 96.396 98.646 72.933 85.174 92.352 93.508 84.873 71.907 69.456 87.545 30.971 76.976 74.862 80.485 50.623 61.340 97.132 78.366 92.241 60.825 [2020-11-13 03:49:37,180][root][INFO] - Finished test. Elapsed time: 281.3586 [2020-11-13 03:49:47,664][root][INFO] - [2020-11-13 03:49:47,665][root][INFO] - ################################################################ [2020-11-13 03:49:47,665][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 03:49:47,665][root][INFO] - ################################################################ [2020-11-13 03:49:47,665][root][INFO] - cabinet : 0.269 0.501 0.674 [2020-11-13 03:49:47,666][root][INFO] - bed : 0.374 0.727 0.835 [2020-11-13 03:49:47,666][root][INFO] - chair : 0.714 0.862 0.911 [2020-11-13 03:49:47,666][root][INFO] - sofa : 0.423 0.647 0.838 [2020-11-13 03:49:47,666][root][INFO] - table : 0.419 0.658 0.785 [2020-11-13 03:49:47,666][root][INFO] - door : 0.252 0.462 0.597 [2020-11-13 03:49:47,666][root][INFO] - window : 0.197 0.367 0.587 [2020-11-13 03:49:47,666][root][INFO] - bookshelf : 0.246 0.606 0.755 [2020-11-13 03:49:47,666][root][INFO] - picture : 0.174 0.268 0.326 [2020-11-13 03:49:47,666][root][INFO] - counter : 0.092 0.278 0.683 [2020-11-13 03:49:47,666][root][INFO] - desk : 0.071 0.235 0.623 [2020-11-13 03:49:47,666][root][INFO] - curtain : 0.297 0.485 0.658 [2020-11-13 03:49:47,666][root][INFO] - refrigerator : 0.339 0.403 0.430 [2020-11-13 03:49:47,666][root][INFO] - shower curtain : 0.498 0.655 0.655 [2020-11-13 03:49:47,666][root][INFO] - toilet : 0.826 0.999 0.999 [2020-11-13 03:49:47,666][root][INFO] - sink : 0.352 0.641 0.844 [2020-11-13 03:49:47,666][root][INFO] - bathtub : 0.590 0.841 0.844 [2020-11-13 03:49:47,666][root][INFO] - otherfurniture : 0.379 0.534 0.644 [2020-11-13 03:49:47,666][root][INFO] - ---------------------------------------------------------------- [2020-11-13 03:49:47,666][root][INFO] - average : 0.362 0.565 0.705 [2020-11-13 03:49:47,666][root][INFO] - [2020-11-13 03:49:47,789][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 03:49:47,790][root][INFO] - Current best mIoU: 71.637 at iter 7000 [2020-11-13 03:49:53,368][root][INFO] - ===> Epoch[347](9001/26): Loss -0.6924, Sem 0.1084, dir -0.9613, norm 0.1605, swav 0.0000 LR: 5.839e-02 Score 96.360 Data time: 0.2341, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.5701 [2020-11-13 03:50:00,456][root][INFO] - ===> Epoch[347](9002/26): Loss -0.7120, Sem 0.0898, dir -0.9667, norm 0.1649, swav 0.0000 LR: 5.838e-02 Score 96.951 Data time: 0.2117, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.9662 [2020-11-13 03:50:04,798][root][INFO] - ===> Epoch[347](9003/26): Loss -0.6961, Sem 0.0981, dir -0.9642, norm 0.1700, swav 0.0000 LR: 5.838e-02 Score 96.701 Data time: 0.1814, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.2434 [2020-11-13 03:50:10,552][root][INFO] - ===> Epoch[347](9004/26): Loss -0.6776, Sem 0.1018, dir -0.9611, norm 0.1817, swav 0.0000 LR: 5.837e-02 Score 96.494 Data time: 0.1723, Forward time: 2.2652, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.6571 [2020-11-13 03:50:16,339][root][INFO] - ===> Epoch[347](9005/26): Loss -0.6754, Sem 0.1110, dir -0.9597, norm 0.1733, swav 0.0000 LR: 5.837e-02 Score 96.276 Data time: 0.2611, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.6732 [2020-11-13 03:50:21,399][root][INFO] - ===> Epoch[347](9006/26): Loss -0.7139, Sem 0.0986, dir -0.9677, norm 0.1552, swav 0.0000 LR: 5.836e-02 Score 96.475 Data time: 0.2026, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.9414 [2020-11-13 03:50:27,834][root][INFO] - ===> Epoch[347](9007/26): Loss -0.6394, Sem 0.1288, dir -0.9553, norm 0.1872, swav 0.0000 LR: 5.836e-02 Score 95.715 Data time: 0.1738, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.3268 [2020-11-13 03:50:32,364][root][INFO] - ===> Epoch[347](9008/26): Loss -0.6916, Sem 0.1144, dir -0.9659, norm 0.1599, swav 0.0000 LR: 5.835e-02 Score 95.986 Data time: 0.1701, Forward time: 2.2652, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.4292 [2020-11-13 03:50:38,402][root][INFO] - ===> Epoch[347](9009/26): Loss -0.6963, Sem 0.0982, dir -0.9609, norm 0.1664, swav 0.0000 LR: 5.835e-02 Score 96.778 Data time: 0.2511, Forward time: 2.2652, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.9221 [2020-11-13 03:50:45,081][root][INFO] - ===> Epoch[347](9010/26): Loss -0.6876, Sem 0.1140, dir -0.9639, norm 0.1624, swav 0.0000 LR: 5.834e-02 Score 96.225 Data time: 0.2675, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.5595 [2020-11-13 03:50:50,225][root][INFO] - ===> Epoch[347](9011/26): Loss -0.6515, Sem 0.1234, dir -0.9570, norm 0.1821, swav 0.0000 LR: 5.834e-02 Score 96.258 Data time: 0.1833, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.0212 [2020-11-13 03:50:55,362][root][INFO] - ===> Epoch[347](9012/26): Loss -0.7116, Sem 0.0991, dir -0.9623, norm 0.1516, swav 0.0000 LR: 5.833e-02 Score 96.708 Data time: 0.2233, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.0509 [2020-11-13 03:51:01,941][root][INFO] - ===> Epoch[347](9013/26): Loss -0.7124, Sem 0.0984, dir -0.9703, norm 0.1594, swav 0.0000 LR: 5.833e-02 Score 96.658 Data time: 0.2607, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.4652 [2020-11-13 03:51:08,052][root][INFO] - ===> Epoch[347](9014/26): Loss -0.6534, Sem 0.1150, dir -0.9639, norm 0.1955, swav 0.0000 LR: 5.832e-02 Score 96.123 Data time: 0.2503, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.9928 [2020-11-13 03:51:13,368][root][INFO] - ===> Epoch[347](9015/26): Loss -0.6997, Sem 0.1068, dir -0.9666, norm 0.1602, swav 0.0000 LR: 5.832e-02 Score 96.196 Data time: 0.1760, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2214 [2020-11-13 03:51:18,805][root][INFO] - ===> Epoch[347](9016/26): Loss -0.6707, Sem 0.1260, dir -0.9654, norm 0.1687, swav 0.0000 LR: 5.831e-02 Score 95.494 Data time: 0.2443, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.3683 [2020-11-13 03:51:25,892][root][INFO] - ===> Epoch[347](9017/26): Loss -0.6916, Sem 0.1178, dir -0.9661, norm 0.1567, swav 0.0000 LR: 5.831e-02 Score 96.141 Data time: 0.2180, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.9787 [2020-11-13 03:51:31,710][root][INFO] - ===> Epoch[347](9018/26): Loss -0.7157, Sem 0.0988, dir -0.9669, norm 0.1524, swav 0.0000 LR: 5.830e-02 Score 96.489 Data time: 0.2634, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.7125 [2020-11-13 03:51:37,040][root][INFO] - ===> Epoch[347](9019/26): Loss -0.6910, Sem 0.1082, dir -0.9628, norm 0.1637, swav 0.0000 LR: 5.830e-02 Score 96.089 Data time: 0.2276, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.2030 [2020-11-13 03:51:44,752][root][INFO] - ===> Epoch[347](9020/26): Loss -0.6869, Sem 0.1123, dir -0.9612, norm 0.1619, swav 0.0000 LR: 5.829e-02 Score 96.180 Data time: 0.2611, Forward time: 2.2656, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 7.6109 [2020-11-13 03:51:50,571][root][INFO] - ===> Epoch[347](9021/26): Loss -0.7022, Sem 0.1025, dir -0.9637, norm 0.1590, swav 0.0000 LR: 5.829e-02 Score 96.433 Data time: 0.2657, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.6905 [2020-11-13 03:51:55,446][root][INFO] - ===> Epoch[347](9022/26): Loss -0.6709, Sem 0.1299, dir -0.9653, norm 0.1646, swav 0.0000 LR: 5.829e-02 Score 95.489 Data time: 0.1096, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.7433 [2020-11-13 03:52:02,897][root][INFO] - ===> Epoch[348](9023/26): Loss -0.6977, Sem 0.0981, dir -0.9624, norm 0.1666, swav 0.0000 LR: 5.828e-02 Score 96.641 Data time: 0.2248, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 7.3910 [2020-11-13 03:52:09,828][root][INFO] - ===> Epoch[348](9024/26): Loss -0.7099, Sem 0.1044, dir -0.9671, norm 0.1528, swav 0.0000 LR: 5.828e-02 Score 96.473 Data time: 0.3454, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.7963 [2020-11-13 03:52:16,591][root][INFO] - ===> Epoch[348](9025/26): Loss -0.6764, Sem 0.1269, dir -0.9633, norm 0.1600, swav 0.0000 LR: 5.827e-02 Score 96.059 Data time: 0.1805, Forward time: 2.2656, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.6044 [2020-11-13 03:52:21,450][root][INFO] - ===> Epoch[348](9026/26): Loss -0.7047, Sem 0.1067, dir -0.9709, norm 0.1595, swav 0.0000 LR: 5.827e-02 Score 96.353 Data time: 0.2032, Forward time: 2.2656, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.7552 [2020-11-13 03:52:26,819][root][INFO] - ===> Epoch[348](9027/26): Loss -0.6693, Sem 0.1096, dir -0.9566, norm 0.1777, swav 0.0000 LR: 5.826e-02 Score 96.197 Data time: 0.2009, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2822 [2020-11-13 03:52:32,975][root][INFO] - ===> Epoch[348](9028/26): Loss -0.7107, Sem 0.0959, dir -0.9672, norm 0.1605, swav 0.0000 LR: 5.826e-02 Score 96.674 Data time: 0.2093, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.0585 [2020-11-13 03:52:38,994][root][INFO] - ===> Epoch[348](9029/26): Loss -0.7118, Sem 0.0986, dir -0.9643, norm 0.1540, swav 0.0000 LR: 5.825e-02 Score 96.659 Data time: 0.2827, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.9132 [2020-11-13 03:52:44,750][root][INFO] - ===> Epoch[348](9030/26): Loss -0.6892, Sem 0.1119, dir -0.9650, norm 0.1639, swav 0.0000 LR: 5.825e-02 Score 96.254 Data time: 0.1808, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.6323 [2020-11-13 03:52:49,824][root][INFO] - ===> Epoch[348](9031/26): Loss -0.7081, Sem 0.0999, dir -0.9672, norm 0.1593, swav 0.0000 LR: 5.824e-02 Score 96.600 Data time: 0.2324, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.9552 [2020-11-13 03:52:54,621][root][INFO] - ===> Epoch[348](9032/26): Loss -0.7006, Sem 0.1047, dir -0.9622, norm 0.1568, swav 0.0000 LR: 5.824e-02 Score 96.367 Data time: 0.2162, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.6682 [2020-11-13 03:52:59,205][root][INFO] - ===> Epoch[348](9033/26): Loss -0.6778, Sem 0.1303, dir -0.9623, norm 0.1542, swav 0.0000 LR: 5.823e-02 Score 95.493 Data time: 0.1974, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.4759 [2020-11-13 03:53:04,473][root][INFO] - ===> Epoch[348](9034/26): Loss -0.7328, Sem 0.0920, dir -0.9687, norm 0.1439, swav 0.0000 LR: 5.823e-02 Score 96.953 Data time: 0.1151, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.1504 [2020-11-13 03:53:08,994][root][INFO] - ===> Epoch[348](9035/26): Loss -0.7135, Sem 0.1018, dir -0.9632, norm 0.1479, swav 0.0000 LR: 5.822e-02 Score 96.520 Data time: 0.1948, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.4538 [2020-11-13 03:53:14,643][root][INFO] - ===> Epoch[348](9036/26): Loss -0.7391, Sem 0.0929, dir -0.9730, norm 0.1410, swav 0.0000 LR: 5.822e-02 Score 96.902 Data time: 0.2043, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5501 [2020-11-13 03:53:20,039][root][INFO] - ===> Epoch[348](9037/26): Loss -0.7316, Sem 0.0961, dir -0.9701, norm 0.1424, swav 0.0000 LR: 5.821e-02 Score 96.580 Data time: 0.2220, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.3012 [2020-11-13 03:53:25,474][root][INFO] - ===> Epoch[348](9038/26): Loss -0.7251, Sem 0.0958, dir -0.9657, norm 0.1447, swav 0.0000 LR: 5.821e-02 Score 96.607 Data time: 0.1531, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.3299 [2020-11-13 03:53:31,427][root][INFO] - ===> Epoch[348](9039/26): Loss -0.7143, Sem 0.0948, dir -0.9650, norm 0.1559, swav 0.0000 LR: 5.820e-02 Score 96.791 Data time: 0.1662, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.8948 [2020-11-13 03:53:37,083][root][INFO] - ===> Epoch[348](9040/26): Loss -0.6963, Sem 0.1124, dir -0.9625, norm 0.1537, swav 0.0000 LR: 5.820e-02 Score 96.321 Data time: 0.2533, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5704 [2020-11-13 03:53:43,302][root][INFO] - ===> Epoch[348](9041/26): Loss -0.6828, Sem 0.1022, dir -0.9615, norm 0.1766, swav 0.0000 LR: 5.819e-02 Score 96.600 Data time: 0.2487, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.0935 [2020-11-13 03:53:49,045][root][INFO] - ===> Epoch[348](9042/26): Loss -0.7045, Sem 0.1121, dir -0.9657, norm 0.1492, swav 0.0000 LR: 5.819e-02 Score 95.980 Data time: 0.2277, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.6351 [2020-11-13 03:53:53,711][root][INFO] - ===> Epoch[348](9043/26): Loss -0.7085, Sem 0.1056, dir -0.9643, norm 0.1502, swav 0.0000 LR: 5.819e-02 Score 96.468 Data time: 0.1210, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.5616 [2020-11-13 03:53:59,130][root][INFO] - ===> Epoch[348](9044/26): Loss -0.7054, Sem 0.1053, dir -0.9634, norm 0.1527, swav 0.0000 LR: 5.818e-02 Score 96.339 Data time: 0.1508, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.3693 [2020-11-13 03:54:03,889][root][INFO] - ===> Epoch[348](9045/26): Loss -0.7074, Sem 0.0979, dir -0.9650, norm 0.1598, swav 0.0000 LR: 5.818e-02 Score 96.540 Data time: 0.1300, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.6965 [2020-11-13 03:54:10,013][root][INFO] - ===> Epoch[348](9046/26): Loss -0.6826, Sem 0.1073, dir -0.9612, norm 0.1713, swav 0.0000 LR: 5.817e-02 Score 96.224 Data time: 0.2120, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.0974 [2020-11-13 03:54:15,859][root][INFO] - ===> Epoch[348](9047/26): Loss -0.7117, Sem 0.1065, dir -0.9656, norm 0.1474, swav 0.0000 LR: 5.817e-02 Score 96.392 Data time: 0.1702, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.7267 [2020-11-13 03:54:21,400][root][INFO] - ===> Epoch[348](9048/26): Loss -0.6688, Sem 0.1225, dir -0.9621, norm 0.1708, swav 0.0000 LR: 5.816e-02 Score 96.138 Data time: 0.2649, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.4570 [2020-11-13 03:54:27,252][root][INFO] - ===> Epoch[349](9049/26): Loss -0.7050, Sem 0.1016, dir -0.9684, norm 0.1617, swav 0.0000 LR: 5.816e-02 Score 96.504 Data time: 0.2174, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.7192 [2020-11-13 03:54:34,300][root][INFO] - ===> Epoch[349](9050/26): Loss -0.7167, Sem 0.0977, dir -0.9648, norm 0.1503, swav 0.0000 LR: 5.815e-02 Score 96.747 Data time: 0.2742, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.9381 [2020-11-13 03:54:40,783][root][INFO] - ===> Epoch[349](9051/26): Loss -0.7250, Sem 0.0948, dir -0.9677, norm 0.1479, swav 0.0000 LR: 5.815e-02 Score 96.797 Data time: 0.2905, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.3661 [2020-11-13 03:54:47,593][root][INFO] - ===> Epoch[349](9052/26): Loss -0.7081, Sem 0.1052, dir -0.9664, norm 0.1532, swav 0.0000 LR: 5.814e-02 Score 96.379 Data time: 0.3252, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.6699 [2020-11-13 03:54:52,822][root][INFO] - ===> Epoch[349](9053/26): Loss -0.6667, Sem 0.1225, dir -0.9634, norm 0.1743, swav 0.0000 LR: 5.814e-02 Score 95.804 Data time: 0.1855, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.1032 [2020-11-13 03:54:58,221][root][INFO] - ===> Epoch[349](9054/26): Loss -0.7122, Sem 0.1004, dir -0.9654, norm 0.1528, swav 0.0000 LR: 5.813e-02 Score 96.565 Data time: 0.1746, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.3092 [2020-11-13 03:55:03,550][root][INFO] - ===> Epoch[349](9055/26): Loss -0.6711, Sem 0.1175, dir -0.9602, norm 0.1716, swav 0.0000 LR: 5.813e-02 Score 95.903 Data time: 0.1948, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.2417 [2020-11-13 03:55:09,602][root][INFO] - ===> Epoch[349](9056/26): Loss -0.6993, Sem 0.0980, dir -0.9666, norm 0.1692, swav 0.0000 LR: 5.812e-02 Score 96.677 Data time: 0.1561, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.9507 [2020-11-13 03:55:14,896][root][INFO] - ===> Epoch[349](9057/26): Loss -0.6810, Sem 0.1025, dir -0.9608, norm 0.1774, swav 0.0000 LR: 5.812e-02 Score 96.482 Data time: 0.1984, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.2133 [2020-11-13 03:55:20,709][root][INFO] - ===> Epoch[349](9058/26): Loss -0.6499, Sem 0.1227, dir -0.9615, norm 0.1888, swav 0.0000 LR: 5.811e-02 Score 95.889 Data time: 0.2071, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.7143 [2020-11-13 03:55:27,036][root][INFO] - ===> Epoch[349](9059/26): Loss -0.6960, Sem 0.1070, dir -0.9641, norm 0.1611, swav 0.0000 LR: 5.811e-02 Score 96.487 Data time: 0.1586, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.1940 [2020-11-13 03:55:32,956][root][INFO] - ===> Epoch[349](9060/26): Loss -0.7006, Sem 0.1135, dir -0.9679, norm 0.1538, swav 0.0000 LR: 5.810e-02 Score 95.941 Data time: 0.2987, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8741 [2020-11-13 03:55:39,909][root][INFO] - ===> Epoch[349](9061/26): Loss -0.6929, Sem 0.1054, dir -0.9604, norm 0.1620, swav 0.0000 LR: 5.810e-02 Score 96.531 Data time: 0.2049, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.8136 [2020-11-13 03:55:44,598][root][INFO] - ===> Epoch[349](9062/26): Loss -0.7097, Sem 0.1043, dir -0.9660, norm 0.1520, swav 0.0000 LR: 5.809e-02 Score 96.564 Data time: 0.1337, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.5598 [2020-11-13 03:55:49,241][root][INFO] - ===> Epoch[349](9063/26): Loss -0.6936, Sem 0.1000, dir -0.9634, norm 0.1698, swav 0.0000 LR: 5.809e-02 Score 96.529 Data time: 0.2127, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.5459 [2020-11-13 03:55:55,789][root][INFO] - ===> Epoch[349](9064/26): Loss -0.6546, Sem 0.1371, dir -0.9639, norm 0.1722, swav 0.0000 LR: 5.808e-02 Score 95.470 Data time: 0.2294, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.4288 [2020-11-13 03:56:01,133][root][INFO] - ===> Epoch[349](9065/26): Loss -0.6958, Sem 0.1026, dir -0.9634, norm 0.1650, swav 0.0000 LR: 5.808e-02 Score 96.505 Data time: 0.1641, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.2097 [2020-11-13 03:56:06,499][root][INFO] - ===> Epoch[349](9066/26): Loss -0.6612, Sem 0.1094, dir -0.9632, norm 0.1926, swav 0.0000 LR: 5.808e-02 Score 96.175 Data time: 0.2482, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.2888 [2020-11-13 03:56:13,125][root][INFO] - ===> Epoch[349](9067/26): Loss -0.6737, Sem 0.1222, dir -0.9667, norm 0.1708, swav 0.0000 LR: 5.807e-02 Score 95.850 Data time: 0.1953, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.5089 [2020-11-13 03:56:18,341][root][INFO] - ===> Epoch[349](9068/26): Loss -0.6994, Sem 0.1101, dir -0.9623, norm 0.1527, swav 0.0000 LR: 5.807e-02 Score 96.372 Data time: 0.1222, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.1386 [2020-11-13 03:56:24,376][root][INFO] - ===> Epoch[349](9069/26): Loss -0.6643, Sem 0.1316, dir -0.9621, norm 0.1663, swav 0.0000 LR: 5.806e-02 Score 95.623 Data time: 0.2599, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.9717 [2020-11-13 03:56:31,127][root][INFO] - ===> Epoch[349](9070/26): Loss -0.6837, Sem 0.1248, dir -0.9675, norm 0.1589, swav 0.0000 LR: 5.806e-02 Score 95.754 Data time: 0.2610, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.6338 [2020-11-13 03:56:36,884][root][INFO] - ===> Epoch[349](9071/26): Loss -0.6759, Sem 0.1169, dir -0.9607, norm 0.1680, swav 0.0000 LR: 5.805e-02 Score 96.107 Data time: 0.2480, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.6270 [2020-11-13 03:56:42,642][root][INFO] - ===> Epoch[349](9072/26): Loss -0.6369, Sem 0.1257, dir -0.9561, norm 0.1936, swav 0.0000 LR: 5.805e-02 Score 95.916 Data time: 0.2061, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.6211 [2020-11-13 03:56:46,848][root][INFO] - ===> Epoch[349](9073/26): Loss -0.7011, Sem 0.1078, dir -0.9641, norm 0.1552, swav 0.0000 LR: 5.804e-02 Score 96.333 Data time: 0.1993, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.1031 [2020-11-13 03:56:51,635][root][INFO] - ===> Epoch[349](9074/26): Loss -0.6962, Sem 0.1050, dir -0.9602, norm 0.1590, swav 0.0000 LR: 5.804e-02 Score 96.498 Data time: 0.1736, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.6834 [2020-11-13 03:56:57,269][root][INFO] - ===> Epoch[350](9075/26): Loss -0.6583, Sem 0.1150, dir -0.9576, norm 0.1843, swav 0.0000 LR: 5.803e-02 Score 96.163 Data time: 0.2198, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.5346 [2020-11-13 03:57:02,294][root][INFO] - ===> Epoch[350](9076/26): Loss -0.6729, Sem 0.1152, dir -0.9590, norm 0.1709, swav 0.0000 LR: 5.803e-02 Score 96.233 Data time: 0.1578, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.8865 [2020-11-13 03:57:07,971][root][INFO] - ===> Epoch[350](9077/26): Loss -0.6903, Sem 0.1152, dir -0.9657, norm 0.1601, swav 0.0000 LR: 5.802e-02 Score 96.072 Data time: 0.2095, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.5716 [2020-11-13 03:57:13,166][root][INFO] - ===> Epoch[350](9078/26): Loss -0.6856, Sem 0.1087, dir -0.9631, norm 0.1688, swav 0.0000 LR: 5.802e-02 Score 96.225 Data time: 0.2259, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.0787 [2020-11-13 03:57:19,731][root][INFO] - ===> Epoch[350](9079/26): Loss -0.6642, Sem 0.1169, dir -0.9558, norm 0.1747, swav 0.0000 LR: 5.801e-02 Score 96.088 Data time: 0.2310, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 6.4482 [2020-11-13 03:57:24,746][root][INFO] - ===> Epoch[350](9080/26): Loss -0.7218, Sem 0.0997, dir -0.9674, norm 0.1459, swav 0.0000 LR: 5.801e-02 Score 96.746 Data time: 0.1829, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 4.8571 [2020-11-13 03:57:32,849][root][INFO] - ===> Epoch[350](9081/26): Loss -0.6304, Sem 0.1566, dir -0.9613, norm 0.1744, swav 0.0000 LR: 5.800e-02 Score 94.700 Data time: 0.2123, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 8.0183 [2020-11-13 03:57:38,543][root][INFO] - ===> Epoch[350](9082/26): Loss -0.6920, Sem 0.1122, dir -0.9633, norm 0.1591, swav 0.0000 LR: 5.800e-02 Score 96.236 Data time: 0.1342, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5634 [2020-11-13 03:57:43,608][root][INFO] - ===> Epoch[350](9083/26): Loss -0.6736, Sem 0.1217, dir -0.9625, norm 0.1673, swav 0.0000 LR: 5.799e-02 Score 96.120 Data time: 0.1982, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.0041 [2020-11-13 03:57:48,775][root][INFO] - ===> Epoch[350](9084/26): Loss -0.6390, Sem 0.1297, dir -0.9548, norm 0.1861, swav 0.0000 LR: 5.799e-02 Score 95.633 Data time: 0.1393, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.0735 [2020-11-13 03:57:54,318][root][INFO] - ===> Epoch[350](9085/26): Loss -0.7002, Sem 0.1095, dir -0.9671, norm 0.1574, swav 0.0000 LR: 5.798e-02 Score 96.317 Data time: 0.2457, Forward time: 2.2652, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.4841 [2020-11-13 03:58:00,121][root][INFO] - ===> Epoch[350](9086/26): Loss -0.6946, Sem 0.1074, dir -0.9607, norm 0.1587, swav 0.0000 LR: 5.798e-02 Score 96.377 Data time: 0.2394, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.6864 [2020-11-13 03:58:05,851][root][INFO] - ===> Epoch[350](9087/26): Loss -0.6634, Sem 0.1146, dir -0.9584, norm 0.1803, swav 0.0000 LR: 5.797e-02 Score 96.222 Data time: 0.2218, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.6047 [2020-11-13 03:58:11,058][root][INFO] - ===> Epoch[350](9088/26): Loss -0.6773, Sem 0.1145, dir -0.9601, norm 0.1683, swav 0.0000 LR: 5.797e-02 Score 96.039 Data time: 0.1818, Forward time: 2.2653, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.0708 [2020-11-13 03:58:16,232][root][INFO] - ===> Epoch[350](9089/26): Loss -0.7004, Sem 0.1109, dir -0.9651, norm 0.1538, swav 0.0000 LR: 5.797e-02 Score 96.319 Data time: 0.2201, Forward time: 2.2653, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.0771 [2020-11-13 03:58:21,142][root][INFO] - ===> Epoch[350](9090/26): Loss -0.6705, Sem 0.1172, dir -0.9578, norm 0.1700, swav 0.0000 LR: 5.796e-02 Score 95.960 Data time: 0.1534, Forward time: 2.2652, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 4.7871 [2020-11-13 03:58:26,414][root][INFO] - ===> Epoch[350](9091/26): Loss -0.6884, Sem 0.1083, dir -0.9598, norm 0.1630, swav 0.0000 LR: 5.796e-02 Score 96.438 Data time: 0.2267, Forward time: 2.2652, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.1808 [2020-11-13 03:58:33,264][root][INFO] - ===> Epoch[350](9092/26): Loss -0.7138, Sem 0.0886, dir -0.9631, norm 0.1607, swav 0.0000 LR: 5.795e-02 Score 96.918 Data time: 0.3371, Forward time: 2.2653, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 6.7369 [2020-11-13 03:58:38,798][root][INFO] - ===> Epoch[350](9093/26): Loss -0.6972, Sem 0.1202, dir -0.9687, norm 0.1513, swav 0.0000 LR: 5.795e-02 Score 95.873 Data time: 0.2464, Forward time: 2.2654, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.3872 [2020-11-13 03:58:44,794][root][INFO] - ===> Epoch[350](9094/26): Loss -0.6620, Sem 0.1135, dir -0.9609, norm 0.1854, swav 0.0000 LR: 5.794e-02 Score 95.959 Data time: 0.1840, Forward time: 2.2654, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.8660 [2020-11-13 03:58:50,363][root][INFO] - ===> Epoch[350](9095/26): Loss -0.6764, Sem 0.1279, dir -0.9640, norm 0.1596, swav 0.0000 LR: 5.794e-02 Score 95.792 Data time: 0.1997, Forward time: 2.2653, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.4642 [2020-11-13 03:58:56,812][root][INFO] - ===> Epoch[350](9096/26): Loss -0.6841, Sem 0.1062, dir -0.9591, norm 0.1687, swav 0.0000 LR: 5.793e-02 Score 96.386 Data time: 0.3271, Forward time: 2.2655, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.3235 [2020-11-13 03:59:02,984][root][INFO] - ===> Epoch[350](9097/26): Loss -0.6980, Sem 0.1149, dir -0.9687, norm 0.1557, swav 0.0000 LR: 5.793e-02 Score 96.004 Data time: 0.2678, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.0342 [2020-11-13 03:59:07,918][root][INFO] - ===> Epoch[350](9098/26): Loss -0.6826, Sem 0.1035, dir -0.9619, norm 0.1758, swav 0.0000 LR: 5.792e-02 Score 96.400 Data time: 0.2003, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 4.8064 [2020-11-13 03:59:13,826][root][INFO] - ===> Epoch[350](9099/26): Loss -0.6622, Sem 0.1225, dir -0.9634, norm 0.1788, swav 0.0000 LR: 5.792e-02 Score 95.687 Data time: 0.2740, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.8065 [2020-11-13 03:59:19,904][root][INFO] - ===> Epoch[350](9100/26): Loss -0.7101, Sem 0.1047, dir -0.9683, norm 0.1534, swav 0.0000 LR: 5.791e-02 Score 96.313 Data time: 0.1785, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.9589 [2020-11-13 03:59:24,969][root][INFO] - ===> Epoch[351](9101/26): Loss -0.7145, Sem 0.1069, dir -0.9687, norm 0.1474, swav 0.0000 LR: 5.791e-02 Score 96.403 Data time: 0.2339, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 4.9865 [2020-11-13 03:59:30,221][root][INFO] - ===> Epoch[351](9102/26): Loss -0.6770, Sem 0.1106, dir -0.9571, norm 0.1695, swav 0.0000 LR: 5.790e-02 Score 96.343 Data time: 0.1764, Forward time: 2.2655, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.1288 [2020-11-13 03:59:35,605][root][INFO] - ===> Epoch[351](9103/26): Loss -0.6903, Sem 0.1069, dir -0.9652, norm 0.1679, swav 0.0000 LR: 5.790e-02 Score 96.263 Data time: 0.1958, Forward time: 2.2655, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.2936 [2020-11-13 03:59:41,457][root][INFO] - ===> Epoch[351](9104/26): Loss -0.6764, Sem 0.1236, dir -0.9643, norm 0.1643, swav 0.0000 LR: 5.789e-02 Score 95.734 Data time: 0.2790, Forward time: 2.2656, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 5.7426 [2020-11-13 03:59:47,688][root][INFO] - ===> Epoch[351](9105/26): Loss -0.6912, Sem 0.1060, dir -0.9626, norm 0.1655, swav 0.0000 LR: 5.789e-02 Score 96.398 Data time: 0.2225, Forward time: 2.2656, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 6.1129 [2020-11-13 03:59:53,645][root][INFO] - ===> Epoch[351](9106/26): Loss -0.6860, Sem 0.1121, dir -0.9638, norm 0.1657, swav 0.0000 LR: 5.788e-02 Score 95.941 Data time: 0.2055, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.8514 [2020-11-13 04:00:00,438][root][INFO] - ===> Epoch[351](9107/26): Loss -0.6875, Sem 0.1075, dir -0.9602, norm 0.1653, swav 0.0000 LR: 5.788e-02 Score 96.354 Data time: 0.1531, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.6696 [2020-11-13 04:00:08,192][root][INFO] - ===> Epoch[351](9108/26): Loss -0.6881, Sem 0.1127, dir -0.9645, norm 0.1637, swav 0.0000 LR: 5.787e-02 Score 96.069 Data time: 0.1443, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 7.6818 [2020-11-13 04:00:14,106][root][INFO] - ===> Epoch[351](9109/26): Loss -0.7116, Sem 0.1040, dir -0.9686, norm 0.1530, swav 0.0000 LR: 5.787e-02 Score 96.682 Data time: 0.1635, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8323 [2020-11-13 04:00:20,391][root][INFO] - ===> Epoch[351](9110/26): Loss -0.6700, Sem 0.1159, dir -0.9613, norm 0.1754, swav 0.0000 LR: 5.786e-02 Score 96.043 Data time: 0.3328, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.2140 [2020-11-13 04:00:26,451][root][INFO] - ===> Epoch[351](9111/26): Loss -0.6768, Sem 0.1138, dir -0.9591, norm 0.1685, swav 0.0000 LR: 5.786e-02 Score 96.213 Data time: 0.1965, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.9304 [2020-11-13 04:00:31,355][root][INFO] - ===> Epoch[351](9112/26): Loss -0.7158, Sem 0.0930, dir -0.9691, norm 0.1603, swav 0.0000 LR: 5.786e-02 Score 96.985 Data time: 0.1604, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.7751 [2020-11-13 04:00:38,292][root][INFO] - ===> Epoch[351](9113/26): Loss -0.6853, Sem 0.1049, dir -0.9658, norm 0.1756, swav 0.0000 LR: 5.785e-02 Score 96.367 Data time: 0.1855, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.8418 [2020-11-13 04:00:43,444][root][INFO] - ===> Epoch[351](9114/26): Loss -0.6753, Sem 0.1293, dir -0.9674, norm 0.1628, swav 0.0000 LR: 5.785e-02 Score 95.707 Data time: 0.2195, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.0278 [2020-11-13 04:00:48,549][root][INFO] - ===> Epoch[351](9115/26): Loss -0.6960, Sem 0.1049, dir -0.9610, norm 0.1602, swav 0.0000 LR: 5.784e-02 Score 96.309 Data time: 0.1808, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.9825 [2020-11-13 04:00:54,633][root][INFO] - ===> Epoch[351](9116/26): Loss -0.6988, Sem 0.1155, dir -0.9663, norm 0.1519, swav 0.0000 LR: 5.784e-02 Score 96.116 Data time: 0.1611, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.9950 [2020-11-13 04:00:59,564][root][INFO] - ===> Epoch[351](9117/26): Loss -0.6645, Sem 0.1102, dir -0.9574, norm 0.1828, swav 0.0000 LR: 5.783e-02 Score 96.261 Data time: 0.1900, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.8562 [2020-11-13 04:01:05,660][root][INFO] - ===> Epoch[351](9118/26): Loss -0.7036, Sem 0.1120, dir -0.9676, norm 0.1520, swav 0.0000 LR: 5.783e-02 Score 96.159 Data time: 0.1858, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.9734 [2020-11-13 04:01:13,678][root][INFO] - ===> Epoch[351](9119/26): Loss -0.6793, Sem 0.1020, dir -0.9593, norm 0.1780, swav 0.0000 LR: 5.782e-02 Score 96.538 Data time: 0.3846, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 7.8863 [2020-11-13 04:01:19,375][root][INFO] - ===> Epoch[351](9120/26): Loss -0.6787, Sem 0.1113, dir -0.9622, norm 0.1722, swav 0.0000 LR: 5.782e-02 Score 96.109 Data time: 0.2329, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.5750 [2020-11-13 04:01:24,090][root][INFO] - ===> Epoch[351](9121/26): Loss -0.6954, Sem 0.1002, dir -0.9641, norm 0.1685, swav 0.0000 LR: 5.781e-02 Score 96.767 Data time: 0.1668, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.5915 [2020-11-13 04:01:30,603][root][INFO] - ===> Epoch[351](9122/26): Loss -0.6924, Sem 0.1109, dir -0.9655, norm 0.1622, swav 0.0000 LR: 5.781e-02 Score 96.250 Data time: 0.1992, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.3955 [2020-11-13 04:01:35,898][root][INFO] - ===> Epoch[351](9123/26): Loss -0.7234, Sem 0.0945, dir -0.9669, norm 0.1491, swav 0.0000 LR: 5.780e-02 Score 96.766 Data time: 0.1831, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.1854 [2020-11-13 04:01:42,501][root][INFO] - ===> Epoch[351](9124/26): Loss -0.6723, Sem 0.1200, dir -0.9657, norm 0.1734, swav 0.0000 LR: 5.780e-02 Score 95.803 Data time: 0.2010, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.5035 [2020-11-13 04:01:48,960][root][INFO] - ===> Epoch[351](9125/26): Loss -0.7047, Sem 0.1009, dir -0.9668, norm 0.1613, swav 0.0000 LR: 5.779e-02 Score 96.634 Data time: 0.2978, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.3444 [2020-11-13 04:01:55,522][root][INFO] - ===> Epoch[351](9126/26): Loss -0.7000, Sem 0.1115, dir -0.9657, norm 0.1542, swav 0.0000 LR: 5.779e-02 Score 96.141 Data time: 0.2591, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.4422 [2020-11-13 04:02:01,709][root][INFO] - ===> Epoch[352](9127/26): Loss -0.6883, Sem 0.1207, dir -0.9654, norm 0.1564, swav 0.0000 LR: 5.778e-02 Score 95.903 Data time: 0.2200, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.0557 [2020-11-13 04:02:09,131][root][INFO] - ===> Epoch[352](9128/26): Loss -0.7290, Sem 0.0931, dir -0.9691, norm 0.1470, swav 0.0000 LR: 5.778e-02 Score 96.785 Data time: 0.1598, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 7.2985 [2020-11-13 04:02:14,469][root][INFO] - ===> Epoch[352](9129/26): Loss -0.6845, Sem 0.1167, dir -0.9653, norm 0.1641, swav 0.0000 LR: 5.777e-02 Score 96.250 Data time: 0.2265, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2643 [2020-11-13 04:02:21,104][root][INFO] - ===> Epoch[352](9130/26): Loss -0.6635, Sem 0.1147, dir -0.9620, norm 0.1838, swav 0.0000 LR: 5.777e-02 Score 96.040 Data time: 0.2324, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.5080 [2020-11-13 04:02:28,053][root][INFO] - ===> Epoch[352](9131/26): Loss -0.6908, Sem 0.1129, dir -0.9644, norm 0.1607, swav 0.0000 LR: 5.776e-02 Score 96.130 Data time: 0.1800, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.8342 [2020-11-13 04:02:33,390][root][INFO] - ===> Epoch[352](9132/26): Loss -0.7076, Sem 0.1074, dir -0.9649, norm 0.1499, swav 0.0000 LR: 5.776e-02 Score 96.349 Data time: 0.1829, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.2343 [2020-11-13 04:02:38,518][root][INFO] - ===> Epoch[352](9133/26): Loss -0.6794, Sem 0.1096, dir -0.9607, norm 0.1717, swav 0.0000 LR: 5.775e-02 Score 96.072 Data time: 0.1976, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0279 [2020-11-13 04:02:43,782][root][INFO] - ===> Epoch[352](9134/26): Loss -0.6501, Sem 0.1397, dir -0.9621, norm 0.1723, swav 0.0000 LR: 5.775e-02 Score 95.520 Data time: 0.2459, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.1703 [2020-11-13 04:02:50,116][root][INFO] - ===> Epoch[352](9135/26): Loss -0.6750, Sem 0.1090, dir -0.9591, norm 0.1751, swav 0.0000 LR: 5.775e-02 Score 96.203 Data time: 0.2477, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.2123 [2020-11-13 04:02:56,152][root][INFO] - ===> Epoch[352](9136/26): Loss -0.6850, Sem 0.1149, dir -0.9640, norm 0.1642, swav 0.0000 LR: 5.774e-02 Score 95.893 Data time: 0.2851, Forward time: 2.2656, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.9111 [2020-11-13 04:03:04,080][root][INFO] - ===> Epoch[352](9137/26): Loss -0.6953, Sem 0.1087, dir -0.9647, norm 0.1607, swav 0.0000 LR: 5.774e-02 Score 96.355 Data time: 0.1647, Forward time: 2.2656, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 7.7891 [2020-11-13 04:03:10,068][root][INFO] - ===> Epoch[352](9138/26): Loss -0.6700, Sem 0.1101, dir -0.9599, norm 0.1797, swav 0.0000 LR: 5.773e-02 Score 96.172 Data time: 0.2203, Forward time: 2.2656, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.8700 [2020-11-13 04:03:15,900][root][INFO] - ===> Epoch[352](9139/26): Loss -0.6890, Sem 0.1153, dir -0.9638, norm 0.1595, swav 0.0000 LR: 5.773e-02 Score 96.079 Data time: 0.2464, Forward time: 2.2656, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.7312 [2020-11-13 04:03:22,739][root][INFO] - ===> Epoch[352](9140/26): Loss -0.6792, Sem 0.1217, dir -0.9666, norm 0.1657, swav 0.0000 LR: 5.772e-02 Score 96.064 Data time: 0.3410, Forward time: 2.2657, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.7139 [2020-11-13 04:03:28,598][root][INFO] - ===> Epoch[352](9141/26): Loss -0.6852, Sem 0.1217, dir -0.9644, norm 0.1575, swav 0.0000 LR: 5.772e-02 Score 95.911 Data time: 0.2433, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.7180 [2020-11-13 04:03:34,043][root][INFO] - ===> Epoch[352](9142/26): Loss -0.6818, Sem 0.1211, dir -0.9648, norm 0.1619, swav 0.0000 LR: 5.771e-02 Score 95.754 Data time: 0.2472, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2919 [2020-11-13 04:03:39,492][root][INFO] - ===> Epoch[352](9143/26): Loss -0.6963, Sem 0.0993, dir -0.9622, norm 0.1667, swav 0.0000 LR: 5.771e-02 Score 96.745 Data time: 0.2061, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.3330 [2020-11-13 04:03:45,641][root][INFO] - ===> Epoch[352](9144/26): Loss -0.6736, Sem 0.1175, dir -0.9626, norm 0.1716, swav 0.0000 LR: 5.770e-02 Score 95.962 Data time: 0.2115, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.0506 [2020-11-13 04:03:50,963][root][INFO] - ===> Epoch[352](9145/26): Loss -0.6748, Sem 0.1298, dir -0.9625, norm 0.1579, swav 0.0000 LR: 5.770e-02 Score 95.766 Data time: 0.1933, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.1898 [2020-11-13 04:03:56,451][root][INFO] - ===> Epoch[352](9146/26): Loss -0.6854, Sem 0.1143, dir -0.9625, norm 0.1628, swav 0.0000 LR: 5.769e-02 Score 96.018 Data time: 0.2463, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.4099 [2020-11-13 04:04:01,925][root][INFO] - ===> Epoch[352](9147/26): Loss -0.7087, Sem 0.1058, dir -0.9673, norm 0.1528, swav 0.0000 LR: 5.769e-02 Score 96.336 Data time: 0.1880, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.3516 [2020-11-13 04:04:07,393][root][INFO] - ===> Epoch[352](9148/26): Loss -0.7000, Sem 0.1121, dir -0.9675, norm 0.1554, swav 0.0000 LR: 5.768e-02 Score 96.093 Data time: 0.1399, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.3757 [2020-11-13 04:04:13,371][root][INFO] - ===> Epoch[352](9149/26): Loss -0.6926, Sem 0.1196, dir -0.9668, norm 0.1545, swav 0.0000 LR: 5.768e-02 Score 95.867 Data time: 0.1605, Forward time: 2.2657, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.9222 [2020-11-13 04:04:19,664][root][INFO] - ===> Epoch[352](9150/26): Loss -0.6705, Sem 0.1304, dir -0.9625, norm 0.1616, swav 0.0000 LR: 5.767e-02 Score 95.562 Data time: 0.1708, Forward time: 2.2657, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.1978 [2020-11-13 04:04:26,567][root][INFO] - ===> Epoch[352](9151/26): Loss -0.6799, Sem 0.1191, dir -0.9640, norm 0.1650, swav 0.0000 LR: 5.767e-02 Score 96.039 Data time: 0.1675, Forward time: 2.2656, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.8008 [2020-11-13 04:04:33,322][root][INFO] - ===> Epoch[352](9152/26): Loss -0.6722, Sem 0.1119, dir -0.9664, norm 0.1823, swav 0.0000 LR: 5.766e-02 Score 96.282 Data time: 0.2225, Forward time: 2.2656, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.6572 [2020-11-13 04:04:38,229][root][INFO] - ===> Epoch[353](9153/26): Loss -0.6725, Sem 0.1240, dir -0.9618, norm 0.1654, swav 0.0000 LR: 5.766e-02 Score 95.774 Data time: 0.1216, Forward time: 2.2656, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 4.7931 [2020-11-13 04:04:43,208][root][INFO] - ===> Epoch[353](9154/26): Loss -0.6794, Sem 0.1196, dir -0.9623, norm 0.1633, swav 0.0000 LR: 5.765e-02 Score 95.913 Data time: 0.1903, Forward time: 2.2655, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 4.8972 [2020-11-13 04:04:48,480][root][INFO] - ===> Epoch[353](9155/26): Loss -0.6789, Sem 0.1183, dir -0.9628, norm 0.1657, swav 0.0000 LR: 5.765e-02 Score 96.073 Data time: 0.2172, Forward time: 2.2655, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.1542 [2020-11-13 04:04:53,471][root][INFO] - ===> Epoch[353](9156/26): Loss -0.7003, Sem 0.1020, dir -0.9654, norm 0.1630, swav 0.0000 LR: 5.764e-02 Score 96.475 Data time: 0.2014, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.8778 [2020-11-13 04:04:58,602][root][INFO] - ===> Epoch[353](9157/26): Loss -0.6697, Sem 0.1223, dir -0.9644, norm 0.1724, swav 0.0000 LR: 5.764e-02 Score 95.917 Data time: 0.1869, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.0097 [2020-11-13 04:05:04,522][root][INFO] - ===> Epoch[353](9158/26): Loss -0.6801, Sem 0.1273, dir -0.9636, norm 0.1562, swav 0.0000 LR: 5.764e-02 Score 96.021 Data time: 0.1808, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.8200 [2020-11-13 04:05:09,886][root][INFO] - ===> Epoch[353](9159/26): Loss -0.6897, Sem 0.1146, dir -0.9659, norm 0.1616, swav 0.0000 LR: 5.763e-02 Score 96.365 Data time: 0.2478, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.2679 [2020-11-13 04:05:14,543][root][INFO] - ===> Epoch[353](9160/26): Loss -0.6862, Sem 0.1277, dir -0.9666, norm 0.1527, swav 0.0000 LR: 5.763e-02 Score 95.679 Data time: 0.1867, Forward time: 2.2655, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.5196 [2020-11-13 04:05:20,607][root][INFO] - ===> Epoch[353](9161/26): Loss -0.6826, Sem 0.1224, dir -0.9686, norm 0.1637, swav 0.0000 LR: 5.762e-02 Score 95.802 Data time: 0.1729, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.9691 [2020-11-13 04:05:25,714][root][INFO] - ===> Epoch[353](9162/26): Loss -0.6853, Sem 0.1117, dir -0.9630, norm 0.1660, swav 0.0000 LR: 5.762e-02 Score 96.124 Data time: 0.1748, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0203 [2020-11-13 04:05:31,176][root][INFO] - ===> Epoch[353](9163/26): Loss -0.6707, Sem 0.1225, dir -0.9622, norm 0.1691, swav 0.0000 LR: 5.761e-02 Score 95.749 Data time: 0.2113, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.3730 [2020-11-13 04:05:37,708][root][INFO] - ===> Epoch[353](9164/26): Loss -0.6614, Sem 0.1181, dir -0.9644, norm 0.1849, swav 0.0000 LR: 5.761e-02 Score 95.901 Data time: 0.1944, Forward time: 2.2654, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.4201 [2020-11-13 04:05:43,844][root][INFO] - ===> Epoch[353](9165/26): Loss -0.6839, Sem 0.1137, dir -0.9583, norm 0.1608, swav 0.0000 LR: 5.760e-02 Score 96.426 Data time: 0.1885, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.0326 [2020-11-13 04:05:48,799][root][INFO] - ===> Epoch[353](9166/26): Loss -0.7031, Sem 0.0999, dir -0.9636, norm 0.1605, swav 0.0000 LR: 5.760e-02 Score 96.663 Data time: 0.1867, Forward time: 2.2653, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.8558 [2020-11-13 04:05:56,280][root][INFO] - ===> Epoch[353](9167/26): Loss -0.7000, Sem 0.1135, dir -0.9682, norm 0.1548, swav 0.0000 LR: 5.759e-02 Score 96.265 Data time: 0.2412, Forward time: 2.2653, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 7.3756 [2020-11-13 04:06:01,925][root][INFO] - ===> Epoch[353](9168/26): Loss -0.6879, Sem 0.1141, dir -0.9635, norm 0.1615, swav 0.0000 LR: 5.759e-02 Score 96.178 Data time: 0.2200, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.5235 [2020-11-13 04:06:07,612][root][INFO] - ===> Epoch[353](9169/26): Loss -0.6789, Sem 0.1187, dir -0.9643, norm 0.1666, swav 0.0000 LR: 5.758e-02 Score 95.885 Data time: 0.2179, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.5681 [2020-11-13 04:06:12,621][root][INFO] - ===> Epoch[353](9170/26): Loss -0.6902, Sem 0.1053, dir -0.9648, norm 0.1694, swav 0.0000 LR: 5.758e-02 Score 96.481 Data time: 0.2014, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.8779 [2020-11-13 04:06:19,361][root][INFO] - ===> Epoch[353](9171/26): Loss -0.6810, Sem 0.1085, dir -0.9609, norm 0.1714, swav 0.0000 LR: 5.757e-02 Score 96.358 Data time: 0.3463, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.6584 [2020-11-13 04:06:26,058][root][INFO] - ===> Epoch[353](9172/26): Loss -0.6739, Sem 0.1054, dir -0.9647, norm 0.1854, swav 0.0000 LR: 5.757e-02 Score 96.536 Data time: 0.2288, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.5628 [2020-11-13 04:06:31,054][root][INFO] - ===> Epoch[353](9173/26): Loss -0.6942, Sem 0.1013, dir -0.9588, norm 0.1633, swav 0.0000 LR: 5.756e-02 Score 96.551 Data time: 0.1774, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.8890 [2020-11-13 04:06:36,676][root][INFO] - ===> Epoch[353](9174/26): Loss -0.6858, Sem 0.1193, dir -0.9651, norm 0.1600, swav 0.0000 LR: 5.756e-02 Score 96.295 Data time: 0.1366, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.5203 [2020-11-13 04:06:41,655][root][INFO] - ===> Epoch[353](9175/26): Loss -0.7014, Sem 0.1079, dir -0.9627, norm 0.1534, swav 0.0000 LR: 5.755e-02 Score 96.329 Data time: 0.1836, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.9144 [2020-11-13 04:06:47,007][root][INFO] - ===> Epoch[353](9176/26): Loss -0.7065, Sem 0.1050, dir -0.9621, norm 0.1507, swav 0.0000 LR: 5.755e-02 Score 96.496 Data time: 0.2028, Forward time: 2.2654, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.2583 [2020-11-13 04:06:52,804][root][INFO] - ===> Epoch[353](9177/26): Loss -0.6829, Sem 0.1276, dir -0.9650, norm 0.1544, swav 0.0000 LR: 5.754e-02 Score 95.664 Data time: 0.1827, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.6702 [2020-11-13 04:06:58,359][root][INFO] - ===> Epoch[353](9178/26): Loss -0.7122, Sem 0.0998, dir -0.9643, norm 0.1523, swav 0.0000 LR: 5.754e-02 Score 96.674 Data time: 0.1847, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.4528 [2020-11-13 04:07:05,195][root][INFO] - ===> Epoch[354](9179/26): Loss -0.6549, Sem 0.1346, dir -0.9597, norm 0.1702, swav 0.0000 LR: 5.753e-02 Score 95.558 Data time: 0.2021, Forward time: 2.2653, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.7324 [2020-11-13 04:07:11,949][root][INFO] - ===> Epoch[354](9180/26): Loss -0.6966, Sem 0.1102, dir -0.9659, norm 0.1591, swav 0.0000 LR: 5.753e-02 Score 96.295 Data time: 0.2229, Forward time: 2.2653, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.6400 [2020-11-13 04:07:17,296][root][INFO] - ===> Epoch[354](9181/26): Loss -0.6748, Sem 0.1182, dir -0.9613, norm 0.1683, swav 0.0000 LR: 5.753e-02 Score 95.892 Data time: 0.2415, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.2176 [2020-11-13 04:07:22,878][root][INFO] - ===> Epoch[354](9182/26): Loss -0.7124, Sem 0.0981, dir -0.9686, norm 0.1581, swav 0.0000 LR: 5.752e-02 Score 96.582 Data time: 0.1627, Forward time: 2.2653, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.4523 [2020-11-13 04:07:27,859][root][INFO] - ===> Epoch[354](9183/26): Loss -0.6850, Sem 0.1031, dir -0.9578, norm 0.1697, swav 0.0000 LR: 5.752e-02 Score 96.447 Data time: 0.2388, Forward time: 2.2653, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.8754 [2020-11-13 04:07:33,944][root][INFO] - ===> Epoch[354](9184/26): Loss -0.6548, Sem 0.1232, dir -0.9642, norm 0.1861, swav 0.0000 LR: 5.751e-02 Score 95.928 Data time: 0.1813, Forward time: 2.2653, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.9742 [2020-11-13 04:07:40,023][root][INFO] - ===> Epoch[354](9185/26): Loss -0.6602, Sem 0.1412, dir -0.9632, norm 0.1617, swav 0.0000 LR: 5.751e-02 Score 95.884 Data time: 0.2290, Forward time: 2.2653, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.9625 [2020-11-13 04:07:46,525][root][INFO] - ===> Epoch[354](9186/26): Loss -0.6871, Sem 0.1192, dir -0.9648, norm 0.1585, swav 0.0000 LR: 5.750e-02 Score 95.884 Data time: 0.3028, Forward time: 2.2654, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.3797 [2020-11-13 04:07:52,145][root][INFO] - ===> Epoch[354](9187/26): Loss -0.6951, Sem 0.1108, dir -0.9664, norm 0.1605, swav 0.0000 LR: 5.750e-02 Score 96.253 Data time: 0.2552, Forward time: 2.2655, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.4628 [2020-11-13 04:07:59,349][root][INFO] - ===> Epoch[354](9188/26): Loss -0.6962, Sem 0.1047, dir -0.9599, norm 0.1590, swav 0.0000 LR: 5.749e-02 Score 96.499 Data time: 0.1646, Forward time: 2.2654, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 7.0855 [2020-11-13 04:08:06,066][root][INFO] - ===> Epoch[354](9189/26): Loss -0.7086, Sem 0.1062, dir -0.9686, norm 0.1537, swav 0.0000 LR: 5.749e-02 Score 96.262 Data time: 0.1636, Forward time: 2.2653, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.6200 [2020-11-13 04:08:11,861][root][INFO] - ===> Epoch[354](9190/26): Loss -0.6837, Sem 0.1077, dir -0.9594, norm 0.1679, swav 0.0000 LR: 5.748e-02 Score 96.479 Data time: 0.2645, Forward time: 2.2654, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.7124 [2020-11-13 04:08:18,327][root][INFO] - ===> Epoch[354](9191/26): Loss -0.7047, Sem 0.1000, dir -0.9604, norm 0.1556, swav 0.0000 LR: 5.748e-02 Score 96.641 Data time: 0.2881, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.3473 [2020-11-13 04:08:23,486][root][INFO] - ===> Epoch[354](9192/26): Loss -0.6670, Sem 0.1077, dir -0.9597, norm 0.1851, swav 0.0000 LR: 5.747e-02 Score 96.437 Data time: 0.2397, Forward time: 2.2655, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.0489 [2020-11-13 04:08:29,191][root][INFO] - ===> Epoch[354](9193/26): Loss -0.6933, Sem 0.1164, dir -0.9657, norm 0.1561, swav 0.0000 LR: 5.747e-02 Score 96.173 Data time: 0.2695, Forward time: 2.2656, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.5766 [2020-11-13 04:08:34,962][root][INFO] - ===> Epoch[354](9194/26): Loss -0.6782, Sem 0.1279, dir -0.9658, norm 0.1596, swav 0.0000 LR: 5.746e-02 Score 95.657 Data time: 0.1751, Forward time: 2.2656, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.6402 [2020-11-13 04:08:41,243][root][INFO] - ===> Epoch[354](9195/26): Loss -0.6767, Sem 0.1094, dir -0.9591, norm 0.1730, swav 0.0000 LR: 5.746e-02 Score 96.428 Data time: 0.1399, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.1819 [2020-11-13 04:08:47,578][root][INFO] - ===> Epoch[354](9196/26): Loss -0.7099, Sem 0.1034, dir -0.9691, norm 0.1559, swav 0.0000 LR: 5.745e-02 Score 96.418 Data time: 0.1937, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.2763 [2020-11-13 04:08:53,936][root][INFO] - ===> Epoch[354](9197/26): Loss -0.6626, Sem 0.1287, dir -0.9640, norm 0.1727, swav 0.0000 LR: 5.745e-02 Score 95.648 Data time: 0.2511, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.2536 [2020-11-13 04:08:59,089][root][INFO] - ===> Epoch[354](9198/26): Loss -0.6815, Sem 0.1137, dir -0.9633, norm 0.1681, swav 0.0000 LR: 5.744e-02 Score 96.082 Data time: 0.2087, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.0010 [2020-11-13 04:09:04,331][root][INFO] - ===> Epoch[354](9199/26): Loss -0.6895, Sem 0.1037, dir -0.9603, norm 0.1671, swav 0.0000 LR: 5.744e-02 Score 96.330 Data time: 0.2028, Forward time: 2.2655, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.1316 [2020-11-13 04:09:09,866][root][INFO] - ===> Epoch[354](9200/26): Loss -0.6992, Sem 0.1050, dir -0.9605, norm 0.1563, swav 0.0000 LR: 5.743e-02 Score 96.389 Data time: 0.2157, Forward time: 2.2655, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.4256 [2020-11-13 04:09:16,152][root][INFO] - ===> Epoch[354](9201/26): Loss -0.6768, Sem 0.1087, dir -0.9577, norm 0.1723, swav 0.0000 LR: 5.743e-02 Score 96.258 Data time: 0.1613, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.1512 [2020-11-13 04:09:21,590][root][INFO] - ===> Epoch[354](9202/26): Loss -0.6888, Sem 0.1090, dir -0.9600, norm 0.1622, swav 0.0000 LR: 5.742e-02 Score 96.232 Data time: 0.1657, Forward time: 2.2654, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.3452 [2020-11-13 04:09:29,219][root][INFO] - ===> Epoch[354](9203/26): Loss -0.6928, Sem 0.0996, dir -0.9641, norm 0.1717, swav 0.0000 LR: 5.742e-02 Score 96.468 Data time: 0.2448, Forward time: 2.2655, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 7.5645 [2020-11-13 04:09:36,362][root][INFO] - ===> Epoch[354](9204/26): Loss -0.6823, Sem 0.1068, dir -0.9658, norm 0.1766, swav 0.0000 LR: 5.742e-02 Score 96.481 Data time: 0.3218, Forward time: 2.2656, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 7.0172 [2020-11-13 04:09:41,932][root][INFO] - ===> Epoch[355](9205/26): Loss -0.6908, Sem 0.1022, dir -0.9612, norm 0.1682, swav 0.0000 LR: 5.741e-02 Score 96.576 Data time: 0.1926, Forward time: 2.2656, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.4317 [2020-11-13 04:09:47,114][root][INFO] - ===> Epoch[355](9206/26): Loss -0.6808, Sem 0.1134, dir -0.9621, norm 0.1680, swav 0.0000 LR: 5.741e-02 Score 96.249 Data time: 0.2329, Forward time: 2.2656, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.0804 [2020-11-13 04:09:51,447][root][INFO] - ===> Epoch[355](9207/26): Loss -0.7012, Sem 0.1076, dir -0.9690, norm 0.1603, swav 0.0000 LR: 5.740e-02 Score 96.339 Data time: 0.2162, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.2200 [2020-11-13 04:09:57,467][root][INFO] - ===> Epoch[355](9208/26): Loss -0.6461, Sem 0.1346, dir -0.9601, norm 0.1794, swav 0.0000 LR: 5.740e-02 Score 95.592 Data time: 0.2793, Forward time: 2.2657, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.9144 [2020-11-13 04:10:02,670][root][INFO] - ===> Epoch[355](9209/26): Loss -0.6970, Sem 0.1134, dir -0.9650, norm 0.1546, swav 0.0000 LR: 5.739e-02 Score 96.166 Data time: 0.1864, Forward time: 2.2657, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.0858 [2020-11-13 04:10:07,407][root][INFO] - ===> Epoch[355](9210/26): Loss -0.6688, Sem 0.1170, dir -0.9578, norm 0.1721, swav 0.0000 LR: 5.739e-02 Score 96.182 Data time: 0.1413, Forward time: 2.2656, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 4.6584 [2020-11-13 04:10:13,558][root][INFO] - ===> Epoch[355](9211/26): Loss -0.6634, Sem 0.1232, dir -0.9644, norm 0.1778, swav 0.0000 LR: 5.738e-02 Score 95.743 Data time: 0.2202, Forward time: 2.2656, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.0978 [2020-11-13 04:10:20,765][root][INFO] - ===> Epoch[355](9212/26): Loss -0.6854, Sem 0.1070, dir -0.9610, norm 0.1685, swav 0.0000 LR: 5.738e-02 Score 96.182 Data time: 0.2378, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 7.1052 [2020-11-13 04:10:26,256][root][INFO] - ===> Epoch[355](9213/26): Loss -0.7137, Sem 0.0915, dir -0.9664, norm 0.1613, swav 0.0000 LR: 5.737e-02 Score 96.881 Data time: 0.1853, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.3810 [2020-11-13 04:10:32,377][root][INFO] - ===> Epoch[355](9214/26): Loss -0.7103, Sem 0.1018, dir -0.9695, norm 0.1573, swav 0.0000 LR: 5.737e-02 Score 96.600 Data time: 0.3139, Forward time: 2.2657, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.0190 [2020-11-13 04:10:39,480][root][INFO] - ===> Epoch[355](9215/26): Loss -0.6455, Sem 0.1377, dir -0.9606, norm 0.1774, swav 0.0000 LR: 5.736e-02 Score 95.270 Data time: 0.3272, Forward time: 2.2658, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.9818 [2020-11-13 04:10:44,424][root][INFO] - ===> Epoch[355](9216/26): Loss -0.6814, Sem 0.1116, dir -0.9648, norm 0.1718, swav 0.0000 LR: 5.736e-02 Score 96.301 Data time: 0.2117, Forward time: 2.2658, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 4.8249 [2020-11-13 04:10:50,138][root][INFO] - ===> Epoch[355](9217/26): Loss -0.6808, Sem 0.1217, dir -0.9660, norm 0.1635, swav 0.0000 LR: 5.735e-02 Score 96.175 Data time: 0.2421, Forward time: 2.2659, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.6063 [2020-11-13 04:10:54,697][root][INFO] - ===> Epoch[355](9218/26): Loss -0.6980, Sem 0.1078, dir -0.9667, norm 0.1609, swav 0.0000 LR: 5.735e-02 Score 96.226 Data time: 0.1923, Forward time: 2.2659, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.4532 [2020-11-13 04:10:59,344][root][INFO] - ===> Epoch[355](9219/26): Loss -0.7002, Sem 0.1070, dir -0.9651, norm 0.1580, swav 0.0000 LR: 5.734e-02 Score 96.128 Data time: 0.1620, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.5483 [2020-11-13 04:11:05,405][root][INFO] - ===> Epoch[355](9220/26): Loss -0.6902, Sem 0.1058, dir -0.9567, norm 0.1607, swav 0.0000 LR: 5.734e-02 Score 96.430 Data time: 0.1428, Forward time: 2.2657, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.9906 [2020-11-13 04:11:10,018][root][INFO] - ===> Epoch[355](9221/26): Loss -0.7046, Sem 0.0939, dir -0.9604, norm 0.1618, swav 0.0000 LR: 5.733e-02 Score 96.799 Data time: 0.1948, Forward time: 2.2657, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.5726 [2020-11-13 04:11:15,748][root][INFO] - ===> Epoch[355](9222/26): Loss -0.7008, Sem 0.0993, dir -0.9643, norm 0.1641, swav 0.0000 LR: 5.733e-02 Score 96.472 Data time: 0.1896, Forward time: 2.2657, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.6514 [2020-11-13 04:11:21,874][root][INFO] - ===> Epoch[355](9223/26): Loss -0.7165, Sem 0.0952, dir -0.9678, norm 0.1561, swav 0.0000 LR: 5.732e-02 Score 96.770 Data time: 0.2613, Forward time: 2.2657, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.0579 [2020-11-13 04:11:26,823][root][INFO] - ===> Epoch[355](9224/26): Loss -0.6692, Sem 0.1392, dir -0.9661, norm 0.1577, swav 0.0000 LR: 5.732e-02 Score 95.207 Data time: 0.2182, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.8296 [2020-11-13 04:11:32,486][root][INFO] - ===> Epoch[355](9225/26): Loss -0.7186, Sem 0.0903, dir -0.9648, norm 0.1559, swav 0.0000 LR: 5.731e-02 Score 96.909 Data time: 0.2418, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.5432 [2020-11-13 04:11:38,467][root][INFO] - ===> Epoch[355](9226/26): Loss -0.6703, Sem 0.1151, dir -0.9587, norm 0.1733, swav 0.0000 LR: 5.731e-02 Score 95.996 Data time: 0.2708, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.8689 [2020-11-13 04:11:44,635][root][INFO] - ===> Epoch[355](9227/26): Loss -0.6747, Sem 0.1042, dir -0.9581, norm 0.1792, swav 0.0000 LR: 5.731e-02 Score 96.506 Data time: 0.2480, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.0588 [2020-11-13 04:11:50,384][root][INFO] - ===> Epoch[355](9228/26): Loss -0.7107, Sem 0.0997, dir -0.9643, norm 0.1539, swav 0.0000 LR: 5.730e-02 Score 96.597 Data time: 0.2045, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.6481 [2020-11-13 04:11:56,504][root][INFO] - ===> Epoch[355](9229/26): Loss -0.6706, Sem 0.1141, dir -0.9600, norm 0.1753, swav 0.0000 LR: 5.730e-02 Score 96.231 Data time: 0.1791, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.0435 [2020-11-13 04:12:01,946][root][INFO] - ===> Epoch[355](9230/26): Loss -0.6914, Sem 0.1095, dir -0.9688, norm 0.1679, swav 0.0000 LR: 5.729e-02 Score 96.317 Data time: 0.1936, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.3485 [2020-11-13 04:12:07,829][root][INFO] - ===> Epoch[356](9231/26): Loss -0.6683, Sem 0.1062, dir -0.9656, norm 0.1912, swav 0.0000 LR: 5.729e-02 Score 96.436 Data time: 0.1831, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.7793 [2020-11-13 04:12:12,845][root][INFO] - ===> Epoch[356](9232/26): Loss -0.7100, Sem 0.1065, dir -0.9654, norm 0.1489, swav 0.0000 LR: 5.728e-02 Score 96.389 Data time: 0.2049, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.9234 [2020-11-13 04:12:18,223][root][INFO] - ===> Epoch[356](9233/26): Loss -0.6786, Sem 0.1244, dir -0.9622, norm 0.1592, swav 0.0000 LR: 5.728e-02 Score 95.953 Data time: 0.2003, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2819 [2020-11-13 04:12:24,257][root][INFO] - ===> Epoch[356](9234/26): Loss -0.6702, Sem 0.1220, dir -0.9587, norm 0.1665, swav 0.0000 LR: 5.727e-02 Score 95.851 Data time: 0.2446, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.9279 [2020-11-13 04:12:31,135][root][INFO] - ===> Epoch[356](9235/26): Loss -0.6601, Sem 0.1236, dir -0.9628, norm 0.1792, swav 0.0000 LR: 5.727e-02 Score 96.035 Data time: 0.3292, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.7551 [2020-11-13 04:12:36,370][root][INFO] - ===> Epoch[356](9236/26): Loss -0.7090, Sem 0.1078, dir -0.9669, norm 0.1501, swav 0.0000 LR: 5.726e-02 Score 96.377 Data time: 0.1683, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.1046 [2020-11-13 04:12:43,428][root][INFO] - ===> Epoch[356](9237/26): Loss -0.7040, Sem 0.1004, dir -0.9672, norm 0.1629, swav 0.0000 LR: 5.726e-02 Score 96.582 Data time: 0.2024, Forward time: 2.2659, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.9490 [2020-11-13 04:12:49,833][root][INFO] - ===> Epoch[356](9238/26): Loss -0.7061, Sem 0.1076, dir -0.9659, norm 0.1522, swav 0.0000 LR: 5.725e-02 Score 96.351 Data time: 0.2778, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.2899 [2020-11-13 04:12:54,878][root][INFO] - ===> Epoch[356](9239/26): Loss -0.7121, Sem 0.1009, dir -0.9679, norm 0.1549, swav 0.0000 LR: 5.725e-02 Score 96.516 Data time: 0.2440, Forward time: 2.2660, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.9032 [2020-11-13 04:13:00,893][root][INFO] - ===> Epoch[356](9240/26): Loss -0.6807, Sem 0.1084, dir -0.9606, norm 0.1716, swav 0.0000 LR: 5.724e-02 Score 96.245 Data time: 0.1820, Forward time: 2.2660, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.9114 [2020-11-13 04:13:05,407][root][INFO] - ===> Epoch[356](9241/26): Loss -0.6816, Sem 0.1203, dir -0.9621, norm 0.1603, swav 0.0000 LR: 5.724e-02 Score 95.841 Data time: 0.1457, Forward time: 2.2659, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.3894 [2020-11-13 04:13:10,470][root][INFO] - ===> Epoch[356](9242/26): Loss -0.6976, Sem 0.1021, dir -0.9646, norm 0.1650, swav 0.0000 LR: 5.723e-02 Score 96.419 Data time: 0.2139, Forward time: 2.2658, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.9915 [2020-11-13 04:13:15,561][root][INFO] - ===> Epoch[356](9243/26): Loss -0.7105, Sem 0.1026, dir -0.9660, norm 0.1529, swav 0.0000 LR: 5.723e-02 Score 96.470 Data time: 0.1889, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.0003 [2020-11-13 04:13:20,469][root][INFO] - ===> Epoch[356](9244/26): Loss -0.6982, Sem 0.0905, dir -0.9663, norm 0.1776, swav 0.0000 LR: 5.722e-02 Score 97.020 Data time: 0.2498, Forward time: 2.2658, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.7922 [2020-11-13 04:13:26,121][root][INFO] - ===> Epoch[356](9245/26): Loss -0.6747, Sem 0.1225, dir -0.9670, norm 0.1698, swav 0.0000 LR: 5.722e-02 Score 96.060 Data time: 0.2157, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.5485 [2020-11-13 04:13:32,704][root][INFO] - ===> Epoch[356](9246/26): Loss -0.6780, Sem 0.1151, dir -0.9671, norm 0.1740, swav 0.0000 LR: 5.721e-02 Score 96.066 Data time: 0.3113, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.5281 [2020-11-13 04:13:37,836][root][INFO] - ===> Epoch[356](9247/26): Loss -0.6704, Sem 0.1225, dir -0.9688, norm 0.1759, swav 0.0000 LR: 5.721e-02 Score 95.952 Data time: 0.1576, Forward time: 2.2658, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.9685 [2020-11-13 04:13:43,155][root][INFO] - ===> Epoch[356](9248/26): Loss -0.7264, Sem 0.0969, dir -0.9654, norm 0.1421, swav 0.0000 LR: 5.720e-02 Score 96.573 Data time: 0.1634, Forward time: 2.2658, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.2533 [2020-11-13 04:13:49,270][root][INFO] - ===> Epoch[356](9249/26): Loss -0.6736, Sem 0.0990, dir -0.9556, norm 0.1830, swav 0.0000 LR: 5.720e-02 Score 96.636 Data time: 0.2193, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.0708 [2020-11-13 04:13:54,120][root][INFO] - ===> Epoch[356](9250/26): Loss -0.6862, Sem 0.1154, dir -0.9638, norm 0.1622, swav 0.0000 LR: 5.719e-02 Score 96.068 Data time: 0.2679, Forward time: 2.2658, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.7675 [2020-11-13 04:14:01,249][root][INFO] - ===> Epoch[356](9251/26): Loss -0.6787, Sem 0.1207, dir -0.9633, norm 0.1639, swav 0.0000 LR: 5.719e-02 Score 95.838 Data time: 0.2707, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 7.0109 [2020-11-13 04:14:07,711][root][INFO] - ===> Epoch[356](9252/26): Loss -0.6750, Sem 0.1164, dir -0.9591, norm 0.1677, swav 0.0000 LR: 5.719e-02 Score 96.054 Data time: 0.1810, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.3424 [2020-11-13 04:14:14,074][root][INFO] - ===> Epoch[356](9253/26): Loss -0.7060, Sem 0.1097, dir -0.9641, norm 0.1485, swav 0.0000 LR: 5.718e-02 Score 96.260 Data time: 0.3099, Forward time: 2.2659, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.2902 [2020-11-13 04:14:21,476][root][INFO] - ===> Epoch[356](9254/26): Loss -0.6881, Sem 0.1073, dir -0.9640, norm 0.1687, swav 0.0000 LR: 5.718e-02 Score 96.331 Data time: 0.3606, Forward time: 2.2661, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 7.2898 [2020-11-13 04:14:27,812][root][INFO] - ===> Epoch[356](9255/26): Loss -0.6904, Sem 0.1033, dir -0.9608, norm 0.1672, swav 0.0000 LR: 5.717e-02 Score 96.389 Data time: 0.2183, Forward time: 2.2661, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.1998 [2020-11-13 04:14:34,471][root][INFO] - ===> Epoch[356](9256/26): Loss -0.6814, Sem 0.1281, dir -0.9647, norm 0.1552, swav 0.0000 LR: 5.717e-02 Score 95.823 Data time: 0.1917, Forward time: 2.2661, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.5564 [2020-11-13 04:14:40,245][root][INFO] - ===> Epoch[357](9257/26): Loss -0.6670, Sem 0.1206, dir -0.9567, norm 0.1690, swav 0.0000 LR: 5.716e-02 Score 96.055 Data time: 0.2338, Forward time: 2.2661, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.7070 [2020-11-13 04:14:46,134][root][INFO] - ===> Epoch[357](9258/26): Loss -0.6947, Sem 0.0968, dir -0.9624, norm 0.1709, swav 0.0000 LR: 5.716e-02 Score 96.586 Data time: 0.1334, Forward time: 2.2661, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.7810 [2020-11-13 04:14:51,735][root][INFO] - ===> Epoch[357](9259/26): Loss -0.6787, Sem 0.1094, dir -0.9580, norm 0.1700, swav 0.0000 LR: 5.715e-02 Score 96.332 Data time: 0.1562, Forward time: 2.2660, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.5395 [2020-11-13 04:14:56,820][root][INFO] - ===> Epoch[357](9260/26): Loss -0.6901, Sem 0.1134, dir -0.9646, norm 0.1610, swav 0.0000 LR: 5.715e-02 Score 96.133 Data time: 0.1744, Forward time: 2.2660, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.0246 [2020-11-13 04:15:01,825][root][INFO] - ===> Epoch[357](9261/26): Loss -0.7159, Sem 0.1080, dir -0.9674, norm 0.1435, swav 0.0000 LR: 5.714e-02 Score 96.288 Data time: 0.1573, Forward time: 2.2659, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.9012 [2020-11-13 04:15:08,442][root][INFO] - ===> Epoch[357](9262/26): Loss -0.6945, Sem 0.1119, dir -0.9640, norm 0.1577, swav 0.0000 LR: 5.714e-02 Score 96.093 Data time: 0.1549, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.5533 [2020-11-13 04:15:13,738][root][INFO] - ===> Epoch[357](9263/26): Loss -0.6749, Sem 0.1146, dir -0.9655, norm 0.1760, swav 0.0000 LR: 5.713e-02 Score 96.042 Data time: 0.1830, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.2135 [2020-11-13 04:15:18,738][root][INFO] - ===> Epoch[357](9264/26): Loss -0.6787, Sem 0.1077, dir -0.9617, norm 0.1753, swav 0.0000 LR: 5.713e-02 Score 96.343 Data time: 0.1861, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.9120 [2020-11-13 04:15:23,922][root][INFO] - ===> Epoch[357](9265/26): Loss -0.7143, Sem 0.0926, dir -0.9649, norm 0.1580, swav 0.0000 LR: 5.712e-02 Score 96.826 Data time: 0.2565, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.0910 [2020-11-13 04:15:29,371][root][INFO] - ===> Epoch[357](9266/26): Loss -0.6717, Sem 0.1215, dir -0.9542, norm 0.1611, swav 0.0000 LR: 5.712e-02 Score 95.872 Data time: 0.2028, Forward time: 2.2658, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.3532 [2020-11-13 04:15:34,948][root][INFO] - ===> Epoch[357](9267/26): Loss -0.6927, Sem 0.1181, dir -0.9652, norm 0.1543, swav 0.0000 LR: 5.711e-02 Score 95.700 Data time: 0.1284, Forward time: 2.2657, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.4754 [2020-11-13 04:15:39,424][root][INFO] - ===> Epoch[357](9268/26): Loss -0.6811, Sem 0.1222, dir -0.9621, norm 0.1588, swav 0.0000 LR: 5.711e-02 Score 95.856 Data time: 0.2052, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.4225 [2020-11-13 04:15:45,494][root][INFO] - ===> Epoch[357](9269/26): Loss -0.7009, Sem 0.1109, dir -0.9651, norm 0.1533, swav 0.0000 LR: 5.710e-02 Score 96.064 Data time: 0.2419, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.9798 [2020-11-13 04:15:50,910][root][INFO] - ===> Epoch[357](9270/26): Loss -0.7108, Sem 0.1004, dir -0.9679, norm 0.1567, swav 0.0000 LR: 5.710e-02 Score 96.477 Data time: 0.1806, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.3057 [2020-11-13 04:15:56,495][root][INFO] - ===> Epoch[357](9271/26): Loss -0.7033, Sem 0.1064, dir -0.9664, norm 0.1568, swav 0.0000 LR: 5.709e-02 Score 96.319 Data time: 0.2214, Forward time: 2.2657, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.4835 [2020-11-13 04:16:02,553][root][INFO] - ===> Epoch[357](9272/26): Loss -0.7119, Sem 0.0968, dir -0.9611, norm 0.1524, swav 0.0000 LR: 5.709e-02 Score 96.716 Data time: 0.1780, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.9218 [2020-11-13 04:16:07,838][root][INFO] - ===> Epoch[357](9273/26): Loss -0.7181, Sem 0.0907, dir -0.9660, norm 0.1572, swav 0.0000 LR: 5.708e-02 Score 96.838 Data time: 0.1835, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.1724 [2020-11-13 04:16:12,739][root][INFO] - ===> Epoch[357](9274/26): Loss -0.6883, Sem 0.1154, dir -0.9654, norm 0.1617, swav 0.0000 LR: 5.708e-02 Score 96.002 Data time: 0.1660, Forward time: 2.2656, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.7862 [2020-11-13 04:16:19,210][root][INFO] - ===> Epoch[357](9275/26): Loss -0.6790, Sem 0.1079, dir -0.9625, norm 0.1755, swav 0.0000 LR: 5.708e-02 Score 96.360 Data time: 0.2504, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.3985 [2020-11-13 04:16:24,725][root][INFO] - ===> Epoch[357](9276/26): Loss -0.7270, Sem 0.0962, dir -0.9718, norm 0.1485, swav 0.0000 LR: 5.707e-02 Score 96.680 Data time: 0.2148, Forward time: 2.2657, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3752 [2020-11-13 04:16:31,026][root][INFO] - ===> Epoch[357](9277/26): Loss -0.6874, Sem 0.1056, dir -0.9610, norm 0.1681, swav 0.0000 LR: 5.707e-02 Score 96.570 Data time: 0.2110, Forward time: 2.2657, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.1925 [2020-11-13 04:16:36,056][root][INFO] - ===> Epoch[357](9278/26): Loss -0.7156, Sem 0.0911, dir -0.9659, norm 0.1592, swav 0.0000 LR: 5.706e-02 Score 96.829 Data time: 0.2459, Forward time: 2.2657, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.9174 [2020-11-13 04:16:41,751][root][INFO] - ===> Epoch[357](9279/26): Loss -0.7203, Sem 0.1041, dir -0.9683, norm 0.1439, swav 0.0000 LR: 5.706e-02 Score 96.400 Data time: 0.2983, Forward time: 2.2658, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5780 [2020-11-13 04:16:48,098][root][INFO] - ===> Epoch[357](9280/26): Loss -0.7062, Sem 0.0993, dir -0.9662, norm 0.1607, swav 0.0000 LR: 5.705e-02 Score 96.504 Data time: 0.2132, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.2221 [2020-11-13 04:16:54,860][root][INFO] - ===> Epoch[357](9281/26): Loss -0.6902, Sem 0.1069, dir -0.9591, norm 0.1621, swav 0.0000 LR: 5.705e-02 Score 96.291 Data time: 0.3365, Forward time: 2.2659, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.6480 [2020-11-13 04:17:01,516][root][INFO] - ===> Epoch[357](9282/26): Loss -0.6888, Sem 0.1045, dir -0.9656, norm 0.1723, swav 0.0000 LR: 5.704e-02 Score 96.315 Data time: 0.1705, Forward time: 2.2659, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5472 [2020-11-13 04:17:07,353][root][INFO] - ===> Epoch[358](9283/26): Loss -0.7131, Sem 0.0995, dir -0.9652, norm 0.1526, swav 0.0000 LR: 5.704e-02 Score 96.656 Data time: 0.1944, Forward time: 2.2658, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.7412 [2020-11-13 04:17:13,284][root][INFO] - ===> Epoch[358](9284/26): Loss -0.7046, Sem 0.1016, dir -0.9647, norm 0.1586, swav 0.0000 LR: 5.703e-02 Score 96.500 Data time: 0.1711, Forward time: 2.2658, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.8024 [2020-11-13 04:17:17,884][root][INFO] - ===> Epoch[358](9285/26): Loss -0.7100, Sem 0.1008, dir -0.9633, norm 0.1525, swav 0.0000 LR: 5.703e-02 Score 96.526 Data time: 0.2024, Forward time: 2.2658, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.5087 [2020-11-13 04:17:24,429][root][INFO] - ===> Epoch[358](9286/26): Loss -0.6895, Sem 0.1093, dir -0.9687, norm 0.1699, swav 0.0000 LR: 5.702e-02 Score 96.167 Data time: 0.2502, Forward time: 2.2658, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.4376 [2020-11-13 04:17:31,927][root][INFO] - ===> Epoch[358](9287/26): Loss -0.7097, Sem 0.0973, dir -0.9672, norm 0.1602, swav 0.0000 LR: 5.702e-02 Score 96.688 Data time: 0.2010, Forward time: 2.2658, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 7.3636 [2020-11-13 04:17:38,337][root][INFO] - ===> Epoch[358](9288/26): Loss -0.7061, Sem 0.1101, dir -0.9652, norm 0.1490, swav 0.0000 LR: 5.701e-02 Score 96.187 Data time: 0.1978, Forward time: 2.2658, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.3001 [2020-11-13 04:17:45,383][root][INFO] - ===> Epoch[358](9289/26): Loss -0.6823, Sem 0.1112, dir -0.9622, norm 0.1686, swav 0.0000 LR: 5.701e-02 Score 96.170 Data time: 0.1440, Forward time: 2.2657, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.9402 [2020-11-13 04:17:51,388][root][INFO] - ===> Epoch[358](9290/26): Loss -0.6980, Sem 0.1102, dir -0.9638, norm 0.1556, swav 0.0000 LR: 5.700e-02 Score 96.108 Data time: 0.1489, Forward time: 2.2657, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.9373 [2020-11-13 04:17:57,470][root][INFO] - ===> Epoch[358](9291/26): Loss -0.7401, Sem 0.0885, dir -0.9691, norm 0.1405, swav 0.0000 LR: 5.700e-02 Score 96.864 Data time: 0.2135, Forward time: 2.2657, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.9873 [2020-11-13 04:18:02,802][root][INFO] - ===> Epoch[358](9292/26): Loss -0.7244, Sem 0.1037, dir -0.9705, norm 0.1424, swav 0.0000 LR: 5.699e-02 Score 96.234 Data time: 0.1452, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.2012 [2020-11-13 04:18:09,179][root][INFO] - ===> Epoch[358](9293/26): Loss -0.7024, Sem 0.1115, dir -0.9689, norm 0.1550, swav 0.0000 LR: 5.699e-02 Score 96.374 Data time: 0.2532, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.2846 [2020-11-13 04:18:14,414][root][INFO] - ===> Epoch[358](9294/26): Loss -0.7203, Sem 0.0984, dir -0.9644, norm 0.1457, swav 0.0000 LR: 5.698e-02 Score 96.646 Data time: 0.1723, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.1258 [2020-11-13 04:18:21,260][root][INFO] - ===> Epoch[358](9295/26): Loss -0.7078, Sem 0.1008, dir -0.9684, norm 0.1598, swav 0.0000 LR: 5.698e-02 Score 96.549 Data time: 0.1743, Forward time: 2.2655, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.7620 [2020-11-13 04:18:26,180][root][INFO] - ===> Epoch[358](9296/26): Loss -0.7153, Sem 0.0966, dir -0.9659, norm 0.1540, swav 0.0000 LR: 5.697e-02 Score 96.784 Data time: 0.1631, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 4.8533 [2020-11-13 04:18:32,439][root][INFO] - ===> Epoch[358](9297/26): Loss -0.7045, Sem 0.1013, dir -0.9669, norm 0.1612, swav 0.0000 LR: 5.697e-02 Score 96.574 Data time: 0.2171, Forward time: 2.2654, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.1532 [2020-11-13 04:18:38,248][root][INFO] - ===> Epoch[358](9298/26): Loss -0.7174, Sem 0.0969, dir -0.9641, norm 0.1499, swav 0.0000 LR: 5.697e-02 Score 96.757 Data time: 0.2187, Forward time: 2.2654, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.6972 [2020-11-13 04:18:43,338][root][INFO] - ===> Epoch[358](9299/26): Loss -0.6813, Sem 0.1165, dir -0.9652, norm 0.1673, swav 0.0000 LR: 5.696e-02 Score 96.049 Data time: 0.2488, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 4.9798 [2020-11-13 04:18:48,849][root][INFO] - ===> Epoch[358](9300/26): Loss -0.7079, Sem 0.1041, dir -0.9646, norm 0.1526, swav 0.0000 LR: 5.696e-02 Score 96.265 Data time: 0.2554, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.4037 [2020-11-13 04:18:53,988][root][INFO] - ===> Epoch[358](9301/26): Loss -0.6973, Sem 0.1073, dir -0.9685, norm 0.1640, swav 0.0000 LR: 5.695e-02 Score 96.387 Data time: 0.2024, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.0080 [2020-11-13 04:18:59,907][root][INFO] - ===> Epoch[358](9302/26): Loss -0.6671, Sem 0.1152, dir -0.9596, norm 0.1773, swav 0.0000 LR: 5.695e-02 Score 96.215 Data time: 0.2151, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.7889 [2020-11-13 04:19:06,121][root][INFO] - ===> Epoch[358](9303/26): Loss -0.7030, Sem 0.0993, dir -0.9609, norm 0.1586, swav 0.0000 LR: 5.694e-02 Score 96.476 Data time: 0.2300, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.0945 [2020-11-13 04:19:12,621][root][INFO] - ===> Epoch[358](9304/26): Loss -0.6794, Sem 0.1151, dir -0.9602, norm 0.1656, swav 0.0000 LR: 5.694e-02 Score 95.877 Data time: 0.3003, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.3869 [2020-11-13 04:19:18,386][root][INFO] - ===> Epoch[358](9305/26): Loss -0.7188, Sem 0.0914, dir -0.9687, norm 0.1585, swav 0.0000 LR: 5.693e-02 Score 96.907 Data time: 0.1694, Forward time: 2.2656, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.6369 [2020-11-13 04:19:25,775][root][INFO] - ===> Epoch[358](9306/26): Loss -0.7014, Sem 0.1087, dir -0.9681, norm 0.1580, swav 0.0000 LR: 5.693e-02 Score 96.260 Data time: 0.1911, Forward time: 2.2655, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 7.2837 [2020-11-13 04:19:30,434][root][INFO] - ===> Epoch[358](9307/26): Loss -0.6762, Sem 0.1204, dir -0.9638, norm 0.1672, swav 0.0000 LR: 5.692e-02 Score 95.811 Data time: 0.1960, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 4.5481 [2020-11-13 04:19:36,085][root][INFO] - ===> Epoch[358](9308/26): Loss -0.6942, Sem 0.1104, dir -0.9636, norm 0.1590, swav 0.0000 LR: 5.692e-02 Score 96.233 Data time: 0.2186, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.5530 [2020-11-13 04:19:41,602][root][INFO] - ===> Epoch[359](9309/26): Loss -0.7104, Sem 0.1027, dir -0.9672, norm 0.1541, swav 0.0000 LR: 5.691e-02 Score 96.442 Data time: 0.1458, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.3853 [2020-11-13 04:19:46,769][root][INFO] - ===> Epoch[359](9310/26): Loss -0.6525, Sem 0.1369, dir -0.9618, norm 0.1724, swav 0.0000 LR: 5.691e-02 Score 95.496 Data time: 0.2258, Forward time: 2.2655, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.0722 [2020-11-13 04:19:52,860][root][INFO] - ===> Epoch[359](9311/26): Loss -0.6892, Sem 0.1087, dir -0.9627, norm 0.1648, swav 0.0000 LR: 5.690e-02 Score 96.311 Data time: 0.2041, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.9959 [2020-11-13 04:19:59,654][root][INFO] - ===> Epoch[359](9312/26): Loss -0.7009, Sem 0.1004, dir -0.9648, norm 0.1635, swav 0.0000 LR: 5.690e-02 Score 96.525 Data time: 0.2329, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.6611 [2020-11-13 04:20:04,814][root][INFO] - ===> Epoch[359](9313/26): Loss -0.7220, Sem 0.0925, dir -0.9663, norm 0.1519, swav 0.0000 LR: 5.689e-02 Score 96.808 Data time: 0.1768, Forward time: 2.2655, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.0329 [2020-11-13 04:20:10,214][root][INFO] - ===> Epoch[359](9314/26): Loss -0.7051, Sem 0.0943, dir -0.9638, norm 0.1644, swav 0.0000 LR: 5.689e-02 Score 96.788 Data time: 0.1741, Forward time: 2.2654, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.3076 [2020-11-13 04:20:15,211][root][INFO] - ===> Epoch[359](9315/26): Loss -0.7066, Sem 0.1009, dir -0.9665, norm 0.1591, swav 0.0000 LR: 5.688e-02 Score 96.335 Data time: 0.2286, Forward time: 2.2654, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.9029 [2020-11-13 04:20:21,573][root][INFO] - ===> Epoch[359](9316/26): Loss -0.6827, Sem 0.1077, dir -0.9616, norm 0.1712, swav 0.0000 LR: 5.688e-02 Score 96.373 Data time: 0.2084, Forward time: 2.2654, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.2523 [2020-11-13 04:20:26,686][root][INFO] - ===> Epoch[359](9317/26): Loss -0.6976, Sem 0.1063, dir -0.9671, norm 0.1632, swav 0.0000 LR: 5.687e-02 Score 96.450 Data time: 0.1741, Forward time: 2.2654, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.0091 [2020-11-13 04:20:32,080][root][INFO] - ===> Epoch[359](9318/26): Loss -0.6780, Sem 0.0935, dir -0.9632, norm 0.1917, swav 0.0000 LR: 5.687e-02 Score 96.763 Data time: 0.1848, Forward time: 2.2654, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.3348 [2020-11-13 04:20:37,092][root][INFO] - ===> Epoch[359](9319/26): Loss -0.7048, Sem 0.1093, dir -0.9648, norm 0.1507, swav 0.0000 LR: 5.686e-02 Score 96.456 Data time: 0.1487, Forward time: 2.2653, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.9171 [2020-11-13 04:20:43,654][root][INFO] - ===> Epoch[359](9320/26): Loss -0.7229, Sem 0.0934, dir -0.9677, norm 0.1514, swav 0.0000 LR: 5.686e-02 Score 96.827 Data time: 0.1625, Forward time: 2.2653, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.4885 [2020-11-13 04:20:50,912][root][INFO] - ===> Epoch[359](9321/26): Loss -0.7189, Sem 0.0983, dir -0.9703, norm 0.1531, swav 0.0000 LR: 5.685e-02 Score 96.752 Data time: 0.1966, Forward time: 2.2653, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 7.1602 [2020-11-13 04:20:57,148][root][INFO] - ===> Epoch[359](9322/26): Loss -0.7204, Sem 0.1039, dir -0.9710, norm 0.1467, swav 0.0000 LR: 5.685e-02 Score 96.649 Data time: 0.1466, Forward time: 2.2652, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.1251 [2020-11-13 04:21:03,064][root][INFO] - ===> Epoch[359](9323/26): Loss -0.7025, Sem 0.0994, dir -0.9619, norm 0.1600, swav 0.0000 LR: 5.685e-02 Score 96.597 Data time: 0.1979, Forward time: 2.2652, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 5.8579 [2020-11-13 04:21:09,195][root][INFO] - ===> Epoch[359](9324/26): Loss -0.6910, Sem 0.1216, dir -0.9660, norm 0.1534, swav 0.0000 LR: 5.684e-02 Score 95.875 Data time: 0.2121, Forward time: 2.2652, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.0233 [2020-11-13 04:21:14,150][root][INFO] - ===> Epoch[359](9325/26): Loss -0.6968, Sem 0.0980, dir -0.9627, norm 0.1679, swav 0.0000 LR: 5.684e-02 Score 96.703 Data time: 0.2167, Forward time: 2.2652, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 4.8422 [2020-11-13 04:21:19,302][root][INFO] - ===> Epoch[359](9326/26): Loss -0.6928, Sem 0.1116, dir -0.9655, norm 0.1611, swav 0.0000 LR: 5.683e-02 Score 96.206 Data time: 0.2029, Forward time: 2.2652, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.0333 [2020-11-13 04:21:24,554][root][INFO] - ===> Epoch[359](9327/26): Loss -0.7235, Sem 0.0905, dir -0.9656, norm 0.1515, swav 0.0000 LR: 5.683e-02 Score 96.978 Data time: 0.1845, Forward time: 2.2652, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.1547 [2020-11-13 04:21:29,199][root][INFO] - ===> Epoch[359](9328/26): Loss -0.6934, Sem 0.1104, dir -0.9634, norm 0.1596, swav 0.0000 LR: 5.682e-02 Score 96.374 Data time: 0.1893, Forward time: 2.2651, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 4.5607 [2020-11-13 04:21:34,426][root][INFO] - ===> Epoch[359](9329/26): Loss -0.6952, Sem 0.1068, dir -0.9649, norm 0.1628, swav 0.0000 LR: 5.682e-02 Score 96.164 Data time: 0.2478, Forward time: 2.2652, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.1012 [2020-11-13 04:21:40,142][root][INFO] - ===> Epoch[359](9330/26): Loss -0.6919, Sem 0.1065, dir -0.9621, norm 0.1637, swav 0.0000 LR: 5.681e-02 Score 96.441 Data time: 0.1425, Forward time: 2.2651, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.6026 [2020-11-13 04:21:45,583][root][INFO] - ===> Epoch[359](9331/26): Loss -0.6940, Sem 0.1107, dir -0.9657, norm 0.1610, swav 0.0000 LR: 5.681e-02 Score 96.193 Data time: 0.1806, Forward time: 2.2651, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.3750 [2020-11-13 04:21:51,138][root][INFO] - ===> Epoch[359](9332/26): Loss -0.7034, Sem 0.1093, dir -0.9661, norm 0.1534, swav 0.0000 LR: 5.680e-02 Score 96.259 Data time: 0.1702, Forward time: 2.2650, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.4557 [2020-11-13 04:21:56,453][root][INFO] - ===> Epoch[359](9333/26): Loss -0.6934, Sem 0.1039, dir -0.9659, norm 0.1686, swav 0.0000 LR: 5.680e-02 Score 96.569 Data time: 0.2424, Forward time: 2.2651, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.2114 [2020-11-13 04:22:02,899][root][INFO] - ===> Epoch[359](9334/26): Loss -0.7068, Sem 0.1025, dir -0.9634, norm 0.1541, swav 0.0000 LR: 5.679e-02 Score 96.466 Data time: 0.1733, Forward time: 2.2650, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 6.3273 [2020-11-13 04:22:08,667][root][INFO] - ===> Epoch[360](9335/26): Loss -0.6954, Sem 0.1131, dir -0.9637, norm 0.1552, swav 0.0000 LR: 5.679e-02 Score 96.131 Data time: 0.2254, Forward time: 2.2650, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.6644 [2020-11-13 04:22:14,870][root][INFO] - ===> Epoch[360](9336/26): Loss -0.6599, Sem 0.1318, dir -0.9594, norm 0.1677, swav 0.0000 LR: 5.678e-02 Score 95.790 Data time: 0.1426, Forward time: 2.2650, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.0941 [2020-11-13 04:22:21,752][root][INFO] - ===> Epoch[360](9337/26): Loss -0.7032, Sem 0.1033, dir -0.9660, norm 0.1595, swav 0.0000 LR: 5.678e-02 Score 96.262 Data time: 0.1432, Forward time: 2.2649, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.8076 [2020-11-13 04:22:27,634][root][INFO] - ===> Epoch[360](9338/26): Loss -0.6988, Sem 0.0986, dir -0.9658, norm 0.1684, swav 0.0000 LR: 5.677e-02 Score 96.635 Data time: 0.2108, Forward time: 2.2648, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.7964 [2020-11-13 04:22:33,130][root][INFO] - ===> Epoch[360](9339/26): Loss -0.7003, Sem 0.1040, dir -0.9660, norm 0.1617, swav 0.0000 LR: 5.677e-02 Score 96.500 Data time: 0.1924, Forward time: 2.2648, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.4032 [2020-11-13 04:22:38,857][root][INFO] - ===> Epoch[360](9340/26): Loss -0.7245, Sem 0.0974, dir -0.9668, norm 0.1449, swav 0.0000 LR: 5.676e-02 Score 96.677 Data time: 0.1803, Forward time: 2.2648, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.6193 [2020-11-13 04:22:44,497][root][INFO] - ===> Epoch[360](9341/26): Loss -0.7024, Sem 0.1141, dir -0.9692, norm 0.1527, swav 0.0000 LR: 5.676e-02 Score 96.202 Data time: 0.1496, Forward time: 2.2647, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 5.5539 [2020-11-13 04:22:50,319][root][INFO] - ===> Epoch[360](9342/26): Loss -0.6867, Sem 0.1110, dir -0.9612, norm 0.1635, swav 0.0000 LR: 5.675e-02 Score 96.382 Data time: 0.2036, Forward time: 2.2647, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 5.7389 [2020-11-13 04:22:55,810][root][INFO] - ===> Epoch[360](9343/26): Loss -0.7011, Sem 0.1030, dir -0.9656, norm 0.1615, swav 0.0000 LR: 5.675e-02 Score 96.556 Data time: 0.2087, Forward time: 2.2647, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.3884 [2020-11-13 04:23:00,650][root][INFO] - ===> Epoch[360](9344/26): Loss -0.7168, Sem 0.0912, dir -0.9705, norm 0.1625, swav 0.0000 LR: 5.674e-02 Score 96.723 Data time: 0.1504, Forward time: 2.2647, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 4.7270 [2020-11-13 04:23:06,338][root][INFO] - ===> Epoch[360](9345/26): Loss -0.6760, Sem 0.1275, dir -0.9659, norm 0.1624, swav 0.0000 LR: 5.674e-02 Score 95.759 Data time: 0.1776, Forward time: 2.2646, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.6126 [2020-11-13 04:23:11,600][root][INFO] - ===> Epoch[360](9346/26): Loss -0.6955, Sem 0.1026, dir -0.9631, norm 0.1651, swav 0.0000 LR: 5.674e-02 Score 96.590 Data time: 0.2424, Forward time: 2.2647, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.1440 [2020-11-13 04:23:16,754][root][INFO] - ===> Epoch[360](9347/26): Loss -0.7293, Sem 0.0967, dir -0.9711, norm 0.1450, swav 0.0000 LR: 5.673e-02 Score 96.660 Data time: 0.2745, Forward time: 2.2647, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 5.0180 [2020-11-13 04:23:21,865][root][INFO] - ===> Epoch[360](9348/26): Loss -0.6758, Sem 0.1195, dir -0.9618, norm 0.1665, swav 0.0000 LR: 5.673e-02 Score 95.748 Data time: 0.1741, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.0061 [2020-11-13 04:23:26,803][root][INFO] - ===> Epoch[360](9349/26): Loss -0.6919, Sem 0.1205, dir -0.9674, norm 0.1550, swav 0.0000 LR: 5.672e-02 Score 96.181 Data time: 0.2125, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.8179 [2020-11-13 04:23:32,283][root][INFO] - ===> Epoch[360](9350/26): Loss -0.7054, Sem 0.1087, dir -0.9646, norm 0.1505, swav 0.0000 LR: 5.672e-02 Score 96.437 Data time: 0.1847, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.3662 [2020-11-13 04:23:37,551][root][INFO] - ===> Epoch[360](9351/26): Loss -0.6620, Sem 0.1236, dir -0.9636, norm 0.1781, swav 0.0000 LR: 5.671e-02 Score 95.660 Data time: 0.2371, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.1749 [2020-11-13 04:23:43,060][root][INFO] - ===> Epoch[360](9352/26): Loss -0.7076, Sem 0.1022, dir -0.9655, norm 0.1556, swav 0.0000 LR: 5.671e-02 Score 96.474 Data time: 0.2115, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.3919 [2020-11-13 04:23:49,624][root][INFO] - ===> Epoch[360](9353/26): Loss -0.6828, Sem 0.1186, dir -0.9645, norm 0.1631, swav 0.0000 LR: 5.670e-02 Score 95.879 Data time: 0.2339, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 6.4587 [2020-11-13 04:23:56,158][root][INFO] - ===> Epoch[360](9354/26): Loss -0.7104, Sem 0.0994, dir -0.9673, norm 0.1576, swav 0.0000 LR: 5.670e-02 Score 96.625 Data time: 0.1610, Forward time: 2.2646, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.4129 [2020-11-13 04:24:01,761][root][INFO] - ===> Epoch[360](9355/26): Loss -0.7212, Sem 0.1030, dir -0.9700, norm 0.1458, swav 0.0000 LR: 5.669e-02 Score 96.496 Data time: 0.2066, Forward time: 2.2646, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.5314 [2020-11-13 04:24:08,067][root][INFO] - ===> Epoch[360](9356/26): Loss -0.7009, Sem 0.0904, dir -0.9575, norm 0.1662, swav 0.0000 LR: 5.669e-02 Score 96.897 Data time: 0.3579, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.2012 [2020-11-13 04:24:14,719][root][INFO] - ===> Epoch[360](9357/26): Loss -0.7163, Sem 0.0997, dir -0.9659, norm 0.1498, swav 0.0000 LR: 5.668e-02 Score 96.644 Data time: 0.2244, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.5221 [2020-11-13 04:24:19,657][root][INFO] - ===> Epoch[360](9358/26): Loss -0.6966, Sem 0.1031, dir -0.9655, norm 0.1658, swav 0.0000 LR: 5.668e-02 Score 96.479 Data time: 0.2302, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.8278 [2020-11-13 04:24:25,693][root][INFO] - ===> Epoch[360](9359/26): Loss -0.7071, Sem 0.1009, dir -0.9674, norm 0.1594, swav 0.0000 LR: 5.667e-02 Score 96.577 Data time: 0.2080, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.9187 [2020-11-13 04:24:31,433][root][INFO] - ===> Epoch[360](9360/26): Loss -0.7319, Sem 0.0923, dir -0.9683, norm 0.1440, swav 0.0000 LR: 5.667e-02 Score 96.803 Data time: 0.1830, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.6336 [2020-11-13 04:24:37,339][root][INFO] - ===> Epoch[361](9361/26): Loss -0.6981, Sem 0.1158, dir -0.9685, norm 0.1547, swav 0.0000 LR: 5.666e-02 Score 95.848 Data time: 0.2590, Forward time: 2.2648, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.8356 [2020-11-13 04:24:42,992][root][INFO] - ===> Epoch[361](9362/26): Loss -0.7023, Sem 0.1099, dir -0.9629, norm 0.1507, swav 0.0000 LR: 5.666e-02 Score 96.224 Data time: 0.1674, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.5041 [2020-11-13 04:24:49,106][root][INFO] - ===> Epoch[361](9363/26): Loss -0.6810, Sem 0.1002, dir -0.9631, norm 0.1820, swav 0.0000 LR: 5.665e-02 Score 96.581 Data time: 0.2087, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.0049 [2020-11-13 04:24:54,167][root][INFO] - ===> Epoch[361](9364/26): Loss -0.7007, Sem 0.1052, dir -0.9656, norm 0.1597, swav 0.0000 LR: 5.665e-02 Score 96.310 Data time: 0.1827, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.9353 [2020-11-13 04:24:59,322][root][INFO] - ===> Epoch[361](9365/26): Loss -0.6731, Sem 0.1257, dir -0.9632, norm 0.1643, swav 0.0000 LR: 5.664e-02 Score 95.828 Data time: 0.1460, Forward time: 2.2646, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.0527 [2020-11-13 04:25:05,134][root][INFO] - ===> Epoch[361](9366/26): Loss -0.6977, Sem 0.1067, dir -0.9657, norm 0.1613, swav 0.0000 LR: 5.664e-02 Score 96.328 Data time: 0.2347, Forward time: 2.2646, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.7230 [2020-11-13 04:25:11,808][root][INFO] - ===> Epoch[361](9367/26): Loss -0.6826, Sem 0.0995, dir -0.9644, norm 0.1823, swav 0.0000 LR: 5.663e-02 Score 96.596 Data time: 0.2860, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.5640 [2020-11-13 04:25:17,099][root][INFO] - ===> Epoch[361](9368/26): Loss -0.6856, Sem 0.1214, dir -0.9672, norm 0.1601, swav 0.0000 LR: 5.663e-02 Score 95.939 Data time: 0.1779, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.1233 [2020-11-13 04:25:21,870][root][INFO] - ===> Epoch[361](9369/26): Loss -0.7270, Sem 0.0890, dir -0.9651, norm 0.1491, swav 0.0000 LR: 5.662e-02 Score 96.913 Data time: 0.1861, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.6744 [2020-11-13 04:25:28,124][root][INFO] - ===> Epoch[361](9370/26): Loss -0.6864, Sem 0.0992, dir -0.9618, norm 0.1763, swav 0.0000 LR: 5.662e-02 Score 96.564 Data time: 0.2792, Forward time: 2.2647, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.1485 [2020-11-13 04:25:33,532][root][INFO] - ===> Epoch[361](9371/26): Loss -0.6842, Sem 0.1177, dir -0.9657, norm 0.1638, swav 0.0000 LR: 5.662e-02 Score 95.718 Data time: 0.2639, Forward time: 2.2648, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.2781 [2020-11-13 04:25:38,217][root][INFO] - ===> Epoch[361](9372/26): Loss -0.6926, Sem 0.1000, dir -0.9595, norm 0.1669, swav 0.0000 LR: 5.661e-02 Score 96.670 Data time: 0.2364, Forward time: 2.2648, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.5720 [2020-11-13 04:25:43,125][root][INFO] - ===> Epoch[361](9373/26): Loss -0.7288, Sem 0.0878, dir -0.9625, norm 0.1459, swav 0.0000 LR: 5.661e-02 Score 96.944 Data time: 0.1480, Forward time: 2.2647, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.8028 [2020-11-13 04:25:50,190][root][INFO] - ===> Epoch[361](9374/26): Loss -0.7031, Sem 0.1015, dir -0.9622, norm 0.1575, swav 0.0000 LR: 5.660e-02 Score 96.524 Data time: 0.1726, Forward time: 2.2646, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.9831 [2020-11-13 04:25:56,454][root][INFO] - ===> Epoch[361](9375/26): Loss -0.6961, Sem 0.1033, dir -0.9655, norm 0.1662, swav 0.0000 LR: 5.660e-02 Score 96.385 Data time: 0.1216, Forward time: 2.2645, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.1547 [2020-11-13 04:26:01,662][root][INFO] - ===> Epoch[361](9376/26): Loss -0.7035, Sem 0.0926, dir -0.9602, norm 0.1641, swav 0.0000 LR: 5.659e-02 Score 96.756 Data time: 0.2150, Forward time: 2.2645, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.1539 [2020-11-13 04:26:08,243][root][INFO] - ===> Epoch[361](9377/26): Loss -0.7041, Sem 0.0895, dir -0.9651, norm 0.1715, swav 0.0000 LR: 5.659e-02 Score 97.009 Data time: 0.2996, Forward time: 2.2646, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 6.4636 [2020-11-13 04:26:13,716][root][INFO] - ===> Epoch[361](9378/26): Loss -0.7031, Sem 0.0936, dir -0.9650, norm 0.1683, swav 0.0000 LR: 5.658e-02 Score 96.846 Data time: 0.2471, Forward time: 2.2647, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.3361 [2020-11-13 04:26:20,960][root][INFO] - ===> Epoch[361](9379/26): Loss -0.6663, Sem 0.1095, dir -0.9620, norm 0.1862, swav 0.0000 LR: 5.658e-02 Score 96.157 Data time: 0.1962, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 7.1286 [2020-11-13 04:26:25,992][root][INFO] - ===> Epoch[361](9380/26): Loss -0.7039, Sem 0.1019, dir -0.9659, norm 0.1601, swav 0.0000 LR: 5.657e-02 Score 96.572 Data time: 0.2537, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.9402 [2020-11-13 04:26:31,433][root][INFO] - ===> Epoch[361](9381/26): Loss -0.6979, Sem 0.1047, dir -0.9648, norm 0.1622, swav 0.0000 LR: 5.657e-02 Score 96.130 Data time: 0.2479, Forward time: 2.2647, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.3222 [2020-11-13 04:26:38,507][root][INFO] - ===> Epoch[361](9382/26): Loss -0.7104, Sem 0.0942, dir -0.9643, norm 0.1597, swav 0.0000 LR: 5.656e-02 Score 96.845 Data time: 0.2390, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.9666 [2020-11-13 04:26:45,397][root][INFO] - ===> Epoch[361](9383/26): Loss -0.6954, Sem 0.1040, dir -0.9620, norm 0.1627, swav 0.0000 LR: 5.656e-02 Score 96.482 Data time: 0.2891, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.7699 [2020-11-13 04:26:50,656][root][INFO] - ===> Epoch[361](9384/26): Loss -0.7188, Sem 0.0938, dir -0.9626, norm 0.1500, swav 0.0000 LR: 5.655e-02 Score 96.712 Data time: 0.2424, Forward time: 2.2648, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.1526 [2020-11-13 04:26:57,099][root][INFO] - ===> Epoch[361](9385/26): Loss -0.7222, Sem 0.0966, dir -0.9692, norm 0.1505, swav 0.0000 LR: 5.655e-02 Score 96.599 Data time: 0.2400, Forward time: 2.2648, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.3414 [2020-11-13 04:27:02,397][root][INFO] - ===> Epoch[361](9386/26): Loss -0.6571, Sem 0.1193, dir -0.9606, norm 0.1841, swav 0.0000 LR: 5.654e-02 Score 96.078 Data time: 0.1430, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.1849 [2020-11-13 04:27:08,002][root][INFO] - ===> Epoch[362](9387/26): Loss -0.7123, Sem 0.0968, dir -0.9648, norm 0.1557, swav 0.0000 LR: 5.654e-02 Score 96.829 Data time: 0.1575, Forward time: 2.2647, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 5.5354 [2020-11-13 04:27:12,581][root][INFO] - ===> Epoch[362](9388/26): Loss -0.6802, Sem 0.1136, dir -0.9604, norm 0.1665, swav 0.0000 LR: 5.653e-02 Score 96.061 Data time: 0.1631, Forward time: 2.2646, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 4.4779 [2020-11-13 04:27:17,965][root][INFO] - ===> Epoch[362](9389/26): Loss -0.7023, Sem 0.0930, dir -0.9601, norm 0.1648, swav 0.0000 LR: 5.653e-02 Score 96.867 Data time: 0.2533, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.2741 [2020-11-13 04:27:23,693][root][INFO] - ===> Epoch[362](9390/26): Loss -0.6839, Sem 0.1120, dir -0.9620, norm 0.1661, swav 0.0000 LR: 5.652e-02 Score 96.185 Data time: 0.2058, Forward time: 2.2647, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.5924 [2020-11-13 04:27:28,839][root][INFO] - ===> Epoch[362](9391/26): Loss -0.7370, Sem 0.0971, dir -0.9735, norm 0.1393, swav 0.0000 LR: 5.652e-02 Score 96.687 Data time: 0.2365, Forward time: 2.2647, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.0341 [2020-11-13 04:27:34,276][root][INFO] - ===> Epoch[362](9392/26): Loss -0.7079, Sem 0.0998, dir -0.9675, norm 0.1598, swav 0.0000 LR: 5.651e-02 Score 96.421 Data time: 0.2537, Forward time: 2.2647, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.3146 [2020-11-13 04:27:39,090][root][INFO] - ===> Epoch[362](9393/26): Loss -0.7086, Sem 0.0975, dir -0.9646, norm 0.1586, swav 0.0000 LR: 5.651e-02 Score 96.771 Data time: 0.2252, Forward time: 2.2648, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.7121 [2020-11-13 04:27:43,717][root][INFO] - ===> Epoch[362](9394/26): Loss -0.6654, Sem 0.1326, dir -0.9674, norm 0.1694, swav 0.0000 LR: 5.650e-02 Score 95.586 Data time: 0.2236, Forward time: 2.2648, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 4.5222 [2020-11-13 04:27:49,816][root][INFO] - ===> Epoch[362](9395/26): Loss -0.6939, Sem 0.1199, dir -0.9677, norm 0.1539, swav 0.0000 LR: 5.650e-02 Score 95.897 Data time: 0.2399, Forward time: 2.2648, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.9912 [2020-11-13 04:27:56,543][root][INFO] - ===> Epoch[362](9396/26): Loss -0.7138, Sem 0.1042, dir -0.9681, norm 0.1501, swav 0.0000 LR: 5.650e-02 Score 96.317 Data time: 0.2190, Forward time: 2.2648, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.5927 [2020-11-13 04:28:02,487][root][INFO] - ===> Epoch[362](9397/26): Loss -0.6640, Sem 0.1310, dir -0.9637, norm 0.1687, swav 0.0000 LR: 5.649e-02 Score 95.467 Data time: 0.1971, Forward time: 2.2648, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.8281 [2020-11-13 04:28:08,188][root][INFO] - ===> Epoch[362](9398/26): Loss -0.7147, Sem 0.0982, dir -0.9637, norm 0.1508, swav 0.0000 LR: 5.649e-02 Score 96.649 Data time: 0.2743, Forward time: 2.2648, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.5916 [2020-11-13 04:28:13,175][root][INFO] - ===> Epoch[362](9399/26): Loss -0.7069, Sem 0.0983, dir -0.9608, norm 0.1556, swav 0.0000 LR: 5.648e-02 Score 96.545 Data time: 0.1981, Forward time: 2.2649, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 4.8467 [2020-11-13 04:28:18,018][root][INFO] - ===> Epoch[362](9400/26): Loss -0.6880, Sem 0.0989, dir -0.9647, norm 0.1778, swav 0.0000 LR: 5.648e-02 Score 96.697 Data time: 0.2174, Forward time: 2.2649, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.7410 [2020-11-13 04:28:23,896][root][INFO] - ===> Epoch[362](9401/26): Loss -0.6980, Sem 0.1045, dir -0.9642, norm 0.1617, swav 0.0000 LR: 5.647e-02 Score 96.299 Data time: 0.1736, Forward time: 2.2648, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.7542 [2020-11-13 04:28:29,208][root][INFO] - ===> Epoch[362](9402/26): Loss -0.6842, Sem 0.1072, dir -0.9565, norm 0.1651, swav 0.0000 LR: 5.647e-02 Score 96.340 Data time: 0.1826, Forward time: 2.2648, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.2189 [2020-11-13 04:28:34,519][root][INFO] - ===> Epoch[362](9403/26): Loss -0.7259, Sem 0.1005, dir -0.9702, norm 0.1439, swav 0.0000 LR: 5.646e-02 Score 96.575 Data time: 0.2263, Forward time: 2.2648, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.2129 [2020-11-13 04:28:40,052][root][INFO] - ===> Epoch[362](9404/26): Loss -0.6848, Sem 0.1292, dir -0.9666, norm 0.1525, swav 0.0000 LR: 5.646e-02 Score 95.695 Data time: 0.1907, Forward time: 2.2648, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.4099 [2020-11-13 04:28:46,060][root][INFO] - ===> Epoch[362](9405/26): Loss -0.6901, Sem 0.1067, dir -0.9684, norm 0.1716, swav 0.0000 LR: 5.645e-02 Score 96.337 Data time: 0.2890, Forward time: 2.2649, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.8943 [2020-11-13 04:28:54,024][root][INFO] - ===> Epoch[362](9406/26): Loss -0.6561, Sem 0.1408, dir -0.9604, norm 0.1635, swav 0.0000 LR: 5.645e-02 Score 95.311 Data time: 0.2986, Forward time: 2.2650, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 7.8492 [2020-11-13 04:29:00,060][root][INFO] - ===> Epoch[362](9407/26): Loss -0.6888, Sem 0.1135, dir -0.9617, norm 0.1594, swav 0.0000 LR: 5.644e-02 Score 96.126 Data time: 0.1900, Forward time: 2.2650, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.9151 [2020-11-13 04:29:05,898][root][INFO] - ===> Epoch[362](9408/26): Loss -0.7001, Sem 0.1136, dir -0.9671, norm 0.1534, swav 0.0000 LR: 5.644e-02 Score 96.096 Data time: 0.2024, Forward time: 2.2649, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.7336 [2020-11-13 04:29:12,120][root][INFO] - ===> Epoch[362](9409/26): Loss -0.6790, Sem 0.1044, dir -0.9632, norm 0.1799, swav 0.0000 LR: 5.643e-02 Score 96.324 Data time: 0.2160, Forward time: 2.2649, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 6.1221 [2020-11-13 04:29:17,496][root][INFO] - ===> Epoch[362](9410/26): Loss -0.6843, Sem 0.1136, dir -0.9657, norm 0.1678, swav 0.0000 LR: 5.643e-02 Score 96.219 Data time: 0.1818, Forward time: 2.2649, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.2753 [2020-11-13 04:29:23,117][root][INFO] - ===> Epoch[362](9411/26): Loss -0.7149, Sem 0.0930, dir -0.9671, norm 0.1592, swav 0.0000 LR: 5.642e-02 Score 96.835 Data time: 0.1992, Forward time: 2.2649, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.5373 [2020-11-13 04:29:28,323][root][INFO] - ===> Epoch[362](9412/26): Loss -0.7155, Sem 0.0999, dir -0.9691, norm 0.1537, swav 0.0000 LR: 5.642e-02 Score 96.678 Data time: 0.2364, Forward time: 2.2649, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.0929 [2020-11-13 04:29:34,059][root][INFO] - ===> Epoch[363](9413/26): Loss -0.6851, Sem 0.1099, dir -0.9625, norm 0.1674, swav 0.0000 LR: 5.641e-02 Score 96.166 Data time: 0.2606, Forward time: 2.2650, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.6280 [2020-11-13 04:29:39,133][root][INFO] - ===> Epoch[363](9414/26): Loss -0.6853, Sem 0.1136, dir -0.9641, norm 0.1652, swav 0.0000 LR: 5.641e-02 Score 96.158 Data time: 0.2515, Forward time: 2.2650, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.9574 [2020-11-13 04:29:45,354][root][INFO] - ===> Epoch[363](9415/26): Loss -0.7024, Sem 0.1102, dir -0.9661, norm 0.1535, swav 0.0000 LR: 5.640e-02 Score 96.186 Data time: 0.2550, Forward time: 2.2651, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.0950 [2020-11-13 04:29:50,350][root][INFO] - ===> Epoch[363](9416/26): Loss -0.7131, Sem 0.0984, dir -0.9656, norm 0.1541, swav 0.0000 LR: 5.640e-02 Score 96.531 Data time: 0.2427, Forward time: 2.2651, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.8995 [2020-11-13 04:29:55,998][root][INFO] - ===> Epoch[363](9417/26): Loss -0.7166, Sem 0.1003, dir -0.9665, norm 0.1496, swav 0.0000 LR: 5.639e-02 Score 96.498 Data time: 0.2110, Forward time: 2.2651, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.5363 [2020-11-13 04:30:01,882][root][INFO] - ===> Epoch[363](9418/26): Loss -0.7078, Sem 0.1036, dir -0.9677, norm 0.1563, swav 0.0000 LR: 5.639e-02 Score 96.461 Data time: 0.1870, Forward time: 2.2651, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.7694 [2020-11-13 04:30:07,206][root][INFO] - ===> Epoch[363](9419/26): Loss -0.7034, Sem 0.1012, dir -0.9678, norm 0.1632, swav 0.0000 LR: 5.639e-02 Score 96.671 Data time: 0.1868, Forward time: 2.2650, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.2180 [2020-11-13 04:30:11,861][root][INFO] - ===> Epoch[363](9420/26): Loss -0.7319, Sem 0.0898, dir -0.9707, norm 0.1491, swav 0.0000 LR: 5.638e-02 Score 96.866 Data time: 0.1698, Forward time: 2.2650, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.5435 [2020-11-13 04:30:16,832][root][INFO] - ===> Epoch[363](9421/26): Loss -0.7456, Sem 0.0888, dir -0.9699, norm 0.1355, swav 0.0000 LR: 5.638e-02 Score 96.746 Data time: 0.2393, Forward time: 2.2650, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.8686 [2020-11-13 04:30:23,191][root][INFO] - ===> Epoch[363](9422/26): Loss -0.6837, Sem 0.1114, dir -0.9624, norm 0.1673, swav 0.0000 LR: 5.637e-02 Score 96.268 Data time: 0.3139, Forward time: 2.2651, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.2510 [2020-11-13 04:30:28,790][root][INFO] - ===> Epoch[363](9423/26): Loss -0.6552, Sem 0.1260, dir -0.9615, norm 0.1803, swav 0.0000 LR: 5.637e-02 Score 95.707 Data time: 0.1308, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.4874 [2020-11-13 04:30:34,319][root][INFO] - ===> Epoch[363](9424/26): Loss -0.7124, Sem 0.1049, dir -0.9658, norm 0.1485, swav 0.0000 LR: 5.636e-02 Score 96.475 Data time: 0.2374, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.4616 [2020-11-13 04:30:40,965][root][INFO] - ===> Epoch[363](9425/26): Loss -0.6851, Sem 0.1044, dir -0.9654, norm 0.1759, swav 0.0000 LR: 5.636e-02 Score 96.472 Data time: 0.3079, Forward time: 2.2652, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5442 [2020-11-13 04:30:46,687][root][INFO] - ===> Epoch[363](9426/26): Loss -0.7134, Sem 0.1070, dir -0.9658, norm 0.1455, swav 0.0000 LR: 5.635e-02 Score 96.179 Data time: 0.1626, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.5672 [2020-11-13 04:30:52,161][root][INFO] - ===> Epoch[363](9427/26): Loss -0.7011, Sem 0.1155, dir -0.9659, norm 0.1493, swav 0.0000 LR: 5.635e-02 Score 95.941 Data time: 0.1716, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3790 [2020-11-13 04:30:57,751][root][INFO] - ===> Epoch[363](9428/26): Loss -0.7112, Sem 0.1025, dir -0.9672, norm 0.1535, swav 0.0000 LR: 5.634e-02 Score 96.500 Data time: 0.2708, Forward time: 2.2651, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5501 [2020-11-13 04:31:03,342][root][INFO] - ===> Epoch[363](9429/26): Loss -0.6872, Sem 0.1108, dir -0.9635, norm 0.1655, swav 0.0000 LR: 5.634e-02 Score 96.119 Data time: 0.2493, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.4528 [2020-11-13 04:31:08,567][root][INFO] - ===> Epoch[363](9430/26): Loss -0.7091, Sem 0.0989, dir -0.9634, norm 0.1553, swav 0.0000 LR: 5.633e-02 Score 96.679 Data time: 0.1363, Forward time: 2.2651, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.1196 [2020-11-13 04:31:13,776][root][INFO] - ===> Epoch[363](9431/26): Loss -0.7125, Sem 0.0899, dir -0.9635, norm 0.1610, swav 0.0000 LR: 5.633e-02 Score 96.860 Data time: 0.1949, Forward time: 2.2651, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.1439 [2020-11-13 04:31:19,755][root][INFO] - ===> Epoch[363](9432/26): Loss -0.7035, Sem 0.1053, dir -0.9684, norm 0.1596, swav 0.0000 LR: 5.632e-02 Score 96.389 Data time: 0.2423, Forward time: 2.2651, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8850 [2020-11-13 04:31:24,879][root][INFO] - ===> Epoch[363](9433/26): Loss -0.6921, Sem 0.1067, dir -0.9621, norm 0.1634, swav 0.0000 LR: 5.632e-02 Score 96.331 Data time: 0.2158, Forward time: 2.2651, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.0089 [2020-11-13 04:31:31,762][root][INFO] - ===> Epoch[363](9434/26): Loss -0.7029, Sem 0.0941, dir -0.9611, norm 0.1641, swav 0.0000 LR: 5.631e-02 Score 96.817 Data time: 0.1558, Forward time: 2.2651, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.7843 [2020-11-13 04:31:38,375][root][INFO] - ===> Epoch[363](9435/26): Loss -0.6796, Sem 0.1017, dir -0.9607, norm 0.1793, swav 0.0000 LR: 5.631e-02 Score 96.553 Data time: 0.2931, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5454 [2020-11-13 04:31:44,886][root][INFO] - ===> Epoch[363](9436/26): Loss -0.7179, Sem 0.0975, dir -0.9692, norm 0.1539, swav 0.0000 LR: 5.630e-02 Score 96.656 Data time: 0.2718, Forward time: 2.2652, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.3866 [2020-11-13 04:31:51,372][root][INFO] - ===> Epoch[363](9437/26): Loss -0.6810, Sem 0.0965, dir -0.9663, norm 0.1888, swav 0.0000 LR: 5.630e-02 Score 96.773 Data time: 0.3038, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.3802 [2020-11-13 04:31:56,924][root][INFO] - ===> Epoch[363](9438/26): Loss -0.6999, Sem 0.1020, dir -0.9623, norm 0.1604, swav 0.0000 LR: 5.629e-02 Score 96.567 Data time: 0.2584, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.4188 [2020-11-13 04:32:02,202][root][INFO] - ===> Epoch[364](9439/26): Loss -0.6867, Sem 0.0938, dir -0.9651, norm 0.1846, swav 0.0000 LR: 5.629e-02 Score 96.960 Data time: 0.2143, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.1843 [2020-11-13 04:32:08,870][root][INFO] - ===> Epoch[364](9440/26): Loss -0.7054, Sem 0.0995, dir -0.9655, norm 0.1606, swav 0.0000 LR: 5.628e-02 Score 96.573 Data time: 0.2116, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.5902 [2020-11-13 04:32:14,747][root][INFO] - ===> Epoch[364](9441/26): Loss -0.7116, Sem 0.0961, dir -0.9666, norm 0.1589, swav 0.0000 LR: 5.628e-02 Score 96.513 Data time: 0.2531, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.7693 [2020-11-13 04:32:19,896][root][INFO] - ===> Epoch[364](9442/26): Loss -0.6906, Sem 0.0991, dir -0.9621, norm 0.1724, swav 0.0000 LR: 5.627e-02 Score 96.633 Data time: 0.2051, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.0376 [2020-11-13 04:32:26,109][root][INFO] - ===> Epoch[364](9443/26): Loss -0.6975, Sem 0.0976, dir -0.9636, norm 0.1685, swav 0.0000 LR: 5.627e-02 Score 96.645 Data time: 0.2400, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.1236 [2020-11-13 04:32:32,723][root][INFO] - ===> Epoch[364](9444/26): Loss -0.6918, Sem 0.1089, dir -0.9674, norm 0.1667, swav 0.0000 LR: 5.627e-02 Score 96.224 Data time: 0.1955, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.4875 [2020-11-13 04:32:38,080][root][INFO] - ===> Epoch[364](9445/26): Loss -0.7500, Sem 0.0844, dir -0.9720, norm 0.1376, swav 0.0000 LR: 5.626e-02 Score 96.992 Data time: 0.1885, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.2687 [2020-11-13 04:32:43,980][root][INFO] - ===> Epoch[364](9446/26): Loss -0.6768, Sem 0.1080, dir -0.9568, norm 0.1720, swav 0.0000 LR: 5.626e-02 Score 96.209 Data time: 0.2506, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.8232 [2020-11-13 04:32:49,602][root][INFO] - ===> Epoch[364](9447/26): Loss -0.7056, Sem 0.1052, dir -0.9690, norm 0.1582, swav 0.0000 LR: 5.625e-02 Score 96.374 Data time: 0.2777, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.5088 [2020-11-13 04:32:55,381][root][INFO] - ===> Epoch[364](9448/26): Loss -0.7148, Sem 0.1045, dir -0.9664, norm 0.1471, swav 0.0000 LR: 5.625e-02 Score 96.294 Data time: 0.2713, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.6649 [2020-11-13 04:33:00,223][root][INFO] - ===> Epoch[364](9449/26): Loss -0.6988, Sem 0.1045, dir -0.9633, norm 0.1600, swav 0.0000 LR: 5.624e-02 Score 96.492 Data time: 0.2064, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 4.7191 [2020-11-13 04:33:05,583][root][INFO] - ===> Epoch[364](9450/26): Loss -0.6956, Sem 0.1128, dir -0.9646, norm 0.1563, swav 0.0000 LR: 5.624e-02 Score 96.054 Data time: 0.2341, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.2517 [2020-11-13 04:33:11,019][root][INFO] - ===> Epoch[364](9451/26): Loss -0.7111, Sem 0.1023, dir -0.9659, norm 0.1525, swav 0.0000 LR: 5.623e-02 Score 96.407 Data time: 0.2217, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.2973 [2020-11-13 04:33:16,969][root][INFO] - ===> Epoch[364](9452/26): Loss -0.6439, Sem 0.1210, dir -0.9584, norm 0.1935, swav 0.0000 LR: 5.623e-02 Score 95.980 Data time: 0.1954, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.8385 [2020-11-13 04:33:23,736][root][INFO] - ===> Epoch[364](9453/26): Loss -0.7106, Sem 0.1024, dir -0.9679, norm 0.1549, swav 0.0000 LR: 5.622e-02 Score 96.611 Data time: 0.1686, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 6.6609 [2020-11-13 04:33:29,272][root][INFO] - ===> Epoch[364](9454/26): Loss -0.6852, Sem 0.1182, dir -0.9619, norm 0.1585, swav 0.0000 LR: 5.622e-02 Score 95.947 Data time: 0.1833, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.4373 [2020-11-13 04:33:35,532][root][INFO] - ===> Epoch[364](9455/26): Loss -0.6835, Sem 0.1144, dir -0.9604, norm 0.1625, swav 0.0000 LR: 5.621e-02 Score 96.042 Data time: 0.2173, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.1465 [2020-11-13 04:33:41,095][root][INFO] - ===> Epoch[364](9456/26): Loss -0.7267, Sem 0.0857, dir -0.9668, norm 0.1544, swav 0.0000 LR: 5.621e-02 Score 96.940 Data time: 0.2527, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.4539 [2020-11-13 04:33:47,710][root][INFO] - ===> Epoch[364](9457/26): Loss -0.7171, Sem 0.0996, dir -0.9677, norm 0.1510, swav 0.0000 LR: 5.620e-02 Score 96.548 Data time: 0.1484, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.4899 [2020-11-13 04:33:53,621][root][INFO] - ===> Epoch[364](9458/26): Loss -0.6886, Sem 0.1032, dir -0.9675, norm 0.1757, swav 0.0000 LR: 5.620e-02 Score 96.478 Data time: 0.1958, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.8037 [2020-11-13 04:33:58,921][root][INFO] - ===> Epoch[364](9459/26): Loss -0.7261, Sem 0.0985, dir -0.9689, norm 0.1444, swav 0.0000 LR: 5.619e-02 Score 96.568 Data time: 0.1442, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.1824 [2020-11-13 04:34:04,859][root][INFO] - ===> Epoch[364](9460/26): Loss -0.6681, Sem 0.1313, dir -0.9602, norm 0.1608, swav 0.0000 LR: 5.619e-02 Score 95.645 Data time: 0.1897, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8444 [2020-11-13 04:34:10,306][root][INFO] - ===> Epoch[364](9461/26): Loss -0.7163, Sem 0.1053, dir -0.9677, norm 0.1461, swav 0.0000 LR: 5.618e-02 Score 96.313 Data time: 0.1995, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.3421 [2020-11-13 04:34:16,273][root][INFO] - ===> Epoch[364](9462/26): Loss -0.6892, Sem 0.1210, dir -0.9670, norm 0.1568, swav 0.0000 LR: 5.618e-02 Score 95.963 Data time: 0.1731, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8393 [2020-11-13 04:34:22,709][root][INFO] - ===> Epoch[364](9463/26): Loss -0.6901, Sem 0.1083, dir -0.9607, norm 0.1624, swav 0.0000 LR: 5.617e-02 Score 96.235 Data time: 0.2006, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.3037 [2020-11-13 04:34:28,347][root][INFO] - ===> Epoch[364](9464/26): Loss -0.7216, Sem 0.0958, dir -0.9701, norm 0.1527, swav 0.0000 LR: 5.617e-02 Score 96.740 Data time: 0.1702, Forward time: 2.2652, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.4999 [2020-11-13 04:34:33,370][root][INFO] - ===> Epoch[365](9465/26): Loss -0.6958, Sem 0.1014, dir -0.9664, norm 0.1693, swav 0.0000 LR: 5.616e-02 Score 96.517 Data time: 0.1752, Forward time: 2.2652, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.9167 [2020-11-13 04:34:38,689][root][INFO] - ===> Epoch[365](9466/26): Loss -0.7016, Sem 0.1051, dir -0.9637, norm 0.1570, swav 0.0000 LR: 5.616e-02 Score 96.393 Data time: 0.2000, Forward time: 2.2652, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2025 [2020-11-13 04:34:43,764][root][INFO] - ===> Epoch[365](9467/26): Loss -0.7335, Sem 0.0892, dir -0.9691, norm 0.1463, swav 0.0000 LR: 5.615e-02 Score 96.833 Data time: 0.1634, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 4.9488 [2020-11-13 04:34:49,809][root][INFO] - ===> Epoch[365](9468/26): Loss -0.6855, Sem 0.1007, dir -0.9656, norm 0.1794, swav 0.0000 LR: 5.615e-02 Score 96.630 Data time: 0.2439, Forward time: 2.2651, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.9395 [2020-11-13 04:34:56,437][root][INFO] - ===> Epoch[365](9469/26): Loss -0.6811, Sem 0.1171, dir -0.9628, norm 0.1646, swav 0.0000 LR: 5.615e-02 Score 96.032 Data time: 0.2964, Forward time: 2.2652, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5111 [2020-11-13 04:35:02,201][root][INFO] - ===> Epoch[365](9470/26): Loss -0.7210, Sem 0.0847, dir -0.9657, norm 0.1600, swav 0.0000 LR: 5.614e-02 Score 97.132 Data time: 0.2135, Forward time: 2.2652, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.5894 [2020-11-13 04:35:07,454][root][INFO] - ===> Epoch[365](9471/26): Loss -0.6940, Sem 0.1028, dir -0.9634, norm 0.1667, swav 0.0000 LR: 5.614e-02 Score 96.332 Data time: 0.2189, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.1413 [2020-11-13 04:35:13,203][root][INFO] - ===> Epoch[365](9472/26): Loss -0.6785, Sem 0.1056, dir -0.9588, norm 0.1747, swav 0.0000 LR: 5.613e-02 Score 96.341 Data time: 0.1935, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.6267 [2020-11-13 04:35:20,090][root][INFO] - ===> Epoch[365](9473/26): Loss -0.7278, Sem 0.0841, dir -0.9672, norm 0.1553, swav 0.0000 LR: 5.613e-02 Score 97.080 Data time: 0.2781, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.7896 [2020-11-13 04:35:26,014][root][INFO] - ===> Epoch[365](9474/26): Loss -0.7105, Sem 0.0922, dir -0.9658, norm 0.1631, swav 0.0000 LR: 5.612e-02 Score 96.828 Data time: 0.2133, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.7903 [2020-11-13 04:35:33,668][root][INFO] - ===> Epoch[365](9475/26): Loss -0.6832, Sem 0.1073, dir -0.9617, norm 0.1712, swav 0.0000 LR: 5.612e-02 Score 96.325 Data time: 0.2180, Forward time: 2.2653, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 7.5268 [2020-11-13 04:35:38,659][root][INFO] - ===> Epoch[365](9476/26): Loss -0.6838, Sem 0.1096, dir -0.9604, norm 0.1670, swav 0.0000 LR: 5.611e-02 Score 96.311 Data time: 0.2263, Forward time: 2.2653, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.8624 [2020-11-13 04:35:43,312][root][INFO] - ===> Epoch[365](9477/26): Loss -0.7091, Sem 0.1103, dir -0.9658, norm 0.1464, swav 0.0000 LR: 5.611e-02 Score 96.060 Data time: 0.2305, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.5379 [2020-11-13 04:35:49,870][root][INFO] - ===> Epoch[365](9478/26): Loss -0.7049, Sem 0.0944, dir -0.9639, norm 0.1646, swav 0.0000 LR: 5.610e-02 Score 96.923 Data time: 0.2328, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.4427 [2020-11-13 04:35:55,614][root][INFO] - ===> Epoch[365](9479/26): Loss -0.7213, Sem 0.0901, dir -0.9657, norm 0.1543, swav 0.0000 LR: 5.610e-02 Score 96.872 Data time: 0.2461, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.6206 [2020-11-13 04:36:00,297][root][INFO] - ===> Epoch[365](9480/26): Loss -0.7077, Sem 0.1021, dir -0.9674, norm 0.1576, swav 0.0000 LR: 5.609e-02 Score 96.404 Data time: 0.1659, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.5628 [2020-11-13 04:36:06,722][root][INFO] - ===> Epoch[365](9481/26): Loss -0.7171, Sem 0.0995, dir -0.9678, norm 0.1511, swav 0.0000 LR: 5.609e-02 Score 96.608 Data time: 0.2144, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.3388 [2020-11-13 04:36:11,675][root][INFO] - ===> Epoch[365](9482/26): Loss -0.6805, Sem 0.1188, dir -0.9628, norm 0.1636, swav 0.0000 LR: 5.608e-02 Score 96.096 Data time: 0.2035, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.8441 [2020-11-13 04:36:16,520][root][INFO] - ===> Epoch[365](9483/26): Loss -0.6771, Sem 0.1074, dir -0.9661, norm 0.1815, swav 0.0000 LR: 5.608e-02 Score 96.370 Data time: 0.1938, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.7573 [2020-11-13 04:36:23,676][root][INFO] - ===> Epoch[365](9484/26): Loss -0.7219, Sem 0.1042, dir -0.9704, norm 0.1443, swav 0.0000 LR: 5.607e-02 Score 96.336 Data time: 0.2700, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 7.0959 [2020-11-13 04:36:29,035][root][INFO] - ===> Epoch[365](9485/26): Loss -0.7055, Sem 0.0914, dir -0.9693, norm 0.1725, swav 0.0000 LR: 5.607e-02 Score 96.851 Data time: 0.1962, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.2427 [2020-11-13 04:36:35,726][root][INFO] - ===> Epoch[365](9486/26): Loss -0.7144, Sem 0.0938, dir -0.9629, norm 0.1548, swav 0.0000 LR: 5.606e-02 Score 96.829 Data time: 0.1634, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5812 [2020-11-13 04:36:41,621][root][INFO] - ===> Epoch[365](9487/26): Loss -0.7050, Sem 0.0981, dir -0.9651, norm 0.1620, swav 0.0000 LR: 5.606e-02 Score 96.596 Data time: 0.2166, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8145 [2020-11-13 04:36:46,982][root][INFO] - ===> Epoch[365](9488/26): Loss -0.7349, Sem 0.0939, dir -0.9698, norm 0.1410, swav 0.0000 LR: 5.605e-02 Score 96.712 Data time: 0.1532, Forward time: 2.2653, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2389 [2020-11-13 04:36:52,560][root][INFO] - ===> Epoch[365](9489/26): Loss -0.7131, Sem 0.0959, dir -0.9650, norm 0.1560, swav 0.0000 LR: 5.605e-02 Score 96.773 Data time: 0.2025, Forward time: 2.2652, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.5164 [2020-11-13 04:36:58,199][root][INFO] - ===> Epoch[365](9490/26): Loss -0.7082, Sem 0.0985, dir -0.9648, norm 0.1580, swav 0.0000 LR: 5.604e-02 Score 96.744 Data time: 0.2187, Forward time: 2.2652, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.5621 [2020-11-13 04:37:02,604][root][INFO] - ===> Epoch[366](9491/26): Loss -0.7403, Sem 0.0920, dir -0.9695, norm 0.1373, swav 0.0000 LR: 5.604e-02 Score 96.846 Data time: 0.1734, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 4.2933 [2020-11-13 04:37:07,805][root][INFO] - ===> Epoch[366](9492/26): Loss -0.7034, Sem 0.1080, dir -0.9656, norm 0.1543, swav 0.0000 LR: 5.603e-02 Score 96.301 Data time: 0.2438, Forward time: 2.2652, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.1146 [2020-11-13 04:37:13,604][root][INFO] - ===> Epoch[366](9493/26): Loss -0.6832, Sem 0.0972, dir -0.9622, norm 0.1818, swav 0.0000 LR: 5.603e-02 Score 96.696 Data time: 0.1806, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.7078 [2020-11-13 04:37:19,062][root][INFO] - ===> Epoch[366](9494/26): Loss -0.7190, Sem 0.0879, dir -0.9666, norm 0.1597, swav 0.0000 LR: 5.603e-02 Score 96.962 Data time: 0.2521, Forward time: 2.2652, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.3315 [2020-11-13 04:37:25,826][root][INFO] - ===> Epoch[366](9495/26): Loss -0.6819, Sem 0.1066, dir -0.9625, norm 0.1740, swav 0.0000 LR: 5.602e-02 Score 96.285 Data time: 0.2052, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.6372 [2020-11-13 04:37:31,049][root][INFO] - ===> Epoch[366](9496/26): Loss -0.7156, Sem 0.1004, dir -0.9700, norm 0.1540, swav 0.0000 LR: 5.602e-02 Score 96.447 Data time: 0.2285, Forward time: 2.2652, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.1528 [2020-11-13 04:37:38,660][root][INFO] - ===> Epoch[366](9497/26): Loss -0.6819, Sem 0.1163, dir -0.9658, norm 0.1676, swav 0.0000 LR: 5.601e-02 Score 96.424 Data time: 0.3629, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 7.4895 [2020-11-13 04:37:45,233][root][INFO] - ===> Epoch[366](9498/26): Loss -0.7238, Sem 0.0946, dir -0.9676, norm 0.1491, swav 0.0000 LR: 5.601e-02 Score 96.674 Data time: 0.2470, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.4165 [2020-11-13 04:37:51,248][root][INFO] - ===> Epoch[366](9499/26): Loss -0.6964, Sem 0.1001, dir -0.9674, norm 0.1709, swav 0.0000 LR: 5.600e-02 Score 96.526 Data time: 0.2656, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.8869 [2020-11-13 04:37:57,681][root][INFO] - ===> Epoch[366](9500/26): Loss -0.7027, Sem 0.1010, dir -0.9649, norm 0.1612, swav 0.0000 LR: 5.600e-02 Score 96.421 Data time: 0.3161, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.3495 [2020-11-13 04:37:58,596][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 04:37:58,703][root][INFO] - ===> Start testing [2020-11-13 04:39:31,284][root][INFO] - 101/312: Data time: 0.0079, Iter time: 0.6727 Loss 0.377 (AVG: 0.449) Score 90.515 (AVG: 90.548) mIOU 71.599 mAP 76.085 mAcc 79.442 IOU: 86.068 96.207 65.849 84.067 93.190 82.108 79.088 63.877 66.683 82.897 32.072 59.502 64.428 66.064 64.624 47.778 92.839 60.919 88.959 54.766 mAP: 82.886 95.575 70.787 78.366 91.945 76.555 77.878 74.578 76.497 64.900 55.360 52.407 67.850 73.382 74.961 82.006 97.079 89.954 77.683 61.041 mAcc: 95.916 98.666 81.854 86.996 97.257 89.636 86.760 73.822 78.005 89.673 39.710 78.352 82.978 73.158 68.888 56.213 93.712 65.585 91.682 59.979 [2020-11-13 04:41:05,502][root][INFO] - 201/312: Data time: 0.0091, Iter time: 0.2876 Loss 0.331 (AVG: 0.490) Score 92.050 (AVG: 89.632) mIOU 71.527 mAP 75.472 mAcc 80.094 IOU: 85.474 96.437 65.774 86.668 92.030 83.486 73.545 60.699 62.798 80.875 30.767 71.338 60.901 68.674 58.093 52.981 93.497 66.587 87.821 52.098 mAP: 82.976 95.782 64.943 82.222 92.463 78.424 70.918 70.250 71.500 66.820 53.714 61.319 67.317 77.836 63.060 82.844 96.985 86.053 81.577 62.429 mAcc: 95.387 98.747 81.463 89.461 96.582 91.801 81.080 72.030 76.227 89.681 38.271 85.453 84.180 75.109 69.011 61.659 94.521 72.914 92.009 56.288 [2020-11-13 04:42:29,748][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.3245 Loss 0.929 (AVG: 0.497) Score 80.736 (AVG: 89.499) mIOU 71.414 mAP 75.419 mAcc 79.834 IOU: 84.972 96.357 61.926 82.682 91.936 86.407 72.994 61.595 61.309 81.538 33.964 65.578 60.224 72.949 52.673 58.276 93.987 67.842 88.702 52.363 mAP: 82.403 96.087 63.676 74.056 91.714 81.097 72.024 71.782 69.291 69.688 55.751 56.638 68.351 80.865 65.211 82.909 96.715 85.668 82.067 62.393 mAcc: 95.227 98.768 78.191 85.110 96.198 93.107 81.374 72.270 76.003 90.827 42.917 77.534 82.964 79.173 61.533 66.368 95.290 73.522 93.506 56.794 [2020-11-13 04:42:42,409][root][INFO] - 312/312: Data time: 0.0048, Iter time: 0.5113 Loss 0.838 (AVG: 0.488) Score 85.374 (AVG: 89.637) mIOU 71.755 mAP 75.730 mAcc 80.089 IOU: 85.027 96.392 63.661 82.819 91.857 86.652 73.506 61.434 61.639 81.212 32.619 66.949 60.766 72.949 55.026 58.275 93.969 68.318 88.702 53.340 mAP: 82.633 96.158 64.593 74.321 91.830 81.569 72.699 71.534 69.758 69.688 55.549 57.972 68.950 80.865 66.911 82.909 96.762 84.877 82.067 62.949 mAcc: 95.190 98.774 79.300 85.240 96.223 93.220 81.516 72.080 76.466 90.827 40.463 78.267 83.389 79.173 64.347 66.368 95.358 74.272 93.506 57.806 [2020-11-13 04:42:42,411][root][INFO] - Finished test. Elapsed time: 283.7059 [2020-11-13 04:42:52,796][root][INFO] - [2020-11-13 04:42:52,799][root][INFO] - ################################################################ [2020-11-13 04:42:52,799][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 04:42:52,799][root][INFO] - ################################################################ [2020-11-13 04:42:52,799][root][INFO] - cabinet : 0.267 0.520 0.719 [2020-11-13 04:42:52,799][root][INFO] - bed : 0.382 0.728 0.815 [2020-11-13 04:42:52,799][root][INFO] - chair : 0.738 0.884 0.924 [2020-11-13 04:42:52,799][root][INFO] - sofa : 0.468 0.708 0.857 [2020-11-13 04:42:52,799][root][INFO] - table : 0.414 0.640 0.742 [2020-11-13 04:42:52,799][root][INFO] - door : 0.264 0.476 0.593 [2020-11-13 04:42:52,800][root][INFO] - window : 0.232 0.407 0.626 [2020-11-13 04:42:52,800][root][INFO] - bookshelf : 0.237 0.611 0.736 [2020-11-13 04:42:52,800][root][INFO] - picture : 0.212 0.345 0.480 [2020-11-13 04:42:52,800][root][INFO] - counter : 0.078 0.249 0.606 [2020-11-13 04:42:52,800][root][INFO] - desk : 0.115 0.365 0.760 [2020-11-13 04:42:52,800][root][INFO] - curtain : 0.296 0.468 0.677 [2020-11-13 04:42:52,800][root][INFO] - refrigerator : 0.416 0.547 0.603 [2020-11-13 04:42:52,800][root][INFO] - shower curtain : 0.408 0.642 0.671 [2020-11-13 04:42:52,800][root][INFO] - toilet : 0.864 0.983 1.000 [2020-11-13 04:42:52,800][root][INFO] - sink : 0.398 0.687 0.886 [2020-11-13 04:42:52,800][root][INFO] - bathtub : 0.448 0.733 0.841 [2020-11-13 04:42:52,800][root][INFO] - otherfurniture : 0.349 0.479 0.615 [2020-11-13 04:42:52,800][root][INFO] - ---------------------------------------------------------------- [2020-11-13 04:42:52,800][root][INFO] - average : 0.366 0.582 0.731 [2020-11-13 04:42:52,800][root][INFO] - [2020-11-13 04:42:52,947][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 04:42:54,275][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 04:42:54,406][root][INFO] - Current best mIoU: 71.755 at iter 9500 [2020-11-13 04:42:58,772][root][INFO] - ===> Epoch[366](9501/26): Loss -0.7045, Sem 0.1007, dir -0.9675, norm 0.1622, swav 0.0000 LR: 5.599e-02 Score 96.487 Data time: 0.1874, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.3594 [2020-11-13 04:43:04,756][root][INFO] - ===> Epoch[366](9502/26): Loss -0.7112, Sem 0.0947, dir -0.9587, norm 0.1528, swav 0.0000 LR: 5.599e-02 Score 96.632 Data time: 0.2058, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8783 [2020-11-13 04:43:09,794][root][INFO] - ===> Epoch[366](9503/26): Loss -0.7087, Sem 0.1089, dir -0.9713, norm 0.1536, swav 0.0000 LR: 5.598e-02 Score 96.073 Data time: 0.1807, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.9546 [2020-11-13 04:43:14,072][root][INFO] - ===> Epoch[366](9504/26): Loss -0.6915, Sem 0.1045, dir -0.9638, norm 0.1678, swav 0.0000 LR: 5.598e-02 Score 96.306 Data time: 0.1534, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.1823 [2020-11-13 04:43:19,303][root][INFO] - ===> Epoch[366](9505/26): Loss -0.7292, Sem 0.0836, dir -0.9648, norm 0.1521, swav 0.0000 LR: 5.597e-02 Score 97.134 Data time: 0.1560, Forward time: 2.2653, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.1784 [2020-11-13 04:43:24,711][root][INFO] - ===> Epoch[366](9506/26): Loss -0.7379, Sem 0.0827, dir -0.9699, norm 0.1493, swav 0.0000 LR: 5.597e-02 Score 97.110 Data time: 0.1846, Forward time: 2.2653, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.3277 [2020-11-13 04:43:30,527][root][INFO] - ===> Epoch[366](9507/26): Loss -0.7124, Sem 0.0955, dir -0.9646, norm 0.1567, swav 0.0000 LR: 5.596e-02 Score 96.620 Data time: 0.2699, Forward time: 2.2653, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.7528 [2020-11-13 04:43:36,790][root][INFO] - ===> Epoch[366](9508/26): Loss -0.7085, Sem 0.1024, dir -0.9665, norm 0.1556, swav 0.0000 LR: 5.596e-02 Score 96.606 Data time: 0.1985, Forward time: 2.2653, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 6.1182 [2020-11-13 04:43:43,576][root][INFO] - ===> Epoch[366](9509/26): Loss -0.6791, Sem 0.0995, dir -0.9566, norm 0.1780, swav 0.0000 LR: 5.595e-02 Score 96.562 Data time: 0.3223, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 6.7144 [2020-11-13 04:43:49,932][root][INFO] - ===> Epoch[366](9510/26): Loss -0.7569, Sem 0.0792, dir -0.9724, norm 0.1363, swav 0.0000 LR: 5.595e-02 Score 97.371 Data time: 0.2077, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 6.2295 [2020-11-13 04:43:55,890][root][INFO] - ===> Epoch[366](9511/26): Loss -0.6921, Sem 0.1110, dir -0.9663, norm 0.1632, swav 0.0000 LR: 5.594e-02 Score 96.337 Data time: 0.2211, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.8560 [2020-11-13 04:44:02,451][root][INFO] - ===> Epoch[366](9512/26): Loss -0.6645, Sem 0.1240, dir -0.9618, norm 0.1733, swav 0.0000 LR: 5.594e-02 Score 95.835 Data time: 0.1809, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.4364 [2020-11-13 04:44:07,785][root][INFO] - ===> Epoch[366](9513/26): Loss -0.6816, Sem 0.1151, dir -0.9617, norm 0.1651, swav 0.0000 LR: 5.593e-02 Score 96.212 Data time: 0.1691, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.2412 [2020-11-13 04:44:14,573][root][INFO] - ===> Epoch[366](9514/26): Loss -0.6998, Sem 0.0940, dir -0.9643, norm 0.1705, swav 0.0000 LR: 5.593e-02 Score 96.793 Data time: 0.2281, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.6958 [2020-11-13 04:44:20,885][root][INFO] - ===> Epoch[366](9515/26): Loss -0.7347, Sem 0.0977, dir -0.9736, norm 0.1412, swav 0.0000 LR: 5.592e-02 Score 96.670 Data time: 0.2426, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.1948 [2020-11-13 04:44:27,574][root][INFO] - ===> Epoch[366](9516/26): Loss -0.6911, Sem 0.0973, dir -0.9663, norm 0.1779, swav 0.0000 LR: 5.592e-02 Score 96.602 Data time: 0.1983, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5813 [2020-11-13 04:44:32,913][root][INFO] - ===> Epoch[367](9517/26): Loss -0.7104, Sem 0.0981, dir -0.9648, norm 0.1563, swav 0.0000 LR: 5.591e-02 Score 96.572 Data time: 0.2064, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2474 [2020-11-13 04:44:38,838][root][INFO] - ===> Epoch[367](9518/26): Loss -0.6889, Sem 0.0955, dir -0.9606, norm 0.1762, swav 0.0000 LR: 5.591e-02 Score 96.644 Data time: 0.2130, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8127 [2020-11-13 04:44:45,527][root][INFO] - ===> Epoch[367](9519/26): Loss -0.7271, Sem 0.0924, dir -0.9696, norm 0.1502, swav 0.0000 LR: 5.591e-02 Score 96.873 Data time: 0.1599, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.5701 [2020-11-13 04:44:51,961][root][INFO] - ===> Epoch[367](9520/26): Loss -0.6924, Sem 0.1012, dir -0.9658, norm 0.1721, swav 0.0000 LR: 5.590e-02 Score 96.536 Data time: 0.2233, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.3628 [2020-11-13 04:44:56,604][root][INFO] - ===> Epoch[367](9521/26): Loss -0.7164, Sem 0.0919, dir -0.9652, norm 0.1569, swav 0.0000 LR: 5.590e-02 Score 96.785 Data time: 0.2293, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.5473 [2020-11-13 04:45:02,295][root][INFO] - ===> Epoch[367](9522/26): Loss -0.6745, Sem 0.1013, dir -0.9569, norm 0.1811, swav 0.0000 LR: 5.589e-02 Score 96.572 Data time: 0.3039, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.5776 [2020-11-13 04:45:07,928][root][INFO] - ===> Epoch[367](9523/26): Loss -0.7299, Sem 0.0895, dir -0.9718, norm 0.1524, swav 0.0000 LR: 5.589e-02 Score 96.830 Data time: 0.2365, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.4997 [2020-11-13 04:45:12,521][root][INFO] - ===> Epoch[367](9524/26): Loss -0.7051, Sem 0.1012, dir -0.9642, norm 0.1579, swav 0.0000 LR: 5.588e-02 Score 96.539 Data time: 0.1707, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 4.4787 [2020-11-13 04:45:18,020][root][INFO] - ===> Epoch[367](9525/26): Loss -0.7030, Sem 0.1064, dir -0.9639, norm 0.1544, swav 0.0000 LR: 5.588e-02 Score 96.243 Data time: 0.2094, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.4056 [2020-11-13 04:45:25,056][root][INFO] - ===> Epoch[367](9526/26): Loss -0.7120, Sem 0.1025, dir -0.9633, norm 0.1488, swav 0.0000 LR: 5.587e-02 Score 96.437 Data time: 0.2440, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0047, Total iter time: 6.9342 [2020-11-13 04:45:30,566][root][INFO] - ===> Epoch[367](9527/26): Loss -0.7027, Sem 0.1032, dir -0.9686, norm 0.1628, swav 0.0000 LR: 5.587e-02 Score 96.356 Data time: 0.2352, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.3902 [2020-11-13 04:45:35,780][root][INFO] - ===> Epoch[367](9528/26): Loss -0.7081, Sem 0.0964, dir -0.9658, norm 0.1613, swav 0.0000 LR: 5.586e-02 Score 96.727 Data time: 0.1749, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.0973 [2020-11-13 04:45:43,587][root][INFO] - ===> Epoch[367](9529/26): Loss -0.6969, Sem 0.1144, dir -0.9661, norm 0.1548, swav 0.0000 LR: 5.586e-02 Score 96.052 Data time: 0.1687, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0047, Total iter time: 7.7030 [2020-11-13 04:45:50,320][root][INFO] - ===> Epoch[367](9530/26): Loss -0.7053, Sem 0.1048, dir -0.9665, norm 0.1564, swav 0.0000 LR: 5.585e-02 Score 96.403 Data time: 0.2173, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0047, Total iter time: 6.6332 [2020-11-13 04:45:56,377][root][INFO] - ===> Epoch[367](9531/26): Loss -0.7199, Sem 0.1040, dir -0.9683, norm 0.1444, swav 0.0000 LR: 5.585e-02 Score 96.457 Data time: 0.2267, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0047, Total iter time: 5.9482 [2020-11-13 04:46:01,790][root][INFO] - ===> Epoch[367](9532/26): Loss -0.7099, Sem 0.0927, dir -0.9637, norm 0.1610, swav 0.0000 LR: 5.584e-02 Score 96.904 Data time: 0.2391, Forward time: 2.2655, Backward time: 3.1185, DDP time: 0.0047, Total iter time: 5.3074 [2020-11-13 04:46:07,483][root][INFO] - ===> Epoch[367](9533/26): Loss -0.7212, Sem 0.0971, dir -0.9662, norm 0.1479, swav 0.0000 LR: 5.584e-02 Score 96.582 Data time: 0.1739, Forward time: 2.2654, Backward time: 3.1185, DDP time: 0.0047, Total iter time: 5.5745 [2020-11-13 04:46:12,171][root][INFO] - ===> Epoch[367](9534/26): Loss -0.7275, Sem 0.0943, dir -0.9677, norm 0.1459, swav 0.0000 LR: 5.583e-02 Score 96.609 Data time: 0.2356, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0047, Total iter time: 4.5937 [2020-11-13 04:46:17,960][root][INFO] - ===> Epoch[367](9535/26): Loss -0.6886, Sem 0.1072, dir -0.9627, norm 0.1669, swav 0.0000 LR: 5.583e-02 Score 96.429 Data time: 0.1795, Forward time: 2.2654, Backward time: 3.1184, DDP time: 0.0047, Total iter time: 5.6663 [2020-11-13 04:46:22,846][root][INFO] - ===> Epoch[367](9536/26): Loss -0.7362, Sem 0.0871, dir -0.9686, norm 0.1453, swav 0.0000 LR: 5.582e-02 Score 96.998 Data time: 0.2309, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0047, Total iter time: 4.7824 [2020-11-13 04:46:27,902][root][INFO] - ===> Epoch[367](9537/26): Loss -0.7145, Sem 0.0946, dir -0.9652, norm 0.1561, swav 0.0000 LR: 5.582e-02 Score 97.003 Data time: 0.2353, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 4.9291 [2020-11-13 04:46:33,111][root][INFO] - ===> Epoch[367](9538/26): Loss -0.7197, Sem 0.0937, dir -0.9663, norm 0.1528, swav 0.0000 LR: 5.581e-02 Score 96.690 Data time: 0.1739, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.0761 [2020-11-13 04:46:39,541][root][INFO] - ===> Epoch[367](9539/26): Loss -0.7109, Sem 0.0962, dir -0.9682, norm 0.1611, swav 0.0000 LR: 5.581e-02 Score 96.776 Data time: 0.2130, Forward time: 2.2654, Backward time: 3.1183, DDP time: 0.0047, Total iter time: 6.3368 [2020-11-13 04:46:45,677][root][INFO] - ===> Epoch[367](9540/26): Loss -0.6885, Sem 0.0967, dir -0.9666, norm 0.1814, swav 0.0000 LR: 5.580e-02 Score 96.763 Data time: 0.2845, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.0208 [2020-11-13 04:46:52,438][root][INFO] - ===> Epoch[367](9541/26): Loss -0.6713, Sem 0.1202, dir -0.9627, norm 0.1712, swav 0.0000 LR: 5.580e-02 Score 95.888 Data time: 0.2998, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.6167 [2020-11-13 04:46:57,020][root][INFO] - ===> Epoch[367](9542/26): Loss -0.7187, Sem 0.0949, dir -0.9690, norm 0.1555, swav 0.0000 LR: 5.579e-02 Score 96.785 Data time: 0.1784, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 4.4199 [2020-11-13 04:47:03,836][root][INFO] - ===> Epoch[368](9543/26): Loss -0.7284, Sem 0.1034, dir -0.9687, norm 0.1368, swav 0.0000 LR: 5.579e-02 Score 96.360 Data time: 0.1789, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0047, Total iter time: 6.7307 [2020-11-13 04:47:10,800][root][INFO] - ===> Epoch[368](9544/26): Loss -0.7028, Sem 0.1143, dir -0.9660, norm 0.1488, swav 0.0000 LR: 5.579e-02 Score 96.115 Data time: 0.2500, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0047, Total iter time: 6.8550 [2020-11-13 04:47:16,844][root][INFO] - ===> Epoch[368](9545/26): Loss -0.7087, Sem 0.1050, dir -0.9693, norm 0.1557, swav 0.0000 LR: 5.578e-02 Score 96.474 Data time: 0.2004, Forward time: 2.2655, Backward time: 3.1184, DDP time: 0.0047, Total iter time: 5.9096 [2020-11-13 04:47:22,174][root][INFO] - ===> Epoch[368](9546/26): Loss -0.6984, Sem 0.1228, dir -0.9682, norm 0.1470, swav 0.0000 LR: 5.578e-02 Score 95.891 Data time: 0.2454, Forward time: 2.2655, Backward time: 3.1183, DDP time: 0.0047, Total iter time: 5.2434 [2020-11-13 04:47:27,571][root][INFO] - ===> Epoch[368](9547/26): Loss -0.6921, Sem 0.1058, dir -0.9618, norm 0.1640, swav 0.0000 LR: 5.577e-02 Score 96.571 Data time: 0.2652, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.2855 [2020-11-13 04:47:33,035][root][INFO] - ===> Epoch[368](9548/26): Loss -0.6825, Sem 0.1159, dir -0.9623, norm 0.1639, swav 0.0000 LR: 5.577e-02 Score 95.880 Data time: 0.1976, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.3479 [2020-11-13 04:47:38,257][root][INFO] - ===> Epoch[368](9549/26): Loss -0.6820, Sem 0.1130, dir -0.9586, norm 0.1636, swav 0.0000 LR: 5.576e-02 Score 96.046 Data time: 0.1735, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.1141 [2020-11-13 04:47:43,187][root][INFO] - ===> Epoch[368](9550/26): Loss -0.7112, Sem 0.1009, dir -0.9662, norm 0.1541, swav 0.0000 LR: 5.576e-02 Score 96.537 Data time: 0.2133, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 4.8579 [2020-11-13 04:47:48,315][root][INFO] - ===> Epoch[368](9551/26): Loss -0.6746, Sem 0.1182, dir -0.9612, norm 0.1684, swav 0.0000 LR: 5.575e-02 Score 96.212 Data time: 0.1895, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.0277 [2020-11-13 04:47:53,338][root][INFO] - ===> Epoch[368](9552/26): Loss -0.7449, Sem 0.0857, dir -0.9688, norm 0.1382, swav 0.0000 LR: 5.575e-02 Score 97.137 Data time: 0.2251, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.9215 [2020-11-13 04:47:58,821][root][INFO] - ===> Epoch[368](9553/26): Loss -0.6964, Sem 0.1077, dir -0.9644, norm 0.1603, swav 0.0000 LR: 5.574e-02 Score 96.394 Data time: 0.1864, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.3660 [2020-11-13 04:48:04,258][root][INFO] - ===> Epoch[368](9554/26): Loss -0.6854, Sem 0.0950, dir -0.9577, norm 0.1774, swav 0.0000 LR: 5.574e-02 Score 96.792 Data time: 0.1702, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.3346 [2020-11-13 04:48:09,193][root][INFO] - ===> Epoch[368](9555/26): Loss -0.6730, Sem 0.1246, dir -0.9679, norm 0.1703, swav 0.0000 LR: 5.573e-02 Score 95.665 Data time: 0.2043, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.8485 [2020-11-13 04:48:14,627][root][INFO] - ===> Epoch[368](9556/26): Loss -0.7094, Sem 0.1055, dir -0.9672, norm 0.1523, swav 0.0000 LR: 5.573e-02 Score 96.381 Data time: 0.2031, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.3013 [2020-11-13 04:48:20,206][root][INFO] - ===> Epoch[368](9557/26): Loss -0.7070, Sem 0.0994, dir -0.9692, norm 0.1627, swav 0.0000 LR: 5.572e-02 Score 96.439 Data time: 0.2023, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.4725 [2020-11-13 04:48:26,144][root][INFO] - ===> Epoch[368](9558/26): Loss -0.7023, Sem 0.1026, dir -0.9662, norm 0.1613, swav 0.0000 LR: 5.572e-02 Score 96.581 Data time: 0.2469, Forward time: 2.2654, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.8473 [2020-11-13 04:48:31,592][root][INFO] - ===> Epoch[368](9559/26): Loss -0.6980, Sem 0.1120, dir -0.9701, norm 0.1601, swav 0.0000 LR: 5.571e-02 Score 96.388 Data time: 0.2460, Forward time: 2.2654, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.3218 [2020-11-13 04:48:37,853][root][INFO] - ===> Epoch[368](9560/26): Loss -0.7013, Sem 0.1032, dir -0.9637, norm 0.1592, swav 0.0000 LR: 5.571e-02 Score 96.411 Data time: 0.2496, Forward time: 2.2655, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 6.1333 [2020-11-13 04:48:43,061][root][INFO] - ===> Epoch[368](9561/26): Loss -0.7042, Sem 0.1129, dir -0.9699, norm 0.1528, swav 0.0000 LR: 5.570e-02 Score 96.040 Data time: 0.2415, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.0809 [2020-11-13 04:48:48,550][root][INFO] - ===> Epoch[368](9562/26): Loss -0.6999, Sem 0.1074, dir -0.9633, norm 0.1559, swav 0.0000 LR: 5.570e-02 Score 96.396 Data time: 0.2040, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.3591 [2020-11-13 04:48:54,566][root][INFO] - ===> Epoch[368](9563/26): Loss -0.6517, Sem 0.1294, dir -0.9599, norm 0.1787, swav 0.0000 LR: 5.569e-02 Score 96.023 Data time: 0.2023, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.9106 [2020-11-13 04:49:00,472][root][INFO] - ===> Epoch[368](9564/26): Loss -0.6816, Sem 0.1293, dir -0.9672, norm 0.1563, swav 0.0000 LR: 5.569e-02 Score 95.644 Data time: 0.2935, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.8019 [2020-11-13 04:49:06,440][root][INFO] - ===> Epoch[368](9565/26): Loss -0.7009, Sem 0.1062, dir -0.9607, norm 0.1537, swav 0.0000 LR: 5.568e-02 Score 96.323 Data time: 0.2892, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 5.8461 [2020-11-13 04:49:11,786][root][INFO] - ===> Epoch[368](9566/26): Loss -0.7119, Sem 0.0983, dir -0.9655, norm 0.1553, swav 0.0000 LR: 5.568e-02 Score 96.591 Data time: 0.2113, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 5.2250 [2020-11-13 04:49:17,356][root][INFO] - ===> Epoch[368](9567/26): Loss -0.7027, Sem 0.1080, dir -0.9646, norm 0.1539, swav 0.0000 LR: 5.567e-02 Score 96.361 Data time: 0.2299, Forward time: 2.2656, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 5.4624 [2020-11-13 04:49:24,687][root][INFO] - ===> Epoch[368](9568/26): Loss -0.6774, Sem 0.1202, dir -0.9656, norm 0.1680, swav 0.0000 LR: 5.567e-02 Score 95.875 Data time: 0.2823, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 7.2215 [2020-11-13 04:49:30,611][root][INFO] - ===> Epoch[369](9569/26): Loss -0.6938, Sem 0.1119, dir -0.9683, norm 0.1626, swav 0.0000 LR: 5.567e-02 Score 96.142 Data time: 0.1599, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.7707 [2020-11-13 04:49:35,231][root][INFO] - ===> Epoch[369](9570/26): Loss -0.6988, Sem 0.1027, dir -0.9653, norm 0.1638, swav 0.0000 LR: 5.566e-02 Score 96.586 Data time: 0.1721, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 4.5171 [2020-11-13 04:49:39,984][root][INFO] - ===> Epoch[369](9571/26): Loss -0.7024, Sem 0.1171, dir -0.9633, norm 0.1438, swav 0.0000 LR: 5.566e-02 Score 96.596 Data time: 0.1825, Forward time: 2.2656, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 4.6562 [2020-11-13 04:49:45,378][root][INFO] - ===> Epoch[369](9572/26): Loss -0.7028, Sem 0.1024, dir -0.9656, norm 0.1604, swav 0.0000 LR: 5.565e-02 Score 96.443 Data time: 0.2519, Forward time: 2.2656, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 5.2924 [2020-11-13 04:49:50,752][root][INFO] - ===> Epoch[369](9573/26): Loss -0.7026, Sem 0.1037, dir -0.9668, norm 0.1604, swav 0.0000 LR: 5.565e-02 Score 96.487 Data time: 0.2617, Forward time: 2.2657, Backward time: 3.1174, DDP time: 0.0047, Total iter time: 5.2400 [2020-11-13 04:49:57,630][root][INFO] - ===> Epoch[369](9574/26): Loss -0.7036, Sem 0.1017, dir -0.9641, norm 0.1588, swav 0.0000 LR: 5.564e-02 Score 96.547 Data time: 0.2296, Forward time: 2.2657, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 6.7359 [2020-11-13 04:50:03,957][root][INFO] - ===> Epoch[369](9575/26): Loss -0.6890, Sem 0.1074, dir -0.9658, norm 0.1694, swav 0.0000 LR: 5.564e-02 Score 96.223 Data time: 0.1901, Forward time: 2.2657, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 6.1929 [2020-11-13 04:50:10,411][root][INFO] - ===> Epoch[369](9576/26): Loss -0.6779, Sem 0.1114, dir -0.9635, norm 0.1743, swav 0.0000 LR: 5.563e-02 Score 96.101 Data time: 0.1872, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 6.3373 [2020-11-13 04:50:17,075][root][INFO] - ===> Epoch[369](9577/26): Loss -0.6744, Sem 0.1088, dir -0.9568, norm 0.1736, swav 0.0000 LR: 5.563e-02 Score 96.288 Data time: 0.1795, Forward time: 2.2656, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.5479 [2020-11-13 04:50:23,052][root][INFO] - ===> Epoch[369](9578/26): Loss -0.6740, Sem 0.1166, dir -0.9647, norm 0.1741, swav 0.0000 LR: 5.562e-02 Score 96.114 Data time: 0.2152, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.8956 [2020-11-13 04:50:28,925][root][INFO] - ===> Epoch[369](9579/26): Loss -0.6828, Sem 0.1084, dir -0.9616, norm 0.1704, swav 0.0000 LR: 5.562e-02 Score 96.159 Data time: 0.1577, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.7542 [2020-11-13 04:50:34,952][root][INFO] - ===> Epoch[369](9580/26): Loss -0.7015, Sem 0.1023, dir -0.9641, norm 0.1603, swav 0.0000 LR: 5.561e-02 Score 96.316 Data time: 0.3458, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.9810 [2020-11-13 04:50:41,359][root][INFO] - ===> Epoch[369](9581/26): Loss -0.6847, Sem 0.1056, dir -0.9609, norm 0.1705, swav 0.0000 LR: 5.561e-02 Score 96.438 Data time: 0.3454, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.2747 [2020-11-13 04:50:46,448][root][INFO] - ===> Epoch[369](9582/26): Loss -0.7103, Sem 0.1064, dir -0.9675, norm 0.1507, swav 0.0000 LR: 5.560e-02 Score 96.321 Data time: 0.2284, Forward time: 2.2658, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 4.9681 [2020-11-13 04:50:52,587][root][INFO] - ===> Epoch[369](9583/26): Loss -0.6930, Sem 0.1127, dir -0.9634, norm 0.1578, swav 0.0000 LR: 5.560e-02 Score 96.157 Data time: 0.3033, Forward time: 2.2658, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 6.0279 [2020-11-13 04:50:57,263][root][INFO] - ===> Epoch[369](9584/26): Loss -0.7152, Sem 0.0880, dir -0.9632, norm 0.1601, swav 0.0000 LR: 5.559e-02 Score 96.972 Data time: 0.1921, Forward time: 2.2658, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 4.5586 [2020-11-13 04:51:02,896][root][INFO] - ===> Epoch[369](9585/26): Loss -0.7063, Sem 0.0980, dir -0.9672, norm 0.1629, swav 0.0000 LR: 5.559e-02 Score 96.568 Data time: 0.1018, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 5.5420 [2020-11-13 04:51:09,351][root][INFO] - ===> Epoch[369](9586/26): Loss -0.6994, Sem 0.0880, dir -0.9590, norm 0.1715, swav 0.0000 LR: 5.558e-02 Score 96.963 Data time: 0.1539, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.3907 [2020-11-13 04:51:15,225][root][INFO] - ===> Epoch[369](9587/26): Loss -0.6853, Sem 0.1197, dir -0.9658, norm 0.1607, swav 0.0000 LR: 5.558e-02 Score 95.933 Data time: 0.1691, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.7878 [2020-11-13 04:51:22,140][root][INFO] - ===> Epoch[369](9588/26): Loss -0.6919, Sem 0.1121, dir -0.9690, norm 0.1650, swav 0.0000 LR: 5.557e-02 Score 96.363 Data time: 0.1995, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.8198 [2020-11-13 04:51:27,916][root][INFO] - ===> Epoch[369](9589/26): Loss -0.6856, Sem 0.1137, dir -0.9640, norm 0.1647, swav 0.0000 LR: 5.557e-02 Score 96.136 Data time: 0.1644, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.6728 [2020-11-13 04:51:33,397][root][INFO] - ===> Epoch[369](9590/26): Loss -0.6922, Sem 0.1051, dir -0.9652, norm 0.1679, swav 0.0000 LR: 5.556e-02 Score 96.379 Data time: 0.2030, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.3941 [2020-11-13 04:51:40,343][root][INFO] - ===> Epoch[369](9591/26): Loss -0.7128, Sem 0.1074, dir -0.9689, norm 0.1487, swav 0.0000 LR: 5.556e-02 Score 96.233 Data time: 0.1744, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.8345 [2020-11-13 04:51:46,025][root][INFO] - ===> Epoch[369](9592/26): Loss -0.7320, Sem 0.0947, dir -0.9685, norm 0.1418, swav 0.0000 LR: 5.555e-02 Score 96.771 Data time: 0.2143, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.6010 [2020-11-13 04:51:51,121][root][INFO] - ===> Epoch[369](9593/26): Loss -0.6960, Sem 0.1043, dir -0.9602, norm 0.1599, swav 0.0000 LR: 5.555e-02 Score 96.423 Data time: 0.1643, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 4.9835 [2020-11-13 04:51:58,159][root][INFO] - ===> Epoch[369](9594/26): Loss -0.6945, Sem 0.1098, dir -0.9626, norm 0.1583, swav 0.0000 LR: 5.555e-02 Score 96.253 Data time: 0.2706, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.9455 [2020-11-13 04:52:04,130][root][INFO] - ===> Epoch[370](9595/26): Loss -0.6825, Sem 0.1216, dir -0.9629, norm 0.1588, swav 0.0000 LR: 5.554e-02 Score 95.770 Data time: 0.2609, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.8324 [2020-11-13 04:52:09,309][root][INFO] - ===> Epoch[370](9596/26): Loss -0.6994, Sem 0.1022, dir -0.9623, norm 0.1607, swav 0.0000 LR: 5.554e-02 Score 96.370 Data time: 0.2279, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.0602 [2020-11-13 04:52:15,538][root][INFO] - ===> Epoch[370](9597/26): Loss -0.7107, Sem 0.1124, dir -0.9668, norm 0.1437, swav 0.0000 LR: 5.553e-02 Score 96.130 Data time: 0.1566, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.1056 [2020-11-13 04:52:22,059][root][INFO] - ===> Epoch[370](9598/26): Loss -0.7267, Sem 0.0953, dir -0.9640, norm 0.1420, swav 0.0000 LR: 5.553e-02 Score 96.772 Data time: 0.2600, Forward time: 2.2656, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.4386 [2020-11-13 04:52:27,495][root][INFO] - ===> Epoch[370](9599/26): Loss -0.7234, Sem 0.0946, dir -0.9697, norm 0.1518, swav 0.0000 LR: 5.552e-02 Score 96.731 Data time: 0.1715, Forward time: 2.2655, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.3070 [2020-11-13 04:52:32,502][root][INFO] - ===> Epoch[370](9600/26): Loss -0.7276, Sem 0.0972, dir -0.9692, norm 0.1444, swav 0.0000 LR: 5.552e-02 Score 96.675 Data time: 0.1931, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 4.9145 [2020-11-13 04:52:37,162][root][INFO] - ===> Epoch[370](9601/26): Loss -0.7010, Sem 0.1085, dir -0.9656, norm 0.1562, swav 0.0000 LR: 5.551e-02 Score 96.136 Data time: 0.2015, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.5518 [2020-11-13 04:52:43,075][root][INFO] - ===> Epoch[370](9602/26): Loss -0.6634, Sem 0.1384, dir -0.9653, norm 0.1636, swav 0.0000 LR: 5.551e-02 Score 95.689 Data time: 0.1956, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.7977 [2020-11-13 04:52:48,364][root][INFO] - ===> Epoch[370](9603/26): Loss -0.6935, Sem 0.1153, dir -0.9679, norm 0.1592, swav 0.0000 LR: 5.550e-02 Score 95.913 Data time: 0.2241, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.2051 [2020-11-13 04:52:54,322][root][INFO] - ===> Epoch[370](9604/26): Loss -0.7002, Sem 0.1127, dir -0.9656, norm 0.1527, swav 0.0000 LR: 5.550e-02 Score 96.167 Data time: 0.2193, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.8562 [2020-11-13 04:53:00,173][root][INFO] - ===> Epoch[370](9605/26): Loss -0.7004, Sem 0.1085, dir -0.9633, norm 0.1544, swav 0.0000 LR: 5.549e-02 Score 96.303 Data time: 0.1426, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.7402 [2020-11-13 04:53:04,938][root][INFO] - ===> Epoch[370](9606/26): Loss -0.6885, Sem 0.1126, dir -0.9644, norm 0.1633, swav 0.0000 LR: 5.549e-02 Score 96.089 Data time: 0.1722, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.6920 [2020-11-13 04:53:11,631][root][INFO] - ===> Epoch[370](9607/26): Loss -0.6894, Sem 0.1124, dir -0.9659, norm 0.1641, swav 0.0000 LR: 5.548e-02 Score 96.174 Data time: 0.1263, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.5950 [2020-11-13 04:53:17,116][root][INFO] - ===> Epoch[370](9608/26): Loss -0.6943, Sem 0.1001, dir -0.9659, norm 0.1716, swav 0.0000 LR: 5.548e-02 Score 96.683 Data time: 0.1997, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.4046 [2020-11-13 04:53:22,413][root][INFO] - ===> Epoch[370](9609/26): Loss -0.7380, Sem 0.0933, dir -0.9721, norm 0.1408, swav 0.0000 LR: 5.547e-02 Score 96.835 Data time: 0.1899, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.1815 [2020-11-13 04:53:28,112][root][INFO] - ===> Epoch[370](9610/26): Loss -0.7104, Sem 0.0981, dir -0.9688, norm 0.1603, swav 0.0000 LR: 5.547e-02 Score 96.782 Data time: 0.2606, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.6007 [2020-11-13 04:53:34,675][root][INFO] - ===> Epoch[370](9611/26): Loss -0.6852, Sem 0.1149, dir -0.9625, norm 0.1624, swav 0.0000 LR: 5.546e-02 Score 96.024 Data time: 0.1926, Forward time: 2.2653, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.4519 [2020-11-13 04:53:40,616][root][INFO] - ===> Epoch[370](9612/26): Loss -0.7241, Sem 0.0810, dir -0.9678, norm 0.1627, swav 0.0000 LR: 5.546e-02 Score 97.232 Data time: 0.2563, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.8433 [2020-11-13 04:53:46,821][root][INFO] - ===> Epoch[370](9613/26): Loss -0.6873, Sem 0.1027, dir -0.9617, norm 0.1718, swav 0.0000 LR: 5.545e-02 Score 96.476 Data time: 0.3022, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.0791 [2020-11-13 04:53:52,049][root][INFO] - ===> Epoch[370](9614/26): Loss -0.6840, Sem 0.1057, dir -0.9609, norm 0.1712, swav 0.0000 LR: 5.545e-02 Score 96.418 Data time: 0.1960, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.0684 [2020-11-13 04:53:57,604][root][INFO] - ===> Epoch[370](9615/26): Loss -0.6977, Sem 0.0978, dir -0.9644, norm 0.1689, swav 0.0000 LR: 5.544e-02 Score 96.822 Data time: 0.2425, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.4227 [2020-11-13 04:54:04,510][root][INFO] - ===> Epoch[370](9616/26): Loss -0.7102, Sem 0.1005, dir -0.9652, norm 0.1545, swav 0.0000 LR: 5.544e-02 Score 96.582 Data time: 0.2051, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.7896 [2020-11-13 04:54:08,917][root][INFO] - ===> Epoch[370](9617/26): Loss -0.7316, Sem 0.0976, dir -0.9715, norm 0.1423, swav 0.0000 LR: 5.543e-02 Score 96.668 Data time: 0.2452, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.2793 [2020-11-13 04:54:14,378][root][INFO] - ===> Epoch[370](9618/26): Loss -0.7248, Sem 0.0909, dir -0.9654, norm 0.1497, swav 0.0000 LR: 5.543e-02 Score 96.840 Data time: 0.3020, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.3451 [2020-11-13 04:54:20,771][root][INFO] - ===> Epoch[370](9619/26): Loss -0.6903, Sem 0.1048, dir -0.9665, norm 0.1714, swav 0.0000 LR: 5.543e-02 Score 96.319 Data time: 0.2079, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.2718 [2020-11-13 04:54:26,926][root][INFO] - ===> Epoch[370](9620/26): Loss -0.7490, Sem 0.0820, dir -0.9677, norm 0.1367, swav 0.0000 LR: 5.542e-02 Score 97.267 Data time: 0.2108, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.0436 [2020-11-13 04:54:32,835][root][INFO] - ===> Epoch[371](9621/26): Loss -0.6945, Sem 0.1182, dir -0.9642, norm 0.1516, swav 0.0000 LR: 5.542e-02 Score 96.177 Data time: 0.2375, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.7840 [2020-11-13 04:54:37,708][root][INFO] - ===> Epoch[371](9622/26): Loss -0.7090, Sem 0.0934, dir -0.9567, norm 0.1543, swav 0.0000 LR: 5.541e-02 Score 96.813 Data time: 0.1898, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.7351 [2020-11-13 04:54:44,000][root][INFO] - ===> Epoch[371](9623/26): Loss -0.7146, Sem 0.0946, dir -0.9712, norm 0.1619, swav 0.0000 LR: 5.541e-02 Score 96.829 Data time: 0.1686, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.1885 [2020-11-13 04:54:48,868][root][INFO] - ===> Epoch[371](9624/26): Loss -0.7262, Sem 0.0976, dir -0.9692, norm 0.1454, swav 0.0000 LR: 5.540e-02 Score 96.772 Data time: 0.1828, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.7851 [2020-11-13 04:54:54,780][root][INFO] - ===> Epoch[371](9625/26): Loss -0.7417, Sem 0.0884, dir -0.9687, norm 0.1386, swav 0.0000 LR: 5.540e-02 Score 96.986 Data time: 0.1699, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.8058 [2020-11-13 04:55:01,281][root][INFO] - ===> Epoch[371](9626/26): Loss -0.7060, Sem 0.1109, dir -0.9665, norm 0.1496, swav 0.0000 LR: 5.539e-02 Score 96.085 Data time: 0.1864, Forward time: 2.2653, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.4089 [2020-11-13 04:55:05,850][root][INFO] - ===> Epoch[371](9627/26): Loss -0.7401, Sem 0.0795, dir -0.9683, norm 0.1486, swav 0.0000 LR: 5.539e-02 Score 97.304 Data time: 0.2176, Forward time: 2.2653, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.4411 [2020-11-13 04:55:12,613][root][INFO] - ===> Epoch[371](9628/26): Loss -0.7196, Sem 0.1012, dir -0.9706, norm 0.1498, swav 0.0000 LR: 5.538e-02 Score 96.553 Data time: 0.5308, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.6570 [2020-11-13 04:55:19,872][root][INFO] - ===> Epoch[371](9629/26): Loss -0.7109, Sem 0.0939, dir -0.9673, norm 0.1625, swav 0.0000 LR: 5.538e-02 Score 96.750 Data time: 0.3444, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 7.1093 [2020-11-13 04:55:26,080][root][INFO] - ===> Epoch[371](9630/26): Loss -0.7122, Sem 0.1052, dir -0.9687, norm 0.1513, swav 0.0000 LR: 5.537e-02 Score 96.361 Data time: 0.2020, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.0763 [2020-11-13 04:55:31,793][root][INFO] - ===> Epoch[371](9631/26): Loss -0.7275, Sem 0.0923, dir -0.9691, norm 0.1492, swav 0.0000 LR: 5.537e-02 Score 96.815 Data time: 0.1760, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.6052 [2020-11-13 04:55:38,009][root][INFO] - ===> Epoch[371](9632/26): Loss -0.6768, Sem 0.1127, dir -0.9692, norm 0.1796, swav 0.0000 LR: 5.536e-02 Score 96.029 Data time: 0.2729, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.1572 [2020-11-13 04:55:43,001][root][INFO] - ===> Epoch[371](9633/26): Loss -0.7254, Sem 0.0934, dir -0.9650, norm 0.1461, swav 0.0000 LR: 5.536e-02 Score 96.768 Data time: 0.2269, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.8641 [2020-11-13 04:55:49,712][root][INFO] - ===> Epoch[371](9634/26): Loss -0.7129, Sem 0.1009, dir -0.9666, norm 0.1528, swav 0.0000 LR: 5.535e-02 Score 96.600 Data time: 0.2076, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.5920 [2020-11-13 04:55:56,204][root][INFO] - ===> Epoch[371](9635/26): Loss -0.7027, Sem 0.0912, dir -0.9638, norm 0.1698, swav 0.0000 LR: 5.535e-02 Score 96.774 Data time: 0.2341, Forward time: 2.2657, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.3921 [2020-11-13 04:56:02,301][root][INFO] - ===> Epoch[371](9636/26): Loss -0.7028, Sem 0.1061, dir -0.9668, norm 0.1579, swav 0.0000 LR: 5.534e-02 Score 96.280 Data time: 0.2425, Forward time: 2.2657, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.9659 [2020-11-13 04:56:08,030][root][INFO] - ===> Epoch[371](9637/26): Loss -0.7094, Sem 0.1007, dir -0.9628, norm 0.1527, swav 0.0000 LR: 5.534e-02 Score 96.601 Data time: 0.1638, Forward time: 2.2657, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.6000 [2020-11-13 04:56:13,397][root][INFO] - ===> Epoch[371](9638/26): Loss -0.7054, Sem 0.1014, dir -0.9655, norm 0.1587, swav 0.0000 LR: 5.533e-02 Score 96.382 Data time: 0.2585, Forward time: 2.2657, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.2828 [2020-11-13 04:56:18,888][root][INFO] - ===> Epoch[371](9639/26): Loss -0.7235, Sem 0.0858, dir -0.9671, norm 0.1579, swav 0.0000 LR: 5.533e-02 Score 96.979 Data time: 0.2394, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.3798 [2020-11-13 04:56:25,250][root][INFO] - ===> Epoch[371](9640/26): Loss -0.7108, Sem 0.0916, dir -0.9640, norm 0.1617, swav 0.0000 LR: 5.532e-02 Score 96.938 Data time: 0.2496, Forward time: 2.2658, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.2540 [2020-11-13 04:56:30,579][root][INFO] - ===> Epoch[371](9641/26): Loss -0.6987, Sem 0.1021, dir -0.9667, norm 0.1659, swav 0.0000 LR: 5.532e-02 Score 96.484 Data time: 0.2092, Forward time: 2.2658, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.2088 [2020-11-13 04:56:36,233][root][INFO] - ===> Epoch[371](9642/26): Loss -0.6943, Sem 0.1005, dir -0.9654, norm 0.1706, swav 0.0000 LR: 5.531e-02 Score 96.661 Data time: 0.2594, Forward time: 2.2658, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.5503 [2020-11-13 04:56:42,501][root][INFO] - ===> Epoch[371](9643/26): Loss -0.7028, Sem 0.1034, dir -0.9690, norm 0.1627, swav 0.0000 LR: 5.531e-02 Score 96.136 Data time: 0.2270, Forward time: 2.2658, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 6.1343 [2020-11-13 04:56:48,515][root][INFO] - ===> Epoch[371](9644/26): Loss -0.7326, Sem 0.0727, dir -0.9639, norm 0.1586, swav 0.0000 LR: 5.530e-02 Score 97.487 Data time: 0.2944, Forward time: 2.2659, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.9016 [2020-11-13 04:56:55,043][root][INFO] - ===> Epoch[371](9645/26): Loss -0.7438, Sem 0.0825, dir -0.9703, norm 0.1440, swav 0.0000 LR: 5.530e-02 Score 97.140 Data time: 0.2857, Forward time: 2.2660, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 6.4339 [2020-11-13 04:57:00,918][root][INFO] - ===> Epoch[371](9646/26): Loss -0.7027, Sem 0.1089, dir -0.9688, norm 0.1572, swav 0.0000 LR: 5.530e-02 Score 96.305 Data time: 0.1785, Forward time: 2.2660, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.7492 [2020-11-13 04:57:07,815][root][INFO] - ===> Epoch[372](9647/26): Loss -0.6975, Sem 0.1041, dir -0.9617, norm 0.1601, swav 0.0000 LR: 5.529e-02 Score 96.658 Data time: 0.1500, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.7972 [2020-11-13 04:57:13,455][root][INFO] - ===> Epoch[372](9648/26): Loss -0.7150, Sem 0.1068, dir -0.9679, norm 0.1461, swav 0.0000 LR: 5.529e-02 Score 96.314 Data time: 0.1835, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.5662 [2020-11-13 04:57:18,959][root][INFO] - ===> Epoch[372](9649/26): Loss -0.6933, Sem 0.1033, dir -0.9598, norm 0.1632, swav 0.0000 LR: 5.528e-02 Score 96.297 Data time: 0.2469, Forward time: 2.2659, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.4115 [2020-11-13 04:57:25,117][root][INFO] - ===> Epoch[372](9650/26): Loss -0.6931, Sem 0.0967, dir -0.9628, norm 0.1729, swav 0.0000 LR: 5.528e-02 Score 96.674 Data time: 0.2906, Forward time: 2.2660, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.0489 [2020-11-13 04:57:30,883][root][INFO] - ===> Epoch[372](9651/26): Loss -0.7029, Sem 0.1061, dir -0.9626, norm 0.1536, swav 0.0000 LR: 5.527e-02 Score 96.234 Data time: 0.2121, Forward time: 2.2660, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.6328 [2020-11-13 04:57:37,039][root][INFO] - ===> Epoch[372](9652/26): Loss -0.6724, Sem 0.1043, dir -0.9639, norm 0.1873, swav 0.0000 LR: 5.527e-02 Score 96.392 Data time: 0.1902, Forward time: 2.2660, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.0610 [2020-11-13 04:57:42,184][root][INFO] - ===> Epoch[372](9653/26): Loss -0.7233, Sem 0.0896, dir -0.9659, norm 0.1530, swav 0.0000 LR: 5.526e-02 Score 96.979 Data time: 0.2099, Forward time: 2.2660, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.0286 [2020-11-13 04:57:46,565][root][INFO] - ===> Epoch[372](9654/26): Loss -0.7301, Sem 0.0897, dir -0.9686, norm 0.1489, swav 0.0000 LR: 5.526e-02 Score 96.760 Data time: 0.1810, Forward time: 2.2660, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 4.2500 [2020-11-13 04:57:51,979][root][INFO] - ===> Epoch[372](9655/26): Loss -0.7034, Sem 0.1081, dir -0.9661, norm 0.1546, swav 0.0000 LR: 5.525e-02 Score 96.195 Data time: 0.1699, Forward time: 2.2659, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.3010 [2020-11-13 04:57:57,406][root][INFO] - ===> Epoch[372](9656/26): Loss -0.7183, Sem 0.0931, dir -0.9610, norm 0.1496, swav 0.0000 LR: 5.525e-02 Score 96.762 Data time: 0.2410, Forward time: 2.2659, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.3418 [2020-11-13 04:58:04,555][root][INFO] - ===> Epoch[372](9657/26): Loss -0.7205, Sem 0.0942, dir -0.9705, norm 0.1558, swav 0.0000 LR: 5.524e-02 Score 96.863 Data time: 0.1621, Forward time: 2.2659, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 7.0291 [2020-11-13 04:58:11,295][root][INFO] - ===> Epoch[372](9658/26): Loss -0.6932, Sem 0.1126, dir -0.9635, norm 0.1577, swav 0.0000 LR: 5.524e-02 Score 96.173 Data time: 0.2397, Forward time: 2.2659, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.6423 [2020-11-13 04:58:18,176][root][INFO] - ===> Epoch[372](9659/26): Loss -0.6867, Sem 0.1166, dir -0.9659, norm 0.1625, swav 0.0000 LR: 5.523e-02 Score 96.006 Data time: 0.2036, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.7455 [2020-11-13 04:58:23,743][root][INFO] - ===> Epoch[372](9660/26): Loss -0.7262, Sem 0.0944, dir -0.9661, norm 0.1456, swav 0.0000 LR: 5.523e-02 Score 96.720 Data time: 0.1778, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.4375 [2020-11-13 04:58:28,847][root][INFO] - ===> Epoch[372](9661/26): Loss -0.7072, Sem 0.1086, dir -0.9660, norm 0.1502, swav 0.0000 LR: 5.522e-02 Score 96.370 Data time: 0.1964, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.0174 [2020-11-13 04:58:34,988][root][INFO] - ===> Epoch[372](9662/26): Loss -0.7111, Sem 0.1092, dir -0.9693, norm 0.1490, swav 0.0000 LR: 5.522e-02 Score 96.219 Data time: 0.2124, Forward time: 2.2659, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.0310 [2020-11-13 04:58:39,505][root][INFO] - ===> Epoch[372](9663/26): Loss -0.6970, Sem 0.1059, dir -0.9668, norm 0.1638, swav 0.0000 LR: 5.521e-02 Score 96.341 Data time: 0.1899, Forward time: 2.2659, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.4009 [2020-11-13 04:58:45,162][root][INFO] - ===> Epoch[372](9664/26): Loss -0.7037, Sem 0.1023, dir -0.9649, norm 0.1589, swav 0.0000 LR: 5.521e-02 Score 96.455 Data time: 0.2023, Forward time: 2.2659, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.5626 [2020-11-13 04:58:50,136][root][INFO] - ===> Epoch[372](9665/26): Loss -0.7089, Sem 0.1107, dir -0.9687, norm 0.1490, swav 0.0000 LR: 5.520e-02 Score 96.216 Data time: 0.2123, Forward time: 2.2658, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 4.8367 [2020-11-13 04:58:55,777][root][INFO] - ===> Epoch[372](9666/26): Loss -0.6940, Sem 0.0985, dir -0.9645, norm 0.1720, swav 0.0000 LR: 5.520e-02 Score 96.626 Data time: 0.1840, Forward time: 2.2658, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.5191 [2020-11-13 04:59:01,008][root][INFO] - ===> Epoch[372](9667/26): Loss -0.7185, Sem 0.0995, dir -0.9653, norm 0.1472, swav 0.0000 LR: 5.519e-02 Score 96.511 Data time: 0.2454, Forward time: 2.2658, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.1434 [2020-11-13 04:59:06,242][root][INFO] - ===> Epoch[372](9668/26): Loss -0.6948, Sem 0.1076, dir -0.9650, norm 0.1625, swav 0.0000 LR: 5.519e-02 Score 96.222 Data time: 0.1715, Forward time: 2.2658, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.1161 [2020-11-13 04:59:10,554][root][INFO] - ===> Epoch[372](9669/26): Loss -0.7394, Sem 0.0886, dir -0.9713, norm 0.1432, swav 0.0000 LR: 5.518e-02 Score 97.059 Data time: 0.1854, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 4.2194 [2020-11-13 04:59:15,293][root][INFO] - ===> Epoch[372](9670/26): Loss -0.7089, Sem 0.0946, dir -0.9657, norm 0.1622, swav 0.0000 LR: 5.518e-02 Score 96.661 Data time: 0.2207, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 4.6494 [2020-11-13 04:59:22,391][root][INFO] - ===> Epoch[372](9671/26): Loss -0.7067, Sem 0.1113, dir -0.9690, norm 0.1510, swav 0.0000 LR: 5.518e-02 Score 96.145 Data time: 0.2842, Forward time: 2.2658, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.9875 [2020-11-13 04:59:27,667][root][INFO] - ===> Epoch[372](9672/26): Loss -0.7216, Sem 0.1061, dir -0.9671, norm 0.1394, swav 0.0000 LR: 5.517e-02 Score 96.416 Data time: 0.1329, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.1064 [2020-11-13 04:59:33,333][root][INFO] - ===> Epoch[373](9673/26): Loss -0.7366, Sem 0.0877, dir -0.9672, norm 0.1429, swav 0.0000 LR: 5.517e-02 Score 97.084 Data time: 0.1696, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 5.6139 [2020-11-13 04:59:39,534][root][INFO] - ===> Epoch[373](9674/26): Loss -0.6964, Sem 0.1183, dir -0.9677, norm 0.1530, swav 0.0000 LR: 5.516e-02 Score 95.884 Data time: 0.2242, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 6.1168 [2020-11-13 04:59:46,218][root][INFO] - ===> Epoch[373](9675/26): Loss -0.7227, Sem 0.0989, dir -0.9671, norm 0.1456, swav 0.0000 LR: 5.516e-02 Score 96.519 Data time: 0.2154, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 6.5698 [2020-11-13 04:59:51,583][root][INFO] - ===> Epoch[373](9676/26): Loss -0.6939, Sem 0.1190, dir -0.9669, norm 0.1541, swav 0.0000 LR: 5.515e-02 Score 95.991 Data time: 0.1665, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.2396 [2020-11-13 04:59:58,324][root][INFO] - ===> Epoch[373](9677/26): Loss -0.6769, Sem 0.1061, dir -0.9622, norm 0.1792, swav 0.0000 LR: 5.515e-02 Score 96.345 Data time: 0.1807, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.7083 [2020-11-13 05:00:02,453][root][INFO] - ===> Epoch[373](9678/26): Loss -0.7040, Sem 0.0983, dir -0.9654, norm 0.1630, swav 0.0000 LR: 5.514e-02 Score 96.601 Data time: 0.1675, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 4.0334 [2020-11-13 05:00:07,881][root][INFO] - ===> Epoch[373](9679/26): Loss -0.6868, Sem 0.1115, dir -0.9599, norm 0.1616, swav 0.0000 LR: 5.514e-02 Score 96.230 Data time: 0.1916, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.3550 [2020-11-13 05:00:13,170][root][INFO] - ===> Epoch[373](9680/26): Loss -0.7028, Sem 0.1005, dir -0.9604, norm 0.1571, swav 0.0000 LR: 5.513e-02 Score 96.605 Data time: 0.1356, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.1755 [2020-11-13 05:00:19,841][root][INFO] - ===> Epoch[373](9681/26): Loss -0.7190, Sem 0.0946, dir -0.9649, norm 0.1513, swav 0.0000 LR: 5.513e-02 Score 96.864 Data time: 0.2888, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.6086 [2020-11-13 05:00:25,550][root][INFO] - ===> Epoch[373](9682/26): Loss -0.6739, Sem 0.1068, dir -0.9632, norm 0.1825, swav 0.0000 LR: 5.512e-02 Score 96.369 Data time: 0.2526, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.5944 [2020-11-13 05:00:30,960][root][INFO] - ===> Epoch[373](9683/26): Loss -0.7115, Sem 0.0965, dir -0.9669, norm 0.1589, swav 0.0000 LR: 5.512e-02 Score 96.585 Data time: 0.2167, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.3094 [2020-11-13 05:00:37,139][root][INFO] - ===> Epoch[373](9684/26): Loss -0.7001, Sem 0.0998, dir -0.9621, norm 0.1623, swav 0.0000 LR: 5.511e-02 Score 96.492 Data time: 0.1526, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.0695 [2020-11-13 05:00:43,393][root][INFO] - ===> Epoch[373](9685/26): Loss -0.6871, Sem 0.0999, dir -0.9655, norm 0.1785, swav 0.0000 LR: 5.511e-02 Score 96.665 Data time: 0.2242, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.1886 [2020-11-13 05:00:48,373][root][INFO] - ===> Epoch[373](9686/26): Loss -0.7219, Sem 0.1011, dir -0.9689, norm 0.1459, swav 0.0000 LR: 5.510e-02 Score 96.597 Data time: 0.1784, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.8534 [2020-11-13 05:00:53,925][root][INFO] - ===> Epoch[373](9687/26): Loss -0.7076, Sem 0.0970, dir -0.9629, norm 0.1584, swav 0.0000 LR: 5.510e-02 Score 96.661 Data time: 0.2163, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.4821 [2020-11-13 05:01:00,244][root][INFO] - ===> Epoch[373](9688/26): Loss -0.6873, Sem 0.1137, dir -0.9658, norm 0.1648, swav 0.0000 LR: 5.509e-02 Score 96.240 Data time: 0.2244, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.1962 [2020-11-13 05:01:05,258][root][INFO] - ===> Epoch[373](9689/26): Loss -0.7019, Sem 0.0947, dir -0.9682, norm 0.1716, swav 0.0000 LR: 5.509e-02 Score 96.638 Data time: 0.1806, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 4.8766 [2020-11-13 05:01:11,564][root][INFO] - ===> Epoch[373](9690/26): Loss -0.6992, Sem 0.1033, dir -0.9650, norm 0.1624, swav 0.0000 LR: 5.508e-02 Score 96.446 Data time: 0.2093, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.2093 [2020-11-13 05:01:17,245][root][INFO] - ===> Epoch[373](9691/26): Loss -0.7334, Sem 0.0948, dir -0.9709, norm 0.1427, swav 0.0000 LR: 5.508e-02 Score 96.730 Data time: 0.2065, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.5696 [2020-11-13 05:01:22,336][root][INFO] - ===> Epoch[373](9692/26): Loss -0.7377, Sem 0.0926, dir -0.9732, norm 0.1429, swav 0.0000 LR: 5.507e-02 Score 96.803 Data time: 0.1567, Forward time: 2.2655, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 4.9912 [2020-11-13 05:01:28,758][root][INFO] - ===> Epoch[373](9693/26): Loss -0.7085, Sem 0.0993, dir -0.9644, norm 0.1566, swav 0.0000 LR: 5.507e-02 Score 96.548 Data time: 0.2444, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.3637 [2020-11-13 05:01:35,502][root][INFO] - ===> Epoch[373](9694/26): Loss -0.6924, Sem 0.1121, dir -0.9641, norm 0.1596, swav 0.0000 LR: 5.506e-02 Score 96.230 Data time: 0.2407, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.6274 [2020-11-13 05:01:41,231][root][INFO] - ===> Epoch[373](9695/26): Loss -0.7060, Sem 0.1047, dir -0.9673, norm 0.1566, swav 0.0000 LR: 5.506e-02 Score 96.509 Data time: 0.1950, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.6175 [2020-11-13 05:01:47,012][root][INFO] - ===> Epoch[373](9696/26): Loss -0.7207, Sem 0.0944, dir -0.9660, norm 0.1508, swav 0.0000 LR: 5.505e-02 Score 96.801 Data time: 0.1712, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.6773 [2020-11-13 05:01:53,503][root][INFO] - ===> Epoch[373](9697/26): Loss -0.6919, Sem 0.1047, dir -0.9644, norm 0.1678, swav 0.0000 LR: 5.505e-02 Score 96.470 Data time: 0.1801, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.3866 [2020-11-13 05:01:58,416][root][INFO] - ===> Epoch[373](9698/26): Loss -0.7218, Sem 0.0984, dir -0.9663, norm 0.1461, swav 0.0000 LR: 5.505e-02 Score 96.590 Data time: 0.2120, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.7907 [2020-11-13 05:02:04,672][root][INFO] - ===> Epoch[374](9699/26): Loss -0.6976, Sem 0.1107, dir -0.9685, norm 0.1602, swav 0.0000 LR: 5.504e-02 Score 96.469 Data time: 0.3077, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.1368 [2020-11-13 05:02:10,949][root][INFO] - ===> Epoch[374](9700/26): Loss -0.7158, Sem 0.0981, dir -0.9707, norm 0.1569, swav 0.0000 LR: 5.504e-02 Score 96.637 Data time: 0.2531, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.1342 [2020-11-13 05:02:16,833][root][INFO] - ===> Epoch[374](9701/26): Loss -0.6828, Sem 0.1139, dir -0.9630, norm 0.1663, swav 0.0000 LR: 5.503e-02 Score 95.859 Data time: 0.2781, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.7585 [2020-11-13 05:02:22,137][root][INFO] - ===> Epoch[374](9702/26): Loss -0.7012, Sem 0.1023, dir -0.9662, norm 0.1627, swav 0.0000 LR: 5.503e-02 Score 96.532 Data time: 0.1211, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.2020 [2020-11-13 05:02:27,260][root][INFO] - ===> Epoch[374](9703/26): Loss -0.6990, Sem 0.0952, dir -0.9629, norm 0.1687, swav 0.0000 LR: 5.502e-02 Score 96.961 Data time: 0.2230, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.0762 [2020-11-13 05:02:33,605][root][INFO] - ===> Epoch[374](9704/26): Loss -0.7112, Sem 0.0965, dir -0.9667, norm 0.1589, swav 0.0000 LR: 5.502e-02 Score 96.918 Data time: 0.1871, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.2309 [2020-11-13 05:02:39,460][root][INFO] - ===> Epoch[374](9705/26): Loss -0.7143, Sem 0.0827, dir -0.9649, norm 0.1679, swav 0.0000 LR: 5.501e-02 Score 97.133 Data time: 0.2051, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.7761 [2020-11-13 05:02:44,996][root][INFO] - ===> Epoch[374](9706/26): Loss -0.6852, Sem 0.1148, dir -0.9637, norm 0.1636, swav 0.0000 LR: 5.501e-02 Score 96.001 Data time: 0.1883, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.4467 [2020-11-13 05:02:51,011][root][INFO] - ===> Epoch[374](9707/26): Loss -0.7026, Sem 0.1013, dir -0.9615, norm 0.1577, swav 0.0000 LR: 5.500e-02 Score 96.503 Data time: 0.1716, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.9073 [2020-11-13 05:02:55,998][root][INFO] - ===> Epoch[374](9708/26): Loss -0.7089, Sem 0.1065, dir -0.9660, norm 0.1506, swav 0.0000 LR: 5.500e-02 Score 96.359 Data time: 0.2356, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 4.9111 [2020-11-13 05:03:01,525][root][INFO] - ===> Epoch[374](9709/26): Loss -0.6892, Sem 0.1014, dir -0.9614, norm 0.1709, swav 0.0000 LR: 5.499e-02 Score 96.505 Data time: 0.2329, Forward time: 2.2654, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.4023 [2020-11-13 05:03:06,638][root][INFO] - ===> Epoch[374](9710/26): Loss -0.6856, Sem 0.1078, dir -0.9625, norm 0.1692, swav 0.0000 LR: 5.499e-02 Score 96.345 Data time: 0.2384, Forward time: 2.2654, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.0020 [2020-11-13 05:03:13,904][root][INFO] - ===> Epoch[374](9711/26): Loss -0.7129, Sem 0.0904, dir -0.9689, norm 0.1656, swav 0.0000 LR: 5.498e-02 Score 96.958 Data time: 0.2151, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 7.1371 [2020-11-13 05:03:20,414][root][INFO] - ===> Epoch[374](9712/26): Loss -0.7322, Sem 0.0864, dir -0.9662, norm 0.1476, swav 0.0000 LR: 5.498e-02 Score 97.073 Data time: 0.1899, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 6.4029 [2020-11-13 05:03:26,443][root][INFO] - ===> Epoch[374](9713/26): Loss -0.6844, Sem 0.1015, dir -0.9602, norm 0.1743, swav 0.0000 LR: 5.497e-02 Score 96.487 Data time: 0.2005, Forward time: 2.2654, Backward time: 3.1182, DDP time: 0.0047, Total iter time: 5.9316 [2020-11-13 05:03:31,668][root][INFO] - ===> Epoch[374](9714/26): Loss -0.7005, Sem 0.0966, dir -0.9663, norm 0.1693, swav 0.0000 LR: 5.497e-02 Score 96.649 Data time: 0.2049, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.1034 [2020-11-13 05:03:37,068][root][INFO] - ===> Epoch[374](9715/26): Loss -0.6995, Sem 0.1109, dir -0.9655, norm 0.1550, swav 0.0000 LR: 5.496e-02 Score 96.038 Data time: 0.2337, Forward time: 2.2654, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.2861 [2020-11-13 05:03:42,490][root][INFO] - ===> Epoch[374](9716/26): Loss -0.6878, Sem 0.1070, dir -0.9620, norm 0.1673, swav 0.0000 LR: 5.496e-02 Score 96.271 Data time: 0.2077, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.3163 [2020-11-13 05:03:48,311][root][INFO] - ===> Epoch[374](9717/26): Loss -0.7123, Sem 0.0956, dir -0.9658, norm 0.1579, swav 0.0000 LR: 5.495e-02 Score 96.689 Data time: 0.2688, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.7066 [2020-11-13 05:03:53,944][root][INFO] - ===> Epoch[374](9718/26): Loss -0.7105, Sem 0.0949, dir -0.9624, norm 0.1570, swav 0.0000 LR: 5.495e-02 Score 96.884 Data time: 0.2287, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.4811 [2020-11-13 05:03:59,526][root][INFO] - ===> Epoch[374](9719/26): Loss -0.7246, Sem 0.0999, dir -0.9679, norm 0.1434, swav 0.0000 LR: 5.494e-02 Score 96.687 Data time: 0.1569, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.4593 [2020-11-13 05:04:05,179][root][INFO] - ===> Epoch[374](9720/26): Loss -0.7111, Sem 0.1031, dir -0.9678, norm 0.1536, swav 0.0000 LR: 5.494e-02 Score 96.484 Data time: 0.2646, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.5587 [2020-11-13 05:04:12,060][root][INFO] - ===> Epoch[374](9721/26): Loss -0.7069, Sem 0.0986, dir -0.9650, norm 0.1595, swav 0.0000 LR: 5.493e-02 Score 96.562 Data time: 0.3395, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.7491 [2020-11-13 05:04:17,328][root][INFO] - ===> Epoch[374](9722/26): Loss -0.7033, Sem 0.1130, dir -0.9662, norm 0.1500, swav 0.0000 LR: 5.493e-02 Score 96.070 Data time: 0.1919, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.1221 [2020-11-13 05:04:22,531][root][INFO] - ===> Epoch[374](9723/26): Loss -0.7182, Sem 0.1018, dir -0.9682, norm 0.1483, swav 0.0000 LR: 5.493e-02 Score 96.386 Data time: 0.1756, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.0757 [2020-11-13 05:04:28,488][root][INFO] - ===> Epoch[374](9724/26): Loss -0.7122, Sem 0.0997, dir -0.9673, norm 0.1554, swav 0.0000 LR: 5.492e-02 Score 96.594 Data time: 0.2582, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.8591 [2020-11-13 05:04:35,804][root][INFO] - ===> Epoch[375](9725/26): Loss -0.7268, Sem 0.0964, dir -0.9657, norm 0.1425, swav 0.0000 LR: 5.492e-02 Score 96.787 Data time: 0.3581, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 7.1881 [2020-11-13 05:04:42,090][root][INFO] - ===> Epoch[375](9726/26): Loss -0.7175, Sem 0.0857, dir -0.9641, norm 0.1609, swav 0.0000 LR: 5.491e-02 Score 96.977 Data time: 0.2015, Forward time: 2.2658, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.1428 [2020-11-13 05:04:47,446][root][INFO] - ===> Epoch[375](9727/26): Loss -0.6982, Sem 0.1098, dir -0.9661, norm 0.1581, swav 0.0000 LR: 5.491e-02 Score 96.365 Data time: 0.1716, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.2278 [2020-11-13 05:04:52,756][root][INFO] - ===> Epoch[375](9728/26): Loss -0.7134, Sem 0.0981, dir -0.9650, norm 0.1535, swav 0.0000 LR: 5.490e-02 Score 96.573 Data time: 0.2129, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.2631 [2020-11-13 05:04:59,465][root][INFO] - ===> Epoch[375](9729/26): Loss -0.6859, Sem 0.1082, dir -0.9641, norm 0.1700, swav 0.0000 LR: 5.490e-02 Score 96.392 Data time: 0.1682, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.6018 [2020-11-13 05:05:05,533][root][INFO] - ===> Epoch[375](9730/26): Loss -0.7242, Sem 0.0992, dir -0.9678, norm 0.1445, swav 0.0000 LR: 5.489e-02 Score 96.524 Data time: 0.2026, Forward time: 2.2657, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.9797 [2020-11-13 05:05:10,831][root][INFO] - ===> Epoch[375](9731/26): Loss -0.7140, Sem 0.1012, dir -0.9631, norm 0.1479, swav 0.0000 LR: 5.489e-02 Score 96.426 Data time: 0.2054, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.1953 [2020-11-13 05:05:16,703][root][INFO] - ===> Epoch[375](9732/26): Loss -0.7162, Sem 0.1051, dir -0.9709, norm 0.1496, swav 0.0000 LR: 5.488e-02 Score 96.342 Data time: 0.2220, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.7617 [2020-11-13 05:05:21,887][root][INFO] - ===> Epoch[375](9733/26): Loss -0.7136, Sem 0.0971, dir -0.9690, norm 0.1583, swav 0.0000 LR: 5.488e-02 Score 96.609 Data time: 0.2120, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.0642 [2020-11-13 05:05:27,972][root][INFO] - ===> Epoch[375](9734/26): Loss -0.6979, Sem 0.1019, dir -0.9694, norm 0.1696, swav 0.0000 LR: 5.487e-02 Score 96.537 Data time: 0.2154, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.9842 [2020-11-13 05:05:33,727][root][INFO] - ===> Epoch[375](9735/26): Loss -0.7000, Sem 0.0915, dir -0.9606, norm 0.1692, swav 0.0000 LR: 5.487e-02 Score 96.938 Data time: 0.1421, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.6476 [2020-11-13 05:05:39,258][root][INFO] - ===> Epoch[375](9736/26): Loss -0.7024, Sem 0.1090, dir -0.9689, norm 0.1575, swav 0.0000 LR: 5.486e-02 Score 96.095 Data time: 0.1588, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.4787 [2020-11-13 05:05:45,794][root][INFO] - ===> Epoch[375](9737/26): Loss -0.7052, Sem 0.1069, dir -0.9688, norm 0.1567, swav 0.0000 LR: 5.486e-02 Score 96.368 Data time: 0.1892, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.4825 [2020-11-13 05:05:51,104][root][INFO] - ===> Epoch[375](9738/26): Loss -0.6988, Sem 0.0966, dir -0.9645, norm 0.1690, swav 0.0000 LR: 5.485e-02 Score 96.684 Data time: 0.2126, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.2254 [2020-11-13 05:05:57,193][root][INFO] - ===> Epoch[375](9739/26): Loss -0.6921, Sem 0.1114, dir -0.9563, norm 0.1529, swav 0.0000 LR: 5.485e-02 Score 96.213 Data time: 0.2624, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.9858 [2020-11-13 05:06:02,789][root][INFO] - ===> Epoch[375](9740/26): Loss -0.6785, Sem 0.1105, dir -0.9567, norm 0.1677, swav 0.0000 LR: 5.484e-02 Score 96.362 Data time: 0.2186, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.4913 [2020-11-13 05:06:08,178][root][INFO] - ===> Epoch[375](9741/26): Loss -0.7233, Sem 0.0965, dir -0.9679, norm 0.1481, swav 0.0000 LR: 5.484e-02 Score 96.920 Data time: 0.2429, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.3039 [2020-11-13 05:06:14,004][root][INFO] - ===> Epoch[375](9742/26): Loss -0.7127, Sem 0.1014, dir -0.9646, norm 0.1506, swav 0.0000 LR: 5.483e-02 Score 96.427 Data time: 0.2442, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.7071 [2020-11-13 05:06:19,156][root][INFO] - ===> Epoch[375](9743/26): Loss -0.7307, Sem 0.0926, dir -0.9676, norm 0.1443, swav 0.0000 LR: 5.483e-02 Score 96.758 Data time: 0.1926, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.0509 [2020-11-13 05:06:24,780][root][INFO] - ===> Epoch[375](9744/26): Loss -0.7174, Sem 0.0943, dir -0.9710, norm 0.1593, swav 0.0000 LR: 5.482e-02 Score 96.724 Data time: 0.1827, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.5558 [2020-11-13 05:06:30,063][root][INFO] - ===> Epoch[375](9745/26): Loss -0.6806, Sem 0.1197, dir -0.9641, norm 0.1638, swav 0.0000 LR: 5.482e-02 Score 95.920 Data time: 0.2620, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.1787 [2020-11-13 05:06:35,921][root][INFO] - ===> Epoch[375](9746/26): Loss -0.6414, Sem 0.1442, dir -0.9622, norm 0.1767, swav 0.0000 LR: 5.481e-02 Score 95.436 Data time: 0.2393, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.7287 [2020-11-13 05:06:43,229][root][INFO] - ===> Epoch[375](9747/26): Loss -0.6962, Sem 0.1003, dir -0.9656, norm 0.1690, swav 0.0000 LR: 5.481e-02 Score 96.637 Data time: 0.1988, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 7.1928 [2020-11-13 05:06:48,619][root][INFO] - ===> Epoch[375](9748/26): Loss -0.6822, Sem 0.1096, dir -0.9632, norm 0.1715, swav 0.0000 LR: 5.480e-02 Score 96.289 Data time: 0.2486, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.2688 [2020-11-13 05:06:53,364][root][INFO] - ===> Epoch[375](9749/26): Loss -0.7302, Sem 0.0838, dir -0.9651, norm 0.1510, swav 0.0000 LR: 5.480e-02 Score 97.175 Data time: 0.2093, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 4.6309 [2020-11-13 05:06:59,366][root][INFO] - ===> Epoch[375](9750/26): Loss -0.7006, Sem 0.1061, dir -0.9667, norm 0.1599, swav 0.0000 LR: 5.480e-02 Score 96.243 Data time: 0.2046, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.8929 [2020-11-13 05:07:04,677][root][INFO] - ===> Epoch[376](9751/26): Loss -0.7040, Sem 0.1103, dir -0.9659, norm 0.1516, swav 0.0000 LR: 5.479e-02 Score 96.216 Data time: 0.1868, Forward time: 2.2657, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.2035 [2020-11-13 05:07:12,373][root][INFO] - ===> Epoch[376](9752/26): Loss -0.6984, Sem 0.0965, dir -0.9584, norm 0.1636, swav 0.0000 LR: 5.479e-02 Score 96.693 Data time: 0.1975, Forward time: 2.2657, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 7.6105 [2020-11-13 05:07:17,209][root][INFO] - ===> Epoch[376](9753/26): Loss -0.7027, Sem 0.1156, dir -0.9660, norm 0.1477, swav 0.0000 LR: 5.478e-02 Score 95.954 Data time: 0.1974, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.7278 [2020-11-13 05:07:22,210][root][INFO] - ===> Epoch[376](9754/26): Loss -0.6901, Sem 0.1075, dir -0.9655, norm 0.1679, swav 0.0000 LR: 5.478e-02 Score 96.283 Data time: 0.1552, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.9010 [2020-11-13 05:07:27,890][root][INFO] - ===> Epoch[376](9755/26): Loss -0.6877, Sem 0.1106, dir -0.9602, norm 0.1620, swav 0.0000 LR: 5.477e-02 Score 96.205 Data time: 0.1922, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.6435 [2020-11-13 05:07:34,643][root][INFO] - ===> Epoch[376](9756/26): Loss -0.7268, Sem 0.0923, dir -0.9690, norm 0.1500, swav 0.0000 LR: 5.477e-02 Score 96.841 Data time: 0.2611, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 6.6445 [2020-11-13 05:07:39,533][root][INFO] - ===> Epoch[376](9757/26): Loss -0.7196, Sem 0.1021, dir -0.9673, norm 0.1456, swav 0.0000 LR: 5.476e-02 Score 96.544 Data time: 0.2006, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.7590 [2020-11-13 05:07:45,586][root][INFO] - ===> Epoch[376](9758/26): Loss -0.7243, Sem 0.0944, dir -0.9681, norm 0.1494, swav 0.0000 LR: 5.476e-02 Score 96.723 Data time: 0.1891, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.9272 [2020-11-13 05:07:51,530][root][INFO] - ===> Epoch[376](9759/26): Loss -0.7152, Sem 0.1080, dir -0.9706, norm 0.1474, swav 0.0000 LR: 5.475e-02 Score 96.191 Data time: 0.1862, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.8220 [2020-11-13 05:07:56,900][root][INFO] - ===> Epoch[376](9760/26): Loss -0.7164, Sem 0.0995, dir -0.9668, norm 0.1509, swav 0.0000 LR: 5.475e-02 Score 96.574 Data time: 0.2292, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.2804 [2020-11-13 05:08:03,125][root][INFO] - ===> Epoch[376](9761/26): Loss -0.6862, Sem 0.1033, dir -0.9597, norm 0.1703, swav 0.0000 LR: 5.474e-02 Score 96.389 Data time: 0.2098, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.1446 [2020-11-13 05:08:10,239][root][INFO] - ===> Epoch[376](9762/26): Loss -0.6813, Sem 0.1078, dir -0.9647, norm 0.1756, swav 0.0000 LR: 5.474e-02 Score 96.349 Data time: 0.2455, Forward time: 2.2656, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 6.9787 [2020-11-13 05:08:16,194][root][INFO] - ===> Epoch[376](9763/26): Loss -0.6933, Sem 0.1138, dir -0.9683, norm 0.1611, swav 0.0000 LR: 5.473e-02 Score 96.061 Data time: 0.1995, Forward time: 2.2655, Backward time: 3.1181, DDP time: 0.0047, Total iter time: 5.8203 [2020-11-13 05:08:21,496][root][INFO] - ===> Epoch[376](9764/26): Loss -0.6891, Sem 0.1177, dir -0.9621, norm 0.1553, swav 0.0000 LR: 5.473e-02 Score 96.098 Data time: 0.2356, Forward time: 2.2656, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.2050 [2020-11-13 05:08:27,233][root][INFO] - ===> Epoch[376](9765/26): Loss -0.6819, Sem 0.1054, dir -0.9665, norm 0.1792, swav 0.0000 LR: 5.472e-02 Score 96.442 Data time: 0.1625, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.6244 [2020-11-13 05:08:32,600][root][INFO] - ===> Epoch[376](9766/26): Loss -0.7239, Sem 0.0976, dir -0.9668, norm 0.1452, swav 0.0000 LR: 5.472e-02 Score 96.742 Data time: 0.2209, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 5.2914 [2020-11-13 05:08:37,508][root][INFO] - ===> Epoch[376](9767/26): Loss -0.7098, Sem 0.1095, dir -0.9678, norm 0.1485, swav 0.0000 LR: 5.471e-02 Score 96.173 Data time: 0.2371, Forward time: 2.2655, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 4.7976 [2020-11-13 05:08:43,708][root][INFO] - ===> Epoch[376](9768/26): Loss -0.7163, Sem 0.0911, dir -0.9661, norm 0.1588, swav 0.0000 LR: 5.471e-02 Score 96.852 Data time: 0.2161, Forward time: 2.2655, Backward time: 3.1180, DDP time: 0.0047, Total iter time: 6.0694 [2020-11-13 05:08:48,914][root][INFO] - ===> Epoch[376](9769/26): Loss -0.6707, Sem 0.1291, dir -0.9633, norm 0.1635, swav 0.0000 LR: 5.470e-02 Score 95.933 Data time: 0.2618, Forward time: 2.2656, Backward time: 3.1179, DDP time: 0.0047, Total iter time: 5.0944 [2020-11-13 05:08:54,847][root][INFO] - ===> Epoch[376](9770/26): Loss -0.6891, Sem 0.1073, dir -0.9595, norm 0.1631, swav 0.0000 LR: 5.470e-02 Score 96.384 Data time: 0.2663, Forward time: 2.2656, Backward time: 3.1178, DDP time: 0.0047, Total iter time: 5.8136 [2020-11-13 05:08:59,266][root][INFO] - ===> Epoch[376](9771/26): Loss -0.7082, Sem 0.1039, dir -0.9672, norm 0.1551, swav 0.0000 LR: 5.469e-02 Score 96.417 Data time: 0.1500, Forward time: 2.2656, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 4.2846 [2020-11-13 05:09:03,963][root][INFO] - ===> Epoch[376](9772/26): Loss -0.6871, Sem 0.1169, dir -0.9630, norm 0.1590, swav 0.0000 LR: 5.469e-02 Score 95.974 Data time: 0.1586, Forward time: 2.2655, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 4.6174 [2020-11-13 05:09:09,691][root][INFO] - ===> Epoch[376](9773/26): Loss -0.6662, Sem 0.1181, dir -0.9599, norm 0.1756, swav 0.0000 LR: 5.468e-02 Score 96.222 Data time: 0.2743, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 5.6757 [2020-11-13 05:09:16,114][root][INFO] - ===> Epoch[376](9774/26): Loss -0.7095, Sem 0.1009, dir -0.9677, norm 0.1573, swav 0.0000 LR: 5.468e-02 Score 96.556 Data time: 0.2798, Forward time: 2.2656, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 6.3068 [2020-11-13 05:09:21,981][root][INFO] - ===> Epoch[376](9775/26): Loss -0.6790, Sem 0.1145, dir -0.9653, norm 0.1718, swav 0.0000 LR: 5.467e-02 Score 96.370 Data time: 0.2727, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 5.7411 [2020-11-13 05:09:28,629][root][INFO] - ===> Epoch[376](9776/26): Loss -0.6798, Sem 0.1269, dir -0.9681, norm 0.1614, swav 0.0000 LR: 5.467e-02 Score 95.408 Data time: 0.1929, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.4990 [2020-11-13 05:09:34,730][root][INFO] - ===> Epoch[377](9777/26): Loss -0.6721, Sem 0.1253, dir -0.9582, norm 0.1608, swav 0.0000 LR: 5.467e-02 Score 95.768 Data time: 0.2111, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.0356 [2020-11-13 05:09:39,245][root][INFO] - ===> Epoch[377](9778/26): Loss -0.6991, Sem 0.1031, dir -0.9668, norm 0.1646, swav 0.0000 LR: 5.466e-02 Score 96.425 Data time: 0.1982, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 4.3975 [2020-11-13 05:09:45,416][root][INFO] - ===> Epoch[377](9779/26): Loss -0.7181, Sem 0.0878, dir -0.9648, norm 0.1590, swav 0.0000 LR: 5.466e-02 Score 97.060 Data time: 0.2187, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 6.0810 [2020-11-13 05:09:51,976][root][INFO] - ===> Epoch[377](9780/26): Loss -0.7029, Sem 0.1046, dir -0.9671, norm 0.1596, swav 0.0000 LR: 5.465e-02 Score 96.318 Data time: 0.2463, Forward time: 2.2657, Backward time: 3.1177, DDP time: 0.0047, Total iter time: 6.4519 [2020-11-13 05:09:57,047][root][INFO] - ===> Epoch[377](9781/26): Loss -0.6873, Sem 0.1273, dir -0.9690, norm 0.1545, swav 0.0000 LR: 5.465e-02 Score 96.012 Data time: 0.1920, Forward time: 2.2657, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 4.9358 [2020-11-13 05:10:02,957][root][INFO] - ===> Epoch[377](9782/26): Loss -0.6886, Sem 0.1121, dir -0.9644, norm 0.1637, swav 0.0000 LR: 5.464e-02 Score 96.175 Data time: 0.2862, Forward time: 2.2658, Backward time: 3.1176, DDP time: 0.0047, Total iter time: 5.8129 [2020-11-13 05:10:07,379][root][INFO] - ===> Epoch[377](9783/26): Loss -0.7075, Sem 0.0929, dir -0.9639, norm 0.1635, swav 0.0000 LR: 5.464e-02 Score 96.842 Data time: 0.1666, Forward time: 2.2657, Backward time: 3.1175, DDP time: 0.0047, Total iter time: 4.3047 [2020-11-13 05:10:12,696][root][INFO] - ===> Epoch[377](9784/26): Loss -0.6827, Sem 0.1204, dir -0.9636, norm 0.1605, swav 0.0000 LR: 5.463e-02 Score 95.830 Data time: 0.2257, Forward time: 2.2657, Backward time: 3.1174, DDP time: 0.0047, Total iter time: 5.2408 [2020-11-13 05:10:18,663][root][INFO] - ===> Epoch[377](9785/26): Loss -0.6577, Sem 0.1200, dir -0.9637, norm 0.1860, swav 0.0000 LR: 5.463e-02 Score 95.830 Data time: 0.2102, Forward time: 2.2657, Backward time: 3.1174, DDP time: 0.0047, Total iter time: 5.8157 [2020-11-13 05:10:23,366][root][INFO] - ===> Epoch[377](9786/26): Loss -0.6758, Sem 0.1306, dir -0.9647, norm 0.1582, swav 0.0000 LR: 5.462e-02 Score 95.970 Data time: 0.2256, Forward time: 2.2657, Backward time: 3.1173, DDP time: 0.0047, Total iter time: 4.5954 [2020-11-13 05:10:28,711][root][INFO] - ===> Epoch[377](9787/26): Loss -0.6297, Sem 0.1464, dir -0.9625, norm 0.1865, swav 0.0000 LR: 5.462e-02 Score 95.090 Data time: 0.1998, Forward time: 2.2657, Backward time: 3.1173, DDP time: 0.0047, Total iter time: 5.2339 [2020-11-13 05:10:34,325][root][INFO] - ===> Epoch[377](9788/26): Loss -0.7016, Sem 0.1081, dir -0.9676, norm 0.1580, swav 0.0000 LR: 5.461e-02 Score 96.311 Data time: 0.2093, Forward time: 2.2657, Backward time: 3.1172, DDP time: 0.0047, Total iter time: 5.5023 [2020-11-13 05:10:39,868][root][INFO] - ===> Epoch[377](9789/26): Loss -0.6728, Sem 0.1246, dir -0.9623, norm 0.1649, swav 0.0000 LR: 5.461e-02 Score 95.727 Data time: 0.2323, Forward time: 2.2658, Backward time: 3.1172, DDP time: 0.0047, Total iter time: 5.4340 [2020-11-13 05:10:45,192][root][INFO] - ===> Epoch[377](9790/26): Loss -0.6835, Sem 0.1112, dir -0.9621, norm 0.1674, swav 0.0000 LR: 5.460e-02 Score 96.303 Data time: 0.1828, Forward time: 2.2658, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.2101 [2020-11-13 05:10:50,418][root][INFO] - ===> Epoch[377](9791/26): Loss -0.6767, Sem 0.1230, dir -0.9645, norm 0.1648, swav 0.0000 LR: 5.460e-02 Score 95.885 Data time: 0.1812, Forward time: 2.2657, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.1308 [2020-11-13 05:10:56,537][root][INFO] - ===> Epoch[377](9792/26): Loss -0.6619, Sem 0.1288, dir -0.9607, norm 0.1700, swav 0.0000 LR: 5.459e-02 Score 95.522 Data time: 0.2439, Forward time: 2.2657, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.0446 [2020-11-13 05:11:03,093][root][INFO] - ===> Epoch[377](9793/26): Loss -0.6921, Sem 0.1118, dir -0.9668, norm 0.1629, swav 0.0000 LR: 5.459e-02 Score 96.216 Data time: 0.3391, Forward time: 2.2658, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.4524 [2020-11-13 05:11:08,966][root][INFO] - ===> Epoch[377](9794/26): Loss -0.7062, Sem 0.0989, dir -0.9662, norm 0.1611, swav 0.0000 LR: 5.458e-02 Score 96.733 Data time: 0.2542, Forward time: 2.2659, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.7468 [2020-11-13 05:11:14,146][root][INFO] - ===> Epoch[377](9795/26): Loss -0.6574, Sem 0.1406, dir -0.9588, norm 0.1608, swav 0.0000 LR: 5.458e-02 Score 95.468 Data time: 0.1635, Forward time: 2.2659, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.0687 [2020-11-13 05:11:20,323][root][INFO] - ===> Epoch[377](9796/26): Loss -0.6943, Sem 0.1077, dir -0.9628, norm 0.1609, swav 0.0000 LR: 5.457e-02 Score 96.397 Data time: 0.2396, Forward time: 2.2659, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.0826 [2020-11-13 05:11:25,270][root][INFO] - ===> Epoch[377](9797/26): Loss -0.6740, Sem 0.1224, dir -0.9619, norm 0.1656, swav 0.0000 LR: 5.457e-02 Score 96.037 Data time: 0.1877, Forward time: 2.2658, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 4.8304 [2020-11-13 05:11:31,401][root][INFO] - ===> Epoch[377](9798/26): Loss -0.6919, Sem 0.1144, dir -0.9651, norm 0.1589, swav 0.0000 LR: 5.456e-02 Score 96.308 Data time: 0.2211, Forward time: 2.2658, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.0245 [2020-11-13 05:11:37,175][root][INFO] - ===> Epoch[377](9799/26): Loss -0.6705, Sem 0.1299, dir -0.9615, norm 0.1611, swav 0.0000 LR: 5.456e-02 Score 95.391 Data time: 0.2689, Forward time: 2.2659, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.6481 [2020-11-13 05:11:42,098][root][INFO] - ===> Epoch[377](9800/26): Loss -0.6816, Sem 0.1129, dir -0.9619, norm 0.1673, swav 0.0000 LR: 5.455e-02 Score 96.206 Data time: 0.2305, Forward time: 2.2659, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.8000 [2020-11-13 05:11:49,044][root][INFO] - ===> Epoch[377](9801/26): Loss -0.7082, Sem 0.1029, dir -0.9677, norm 0.1567, swav 0.0000 LR: 5.455e-02 Score 96.414 Data time: 0.2707, Forward time: 2.2660, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.8464 [2020-11-13 05:11:54,484][root][INFO] - ===> Epoch[377](9802/26): Loss -0.6963, Sem 0.1115, dir -0.9651, norm 0.1572, swav 0.0000 LR: 5.455e-02 Score 96.312 Data time: 0.2371, Forward time: 2.2660, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.3007 [2020-11-13 05:12:00,226][root][INFO] - ===> Epoch[378](9803/26): Loss -0.7149, Sem 0.1031, dir -0.9700, norm 0.1519, swav 0.0000 LR: 5.454e-02 Score 96.456 Data time: 0.1553, Forward time: 2.2660, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.6260 [2020-11-13 05:12:06,430][root][INFO] - ===> Epoch[378](9804/26): Loss -0.6737, Sem 0.1298, dir -0.9652, norm 0.1617, swav 0.0000 LR: 5.454e-02 Score 95.782 Data time: 0.2009, Forward time: 2.2659, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 6.1564 [2020-11-13 05:12:11,763][root][INFO] - ===> Epoch[378](9805/26): Loss -0.6798, Sem 0.1210, dir -0.9663, norm 0.1655, swav 0.0000 LR: 5.453e-02 Score 95.695 Data time: 0.2276, Forward time: 2.2660, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.2247 [2020-11-13 05:12:16,982][root][INFO] - ===> Epoch[378](9806/26): Loss -0.6447, Sem 0.1336, dir -0.9589, norm 0.1806, swav 0.0000 LR: 5.453e-02 Score 96.003 Data time: 0.1738, Forward time: 2.2659, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.0903 [2020-11-13 05:12:23,044][root][INFO] - ===> Epoch[378](9807/26): Loss -0.6719, Sem 0.1153, dir -0.9617, norm 0.1745, swav 0.0000 LR: 5.452e-02 Score 96.138 Data time: 0.2223, Forward time: 2.2660, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.9544 [2020-11-13 05:12:28,455][root][INFO] - ===> Epoch[378](9808/26): Loss -0.7183, Sem 0.1052, dir -0.9703, norm 0.1468, swav 0.0000 LR: 5.452e-02 Score 96.520 Data time: 0.2001, Forward time: 2.2659, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.3003 [2020-11-13 05:12:33,584][root][INFO] - ===> Epoch[378](9809/26): Loss -0.6721, Sem 0.1268, dir -0.9629, norm 0.1640, swav 0.0000 LR: 5.451e-02 Score 95.656 Data time: 0.2505, Forward time: 2.2660, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.0263 [2020-11-13 05:12:40,130][root][INFO] - ===> Epoch[378](9810/26): Loss -0.7246, Sem 0.0929, dir -0.9649, norm 0.1475, swav 0.0000 LR: 5.451e-02 Score 96.907 Data time: 0.3258, Forward time: 2.2661, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.4274 [2020-11-13 05:12:45,263][root][INFO] - ===> Epoch[378](9811/26): Loss -0.7156, Sem 0.0932, dir -0.9687, norm 0.1598, swav 0.0000 LR: 5.450e-02 Score 96.791 Data time: 0.2047, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.0047 [2020-11-13 05:12:50,769][root][INFO] - ===> Epoch[378](9812/26): Loss -0.6892, Sem 0.1196, dir -0.9638, norm 0.1551, swav 0.0000 LR: 5.450e-02 Score 96.016 Data time: 0.2094, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.3825 [2020-11-13 05:12:57,403][root][INFO] - ===> Epoch[378](9813/26): Loss -0.6534, Sem 0.1280, dir -0.9594, norm 0.1779, swav 0.0000 LR: 5.449e-02 Score 95.698 Data time: 0.2752, Forward time: 2.2661, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.5158 [2020-11-13 05:13:03,533][root][INFO] - ===> Epoch[378](9814/26): Loss -0.6777, Sem 0.1067, dir -0.9578, norm 0.1735, swav 0.0000 LR: 5.449e-02 Score 96.327 Data time: 0.1610, Forward time: 2.2661, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.9938 [2020-11-13 05:13:09,562][root][INFO] - ===> Epoch[378](9815/26): Loss -0.6846, Sem 0.1394, dir -0.9709, norm 0.1469, swav 0.0000 LR: 5.448e-02 Score 95.852 Data time: 0.1809, Forward time: 2.2660, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.9117 [2020-11-13 05:13:15,498][root][INFO] - ===> Epoch[378](9816/26): Loss -0.6993, Sem 0.1108, dir -0.9670, norm 0.1569, swav 0.0000 LR: 5.448e-02 Score 96.037 Data time: 0.2252, Forward time: 2.2660, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.8365 [2020-11-13 05:13:21,343][root][INFO] - ===> Epoch[378](9817/26): Loss -0.6827, Sem 0.1159, dir -0.9624, norm 0.1637, swav 0.0000 LR: 5.447e-02 Score 96.010 Data time: 0.2134, Forward time: 2.2661, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.7338 [2020-11-13 05:13:26,057][root][INFO] - ===> Epoch[378](9818/26): Loss -0.6537, Sem 0.1413, dir -0.9627, norm 0.1677, swav 0.0000 LR: 5.447e-02 Score 95.761 Data time: 0.1882, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 4.5899 [2020-11-13 05:13:31,639][root][INFO] - ===> Epoch[378](9819/26): Loss -0.6552, Sem 0.1422, dir -0.9626, norm 0.1652, swav 0.0000 LR: 5.446e-02 Score 95.729 Data time: 0.1942, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.4699 [2020-11-13 05:13:36,579][root][INFO] - ===> Epoch[378](9820/26): Loss -0.6861, Sem 0.1021, dir -0.9634, norm 0.1752, swav 0.0000 LR: 5.446e-02 Score 96.482 Data time: 0.1960, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 4.8276 [2020-11-13 05:13:42,019][root][INFO] - ===> Epoch[378](9821/26): Loss -0.6734, Sem 0.1252, dir -0.9616, norm 0.1631, swav 0.0000 LR: 5.445e-02 Score 95.723 Data time: 0.2152, Forward time: 2.2660, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.3337 [2020-11-13 05:13:48,949][root][INFO] - ===> Epoch[378](9822/26): Loss -0.6878, Sem 0.1114, dir -0.9617, norm 0.1625, swav 0.0000 LR: 5.445e-02 Score 96.376 Data time: 0.2429, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.7959 [2020-11-13 05:13:54,596][root][INFO] - ===> Epoch[378](9823/26): Loss -0.6730, Sem 0.1234, dir -0.9634, norm 0.1670, swav 0.0000 LR: 5.444e-02 Score 95.993 Data time: 0.1597, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.5175 [2020-11-13 05:14:01,350][root][INFO] - ===> Epoch[378](9824/26): Loss -0.7049, Sem 0.1062, dir -0.9660, norm 0.1549, swav 0.0000 LR: 5.444e-02 Score 96.391 Data time: 0.1493, Forward time: 2.2660, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.6492 [2020-11-13 05:14:06,348][root][INFO] - ===> Epoch[378](9825/26): Loss -0.6966, Sem 0.1072, dir -0.9620, norm 0.1582, swav 0.0000 LR: 5.443e-02 Score 96.313 Data time: 0.1599, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.8953 [2020-11-13 05:14:12,340][root][INFO] - ===> Epoch[378](9826/26): Loss -0.6762, Sem 0.1145, dir -0.9607, norm 0.1699, swav 0.0000 LR: 5.443e-02 Score 96.037 Data time: 0.1652, Forward time: 2.2659, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.8952 [2020-11-13 05:14:18,275][root][INFO] - ===> Epoch[378](9827/26): Loss -0.6752, Sem 0.1249, dir -0.9613, norm 0.1612, swav 0.0000 LR: 5.442e-02 Score 95.895 Data time: 0.2165, Forward time: 2.2659, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.8428 [2020-11-13 05:14:24,734][root][INFO] - ===> Epoch[378](9828/26): Loss -0.6914, Sem 0.1027, dir -0.9588, norm 0.1647, swav 0.0000 LR: 5.442e-02 Score 96.580 Data time: 0.2006, Forward time: 2.2658, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 6.3130 [2020-11-13 05:14:31,120][root][INFO] - ===> Epoch[379](9829/26): Loss -0.6619, Sem 0.1244, dir -0.9611, norm 0.1748, swav 0.0000 LR: 5.442e-02 Score 95.780 Data time: 0.1976, Forward time: 2.2658, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.2770 [2020-11-13 05:14:36,212][root][INFO] - ===> Epoch[379](9830/26): Loss -0.6551, Sem 0.1240, dir -0.9592, norm 0.1800, swav 0.0000 LR: 5.441e-02 Score 96.049 Data time: 0.2514, Forward time: 2.2658, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 4.9552 [2020-11-13 05:14:41,201][root][INFO] - ===> Epoch[379](9831/26): Loss -0.6934, Sem 0.1096, dir -0.9627, norm 0.1598, swav 0.0000 LR: 5.441e-02 Score 96.424 Data time: 0.1364, Forward time: 2.2657, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 4.8620 [2020-11-13 05:14:46,762][root][INFO] - ===> Epoch[379](9832/26): Loss -0.6769, Sem 0.1228, dir -0.9654, norm 0.1657, swav 0.0000 LR: 5.440e-02 Score 96.022 Data time: 0.2616, Forward time: 2.2658, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.4712 [2020-11-13 05:14:52,411][root][INFO] - ===> Epoch[379](9833/26): Loss -0.6671, Sem 0.1277, dir -0.9634, norm 0.1686, swav 0.0000 LR: 5.440e-02 Score 95.828 Data time: 0.1363, Forward time: 2.2657, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.5072 [2020-11-13 05:14:58,424][root][INFO] - ===> Epoch[379](9834/26): Loss -0.6480, Sem 0.1321, dir -0.9593, norm 0.1792, swav 0.0000 LR: 5.439e-02 Score 95.514 Data time: 0.1871, Forward time: 2.2657, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.9169 [2020-11-13 05:15:04,583][root][INFO] - ===> Epoch[379](9835/26): Loss -0.6725, Sem 0.1289, dir -0.9655, norm 0.1642, swav 0.0000 LR: 5.439e-02 Score 95.761 Data time: 0.2130, Forward time: 2.2657, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.0513 [2020-11-13 05:15:09,659][root][INFO] - ===> Epoch[379](9836/26): Loss -0.6759, Sem 0.1256, dir -0.9643, norm 0.1629, swav 0.0000 LR: 5.438e-02 Score 95.899 Data time: 0.2376, Forward time: 2.2657, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 4.9707 [2020-11-13 05:15:16,155][root][INFO] - ===> Epoch[379](9837/26): Loss -0.6558, Sem 0.1241, dir -0.9650, norm 0.1851, swav 0.0000 LR: 5.438e-02 Score 95.796 Data time: 0.2709, Forward time: 2.2658, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 6.3886 [2020-11-13 05:15:21,048][root][INFO] - ===> Epoch[379](9838/26): Loss -0.6970, Sem 0.1163, dir -0.9697, norm 0.1565, swav 0.0000 LR: 5.437e-02 Score 96.440 Data time: 0.2200, Forward time: 2.2658, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.7908 [2020-11-13 05:15:26,108][root][INFO] - ===> Epoch[379](9839/26): Loss -0.6580, Sem 0.1276, dir -0.9615, norm 0.1760, swav 0.0000 LR: 5.437e-02 Score 95.682 Data time: 0.2209, Forward time: 2.2658, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.9613 [2020-11-13 05:15:32,007][root][INFO] - ===> Epoch[379](9840/26): Loss -0.6656, Sem 0.1187, dir -0.9617, norm 0.1775, swav 0.0000 LR: 5.436e-02 Score 95.979 Data time: 0.2063, Forward time: 2.2658, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.7892 [2020-11-13 05:15:38,656][root][INFO] - ===> Epoch[379](9841/26): Loss -0.7104, Sem 0.0989, dir -0.9641, norm 0.1547, swav 0.0000 LR: 5.436e-02 Score 96.600 Data time: 0.2240, Forward time: 2.2659, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.5597 [2020-11-13 05:15:44,167][root][INFO] - ===> Epoch[379](9842/26): Loss -0.7298, Sem 0.0974, dir -0.9709, norm 0.1437, swav 0.0000 LR: 5.435e-02 Score 96.712 Data time: 0.2315, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.3969 [2020-11-13 05:15:49,776][root][INFO] - ===> Epoch[379](9843/26): Loss -0.7060, Sem 0.1034, dir -0.9672, norm 0.1578, swav 0.0000 LR: 5.435e-02 Score 96.447 Data time: 0.2315, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.4965 [2020-11-13 05:15:55,120][root][INFO] - ===> Epoch[379](9844/26): Loss -0.7092, Sem 0.1107, dir -0.9662, norm 0.1463, swav 0.0000 LR: 5.434e-02 Score 96.231 Data time: 0.1764, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.2304 [2020-11-13 05:16:00,680][root][INFO] - ===> Epoch[379](9845/26): Loss -0.6752, Sem 0.1304, dir -0.9613, norm 0.1556, swav 0.0000 LR: 5.434e-02 Score 95.754 Data time: 0.2629, Forward time: 2.2659, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.5021 [2020-11-13 05:16:06,848][root][INFO] - ===> Epoch[379](9846/26): Loss -0.6692, Sem 0.1281, dir -0.9648, norm 0.1675, swav 0.0000 LR: 5.433e-02 Score 95.834 Data time: 0.2235, Forward time: 2.2659, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.0571 [2020-11-13 05:16:13,434][root][INFO] - ===> Epoch[379](9847/26): Loss -0.6971, Sem 0.1043, dir -0.9617, norm 0.1603, swav 0.0000 LR: 5.433e-02 Score 96.624 Data time: 0.1774, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.4834 [2020-11-13 05:16:18,774][root][INFO] - ===> Epoch[379](9848/26): Loss -0.6923, Sem 0.1110, dir -0.9620, norm 0.1586, swav 0.0000 LR: 5.432e-02 Score 96.249 Data time: 0.1709, Forward time: 2.2658, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.2500 [2020-11-13 05:16:24,202][root][INFO] - ===> Epoch[379](9849/26): Loss -0.6849, Sem 0.1063, dir -0.9625, norm 0.1713, swav 0.0000 LR: 5.432e-02 Score 96.313 Data time: 0.2140, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.3683 [2020-11-13 05:16:29,473][root][INFO] - ===> Epoch[379](9850/26): Loss -0.6808, Sem 0.1148, dir -0.9640, norm 0.1684, swav 0.0000 LR: 5.431e-02 Score 96.291 Data time: 0.2277, Forward time: 2.2659, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.1701 [2020-11-13 05:16:35,686][root][INFO] - ===> Epoch[379](9851/26): Loss -0.6717, Sem 0.1239, dir -0.9652, norm 0.1696, swav 0.0000 LR: 5.431e-02 Score 95.734 Data time: 0.2180, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.1170 [2020-11-13 05:16:41,944][root][INFO] - ===> Epoch[379](9852/26): Loss -0.6922, Sem 0.1091, dir -0.9622, norm 0.1609, swav 0.0000 LR: 5.430e-02 Score 96.201 Data time: 0.2359, Forward time: 2.2659, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.1337 [2020-11-13 05:16:46,819][root][INFO] - ===> Epoch[379](9853/26): Loss -0.6633, Sem 0.1395, dir -0.9642, norm 0.1614, swav 0.0000 LR: 5.430e-02 Score 95.457 Data time: 0.1646, Forward time: 2.2659, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 4.7450 [2020-11-13 05:16:52,496][root][INFO] - ===> Epoch[379](9854/26): Loss -0.6965, Sem 0.1210, dir -0.9669, norm 0.1494, swav 0.0000 LR: 5.429e-02 Score 96.018 Data time: 0.2333, Forward time: 2.2659, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.5987 [2020-11-13 05:16:56,876][root][INFO] - ===> Epoch[380](9855/26): Loss -0.6859, Sem 0.0997, dir -0.9622, norm 0.1767, swav 0.0000 LR: 5.429e-02 Score 96.760 Data time: 0.1550, Forward time: 2.2659, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 4.2642 [2020-11-13 05:17:02,431][root][INFO] - ===> Epoch[380](9856/26): Loss -0.6725, Sem 0.1227, dir -0.9595, norm 0.1643, swav 0.0000 LR: 5.429e-02 Score 95.768 Data time: 0.2204, Forward time: 2.2659, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.5198 [2020-11-13 05:17:07,847][root][INFO] - ===> Epoch[380](9857/26): Loss -0.6866, Sem 0.1091, dir -0.9632, norm 0.1675, swav 0.0000 LR: 5.428e-02 Score 96.174 Data time: 0.1556, Forward time: 2.2658, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.3133 [2020-11-13 05:17:14,229][root][INFO] - ===> Epoch[380](9858/26): Loss -0.6972, Sem 0.1042, dir -0.9684, norm 0.1670, swav 0.0000 LR: 5.428e-02 Score 96.539 Data time: 0.1982, Forward time: 2.2658, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.3001 [2020-11-13 05:17:20,241][root][INFO] - ===> Epoch[380](9859/26): Loss -0.6768, Sem 0.1171, dir -0.9592, norm 0.1654, swav 0.0000 LR: 5.427e-02 Score 96.093 Data time: 0.1957, Forward time: 2.2658, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.8985 [2020-11-13 05:17:26,090][root][INFO] - ===> Epoch[380](9860/26): Loss -0.7194, Sem 0.1004, dir -0.9669, norm 0.1471, swav 0.0000 LR: 5.427e-02 Score 96.542 Data time: 0.2071, Forward time: 2.2658, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.7673 [2020-11-13 05:17:31,377][root][INFO] - ===> Epoch[380](9861/26): Loss -0.7429, Sem 0.0872, dir -0.9702, norm 0.1401, swav 0.0000 LR: 5.426e-02 Score 97.016 Data time: 0.2606, Forward time: 2.2658, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.1841 [2020-11-13 05:17:36,173][root][INFO] - ===> Epoch[380](9862/26): Loss -0.6777, Sem 0.1151, dir -0.9613, norm 0.1686, swav 0.0000 LR: 5.426e-02 Score 96.107 Data time: 0.2092, Forward time: 2.2658, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 4.6752 [2020-11-13 05:17:42,067][root][INFO] - ===> Epoch[380](9863/26): Loss -0.7110, Sem 0.0919, dir -0.9667, norm 0.1638, swav 0.0000 LR: 5.425e-02 Score 96.816 Data time: 0.1889, Forward time: 2.2658, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.8029 [2020-11-13 05:17:46,668][root][INFO] - ===> Epoch[380](9864/26): Loss -0.6695, Sem 0.1363, dir -0.9670, norm 0.1613, swav 0.0000 LR: 5.425e-02 Score 95.537 Data time: 0.2494, Forward time: 2.2658, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 4.5244 [2020-11-13 05:17:52,521][root][INFO] - ===> Epoch[380](9865/26): Loss -0.6791, Sem 0.1208, dir -0.9619, norm 0.1621, swav 0.0000 LR: 5.424e-02 Score 95.735 Data time: 0.2025, Forward time: 2.2658, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.7592 [2020-11-13 05:17:58,528][root][INFO] - ===> Epoch[380](9866/26): Loss -0.6960, Sem 0.1036, dir -0.9636, norm 0.1640, swav 0.0000 LR: 5.424e-02 Score 96.690 Data time: 0.2464, Forward time: 2.2659, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.9068 [2020-11-13 05:18:04,105][root][INFO] - ===> Epoch[380](9867/26): Loss -0.7216, Sem 0.1122, dir -0.9728, norm 0.1389, swav 0.0000 LR: 5.423e-02 Score 96.058 Data time: 0.2554, Forward time: 2.2659, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.4479 [2020-11-13 05:18:09,594][root][INFO] - ===> Epoch[380](9868/26): Loss -0.6899, Sem 0.1132, dir -0.9634, norm 0.1603, swav 0.0000 LR: 5.423e-02 Score 96.148 Data time: 0.1905, Forward time: 2.2659, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.3712 [2020-11-13 05:18:15,012][root][INFO] - ===> Epoch[380](9869/26): Loss -0.7345, Sem 0.0893, dir -0.9728, norm 0.1490, swav 0.0000 LR: 5.422e-02 Score 96.975 Data time: 0.2080, Forward time: 2.2659, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.3186 [2020-11-13 05:18:20,906][root][INFO] - ===> Epoch[380](9870/26): Loss -0.7288, Sem 0.0986, dir -0.9673, norm 0.1400, swav 0.0000 LR: 5.422e-02 Score 96.604 Data time: 0.2932, Forward time: 2.2660, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.7789 [2020-11-13 05:18:27,979][root][INFO] - ===> Epoch[380](9871/26): Loss -0.7243, Sem 0.0897, dir -0.9645, norm 0.1505, swav 0.0000 LR: 5.421e-02 Score 96.934 Data time: 0.2062, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.9589 [2020-11-13 05:18:35,029][root][INFO] - ===> Epoch[380](9872/26): Loss -0.6856, Sem 0.1143, dir -0.9668, norm 0.1669, swav 0.0000 LR: 5.421e-02 Score 96.105 Data time: 0.2347, Forward time: 2.2660, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 6.9543 [2020-11-13 05:18:40,224][root][INFO] - ===> Epoch[380](9873/26): Loss -0.6929, Sem 0.1091, dir -0.9609, norm 0.1589, swav 0.0000 LR: 5.420e-02 Score 96.164 Data time: 0.2590, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.0679 [2020-11-13 05:18:46,531][root][INFO] - ===> Epoch[380](9874/26): Loss -0.6748, Sem 0.1103, dir -0.9651, norm 0.1800, swav 0.0000 LR: 5.420e-02 Score 96.411 Data time: 0.2851, Forward time: 2.2661, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.1798 [2020-11-13 05:18:52,454][root][INFO] - ===> Epoch[380](9875/26): Loss -0.6995, Sem 0.1038, dir -0.9681, norm 0.1648, swav 0.0000 LR: 5.419e-02 Score 96.404 Data time: 0.2558, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.8091 [2020-11-13 05:18:59,115][root][INFO] - ===> Epoch[380](9876/26): Loss -0.7252, Sem 0.0959, dir -0.9667, norm 0.1457, swav 0.0000 LR: 5.419e-02 Score 96.774 Data time: 0.1879, Forward time: 2.2661, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.5234 [2020-11-13 05:19:04,786][root][INFO] - ===> Epoch[380](9877/26): Loss -0.7128, Sem 0.0941, dir -0.9652, norm 0.1583, swav 0.0000 LR: 5.418e-02 Score 96.800 Data time: 0.1302, Forward time: 2.2660, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.5547 [2020-11-13 05:19:10,196][root][INFO] - ===> Epoch[380](9878/26): Loss -0.6745, Sem 0.1101, dir -0.9592, norm 0.1746, swav 0.0000 LR: 5.418e-02 Score 96.250 Data time: 0.1368, Forward time: 2.2660, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.3373 [2020-11-13 05:19:17,008][root][INFO] - ===> Epoch[380](9879/26): Loss -0.6605, Sem 0.1187, dir -0.9595, norm 0.1804, swav 0.0000 LR: 5.417e-02 Score 95.654 Data time: 0.2247, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.7314 [2020-11-13 05:19:23,328][root][INFO] - ===> Epoch[380](9880/26): Loss -0.6383, Sem 0.1104, dir -0.9587, norm 0.2101, swav 0.0000 LR: 5.417e-02 Score 96.244 Data time: 0.2407, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.1979 [2020-11-13 05:19:29,325][root][INFO] - ===> Epoch[381](9881/26): Loss -0.7095, Sem 0.1051, dir -0.9696, norm 0.1550, swav 0.0000 LR: 5.416e-02 Score 96.336 Data time: 0.1886, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.8849 [2020-11-13 05:19:34,787][root][INFO] - ===> Epoch[381](9882/26): Loss -0.7104, Sem 0.1011, dir -0.9625, norm 0.1510, swav 0.0000 LR: 5.416e-02 Score 96.630 Data time: 0.1843, Forward time: 2.2660, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.3323 [2020-11-13 05:19:39,771][root][INFO] - ===> Epoch[381](9883/26): Loss -0.7269, Sem 0.0884, dir -0.9667, norm 0.1514, swav 0.0000 LR: 5.416e-02 Score 96.940 Data time: 0.2092, Forward time: 2.2660, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 4.8768 [2020-11-13 05:19:45,183][root][INFO] - ===> Epoch[381](9884/26): Loss -0.7240, Sem 0.0976, dir -0.9705, norm 0.1488, swav 0.0000 LR: 5.415e-02 Score 96.658 Data time: 0.2382, Forward time: 2.2660, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 4.6842 [2020-11-13 05:19:50,220][root][INFO] - ===> Epoch[381](9885/26): Loss -0.7191, Sem 0.1009, dir -0.9690, norm 0.1491, swav 0.0000 LR: 5.415e-02 Score 96.515 Data time: 0.2127, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 4.9320 [2020-11-13 05:19:55,775][root][INFO] - ===> Epoch[381](9886/26): Loss -0.7039, Sem 0.0992, dir -0.9676, norm 0.1646, swav 0.0000 LR: 5.414e-02 Score 96.767 Data time: 0.2242, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.4274 [2020-11-13 05:20:00,867][root][INFO] - ===> Epoch[381](9887/26): Loss -0.6993, Sem 0.1085, dir -0.9672, norm 0.1594, swav 0.0000 LR: 5.414e-02 Score 96.404 Data time: 0.2037, Forward time: 2.2660, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 4.9509 [2020-11-13 05:20:06,297][root][INFO] - ===> Epoch[381](9888/26): Loss -0.7131, Sem 0.0921, dir -0.9664, norm 0.1613, swav 0.0000 LR: 5.413e-02 Score 96.832 Data time: 0.2004, Forward time: 2.2660, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.2941 [2020-11-13 05:20:13,273][root][INFO] - ===> Epoch[381](9889/26): Loss -0.6930, Sem 0.1011, dir -0.9643, norm 0.1701, swav 0.0000 LR: 5.413e-02 Score 96.502 Data time: 0.2003, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.8792 [2020-11-13 05:20:18,656][root][INFO] - ===> Epoch[381](9890/26): Loss -0.7136, Sem 0.1055, dir -0.9658, norm 0.1467, swav 0.0000 LR: 5.412e-02 Score 96.224 Data time: 0.2453, Forward time: 2.2660, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.2693 [2020-11-13 05:20:24,655][root][INFO] - ===> Epoch[381](9891/26): Loss -0.7373, Sem 0.0908, dir -0.9724, norm 0.1442, swav 0.0000 LR: 5.412e-02 Score 96.789 Data time: 0.2180, Forward time: 2.2660, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.8895 [2020-11-13 05:20:30,558][root][INFO] - ===> Epoch[381](9892/26): Loss -0.6727, Sem 0.1107, dir -0.9578, norm 0.1744, swav 0.0000 LR: 5.411e-02 Score 96.281 Data time: 0.2982, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.7931 [2020-11-13 05:20:36,494][root][INFO] - ===> Epoch[381](9893/26): Loss -0.6947, Sem 0.1043, dir -0.9619, norm 0.1630, swav 0.0000 LR: 5.411e-02 Score 96.529 Data time: 0.2535, Forward time: 2.2662, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.8090 [2020-11-13 05:20:42,441][root][INFO] - ===> Epoch[381](9894/26): Loss -0.7027, Sem 0.0991, dir -0.9693, norm 0.1676, swav 0.0000 LR: 5.410e-02 Score 96.746 Data time: 0.1353, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.8402 [2020-11-13 05:20:48,174][root][INFO] - ===> Epoch[381](9895/26): Loss -0.7172, Sem 0.0976, dir -0.9635, norm 0.1488, swav 0.0000 LR: 5.410e-02 Score 96.613 Data time: 0.2924, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.6549 [2020-11-13 05:20:54,027][root][INFO] - ===> Epoch[381](9896/26): Loss -0.6642, Sem 0.1185, dir -0.9586, norm 0.1760, swav 0.0000 LR: 5.409e-02 Score 96.084 Data time: 0.2693, Forward time: 2.2662, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.7365 [2020-11-13 05:20:59,653][root][INFO] - ===> Epoch[381](9897/26): Loss -0.7039, Sem 0.0991, dir -0.9690, norm 0.1660, swav 0.0000 LR: 5.409e-02 Score 96.532 Data time: 0.2161, Forward time: 2.2662, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.5177 [2020-11-13 05:21:05,110][root][INFO] - ===> Epoch[381](9898/26): Loss -0.7083, Sem 0.0995, dir -0.9680, norm 0.1603, swav 0.0000 LR: 5.408e-02 Score 96.555 Data time: 0.2200, Forward time: 2.2662, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.3522 [2020-11-13 05:21:10,614][root][INFO] - ===> Epoch[381](9899/26): Loss -0.7208, Sem 0.0993, dir -0.9664, norm 0.1463, swav 0.0000 LR: 5.408e-02 Score 96.558 Data time: 0.2363, Forward time: 2.2663, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.4091 [2020-11-13 05:21:15,853][root][INFO] - ===> Epoch[381](9900/26): Loss -0.7005, Sem 0.0974, dir -0.9680, norm 0.1702, swav 0.0000 LR: 5.407e-02 Score 96.587 Data time: 0.2069, Forward time: 2.2663, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.1171 [2020-11-13 05:21:21,433][root][INFO] - ===> Epoch[381](9901/26): Loss -0.6905, Sem 0.1162, dir -0.9583, norm 0.1516, swav 0.0000 LR: 5.407e-02 Score 96.084 Data time: 0.2641, Forward time: 2.2663, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.4796 [2020-11-13 05:21:26,859][root][INFO] - ===> Epoch[381](9902/26): Loss -0.7258, Sem 0.1009, dir -0.9703, norm 0.1436, swav 0.0000 LR: 5.406e-02 Score 96.504 Data time: 0.2527, Forward time: 2.2664, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.3168 [2020-11-13 05:21:31,892][root][INFO] - ===> Epoch[381](9903/26): Loss -0.7124, Sem 0.1076, dir -0.9695, norm 0.1495, swav 0.0000 LR: 5.406e-02 Score 96.328 Data time: 0.2240, Forward time: 2.2664, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 4.8990 [2020-11-13 05:21:38,928][root][INFO] - ===> Epoch[381](9904/26): Loss -0.7093, Sem 0.0987, dir -0.9660, norm 0.1579, swav 0.0000 LR: 5.405e-02 Score 96.646 Data time: 0.2212, Forward time: 2.2664, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 6.9205 [2020-11-13 05:21:44,749][root][INFO] - ===> Epoch[381](9905/26): Loss -0.7159, Sem 0.1011, dir -0.9687, norm 0.1518, swav 0.0000 LR: 5.405e-02 Score 96.470 Data time: 0.2455, Forward time: 2.2664, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.7123 [2020-11-13 05:21:49,790][root][INFO] - ===> Epoch[381](9906/26): Loss -0.7253, Sem 0.0920, dir -0.9700, norm 0.1527, swav 0.0000 LR: 5.404e-02 Score 96.696 Data time: 0.2028, Forward time: 2.2664, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 4.9291 [2020-11-13 05:21:55,491][root][INFO] - ===> Epoch[382](9907/26): Loss -0.7219, Sem 0.0959, dir -0.9678, norm 0.1501, swav 0.0000 LR: 5.404e-02 Score 96.778 Data time: 0.1752, Forward time: 2.2664, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.5941 [2020-11-13 05:22:01,499][root][INFO] - ===> Epoch[382](9908/26): Loss -0.7062, Sem 0.0992, dir -0.9670, norm 0.1616, swav 0.0000 LR: 5.403e-02 Score 96.610 Data time: 0.1966, Forward time: 2.2664, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.9331 [2020-11-13 05:22:06,707][root][INFO] - ===> Epoch[382](9909/26): Loss -0.7044, Sem 0.1083, dir -0.9665, norm 0.1538, swav 0.0000 LR: 5.403e-02 Score 96.138 Data time: 0.1740, Forward time: 2.2663, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.1011 [2020-11-13 05:22:13,149][root][INFO] - ===> Epoch[382](9910/26): Loss -0.6751, Sem 0.1162, dir -0.9653, norm 0.1741, swav 0.0000 LR: 5.402e-02 Score 95.934 Data time: 0.2603, Forward time: 2.2664, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 6.3357 [2020-11-13 05:22:18,784][root][INFO] - ===> Epoch[382](9911/26): Loss -0.7101, Sem 0.0918, dir -0.9686, norm 0.1667, swav 0.0000 LR: 5.402e-02 Score 96.758 Data time: 0.1931, Forward time: 2.2664, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.5080 [2020-11-13 05:22:24,019][root][INFO] - ===> Epoch[382](9912/26): Loss -0.7102, Sem 0.1034, dir -0.9639, norm 0.1503, swav 0.0000 LR: 5.402e-02 Score 96.454 Data time: 0.2038, Forward time: 2.2664, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.1290 [2020-11-13 05:22:29,892][root][INFO] - ===> Epoch[382](9913/26): Loss -0.7330, Sem 0.0902, dir -0.9672, norm 0.1440, swav 0.0000 LR: 5.401e-02 Score 96.995 Data time: 0.3203, Forward time: 2.2664, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 5.7757 [2020-11-13 05:22:37,386][root][INFO] - ===> Epoch[382](9914/26): Loss -0.6988, Sem 0.1044, dir -0.9633, norm 0.1601, swav 0.0000 LR: 5.401e-02 Score 96.568 Data time: 0.2152, Forward time: 2.2664, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 7.3909 [2020-11-13 05:22:44,580][root][INFO] - ===> Epoch[382](9915/26): Loss -0.7095, Sem 0.1029, dir -0.9654, norm 0.1530, swav 0.0000 LR: 5.400e-02 Score 96.429 Data time: 0.2177, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 7.0869 [2020-11-13 05:22:50,150][root][INFO] - ===> Epoch[382](9916/26): Loss -0.6986, Sem 0.1079, dir -0.9636, norm 0.1571, swav 0.0000 LR: 5.400e-02 Score 96.256 Data time: 0.2319, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.4585 [2020-11-13 05:22:56,422][root][INFO] - ===> Epoch[382](9917/26): Loss -0.6994, Sem 0.0955, dir -0.9652, norm 0.1703, swav 0.0000 LR: 5.399e-02 Score 96.832 Data time: 0.3098, Forward time: 2.2666, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 6.1587 [2020-11-13 05:23:02,954][root][INFO] - ===> Epoch[382](9918/26): Loss -0.6969, Sem 0.0967, dir -0.9621, norm 0.1685, swav 0.0000 LR: 5.399e-02 Score 96.807 Data time: 0.1630, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 6.3968 [2020-11-13 05:23:10,126][root][INFO] - ===> Epoch[382](9919/26): Loss -0.7164, Sem 0.0999, dir -0.9653, norm 0.1490, swav 0.0000 LR: 5.398e-02 Score 96.496 Data time: 0.1832, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 7.0819 [2020-11-13 05:23:16,658][root][INFO] - ===> Epoch[382](9920/26): Loss -0.6907, Sem 0.1039, dir -0.9582, norm 0.1636, swav 0.0000 LR: 5.398e-02 Score 96.310 Data time: 0.1985, Forward time: 2.2665, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.4372 [2020-11-13 05:23:22,561][root][INFO] - ===> Epoch[382](9921/26): Loss -0.6759, Sem 0.1082, dir -0.9665, norm 0.1824, swav 0.0000 LR: 5.397e-02 Score 96.241 Data time: 0.2621, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.8115 [2020-11-13 05:23:28,458][root][INFO] - ===> Epoch[382](9922/26): Loss -0.7403, Sem 0.0889, dir -0.9706, norm 0.1414, swav 0.0000 LR: 5.397e-02 Score 96.869 Data time: 0.2842, Forward time: 2.2666, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.7650 [2020-11-13 05:23:34,441][root][INFO] - ===> Epoch[382](9923/26): Loss -0.6839, Sem 0.1153, dir -0.9639, norm 0.1646, swav 0.0000 LR: 5.396e-02 Score 96.037 Data time: 0.1817, Forward time: 2.2666, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.8621 [2020-11-13 05:23:41,155][root][INFO] - ===> Epoch[382](9924/26): Loss -0.7141, Sem 0.0997, dir -0.9735, norm 0.1597, swav 0.0000 LR: 5.396e-02 Score 96.389 Data time: 0.2150, Forward time: 2.2666, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.6170 [2020-11-13 05:23:47,215][root][INFO] - ===> Epoch[382](9925/26): Loss -0.6982, Sem 0.1052, dir -0.9635, norm 0.1602, swav 0.0000 LR: 5.395e-02 Score 96.450 Data time: 0.1843, Forward time: 2.2666, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.9457 [2020-11-13 05:23:52,660][root][INFO] - ===> Epoch[382](9926/26): Loss -0.7091, Sem 0.1003, dir -0.9652, norm 0.1559, swav 0.0000 LR: 5.395e-02 Score 96.386 Data time: 0.1801, Forward time: 2.2666, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.3442 [2020-11-13 05:23:58,699][root][INFO] - ===> Epoch[382](9927/26): Loss -0.6897, Sem 0.1017, dir -0.9651, norm 0.1737, swav 0.0000 LR: 5.394e-02 Score 96.572 Data time: 0.2094, Forward time: 2.2666, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.9514 [2020-11-13 05:24:03,354][root][INFO] - ===> Epoch[382](9928/26): Loss -0.7100, Sem 0.0915, dir -0.9645, norm 0.1631, swav 0.0000 LR: 5.394e-02 Score 96.914 Data time: 0.1907, Forward time: 2.2666, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 4.5602 [2020-11-13 05:24:08,283][root][INFO] - ===> Epoch[382](9929/26): Loss -0.6911, Sem 0.0946, dir -0.9589, norm 0.1732, swav 0.0000 LR: 5.393e-02 Score 96.683 Data time: 0.1667, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 4.8227 [2020-11-13 05:24:14,057][root][INFO] - ===> Epoch[382](9930/26): Loss -0.6884, Sem 0.1112, dir -0.9604, norm 0.1608, swav 0.0000 LR: 5.393e-02 Score 96.208 Data time: 0.1812, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.6925 [2020-11-13 05:24:19,382][root][INFO] - ===> Epoch[382](9931/26): Loss -0.7122, Sem 0.1065, dir -0.9710, norm 0.1523, swav 0.0000 LR: 5.392e-02 Score 96.277 Data time: 0.2084, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.2273 [2020-11-13 05:24:26,196][root][INFO] - ===> Epoch[382](9932/26): Loss -0.6678, Sem 0.1280, dir -0.9647, norm 0.1689, swav 0.0000 LR: 5.392e-02 Score 95.749 Data time: 0.1953, Forward time: 2.2665, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.7119 [2020-11-13 05:24:30,779][root][INFO] - ===> Epoch[383](9933/26): Loss -0.7051, Sem 0.1067, dir -0.9674, norm 0.1556, swav 0.0000 LR: 5.391e-02 Score 96.229 Data time: 0.2068, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 4.5118 [2020-11-13 05:24:36,537][root][INFO] - ===> Epoch[383](9934/26): Loss -0.7043, Sem 0.0977, dir -0.9633, norm 0.1614, swav 0.0000 LR: 5.391e-02 Score 96.711 Data time: 0.2329, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.6480 [2020-11-13 05:24:41,919][root][INFO] - ===> Epoch[383](9935/26): Loss -0.7224, Sem 0.1006, dir -0.9675, norm 0.1444, swav 0.0000 LR: 5.390e-02 Score 96.525 Data time: 0.2331, Forward time: 2.2665, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.2389 [2020-11-13 05:24:47,052][root][INFO] - ===> Epoch[383](9936/26): Loss -0.6967, Sem 0.1038, dir -0.9629, norm 0.1624, swav 0.0000 LR: 5.390e-02 Score 96.439 Data time: 0.2360, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.0357 [2020-11-13 05:24:52,069][root][INFO] - ===> Epoch[383](9937/26): Loss -0.7117, Sem 0.0903, dir -0.9700, norm 0.1680, swav 0.0000 LR: 5.389e-02 Score 96.869 Data time: 0.2018, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 4.8858 [2020-11-13 05:24:58,461][root][INFO] - ===> Epoch[383](9938/26): Loss -0.7054, Sem 0.1020, dir -0.9664, norm 0.1590, swav 0.0000 LR: 5.389e-02 Score 96.430 Data time: 0.2034, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 6.2800 [2020-11-13 05:25:05,495][root][INFO] - ===> Epoch[383](9939/26): Loss -0.6971, Sem 0.1098, dir -0.9648, norm 0.1579, swav 0.0000 LR: 5.389e-02 Score 96.202 Data time: 0.2454, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 6.9284 [2020-11-13 05:25:10,867][root][INFO] - ===> Epoch[383](9940/26): Loss -0.6813, Sem 0.1169, dir -0.9654, norm 0.1671, swav 0.0000 LR: 5.388e-02 Score 96.015 Data time: 0.2725, Forward time: 2.2665, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.2562 [2020-11-13 05:25:16,243][root][INFO] - ===> Epoch[383](9941/26): Loss -0.7191, Sem 0.0921, dir -0.9651, norm 0.1539, swav 0.0000 LR: 5.388e-02 Score 96.909 Data time: 0.2012, Forward time: 2.2665, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.2582 [2020-11-13 05:25:22,597][root][INFO] - ===> Epoch[383](9942/26): Loss -0.7141, Sem 0.0968, dir -0.9659, norm 0.1550, swav 0.0000 LR: 5.387e-02 Score 96.799 Data time: 0.2460, Forward time: 2.2666, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 6.2528 [2020-11-13 05:25:27,367][root][INFO] - ===> Epoch[383](9943/26): Loss -0.7235, Sem 0.1011, dir -0.9710, norm 0.1464, swav 0.0000 LR: 5.387e-02 Score 96.456 Data time: 0.1727, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 4.6410 [2020-11-13 05:25:33,941][root][INFO] - ===> Epoch[383](9944/26): Loss -0.7330, Sem 0.0852, dir -0.9698, norm 0.1516, swav 0.0000 LR: 5.386e-02 Score 97.051 Data time: 0.2668, Forward time: 2.2665, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 6.4927 [2020-11-13 05:25:40,576][root][INFO] - ===> Epoch[383](9945/26): Loss -0.7088, Sem 0.0947, dir -0.9677, norm 0.1642, swav 0.0000 LR: 5.386e-02 Score 96.666 Data time: 0.3106, Forward time: 2.2666, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 6.5234 [2020-11-13 05:25:45,624][root][INFO] - ===> Epoch[383](9946/26): Loss -0.7026, Sem 0.0978, dir -0.9667, norm 0.1663, swav 0.0000 LR: 5.385e-02 Score 96.661 Data time: 0.2349, Forward time: 2.2667, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 4.9070 [2020-11-13 05:25:50,840][root][INFO] - ===> Epoch[383](9947/26): Loss -0.6981, Sem 0.1147, dir -0.9674, norm 0.1546, swav 0.0000 LR: 5.385e-02 Score 95.994 Data time: 0.2183, Forward time: 2.2667, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.1021 [2020-11-13 05:25:56,174][root][INFO] - ===> Epoch[383](9948/26): Loss -0.7407, Sem 0.0921, dir -0.9687, norm 0.1359, swav 0.0000 LR: 5.384e-02 Score 96.858 Data time: 0.1740, Forward time: 2.2666, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.2136 [2020-11-13 05:26:02,760][root][INFO] - ===> Epoch[383](9949/26): Loss -0.7148, Sem 0.1007, dir -0.9663, norm 0.1508, swav 0.0000 LR: 5.384e-02 Score 96.558 Data time: 0.2093, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 6.5010 [2020-11-13 05:26:08,771][root][INFO] - ===> Epoch[383](9950/26): Loss -0.7172, Sem 0.0917, dir -0.9673, norm 0.1584, swav 0.0000 LR: 5.383e-02 Score 96.815 Data time: 0.2764, Forward time: 2.2667, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.9114 [2020-11-13 05:26:14,508][root][INFO] - ===> Epoch[383](9951/26): Loss -0.7229, Sem 0.0927, dir -0.9625, norm 0.1469, swav 0.0000 LR: 5.383e-02 Score 96.730 Data time: 0.3112, Forward time: 2.2667, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.5957 [2020-11-13 05:26:19,431][root][INFO] - ===> Epoch[383](9952/26): Loss -0.7196, Sem 0.0994, dir -0.9660, norm 0.1471, swav 0.0000 LR: 5.382e-02 Score 96.597 Data time: 0.2293, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 4.8105 [2020-11-13 05:26:25,489][root][INFO] - ===> Epoch[383](9953/26): Loss -0.7044, Sem 0.1026, dir -0.9671, norm 0.1601, swav 0.0000 LR: 5.382e-02 Score 96.454 Data time: 0.2292, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.9593 [2020-11-13 05:26:30,493][root][INFO] - ===> Epoch[383](9954/26): Loss -0.6907, Sem 0.1081, dir -0.9640, norm 0.1652, swav 0.0000 LR: 5.381e-02 Score 96.338 Data time: 0.2238, Forward time: 2.2668, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 4.8924 [2020-11-13 05:26:36,483][root][INFO] - ===> Epoch[383](9955/26): Loss -0.7033, Sem 0.1087, dir -0.9658, norm 0.1538, swav 0.0000 LR: 5.381e-02 Score 96.242 Data time: 0.1875, Forward time: 2.2668, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 5.8862 [2020-11-13 05:26:42,202][root][INFO] - ===> Epoch[383](9956/26): Loss -0.7227, Sem 0.0958, dir -0.9704, norm 0.1519, swav 0.0000 LR: 5.380e-02 Score 96.631 Data time: 0.1786, Forward time: 2.2667, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.6167 [2020-11-13 05:26:48,221][root][INFO] - ===> Epoch[383](9957/26): Loss -0.7107, Sem 0.0990, dir -0.9682, norm 0.1585, swav 0.0000 LR: 5.380e-02 Score 96.588 Data time: 0.1743, Forward time: 2.2667, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.9341 [2020-11-13 05:26:53,587][root][INFO] - ===> Epoch[383](9958/26): Loss -0.7160, Sem 0.0973, dir -0.9670, norm 0.1537, swav 0.0000 LR: 5.379e-02 Score 96.603 Data time: 0.2283, Forward time: 2.2667, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.3112 [2020-11-13 05:26:58,644][root][INFO] - ===> Epoch[384](9959/26): Loss -0.7241, Sem 0.1005, dir -0.9676, norm 0.1429, swav 0.0000 LR: 5.379e-02 Score 96.568 Data time: 0.1539, Forward time: 2.2666, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 4.9463 [2020-11-13 05:27:04,863][root][INFO] - ===> Epoch[384](9960/26): Loss -0.7373, Sem 0.0884, dir -0.9697, norm 0.1440, swav 0.0000 LR: 5.378e-02 Score 96.913 Data time: 0.1863, Forward time: 2.2666, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 6.1892 [2020-11-13 05:27:10,288][root][INFO] - ===> Epoch[384](9961/26): Loss -0.7078, Sem 0.0934, dir -0.9624, norm 0.1612, swav 0.0000 LR: 5.378e-02 Score 96.712 Data time: 0.2213, Forward time: 2.2666, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.2930 [2020-11-13 05:27:15,626][root][INFO] - ===> Epoch[384](9962/26): Loss -0.7264, Sem 0.0920, dir -0.9662, norm 0.1478, swav 0.0000 LR: 5.377e-02 Score 96.777 Data time: 0.2667, Forward time: 2.2666, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 5.2344 [2020-11-13 05:27:20,997][root][INFO] - ===> Epoch[384](9963/26): Loss -0.7054, Sem 0.0950, dir -0.9667, norm 0.1663, swav 0.0000 LR: 5.377e-02 Score 96.591 Data time: 0.3107, Forward time: 2.2667, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 5.2589 [2020-11-13 05:27:27,396][root][INFO] - ===> Epoch[384](9964/26): Loss -0.6798, Sem 0.1003, dir -0.9672, norm 0.1871, swav 0.0000 LR: 5.376e-02 Score 96.620 Data time: 0.3040, Forward time: 2.2668, Backward time: 3.1156, DDP time: 0.0047, Total iter time: 6.2893 [2020-11-13 05:27:34,395][root][INFO] - ===> Epoch[384](9965/26): Loss -0.6679, Sem 0.1227, dir -0.9614, norm 0.1708, swav 0.0000 LR: 5.376e-02 Score 95.735 Data time: 0.1776, Forward time: 2.2668, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 6.8861 [2020-11-13 05:27:39,383][root][INFO] - ===> Epoch[384](9966/26): Loss -0.7130, Sem 0.1012, dir -0.9666, norm 0.1524, swav 0.0000 LR: 5.376e-02 Score 96.654 Data time: 0.1777, Forward time: 2.2667, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 4.8988 [2020-11-13 05:27:44,484][root][INFO] - ===> Epoch[384](9967/26): Loss -0.7109, Sem 0.0927, dir -0.9598, norm 0.1562, swav 0.0000 LR: 5.375e-02 Score 96.867 Data time: 0.2150, Forward time: 2.2667, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 5.0203 [2020-11-13 05:27:49,635][root][INFO] - ===> Epoch[384](9968/26): Loss -0.7241, Sem 0.1007, dir -0.9689, norm 0.1442, swav 0.0000 LR: 5.375e-02 Score 96.599 Data time: 0.1669, Forward time: 2.2667, Backward time: 3.1156, DDP time: 0.0047, Total iter time: 5.0530 [2020-11-13 05:27:56,776][root][INFO] - ===> Epoch[384](9969/26): Loss -0.7398, Sem 0.0875, dir -0.9688, norm 0.1414, swav 0.0000 LR: 5.374e-02 Score 97.058 Data time: 0.2717, Forward time: 2.2667, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 7.0553 [2020-11-13 05:28:04,089][root][INFO] - ===> Epoch[384](9970/26): Loss -0.7155, Sem 0.0899, dir -0.9657, norm 0.1604, swav 0.0000 LR: 5.374e-02 Score 96.823 Data time: 0.2607, Forward time: 2.2667, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 7.2052 [2020-11-13 05:28:09,379][root][INFO] - ===> Epoch[384](9971/26): Loss -0.6912, Sem 0.1088, dir -0.9617, norm 0.1617, swav 0.0000 LR: 5.373e-02 Score 96.286 Data time: 0.2179, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.1626 [2020-11-13 05:28:16,212][root][INFO] - ===> Epoch[384](9972/26): Loss -0.7018, Sem 0.0965, dir -0.9651, norm 0.1668, swav 0.0000 LR: 5.373e-02 Score 96.670 Data time: 0.2255, Forward time: 2.2668, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 6.7346 [2020-11-13 05:28:21,599][root][INFO] - ===> Epoch[384](9973/26): Loss -0.7049, Sem 0.1073, dir -0.9676, norm 0.1554, swav 0.0000 LR: 5.372e-02 Score 96.253 Data time: 0.2231, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.2756 [2020-11-13 05:28:27,420][root][INFO] - ===> Epoch[384](9974/26): Loss -0.7083, Sem 0.1046, dir -0.9641, norm 0.1512, swav 0.0000 LR: 5.372e-02 Score 96.493 Data time: 0.2184, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.7008 [2020-11-13 05:28:33,360][root][INFO] - ===> Epoch[384](9975/26): Loss -0.7165, Sem 0.0999, dir -0.9688, norm 0.1524, swav 0.0000 LR: 5.371e-02 Score 96.377 Data time: 0.1883, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.8283 [2020-11-13 05:28:38,841][root][INFO] - ===> Epoch[384](9976/26): Loss -0.7253, Sem 0.0934, dir -0.9687, norm 0.1500, swav 0.0000 LR: 5.371e-02 Score 96.719 Data time: 0.1995, Forward time: 2.2668, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 5.3948 [2020-11-13 05:28:45,328][root][INFO] - ===> Epoch[384](9977/26): Loss -0.6964, Sem 0.0927, dir -0.9684, norm 0.1792, swav 0.0000 LR: 5.370e-02 Score 96.960 Data time: 0.2113, Forward time: 2.2668, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 6.3717 [2020-11-13 05:28:49,550][root][INFO] - ===> Epoch[384](9978/26): Loss -0.7494, Sem 0.0887, dir -0.9735, norm 0.1354, swav 0.0000 LR: 5.370e-02 Score 96.925 Data time: 0.1767, Forward time: 2.2667, Backward time: 3.1158, DDP time: 0.0047, Total iter time: 4.1095 [2020-11-13 05:28:54,682][root][INFO] - ===> Epoch[384](9979/26): Loss -0.7094, Sem 0.1053, dir -0.9677, norm 0.1531, swav 0.0000 LR: 5.369e-02 Score 96.562 Data time: 0.1658, Forward time: 2.2667, Backward time: 3.1157, DDP time: 0.0047, Total iter time: 5.0526 [2020-11-13 05:29:02,449][root][INFO] - ===> Epoch[384](9980/26): Loss -0.6815, Sem 0.1083, dir -0.9641, norm 0.1743, swav 0.0000 LR: 5.369e-02 Score 96.379 Data time: 0.1412, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 7.7008 [2020-11-13 05:29:07,676][root][INFO] - ===> Epoch[384](9981/26): Loss -0.7391, Sem 0.0780, dir -0.9650, norm 0.1479, swav 0.0000 LR: 5.368e-02 Score 97.257 Data time: 0.1395, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.1473 [2020-11-13 05:29:13,549][root][INFO] - ===> Epoch[384](9982/26): Loss -0.7322, Sem 0.0948, dir -0.9677, norm 0.1406, swav 0.0000 LR: 5.368e-02 Score 96.622 Data time: 0.1825, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.6183 [2020-11-13 05:29:20,401][root][INFO] - ===> Epoch[384](9983/26): Loss -0.7434, Sem 0.0853, dir -0.9729, norm 0.1442, swav 0.0000 LR: 5.367e-02 Score 96.959 Data time: 0.2135, Forward time: 2.2665, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 6.7449 [2020-11-13 05:29:25,761][root][INFO] - ===> Epoch[384](9984/26): Loss -0.7216, Sem 0.0967, dir -0.9655, norm 0.1472, swav 0.0000 LR: 5.367e-02 Score 96.627 Data time: 0.2361, Forward time: 2.2666, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.2320 [2020-11-13 05:29:30,412][root][INFO] - ===> Epoch[385](9985/26): Loss -0.7428, Sem 0.0832, dir -0.9684, norm 0.1424, swav 0.0000 LR: 5.366e-02 Score 97.108 Data time: 0.2111, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 4.5432 [2020-11-13 05:29:35,076][root][INFO] - ===> Epoch[385](9986/26): Loss -0.7300, Sem 0.0849, dir -0.9701, norm 0.1552, swav 0.0000 LR: 5.366e-02 Score 97.046 Data time: 0.2114, Forward time: 2.2666, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 4.5574 [2020-11-13 05:29:41,126][root][INFO] - ===> Epoch[385](9987/26): Loss -0.7219, Sem 0.0891, dir -0.9683, norm 0.1573, swav 0.0000 LR: 5.365e-02 Score 96.956 Data time: 0.1721, Forward time: 2.2665, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 5.9344 [2020-11-13 05:29:47,708][root][INFO] - ===> Epoch[385](9988/26): Loss -0.7199, Sem 0.0968, dir -0.9697, norm 0.1530, swav 0.0000 LR: 5.365e-02 Score 96.726 Data time: 0.2567, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 6.4732 [2020-11-13 05:29:52,778][root][INFO] - ===> Epoch[385](9989/26): Loss -0.6964, Sem 0.1055, dir -0.9631, norm 0.1612, swav 0.0000 LR: 5.364e-02 Score 96.353 Data time: 0.2119, Forward time: 2.2666, Backward time: 3.1159, DDP time: 0.0047, Total iter time: 4.9647 [2020-11-13 05:29:59,632][root][INFO] - ===> Epoch[385](9990/26): Loss -0.7213, Sem 0.0980, dir -0.9691, norm 0.1498, swav 0.0000 LR: 5.364e-02 Score 96.615 Data time: 0.1959, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 6.7343 [2020-11-13 05:30:05,394][root][INFO] - ===> Epoch[385](9991/26): Loss -0.6970, Sem 0.1036, dir -0.9650, norm 0.1644, swav 0.0000 LR: 5.363e-02 Score 96.467 Data time: 0.2136, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.6620 [2020-11-13 05:30:11,342][root][INFO] - ===> Epoch[385](9992/26): Loss -0.7352, Sem 0.0829, dir -0.9681, norm 0.1500, swav 0.0000 LR: 5.363e-02 Score 97.101 Data time: 0.2815, Forward time: 2.2666, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.8425 [2020-11-13 05:30:17,153][root][INFO] - ===> Epoch[385](9993/26): Loss -0.7089, Sem 0.1022, dir -0.9669, norm 0.1558, swav 0.0000 LR: 5.362e-02 Score 96.430 Data time: 0.1629, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.7026 [2020-11-13 05:30:22,324][root][INFO] - ===> Epoch[385](9994/26): Loss -0.7165, Sem 0.0993, dir -0.9671, norm 0.1513, swav 0.0000 LR: 5.362e-02 Score 96.526 Data time: 0.2036, Forward time: 2.2665, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.1148 [2020-11-13 05:30:27,594][root][INFO] - ===> Epoch[385](9995/26): Loss -0.7230, Sem 0.0889, dir -0.9657, norm 0.1537, swav 0.0000 LR: 5.362e-02 Score 96.989 Data time: 0.1262, Forward time: 2.2664, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 5.1540 [2020-11-13 05:30:34,439][root][INFO] - ===> Epoch[385](9996/26): Loss -0.7366, Sem 0.0841, dir -0.9675, norm 0.1467, swav 0.0000 LR: 5.361e-02 Score 97.147 Data time: 0.2087, Forward time: 2.2664, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 6.7969 [2020-11-13 05:30:40,106][root][INFO] - ===> Epoch[385](9997/26): Loss -0.7421, Sem 0.0757, dir -0.9663, norm 0.1486, swav 0.0000 LR: 5.361e-02 Score 97.501 Data time: 0.1992, Forward time: 2.2664, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.5759 [2020-11-13 05:30:45,625][root][INFO] - ===> Epoch[385](9998/26): Loss -0.7383, Sem 0.0864, dir -0.9673, norm 0.1426, swav 0.0000 LR: 5.360e-02 Score 96.962 Data time: 0.1652, Forward time: 2.2663, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.4304 [2020-11-13 05:30:51,779][root][INFO] - ===> Epoch[385](9999/26): Loss -0.7417, Sem 0.0846, dir -0.9712, norm 0.1449, swav 0.0000 LR: 5.360e-02 Score 97.039 Data time: 0.2989, Forward time: 2.2664, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 6.0532 [2020-11-13 05:30:56,488][root][INFO] - ===> Epoch[385](10000/26): Loss -0.7131, Sem 0.1020, dir -0.9625, norm 0.1475, swav 0.0000 LR: 5.359e-02 Score 96.536 Data time: 0.1931, Forward time: 2.2664, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 4.5919 [2020-11-13 05:30:57,632][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 05:30:57,758][root][INFO] - ===> Start testing [2020-11-13 05:32:29,205][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.2388 Loss 0.193 (AVG: 0.524) Score 94.170 (AVG: 89.429) mIOU 71.744 mAP 77.544 mAcc 80.409 IOU: 84.246 96.254 63.354 88.650 90.792 87.176 72.969 58.205 69.413 71.253 30.750 69.715 66.963 72.287 40.361 67.212 89.477 76.430 92.524 46.850 mAP: 82.319 96.988 68.827 83.212 92.955 82.553 80.391 69.394 75.542 67.882 52.260 70.421 70.471 78.373 60.602 82.854 94.075 88.642 89.356 63.755 mAcc: 94.919 98.524 75.839 91.159 94.196 95.301 82.386 74.511 82.079 86.316 37.613 77.812 80.772 78.661 44.724 88.677 90.999 85.762 95.839 52.098 [2020-11-13 05:34:00,085][root][INFO] - 201/312: Data time: 0.0758, Iter time: 0.1400 Loss 0.416 (AVG: 0.451) Score 82.530 (AVG: 90.454) mIOU 72.503 mAP 76.454 mAcc 80.557 IOU: 86.226 96.538 66.096 85.540 91.775 86.358 76.312 61.519 65.404 78.248 33.886 72.791 67.472 70.330 41.351 63.540 92.682 68.951 90.440 54.601 mAP: 81.269 96.139 67.465 75.438 91.540 80.974 77.263 72.699 71.521 72.638 54.717 66.750 70.079 79.949 52.690 81.274 95.152 88.112 87.579 65.828 mAcc: 95.009 98.597 78.812 88.458 95.455 94.837 85.268 77.431 79.981 89.577 41.857 80.582 81.211 80.859 45.597 72.135 94.242 76.871 93.794 60.563 [2020-11-13 05:35:33,365][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.6310 Loss 0.190 (AVG: 0.492) Score 92.932 (AVG: 89.673) mIOU 71.649 mAP 76.480 mAcc 79.860 IOU: 84.726 96.550 64.400 83.590 92.224 85.427 74.199 60.657 62.050 79.256 30.336 70.064 61.362 70.923 52.217 61.686 93.182 68.166 87.912 54.057 mAP: 81.133 96.097 65.537 74.090 91.545 80.163 76.254 72.238 70.240 75.366 55.962 63.665 69.411 81.321 60.196 85.737 95.675 86.609 84.090 64.274 mAcc: 94.652 98.588 78.510 86.503 95.948 93.630 83.215 76.736 75.054 90.070 40.122 77.258 79.672 79.937 56.217 67.320 95.020 75.585 93.572 59.586 [2020-11-13 05:35:41,653][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.4082 Loss 0.883 (AVG: 0.493) Score 80.516 (AVG: 89.662) mIOU 71.644 mAP 76.398 mAcc 79.840 IOU: 84.699 96.481 64.380 83.737 92.210 85.493 74.126 60.828 62.550 78.876 30.385 69.833 60.978 71.037 52.217 61.679 93.249 68.162 87.912 54.046 mAP: 81.092 96.132 65.105 74.902 91.602 80.433 75.788 71.796 70.946 75.366 55.602 61.774 69.045 81.697 60.196 85.737 95.637 86.596 84.090 64.421 mAcc: 94.607 98.599 78.047 86.668 95.879 93.871 83.213 76.913 75.597 90.070 39.965 77.073 78.768 80.177 56.217 67.320 95.109 75.618 93.572 59.515 [2020-11-13 05:35:41,675][root][INFO] - Finished test. Elapsed time: 283.8944 [2020-11-13 05:35:52,332][root][INFO] - [2020-11-13 05:35:52,338][root][INFO] - ################################################################ [2020-11-13 05:35:52,338][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 05:35:52,338][root][INFO] - ################################################################ [2020-11-13 05:35:52,338][root][INFO] - cabinet : 0.281 0.501 0.709 [2020-11-13 05:35:52,338][root][INFO] - bed : 0.381 0.715 0.840 [2020-11-13 05:35:52,338][root][INFO] - chair : 0.731 0.876 0.920 [2020-11-13 05:35:52,338][root][INFO] - sofa : 0.447 0.689 0.849 [2020-11-13 05:35:52,338][root][INFO] - table : 0.434 0.665 0.782 [2020-11-13 05:35:52,338][root][INFO] - door : 0.249 0.494 0.625 [2020-11-13 05:35:52,339][root][INFO] - window : 0.229 0.427 0.635 [2020-11-13 05:35:52,339][root][INFO] - bookshelf : 0.218 0.536 0.715 [2020-11-13 05:35:52,339][root][INFO] - picture : 0.233 0.366 0.449 [2020-11-13 05:35:52,339][root][INFO] - counter : 0.091 0.277 0.672 [2020-11-13 05:35:52,339][root][INFO] - desk : 0.069 0.237 0.690 [2020-11-13 05:35:52,339][root][INFO] - curtain : 0.288 0.485 0.675 [2020-11-13 05:35:52,339][root][INFO] - refrigerator : 0.355 0.432 0.467 [2020-11-13 05:35:52,339][root][INFO] - shower curtain : 0.457 0.656 0.688 [2020-11-13 05:35:52,339][root][INFO] - toilet : 0.845 0.983 0.983 [2020-11-13 05:35:52,339][root][INFO] - sink : 0.377 0.703 0.862 [2020-11-13 05:35:52,339][root][INFO] - bathtub : 0.588 0.773 0.870 [2020-11-13 05:35:52,339][root][INFO] - otherfurniture : 0.390 0.552 0.679 [2020-11-13 05:35:52,339][root][INFO] - ---------------------------------------------------------------- [2020-11-13 05:35:52,339][root][INFO] - average : 0.370 0.576 0.728 [2020-11-13 05:35:52,339][root][INFO] - [2020-11-13 05:35:52,536][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 05:35:52,538][root][INFO] - Current best mIoU: 71.755 at iter 9500 [2020-11-13 05:35:56,552][root][INFO] - ===> Epoch[385](10001/26): Loss -0.7313, Sem 0.0931, dir -0.9710, norm 0.1466, swav 0.0000 LR: 5.359e-02 Score 96.830 Data time: 0.1488, Forward time: 2.2664, Backward time: 3.1160, DDP time: 0.0047, Total iter time: 4.0073 [2020-11-13 05:36:03,357][root][INFO] - ===> Epoch[385](10002/26): Loss -0.6994, Sem 0.1152, dir -0.9693, norm 0.1547, swav 0.0000 LR: 5.358e-02 Score 95.925 Data time: 0.1877, Forward time: 2.2664, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 6.6652 [2020-11-13 05:36:08,616][root][INFO] - ===> Epoch[385](10003/26): Loss -0.7173, Sem 0.0973, dir -0.9666, norm 0.1520, swav 0.0000 LR: 5.358e-02 Score 96.624 Data time: 0.1225, Forward time: 2.2663, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.1098 [2020-11-13 05:36:15,108][root][INFO] - ===> Epoch[385](10004/26): Loss -0.7319, Sem 0.0894, dir -0.9655, norm 0.1442, swav 0.0000 LR: 5.357e-02 Score 96.917 Data time: 0.1351, Forward time: 2.2662, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 6.4253 [2020-11-13 05:36:21,287][root][INFO] - ===> Epoch[385](10005/26): Loss -0.7412, Sem 0.0741, dir -0.9728, norm 0.1574, swav 0.0000 LR: 5.357e-02 Score 97.424 Data time: 0.1708, Forward time: 2.2662, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.1183 [2020-11-13 05:36:26,451][root][INFO] - ===> Epoch[385](10006/26): Loss -0.6900, Sem 0.1177, dir -0.9647, norm 0.1570, swav 0.0000 LR: 5.356e-02 Score 96.207 Data time: 0.1627, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.0527 [2020-11-13 05:36:32,731][root][INFO] - ===> Epoch[385](10007/26): Loss -0.7437, Sem 0.0819, dir -0.9691, norm 0.1435, swav 0.0000 LR: 5.356e-02 Score 97.061 Data time: 0.2052, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.1784 [2020-11-13 05:36:38,637][root][INFO] - ===> Epoch[385](10008/26): Loss -0.7034, Sem 0.0953, dir -0.9648, norm 0.1661, swav 0.0000 LR: 5.355e-02 Score 96.681 Data time: 0.2106, Forward time: 2.2661, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.7842 [2020-11-13 05:36:43,649][root][INFO] - ===> Epoch[385](10009/26): Loss -0.7353, Sem 0.0870, dir -0.9723, norm 0.1500, swav 0.0000 LR: 5.355e-02 Score 97.069 Data time: 0.2082, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 4.9015 [2020-11-13 05:36:49,040][root][INFO] - ===> Epoch[385](10010/26): Loss -0.7282, Sem 0.0895, dir -0.9660, norm 0.1484, swav 0.0000 LR: 5.354e-02 Score 96.835 Data time: 0.1579, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.2737 [2020-11-13 05:36:55,777][root][INFO] - ===> Epoch[386](10011/26): Loss -0.7139, Sem 0.1031, dir -0.9687, norm 0.1516, swav 0.0000 LR: 5.354e-02 Score 96.369 Data time: 0.2131, Forward time: 2.2661, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.6449 [2020-11-13 05:37:01,150][root][INFO] - ===> Epoch[386](10012/26): Loss -0.7052, Sem 0.1013, dir -0.9652, norm 0.1587, swav 0.0000 LR: 5.353e-02 Score 96.422 Data time: 0.2206, Forward time: 2.2661, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.2601 [2020-11-13 05:37:06,170][root][INFO] - ===> Epoch[386](10013/26): Loss -0.7421, Sem 0.0907, dir -0.9713, norm 0.1385, swav 0.0000 LR: 5.353e-02 Score 96.761 Data time: 0.2330, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 4.8810 [2020-11-13 05:37:13,262][root][INFO] - ===> Epoch[386](10014/26): Loss -0.6952, Sem 0.1112, dir -0.9652, norm 0.1588, swav 0.0000 LR: 5.352e-02 Score 96.423 Data time: 0.2429, Forward time: 2.2661, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.9788 [2020-11-13 05:37:17,876][root][INFO] - ===> Epoch[386](10015/26): Loss -0.7167, Sem 0.0964, dir -0.9667, norm 0.1535, swav 0.0000 LR: 5.352e-02 Score 96.648 Data time: 0.2029, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 4.4578 [2020-11-13 05:37:24,004][root][INFO] - ===> Epoch[386](10016/26): Loss -0.7100, Sem 0.1061, dir -0.9673, norm 0.1513, swav 0.0000 LR: 5.351e-02 Score 96.412 Data time: 0.1933, Forward time: 2.2661, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.0192 [2020-11-13 05:37:30,832][root][INFO] - ===> Epoch[386](10017/26): Loss -0.7256, Sem 0.0889, dir -0.9597, norm 0.1453, swav 0.0000 LR: 5.351e-02 Score 96.970 Data time: 0.1487, Forward time: 2.2660, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 6.6962 [2020-11-13 05:37:35,866][root][INFO] - ===> Epoch[386](10018/26): Loss -0.7129, Sem 0.0923, dir -0.9631, norm 0.1579, swav 0.0000 LR: 5.350e-02 Score 96.826 Data time: 0.1849, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 4.9361 [2020-11-13 05:37:40,795][root][INFO] - ===> Epoch[386](10019/26): Loss -0.7086, Sem 0.0847, dir -0.9682, norm 0.1749, swav 0.0000 LR: 5.350e-02 Score 97.115 Data time: 0.1847, Forward time: 2.2660, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 4.8192 [2020-11-13 05:37:45,219][root][INFO] - ===> Epoch[386](10020/26): Loss -0.7285, Sem 0.0887, dir -0.9669, norm 0.1496, swav 0.0000 LR: 5.349e-02 Score 96.917 Data time: 0.1608, Forward time: 2.2659, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 3.8485 [2020-11-13 05:37:51,199][root][INFO] - ===> Epoch[386](10021/26): Loss -0.7403, Sem 0.0812, dir -0.9674, norm 0.1459, swav 0.0000 LR: 5.349e-02 Score 97.179 Data time: 0.1570, Forward time: 2.2659, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.8842 [2020-11-13 05:37:56,723][root][INFO] - ===> Epoch[386](10022/26): Loss -0.6997, Sem 0.0982, dir -0.9652, norm 0.1673, swav 0.0000 LR: 5.348e-02 Score 96.582 Data time: 0.1932, Forward time: 2.2659, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.3797 [2020-11-13 05:38:03,273][root][INFO] - ===> Epoch[386](10023/26): Loss -0.7030, Sem 0.1074, dir -0.9673, norm 0.1569, swav 0.0000 LR: 5.348e-02 Score 96.299 Data time: 0.1593, Forward time: 2.2658, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 4.7635 [2020-11-13 05:38:08,799][root][INFO] - ===> Epoch[386](10024/26): Loss -0.6813, Sem 0.1066, dir -0.9575, norm 0.1696, swav 0.0000 LR: 5.348e-02 Score 96.280 Data time: 0.2015, Forward time: 2.2658, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.4263 [2020-11-13 05:38:13,851][root][INFO] - ===> Epoch[386](10025/26): Loss -0.7397, Sem 0.0827, dir -0.9702, norm 0.1478, swav 0.0000 LR: 5.347e-02 Score 97.246 Data time: 0.1781, Forward time: 2.2658, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 4.9311 [2020-11-13 05:38:18,850][root][INFO] - ===> Epoch[386](10026/26): Loss -0.7285, Sem 0.0880, dir -0.9673, norm 0.1508, swav 0.0000 LR: 5.347e-02 Score 96.868 Data time: 0.2385, Forward time: 2.2658, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 4.8930 [2020-11-13 05:38:24,653][root][INFO] - ===> Epoch[386](10027/26): Loss -0.7130, Sem 0.0986, dir -0.9694, norm 0.1578, swav 0.0000 LR: 5.346e-02 Score 96.486 Data time: 0.1798, Forward time: 2.2658, Backward time: 3.1161, DDP time: 0.0047, Total iter time: 5.6888 [2020-11-13 05:38:31,187][root][INFO] - ===> Epoch[386](10028/26): Loss -0.7106, Sem 0.1011, dir -0.9706, norm 0.1590, swav 0.0000 LR: 5.346e-02 Score 96.494 Data time: 0.1653, Forward time: 2.2658, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 6.4164 [2020-11-13 05:38:36,958][root][INFO] - ===> Epoch[386](10029/26): Loss -0.7299, Sem 0.0942, dir -0.9672, norm 0.1431, swav 0.0000 LR: 5.345e-02 Score 96.857 Data time: 0.1827, Forward time: 2.2657, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.7065 [2020-11-13 05:38:42,233][root][INFO] - ===> Epoch[386](10030/26): Loss -0.7030, Sem 0.1003, dir -0.9645, norm 0.1612, swav 0.0000 LR: 5.345e-02 Score 96.468 Data time: 0.1806, Forward time: 2.2657, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 5.1095 [2020-11-13 05:38:48,166][root][INFO] - ===> Epoch[386](10031/26): Loss -0.7442, Sem 0.0859, dir -0.9675, norm 0.1375, swav 0.0000 LR: 5.344e-02 Score 97.046 Data time: 0.1794, Forward time: 2.2657, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.8280 [2020-11-13 05:38:52,942][root][INFO] - ===> Epoch[386](10032/26): Loss -0.7470, Sem 0.0889, dir -0.9709, norm 0.1349, swav 0.0000 LR: 5.344e-02 Score 96.974 Data time: 0.2157, Forward time: 2.2657, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 4.6914 [2020-11-13 05:38:58,726][root][INFO] - ===> Epoch[386](10033/26): Loss -0.7331, Sem 0.0971, dir -0.9693, norm 0.1391, swav 0.0000 LR: 5.343e-02 Score 96.614 Data time: 0.3018, Forward time: 2.2656, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.6760 [2020-11-13 05:39:03,766][root][INFO] - ===> Epoch[386](10034/26): Loss -0.7265, Sem 0.0944, dir -0.9734, norm 0.1525, swav 0.0000 LR: 5.343e-02 Score 96.770 Data time: 0.2088, Forward time: 2.2656, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 4.9378 [2020-11-13 05:39:10,830][root][INFO] - ===> Epoch[386](10035/26): Loss -0.7032, Sem 0.0913, dir -0.9652, norm 0.1706, swav 0.0000 LR: 5.342e-02 Score 96.975 Data time: 0.1972, Forward time: 2.2656, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.9376 [2020-11-13 05:39:16,386][root][INFO] - ===> Epoch[386](10036/26): Loss -0.7235, Sem 0.0886, dir -0.9687, norm 0.1566, swav 0.0000 LR: 5.342e-02 Score 96.951 Data time: 0.2192, Forward time: 2.2656, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.4275 [2020-11-13 05:39:23,166][root][INFO] - ===> Epoch[387](10037/26): Loss -0.7553, Sem 0.0783, dir -0.9694, norm 0.1358, swav 0.0000 LR: 5.341e-02 Score 97.311 Data time: 0.1429, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 6.6413 [2020-11-13 05:39:29,025][root][INFO] - ===> Epoch[387](10038/26): Loss -0.6801, Sem 0.1128, dir -0.9645, norm 0.1717, swav 0.0000 LR: 5.341e-02 Score 96.076 Data time: 0.1771, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.7730 [2020-11-13 05:39:34,935][root][INFO] - ===> Epoch[387](10039/26): Loss -0.7369, Sem 0.0921, dir -0.9724, norm 0.1434, swav 0.0000 LR: 5.340e-02 Score 96.678 Data time: 0.2708, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.7895 [2020-11-13 05:39:40,021][root][INFO] - ===> Epoch[387](10040/26): Loss -0.7138, Sem 0.1091, dir -0.9692, norm 0.1462, swav 0.0000 LR: 5.340e-02 Score 96.198 Data time: 0.1585, Forward time: 2.2655, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 4.9429 [2020-11-13 05:39:45,114][root][INFO] - ===> Epoch[387](10041/26): Loss -0.7361, Sem 0.0889, dir -0.9685, norm 0.1435, swav 0.0000 LR: 5.339e-02 Score 96.906 Data time: 0.1343, Forward time: 2.2654, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 4.9899 [2020-11-13 05:39:50,912][root][INFO] - ===> Epoch[387](10042/26): Loss -0.7257, Sem 0.1000, dir -0.9703, norm 0.1446, swav 0.0000 LR: 5.339e-02 Score 96.453 Data time: 0.2497, Forward time: 2.2654, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.6979 [2020-11-13 05:39:56,243][root][INFO] - ===> Epoch[387](10043/26): Loss -0.7277, Sem 0.0899, dir -0.9640, norm 0.1464, swav 0.0000 LR: 5.338e-02 Score 96.903 Data time: 0.2263, Forward time: 2.2654, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.2200 [2020-11-13 05:40:01,415][root][INFO] - ===> Epoch[387](10044/26): Loss -0.7018, Sem 0.1008, dir -0.9657, norm 0.1632, swav 0.0000 LR: 5.338e-02 Score 96.523 Data time: 0.1770, Forward time: 2.2654, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.0479 [2020-11-13 05:40:07,506][root][INFO] - ===> Epoch[387](10045/26): Loss -0.7205, Sem 0.0909, dir -0.9635, norm 0.1522, swav 0.0000 LR: 5.337e-02 Score 96.880 Data time: 0.2971, Forward time: 2.2655, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.9714 [2020-11-13 05:40:13,666][root][INFO] - ===> Epoch[387](10046/26): Loss -0.7149, Sem 0.1025, dir -0.9687, norm 0.1513, swav 0.0000 LR: 5.337e-02 Score 96.495 Data time: 0.1809, Forward time: 2.2655, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 6.0371 [2020-11-13 05:40:19,367][root][INFO] - ===> Epoch[387](10047/26): Loss -0.7349, Sem 0.0914, dir -0.9706, norm 0.1442, swav 0.0000 LR: 5.336e-02 Score 96.898 Data time: 0.2372, Forward time: 2.2655, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 5.5935 [2020-11-13 05:40:24,337][root][INFO] - ===> Epoch[387](10048/26): Loss -0.7286, Sem 0.0884, dir -0.9662, norm 0.1492, swav 0.0000 LR: 5.336e-02 Score 96.922 Data time: 0.2369, Forward time: 2.2655, Backward time: 3.1162, DDP time: 0.0047, Total iter time: 4.8517 [2020-11-13 05:40:30,450][root][INFO] - ===> Epoch[387](10049/26): Loss -0.7198, Sem 0.0877, dir -0.9657, norm 0.1583, swav 0.0000 LR: 5.335e-02 Score 96.941 Data time: 0.1801, Forward time: 2.2654, Backward time: 3.1163, DDP time: 0.0047, Total iter time: 6.0047 [2020-11-13 05:40:37,616][root][INFO] - ===> Epoch[387](10050/26): Loss -0.7318, Sem 0.1005, dir -0.9711, norm 0.1388, swav 0.0000 LR: 5.335e-02 Score 96.510 Data time: 0.1653, Forward time: 2.2654, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 7.0539 [2020-11-13 05:40:42,827][root][INFO] - ===> Epoch[387](10051/26): Loss -0.7259, Sem 0.0953, dir -0.9707, norm 0.1496, swav 0.0000 LR: 5.335e-02 Score 96.757 Data time: 0.1735, Forward time: 2.2653, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.1190 [2020-11-13 05:40:48,276][root][INFO] - ===> Epoch[387](10052/26): Loss -0.7038, Sem 0.0902, dir -0.9679, norm 0.1739, swav 0.0000 LR: 5.334e-02 Score 96.779 Data time: 0.1627, Forward time: 2.2653, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.3381 [2020-11-13 05:40:54,535][root][INFO] - ===> Epoch[387](10053/26): Loss -0.7186, Sem 0.0988, dir -0.9647, norm 0.1473, swav 0.0000 LR: 5.334e-02 Score 96.402 Data time: 0.1970, Forward time: 2.2653, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 6.1657 [2020-11-13 05:40:59,999][root][INFO] - ===> Epoch[387](10054/26): Loss -0.7129, Sem 0.0906, dir -0.9655, norm 0.1620, swav 0.0000 LR: 5.333e-02 Score 96.829 Data time: 0.2160, Forward time: 2.2653, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.3586 [2020-11-13 05:41:05,699][root][INFO] - ===> Epoch[387](10055/26): Loss -0.7250, Sem 0.1033, dir -0.9716, norm 0.1433, swav 0.0000 LR: 5.333e-02 Score 96.390 Data time: 0.2799, Forward time: 2.2653, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.5855 [2020-11-13 05:41:12,516][root][INFO] - ===> Epoch[387](10056/26): Loss -0.7219, Sem 0.0963, dir -0.9634, norm 0.1452, swav 0.0000 LR: 5.332e-02 Score 96.621 Data time: 0.2486, Forward time: 2.2654, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 6.6974 [2020-11-13 05:41:18,621][root][INFO] - ===> Epoch[387](10057/26): Loss -0.7181, Sem 0.0940, dir -0.9647, norm 0.1526, swav 0.0000 LR: 5.332e-02 Score 96.720 Data time: 0.2796, Forward time: 2.2654, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.9751 [2020-11-13 05:41:24,622][root][INFO] - ===> Epoch[387](10058/26): Loss -0.6845, Sem 0.1035, dir -0.9665, norm 0.1786, swav 0.0000 LR: 5.331e-02 Score 96.442 Data time: 0.2435, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.8941 [2020-11-13 05:41:30,336][root][INFO] - ===> Epoch[387](10059/26): Loss -0.7300, Sem 0.0963, dir -0.9661, norm 0.1398, swav 0.0000 LR: 5.331e-02 Score 96.553 Data time: 0.1307, Forward time: 2.2654, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.5547 [2020-11-13 05:41:36,912][root][INFO] - ===> Epoch[387](10060/26): Loss -0.7213, Sem 0.0970, dir -0.9696, norm 0.1513, swav 0.0000 LR: 5.330e-02 Score 96.638 Data time: 0.3258, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 6.5091 [2020-11-13 05:41:41,779][root][INFO] - ===> Epoch[387](10061/26): Loss -0.7194, Sem 0.0974, dir -0.9700, norm 0.1532, swav 0.0000 LR: 5.330e-02 Score 96.646 Data time: 0.1679, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 4.7401 [2020-11-13 05:41:47,487][root][INFO] - ===> Epoch[387](10062/26): Loss -0.7021, Sem 0.1124, dir -0.9664, norm 0.1519, swav 0.0000 LR: 5.329e-02 Score 96.207 Data time: 0.1939, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.5982 [2020-11-13 05:41:52,691][root][INFO] - ===> Epoch[388](10063/26): Loss -0.7424, Sem 0.0851, dir -0.9684, norm 0.1409, swav 0.0000 LR: 5.329e-02 Score 97.029 Data time: 0.1750, Forward time: 2.2654, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.0841 [2020-11-13 05:41:57,819][root][INFO] - ===> Epoch[388](10064/26): Loss -0.7258, Sem 0.0895, dir -0.9669, norm 0.1515, swav 0.0000 LR: 5.328e-02 Score 96.914 Data time: 0.2156, Forward time: 2.2655, Backward time: 3.1164, DDP time: 0.0047, Total iter time: 5.0444 [2020-11-13 05:42:03,674][root][INFO] - ===> Epoch[388](10065/26): Loss -0.7375, Sem 0.0946, dir -0.9695, norm 0.1374, swav 0.0000 LR: 5.328e-02 Score 96.794 Data time: 0.1359, Forward time: 2.2654, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 5.7185 [2020-11-13 05:42:10,581][root][INFO] - ===> Epoch[388](10066/26): Loss -0.7167, Sem 0.1098, dir -0.9730, norm 0.1465, swav 0.0000 LR: 5.327e-02 Score 96.473 Data time: 0.1845, Forward time: 2.2654, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 6.8224 [2020-11-13 05:42:17,288][root][INFO] - ===> Epoch[388](10067/26): Loss -0.7191, Sem 0.1114, dir -0.9687, norm 0.1382, swav 0.0000 LR: 5.327e-02 Score 96.110 Data time: 0.1775, Forward time: 2.2653, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.6068 [2020-11-13 05:42:23,032][root][INFO] - ===> Epoch[388](10068/26): Loss -0.7001, Sem 0.1048, dir -0.9631, norm 0.1582, swav 0.0000 LR: 5.326e-02 Score 96.323 Data time: 0.3054, Forward time: 2.2654, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.6533 [2020-11-13 05:42:29,460][root][INFO] - ===> Epoch[388](10069/26): Loss -0.7122, Sem 0.0975, dir -0.9643, norm 0.1546, swav 0.0000 LR: 5.326e-02 Score 96.535 Data time: 0.2962, Forward time: 2.2655, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 6.2997 [2020-11-13 05:42:35,190][root][INFO] - ===> Epoch[388](10070/26): Loss -0.7247, Sem 0.1012, dir -0.9686, norm 0.1427, swav 0.0000 LR: 5.325e-02 Score 96.300 Data time: 0.1618, Forward time: 2.2654, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.5919 [2020-11-13 05:42:41,057][root][INFO] - ===> Epoch[388](10071/26): Loss -0.7050, Sem 0.1034, dir -0.9675, norm 0.1591, swav 0.0000 LR: 5.325e-02 Score 96.554 Data time: 0.2878, Forward time: 2.2655, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.7884 [2020-11-13 05:42:45,915][root][INFO] - ===> Epoch[388](10072/26): Loss -0.7588, Sem 0.0890, dir -0.9751, norm 0.1273, swav 0.0000 LR: 5.324e-02 Score 96.844 Data time: 0.1729, Forward time: 2.2655, Backward time: 3.1165, DDP time: 0.0047, Total iter time: 4.7314 [2020-11-13 05:42:51,648][root][INFO] - ===> Epoch[388](10073/26): Loss -0.7347, Sem 0.0858, dir -0.9664, norm 0.1459, swav 0.0000 LR: 5.324e-02 Score 97.027 Data time: 0.1524, Forward time: 2.2654, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.6663 [2020-11-13 05:42:57,475][root][INFO] - ===> Epoch[388](10074/26): Loss -0.7003, Sem 0.0948, dir -0.9701, norm 0.1750, swav 0.0000 LR: 5.323e-02 Score 96.783 Data time: 0.1500, Forward time: 2.2653, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.7674 [2020-11-13 05:43:04,513][root][INFO] - ===> Epoch[388](10075/26): Loss -0.7103, Sem 0.1060, dir -0.9673, norm 0.1509, swav 0.0000 LR: 5.323e-02 Score 96.318 Data time: 0.2239, Forward time: 2.2654, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 7.0126 [2020-11-13 05:43:10,230][root][INFO] - ===> Epoch[388](10076/26): Loss -0.6805, Sem 0.1017, dir -0.9644, norm 0.1822, swav 0.0000 LR: 5.322e-02 Score 96.641 Data time: 0.2936, Forward time: 2.2654, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.6112 [2020-11-13 05:43:16,668][root][INFO] - ===> Epoch[388](10077/26): Loss -0.7231, Sem 0.0931, dir -0.9644, norm 0.1482, swav 0.0000 LR: 5.322e-02 Score 96.834 Data time: 0.2535, Forward time: 2.2654, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.3322 [2020-11-13 05:43:22,117][root][INFO] - ===> Epoch[388](10078/26): Loss -0.7274, Sem 0.1010, dir -0.9712, norm 0.1429, swav 0.0000 LR: 5.321e-02 Score 96.608 Data time: 0.2358, Forward time: 2.2654, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.3638 [2020-11-13 05:43:28,878][root][INFO] - ===> Epoch[388](10079/26): Loss -0.7451, Sem 0.0853, dir -0.9714, norm 0.1410, swav 0.0000 LR: 5.321e-02 Score 96.990 Data time: 0.2348, Forward time: 2.2655, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.6487 [2020-11-13 05:43:35,652][root][INFO] - ===> Epoch[388](10080/26): Loss -0.7175, Sem 0.0923, dir -0.9637, norm 0.1539, swav 0.0000 LR: 5.321e-02 Score 96.935 Data time: 0.2248, Forward time: 2.2655, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.6603 [2020-11-13 05:43:40,641][root][INFO] - ===> Epoch[388](10081/26): Loss -0.7427, Sem 0.0869, dir -0.9718, norm 0.1421, swav 0.0000 LR: 5.320e-02 Score 96.866 Data time: 0.1636, Forward time: 2.2654, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.8792 [2020-11-13 05:43:47,665][root][INFO] - ===> Epoch[388](10082/26): Loss -0.6935, Sem 0.1064, dir -0.9626, norm 0.1627, swav 0.0000 LR: 5.320e-02 Score 96.179 Data time: 0.1254, Forward time: 2.2653, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 6.9342 [2020-11-13 05:43:53,404][root][INFO] - ===> Epoch[388](10083/26): Loss -0.7294, Sem 0.0886, dir -0.9669, norm 0.1488, swav 0.0000 LR: 5.319e-02 Score 96.899 Data time: 0.1896, Forward time: 2.2653, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.7096 [2020-11-13 05:43:58,387][root][INFO] - ===> Epoch[388](10084/26): Loss -0.7270, Sem 0.0987, dir -0.9686, norm 0.1428, swav 0.0000 LR: 5.319e-02 Score 96.662 Data time: 0.1938, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 4.8867 [2020-11-13 05:44:03,572][root][INFO] - ===> Epoch[388](10085/26): Loss -0.7233, Sem 0.0968, dir -0.9645, norm 0.1444, swav 0.0000 LR: 5.318e-02 Score 96.618 Data time: 0.1868, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.0691 [2020-11-13 05:44:09,388][root][INFO] - ===> Epoch[388](10086/26): Loss -0.7162, Sem 0.1017, dir -0.9663, norm 0.1485, swav 0.0000 LR: 5.318e-02 Score 96.644 Data time: 0.2063, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.7092 [2020-11-13 05:44:15,281][root][INFO] - ===> Epoch[388](10087/26): Loss -0.6951, Sem 0.1188, dir -0.9693, norm 0.1554, swav 0.0000 LR: 5.317e-02 Score 95.929 Data time: 0.1906, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.7648 [2020-11-13 05:44:21,387][root][INFO] - ===> Epoch[388](10088/26): Loss -0.6899, Sem 0.1034, dir -0.9630, norm 0.1697, swav 0.0000 LR: 5.317e-02 Score 96.578 Data time: 0.1543, Forward time: 2.2652, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.9834 [2020-11-13 05:44:26,892][root][INFO] - ===> Epoch[389](10089/26): Loss -0.7362, Sem 0.0871, dir -0.9720, norm 0.1487, swav 0.0000 LR: 5.316e-02 Score 96.946 Data time: 0.2738, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.4033 [2020-11-13 05:44:31,976][root][INFO] - ===> Epoch[389](10090/26): Loss -0.7076, Sem 0.1055, dir -0.9667, norm 0.1536, swav 0.0000 LR: 5.316e-02 Score 96.247 Data time: 0.2031, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.9612 [2020-11-13 05:44:37,102][root][INFO] - ===> Epoch[389](10091/26): Loss -0.7326, Sem 0.0898, dir -0.9669, norm 0.1445, swav 0.0000 LR: 5.315e-02 Score 96.849 Data time: 0.1987, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.0113 [2020-11-13 05:44:42,096][root][INFO] - ===> Epoch[389](10092/26): Loss -0.7114, Sem 0.1007, dir -0.9704, norm 0.1583, swav 0.0000 LR: 5.315e-02 Score 96.699 Data time: 0.1981, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.8790 [2020-11-13 05:44:47,417][root][INFO] - ===> Epoch[389](10093/26): Loss -0.7175, Sem 0.0965, dir -0.9701, norm 0.1561, swav 0.0000 LR: 5.314e-02 Score 96.614 Data time: 0.2468, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.2241 [2020-11-13 05:44:52,729][root][INFO] - ===> Epoch[389](10094/26): Loss -0.7096, Sem 0.1041, dir -0.9659, norm 0.1521, swav 0.0000 LR: 5.314e-02 Score 96.499 Data time: 0.2120, Forward time: 2.2653, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.1821 [2020-11-13 05:44:57,590][root][INFO] - ===> Epoch[389](10095/26): Loss -0.7111, Sem 0.1124, dir -0.9687, norm 0.1453, swav 0.0000 LR: 5.313e-02 Score 96.112 Data time: 0.2093, Forward time: 2.2653, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 4.7546 [2020-11-13 05:45:03,708][root][INFO] - ===> Epoch[389](10096/26): Loss -0.7102, Sem 0.1045, dir -0.9660, norm 0.1513, swav 0.0000 LR: 5.313e-02 Score 96.461 Data time: 0.1621, Forward time: 2.2653, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 6.0084 [2020-11-13 05:45:08,854][root][INFO] - ===> Epoch[389](10097/26): Loss -0.7554, Sem 0.0854, dir -0.9718, norm 0.1310, swav 0.0000 LR: 5.312e-02 Score 97.156 Data time: 0.1745, Forward time: 2.2653, Backward time: 3.1166, DDP time: 0.0047, Total iter time: 5.0919 [2020-11-13 05:45:16,083][root][INFO] - ===> Epoch[389](10098/26): Loss -0.7304, Sem 0.0869, dir -0.9683, norm 0.1510, swav 0.0000 LR: 5.312e-02 Score 97.025 Data time: 0.2360, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 7.1369 [2020-11-13 05:45:22,861][root][INFO] - ===> Epoch[389](10099/26): Loss -0.7069, Sem 0.0986, dir -0.9642, norm 0.1587, swav 0.0000 LR: 5.311e-02 Score 96.632 Data time: 0.1941, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.6572 [2020-11-13 05:45:27,966][root][INFO] - ===> Epoch[389](10100/26): Loss -0.7106, Sem 0.0991, dir -0.9697, norm 0.1599, swav 0.0000 LR: 5.311e-02 Score 96.625 Data time: 0.1641, Forward time: 2.2652, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.0050 [2020-11-13 05:45:33,922][root][INFO] - ===> Epoch[389](10101/26): Loss -0.6964, Sem 0.1190, dir -0.9676, norm 0.1522, swav 0.0000 LR: 5.310e-02 Score 96.152 Data time: 0.2629, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.9122 [2020-11-13 05:45:39,548][root][INFO] - ===> Epoch[389](10102/26): Loss -0.7317, Sem 0.0943, dir -0.9700, norm 0.1440, swav 0.0000 LR: 5.310e-02 Score 96.689 Data time: 0.1827, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.5096 [2020-11-13 05:45:45,437][root][INFO] - ===> Epoch[389](10103/26): Loss -0.7134, Sem 0.1057, dir -0.9700, norm 0.1509, swav 0.0000 LR: 5.309e-02 Score 96.435 Data time: 0.2403, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.8022 [2020-11-13 05:45:51,847][root][INFO] - ===> Epoch[389](10104/26): Loss -0.7104, Sem 0.1118, dir -0.9705, norm 0.1482, swav 0.0000 LR: 5.309e-02 Score 96.267 Data time: 0.2767, Forward time: 2.2654, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.2988 [2020-11-13 05:45:57,380][root][INFO] - ===> Epoch[389](10105/26): Loss -0.6696, Sem 0.1158, dir -0.9597, norm 0.1744, swav 0.0000 LR: 5.308e-02 Score 96.035 Data time: 0.2322, Forward time: 2.2654, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.4037 [2020-11-13 05:46:02,932][root][INFO] - ===> Epoch[389](10106/26): Loss -0.7064, Sem 0.1050, dir -0.9653, norm 0.1538, swav 0.0000 LR: 5.308e-02 Score 96.382 Data time: 0.1679, Forward time: 2.2654, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.4387 [2020-11-13 05:46:08,493][root][INFO] - ===> Epoch[389](10107/26): Loss -0.7007, Sem 0.1068, dir -0.9665, norm 0.1591, swav 0.0000 LR: 5.307e-02 Score 96.381 Data time: 0.1786, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.4739 [2020-11-13 05:46:16,441][root][INFO] - ===> Epoch[389](10108/26): Loss -0.7266, Sem 0.1026, dir -0.9711, norm 0.1419, swav 0.0000 LR: 5.307e-02 Score 96.385 Data time: 0.2437, Forward time: 2.2654, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 7.8772 [2020-11-13 05:46:22,478][root][INFO] - ===> Epoch[389](10109/26): Loss -0.6977, Sem 0.1179, dir -0.9620, norm 0.1464, swav 0.0000 LR: 5.307e-02 Score 96.275 Data time: 0.2960, Forward time: 2.2654, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.9169 [2020-11-13 05:46:28,186][root][INFO] - ===> Epoch[389](10110/26): Loss -0.7475, Sem 0.0841, dir -0.9675, norm 0.1359, swav 0.0000 LR: 5.306e-02 Score 97.174 Data time: 0.2288, Forward time: 2.2655, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.5768 [2020-11-13 05:46:33,635][root][INFO] - ===> Epoch[389](10111/26): Loss -0.7241, Sem 0.0978, dir -0.9691, norm 0.1473, swav 0.0000 LR: 5.306e-02 Score 96.757 Data time: 0.2361, Forward time: 2.2655, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.3449 [2020-11-13 05:46:38,932][root][INFO] - ===> Epoch[389](10112/26): Loss -0.6985, Sem 0.1034, dir -0.9640, norm 0.1620, swav 0.0000 LR: 5.305e-02 Score 96.399 Data time: 0.2441, Forward time: 2.2655, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 5.1821 [2020-11-13 05:46:44,980][root][INFO] - ===> Epoch[389](10113/26): Loss -0.7042, Sem 0.0908, dir -0.9637, norm 0.1687, swav 0.0000 LR: 5.305e-02 Score 96.959 Data time: 0.1292, Forward time: 2.2654, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.9137 [2020-11-13 05:46:50,609][root][INFO] - ===> Epoch[389](10114/26): Loss -0.6877, Sem 0.1200, dir -0.9642, norm 0.1564, swav 0.0000 LR: 5.304e-02 Score 96.044 Data time: 0.1611, Forward time: 2.2654, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.5538 [2020-11-13 05:46:57,077][root][INFO] - ===> Epoch[390](10115/26): Loss -0.7148, Sem 0.1028, dir -0.9663, norm 0.1487, swav 0.0000 LR: 5.304e-02 Score 96.498 Data time: 0.1576, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 6.3986 [2020-11-13 05:47:02,088][root][INFO] - ===> Epoch[390](10116/26): Loss -0.7122, Sem 0.1021, dir -0.9685, norm 0.1542, swav 0.0000 LR: 5.303e-02 Score 96.580 Data time: 0.1761, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.9302 [2020-11-13 05:47:21,479][root][INFO] - ===> Epoch[390](10117/26): Loss -0.7136, Sem 0.0966, dir -0.9694, norm 0.1593, swav 0.0000 LR: 5.303e-02 Score 96.589 Data time: 0.1776, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.7635 [2020-11-13 05:47:27,928][root][INFO] - ===> Epoch[390](10118/26): Loss -0.6821, Sem 0.1162, dir -0.9627, norm 0.1645, swav 0.0000 LR: 5.302e-02 Score 96.114 Data time: 0.1779, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.7405 [2020-11-13 05:47:34,064][root][INFO] - ===> Epoch[390](10119/26): Loss -0.7046, Sem 0.0970, dir -0.9654, norm 0.1637, swav 0.0000 LR: 5.302e-02 Score 96.626 Data time: 0.1796, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.0378 [2020-11-13 05:47:40,853][root][INFO] - ===> Epoch[390](10120/26): Loss -0.7176, Sem 0.0931, dir -0.9674, norm 0.1567, swav 0.0000 LR: 5.301e-02 Score 96.839 Data time: 0.2142, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.7138 [2020-11-13 05:47:46,352][root][INFO] - ===> Epoch[390](10121/26): Loss -0.7057, Sem 0.1011, dir -0.9643, norm 0.1575, swav 0.0000 LR: 5.301e-02 Score 96.546 Data time: 0.2648, Forward time: 2.2653, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 5.3950 [2020-11-13 05:47:52,845][root][INFO] - ===> Epoch[390](10122/26): Loss -0.7095, Sem 0.0979, dir -0.9640, norm 0.1566, swav 0.0000 LR: 5.300e-02 Score 96.568 Data time: 0.2472, Forward time: 2.2654, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.3680 [2020-11-13 05:47:58,610][root][INFO] - ===> Epoch[390](10123/26): Loss -0.6968, Sem 0.1059, dir -0.9678, norm 0.1651, swav 0.0000 LR: 5.300e-02 Score 96.560 Data time: 0.1431, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.6579 [2020-11-13 05:48:04,648][root][INFO] - ===> Epoch[390](10124/26): Loss -0.7070, Sem 0.1008, dir -0.9672, norm 0.1593, swav 0.0000 LR: 5.299e-02 Score 96.406 Data time: 0.2033, Forward time: 2.2653, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.9396 [2020-11-13 05:48:10,228][root][INFO] - ===> Epoch[390](10125/26): Loss -0.7152, Sem 0.0959, dir -0.9652, norm 0.1542, swav 0.0000 LR: 5.299e-02 Score 96.655 Data time: 0.1738, Forward time: 2.2653, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.4789 [2020-11-13 05:48:15,633][root][INFO] - ===> Epoch[390](10126/26): Loss -0.7176, Sem 0.1067, dir -0.9677, norm 0.1434, swav 0.0000 LR: 5.298e-02 Score 96.276 Data time: 0.1580, Forward time: 2.2652, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.2964 [2020-11-13 05:48:20,583][root][INFO] - ===> Epoch[390](10127/26): Loss -0.7000, Sem 0.0930, dir -0.9626, norm 0.1696, swav 0.0000 LR: 5.298e-02 Score 96.825 Data time: 0.1648, Forward time: 2.2652, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.8628 [2020-11-13 05:48:25,384][root][INFO] - ===> Epoch[390](10128/26): Loss -0.7366, Sem 0.0880, dir -0.9660, norm 0.1415, swav 0.0000 LR: 5.297e-02 Score 96.973 Data time: 0.1710, Forward time: 2.2652, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.6907 [2020-11-13 05:48:29,887][root][INFO] - ===> Epoch[390](10129/26): Loss -0.7256, Sem 0.0860, dir -0.9656, norm 0.1540, swav 0.0000 LR: 5.297e-02 Score 97.126 Data time: 0.1512, Forward time: 2.2651, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.3923 [2020-11-13 05:48:36,708][root][INFO] - ===> Epoch[390](10130/26): Loss -0.7055, Sem 0.0931, dir -0.9673, norm 0.1687, swav 0.0000 LR: 5.296e-02 Score 96.772 Data time: 0.1881, Forward time: 2.2651, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 6.7556 [2020-11-13 05:48:42,753][root][INFO] - ===> Epoch[390](10131/26): Loss -0.7134, Sem 0.0906, dir -0.9669, norm 0.1629, swav 0.0000 LR: 5.296e-02 Score 96.843 Data time: 0.2044, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.9356 [2020-11-13 05:48:47,661][root][INFO] - ===> Epoch[390](10132/26): Loss -0.7207, Sem 0.0897, dir -0.9702, norm 0.1598, swav 0.0000 LR: 5.295e-02 Score 96.872 Data time: 0.1744, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 4.7877 [2020-11-13 05:48:53,778][root][INFO] - ===> Epoch[390](10133/26): Loss -0.7207, Sem 0.1046, dir -0.9706, norm 0.1453, swav 0.0000 LR: 5.295e-02 Score 96.422 Data time: 0.1513, Forward time: 2.2649, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.9996 [2020-11-13 05:48:59,576][root][INFO] - ===> Epoch[390](10134/26): Loss -0.7184, Sem 0.0876, dir -0.9628, norm 0.1568, swav 0.0000 LR: 5.294e-02 Score 96.983 Data time: 0.2427, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.6939 [2020-11-13 05:49:07,358][root][INFO] - ===> Epoch[390](10135/26): Loss -0.7352, Sem 0.0977, dir -0.9744, norm 0.1415, swav 0.0000 LR: 5.294e-02 Score 96.555 Data time: 0.2072, Forward time: 2.2650, Backward time: 3.1172, DDP time: 0.0047, Total iter time: 7.6634 [2020-11-13 05:49:14,072][root][INFO] - ===> Epoch[390](10136/26): Loss -0.7156, Sem 0.1001, dir -0.9688, norm 0.1531, swav 0.0000 LR: 5.293e-02 Score 96.678 Data time: 0.1869, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0047, Total iter time: 6.5944 [2020-11-13 05:49:19,278][root][INFO] - ===> Epoch[390](10137/26): Loss -0.7244, Sem 0.0928, dir -0.9693, norm 0.1521, swav 0.0000 LR: 5.293e-02 Score 96.863 Data time: 0.1742, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0047, Total iter time: 5.0924 [2020-11-13 05:49:23,867][root][INFO] - ===> Epoch[390](10138/26): Loss -0.7056, Sem 0.1027, dir -0.9666, norm 0.1584, swav 0.0000 LR: 5.293e-02 Score 96.399 Data time: 0.2174, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 4.4765 [2020-11-13 05:49:30,782][root][INFO] - ===> Epoch[390](10139/26): Loss -0.6935, Sem 0.1030, dir -0.9653, norm 0.1689, swav 0.0000 LR: 5.292e-02 Score 96.527 Data time: 0.2473, Forward time: 2.2650, Backward time: 3.1172, DDP time: 0.0047, Total iter time: 6.8009 [2020-11-13 05:49:36,231][root][INFO] - ===> Epoch[390](10140/26): Loss -0.7203, Sem 0.0944, dir -0.9658, norm 0.1511, swav 0.0000 LR: 5.292e-02 Score 96.793 Data time: 0.2049, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.3033 [2020-11-13 05:49:41,576][root][INFO] - ===> Epoch[391](10141/26): Loss -0.7167, Sem 0.0954, dir -0.9666, norm 0.1545, swav 0.0000 LR: 5.291e-02 Score 96.616 Data time: 0.1998, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0047, Total iter time: 5.2492 [2020-11-13 05:49:47,054][root][INFO] - ===> Epoch[391](10142/26): Loss -0.7044, Sem 0.1066, dir -0.9659, norm 0.1548, swav 0.0000 LR: 5.291e-02 Score 96.362 Data time: 0.2399, Forward time: 2.2651, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.3665 [2020-11-13 05:49:52,633][root][INFO] - ===> Epoch[391](10143/26): Loss -0.6843, Sem 0.1167, dir -0.9657, norm 0.1647, swav 0.0000 LR: 5.290e-02 Score 95.787 Data time: 0.2578, Forward time: 2.2651, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.4443 [2020-11-13 05:49:57,854][root][INFO] - ===> Epoch[391](10144/26): Loss -0.7444, Sem 0.0834, dir -0.9673, norm 0.1395, swav 0.0000 LR: 5.290e-02 Score 97.051 Data time: 0.1386, Forward time: 2.2651, Backward time: 3.1170, DDP time: 0.0047, Total iter time: 5.1056 [2020-11-13 05:50:02,832][root][INFO] - ===> Epoch[391](10145/26): Loss -0.7096, Sem 0.1049, dir -0.9674, norm 0.1529, swav 0.0000 LR: 5.289e-02 Score 96.466 Data time: 0.1671, Forward time: 2.2650, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.8890 [2020-11-13 05:50:08,213][root][INFO] - ===> Epoch[391](10146/26): Loss -0.7414, Sem 0.0868, dir -0.9696, norm 0.1413, swav 0.0000 LR: 5.289e-02 Score 97.051 Data time: 0.2287, Forward time: 2.2650, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 5.2783 [2020-11-13 05:50:13,362][root][INFO] - ===> Epoch[391](10147/26): Loss -0.7212, Sem 0.0880, dir -0.9700, norm 0.1608, swav 0.0000 LR: 5.288e-02 Score 97.198 Data time: 0.1536, Forward time: 2.2650, Backward time: 3.1169, DDP time: 0.0047, Total iter time: 4.9951 [2020-11-13 05:50:17,803][root][INFO] - ===> Epoch[391](10148/26): Loss -0.7170, Sem 0.0883, dir -0.9628, norm 0.1575, swav 0.0000 LR: 5.288e-02 Score 96.977 Data time: 0.1318, Forward time: 2.2649, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 4.3438 [2020-11-13 05:50:23,478][root][INFO] - ===> Epoch[391](10149/26): Loss -0.7212, Sem 0.0963, dir -0.9719, norm 0.1543, swav 0.0000 LR: 5.287e-02 Score 96.678 Data time: 0.1150, Forward time: 2.2648, Backward time: 3.1167, DDP time: 0.0047, Total iter time: 3.6892 [2020-11-13 05:50:29,760][root][INFO] - ===> Epoch[391](10150/26): Loss -0.7025, Sem 0.0967, dir -0.9585, norm 0.1593, swav 0.0000 LR: 5.287e-02 Score 96.723 Data time: 0.1727, Forward time: 2.2648, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.2085 [2020-11-13 05:50:37,174][root][INFO] - ===> Epoch[391](10151/26): Loss -0.7174, Sem 0.0973, dir -0.9690, norm 0.1543, swav 0.0000 LR: 5.286e-02 Score 96.636 Data time: 0.3042, Forward time: 2.2649, Backward time: 3.1168, DDP time: 0.0047, Total iter time: 6.5863 [2020-11-13 05:50:43,962][root][INFO] - ===> Epoch[391](10152/26): Loss -0.7169, Sem 0.0982, dir -0.9652, norm 0.1500, swav 0.0000 LR: 5.286e-02 Score 96.511 Data time: 0.2214, Forward time: 2.2650, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.6293 [2020-11-13 05:50:49,233][root][INFO] - ===> Epoch[391](10153/26): Loss -0.7250, Sem 0.1001, dir -0.9687, norm 0.1436, swav 0.0000 LR: 5.285e-02 Score 96.537 Data time: 0.1744, Forward time: 2.2649, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.1550 [2020-11-13 05:50:54,559][root][INFO] - ===> Epoch[391](10154/26): Loss -0.7355, Sem 0.0794, dir -0.9683, norm 0.1533, swav 0.0000 LR: 5.285e-02 Score 97.278 Data time: 0.1923, Forward time: 2.2649, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.2219 [2020-11-13 05:51:00,391][root][INFO] - ===> Epoch[391](10155/26): Loss -0.7226, Sem 0.0936, dir -0.9686, norm 0.1524, swav 0.0000 LR: 5.284e-02 Score 96.602 Data time: 0.1674, Forward time: 2.2649, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.6919 [2020-11-13 05:51:05,199][root][INFO] - ===> Epoch[391](10156/26): Loss -0.7533, Sem 0.0860, dir -0.9712, norm 0.1319, swav 0.0000 LR: 5.284e-02 Score 96.991 Data time: 0.1539, Forward time: 2.2649, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 4.6890 [2020-11-13 05:51:11,402][root][INFO] - ===> Epoch[391](10157/26): Loss -0.7325, Sem 0.0984, dir -0.9722, norm 0.1412, swav 0.0000 LR: 5.283e-02 Score 96.585 Data time: 0.2161, Forward time: 2.2649, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.1064 [2020-11-13 05:51:17,314][root][INFO] - ===> Epoch[391](10158/26): Loss -0.7170, Sem 0.1097, dir -0.9678, norm 0.1410, swav 0.0000 LR: 5.283e-02 Score 96.082 Data time: 0.3009, Forward time: 2.2649, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.7858 [2020-11-13 05:51:23,279][root][INFO] - ===> Epoch[391](10159/26): Loss -0.7307, Sem 0.0908, dir -0.9677, norm 0.1463, swav 0.0000 LR: 5.282e-02 Score 96.924 Data time: 0.2493, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.8301 [2020-11-13 05:51:28,865][root][INFO] - ===> Epoch[391](10160/26): Loss -0.7094, Sem 0.1008, dir -0.9667, norm 0.1565, swav 0.0000 LR: 5.282e-02 Score 96.547 Data time: 0.2207, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.4601 [2020-11-13 05:51:35,361][root][INFO] - ===> Epoch[391](10161/26): Loss -0.7328, Sem 0.0891, dir -0.9727, norm 0.1507, swav 0.0000 LR: 5.281e-02 Score 96.945 Data time: 0.2127, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.3763 [2020-11-13 05:51:40,847][root][INFO] - ===> Epoch[391](10162/26): Loss -0.7010, Sem 0.1249, dir -0.9713, norm 0.1454, swav 0.0000 LR: 5.281e-02 Score 96.244 Data time: 0.1895, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.3818 [2020-11-13 05:51:46,198][root][INFO] - ===> Epoch[391](10163/26): Loss -0.7198, Sem 0.1041, dir -0.9712, norm 0.1473, swav 0.0000 LR: 5.280e-02 Score 96.548 Data time: 0.2474, Forward time: 2.2650, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.2510 [2020-11-13 05:51:53,006][root][INFO] - ===> Epoch[391](10164/26): Loss -0.7332, Sem 0.0937, dir -0.9718, norm 0.1449, swav 0.0000 LR: 5.280e-02 Score 96.781 Data time: 0.1873, Forward time: 2.2650, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.6874 [2020-11-13 05:52:01,713][root][INFO] - ===> Epoch[391](10165/26): Loss -0.6582, Sem 0.1209, dir -0.9577, norm 0.1785, swav 0.0000 LR: 5.279e-02 Score 95.904 Data time: 0.2048, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 8.6253 [2020-11-13 05:52:07,424][root][INFO] - ===> Epoch[391](10166/26): Loss -0.6951, Sem 0.1021, dir -0.9626, norm 0.1654, swav 0.0000 LR: 5.279e-02 Score 96.546 Data time: 0.2132, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 5.5957 [2020-11-13 05:52:13,627][root][INFO] - ===> Epoch[392](10167/26): Loss -0.7004, Sem 0.1041, dir -0.9629, norm 0.1584, swav 0.0000 LR: 5.279e-02 Score 96.326 Data time: 0.2338, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 6.1098 [2020-11-13 05:52:18,667][root][INFO] - ===> Epoch[392](10168/26): Loss -0.6960, Sem 0.1101, dir -0.9659, norm 0.1597, swav 0.0000 LR: 5.278e-02 Score 96.242 Data time: 0.2022, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 4.9284 [2020-11-13 05:52:24,244][root][INFO] - ===> Epoch[392](10169/26): Loss -0.7301, Sem 0.0919, dir -0.9632, norm 0.1412, swav 0.0000 LR: 5.278e-02 Score 96.784 Data time: 0.2613, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.4876 [2020-11-13 05:52:30,911][root][INFO] - ===> Epoch[392](10170/26): Loss -0.7209, Sem 0.0951, dir -0.9676, norm 0.1516, swav 0.0000 LR: 5.277e-02 Score 96.595 Data time: 0.2242, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 6.5530 [2020-11-13 05:52:36,593][root][INFO] - ===> Epoch[392](10171/26): Loss -0.7520, Sem 0.0882, dir -0.9738, norm 0.1336, swav 0.0000 LR: 5.277e-02 Score 96.919 Data time: 0.1962, Forward time: 2.2650, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.5599 [2020-11-13 05:52:43,509][root][INFO] - ===> Epoch[392](10172/26): Loss -0.7166, Sem 0.0932, dir -0.9644, norm 0.1547, swav 0.0000 LR: 5.276e-02 Score 96.735 Data time: 0.2274, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 6.8162 [2020-11-13 05:52:49,578][root][INFO] - ===> Epoch[392](10173/26): Loss -0.7125, Sem 0.0973, dir -0.9660, norm 0.1562, swav 0.0000 LR: 5.276e-02 Score 96.723 Data time: 0.2725, Forward time: 2.2651, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 5.9581 [2020-11-13 05:52:56,256][root][INFO] - ===> Epoch[392](10174/26): Loss -0.7102, Sem 0.0935, dir -0.9667, norm 0.1630, swav 0.0000 LR: 5.275e-02 Score 96.851 Data time: 0.2115, Forward time: 2.2651, Backward time: 3.1172, DDP time: 0.0048, Total iter time: 6.5581 [2020-11-13 05:53:02,858][root][INFO] - ===> Epoch[392](10175/26): Loss -0.7114, Sem 0.0989, dir -0.9618, norm 0.1515, swav 0.0000 LR: 5.275e-02 Score 96.584 Data time: 0.1889, Forward time: 2.2651, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 6.5132 [2020-11-13 05:53:08,625][root][INFO] - ===> Epoch[392](10176/26): Loss -0.6929, Sem 0.1312, dir -0.9698, norm 0.1457, swav 0.0000 LR: 5.274e-02 Score 96.352 Data time: 0.1125, Forward time: 2.2650, Backward time: 3.1174, DDP time: 0.0048, Total iter time: 5.6730 [2020-11-13 05:53:13,342][root][INFO] - ===> Epoch[392](10177/26): Loss -0.6857, Sem 0.1193, dir -0.9641, norm 0.1591, swav 0.0000 LR: 5.274e-02 Score 95.923 Data time: 0.1651, Forward time: 2.2649, Backward time: 3.1174, DDP time: 0.0048, Total iter time: 4.6493 [2020-11-13 05:53:19,607][root][INFO] - ===> Epoch[392](10178/26): Loss -0.7189, Sem 0.1024, dir -0.9667, norm 0.1453, swav 0.0000 LR: 5.273e-02 Score 96.595 Data time: 0.2882, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 6.1780 [2020-11-13 05:53:25,438][root][INFO] - ===> Epoch[392](10179/26): Loss -0.7176, Sem 0.0946, dir -0.9645, norm 0.1523, swav 0.0000 LR: 5.273e-02 Score 96.871 Data time: 0.1932, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.7031 [2020-11-13 05:53:30,773][root][INFO] - ===> Epoch[392](10180/26): Loss -0.7311, Sem 0.0865, dir -0.9708, norm 0.1532, swav 0.0000 LR: 5.272e-02 Score 97.006 Data time: 0.1991, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.2198 [2020-11-13 05:53:36,171][root][INFO] - ===> Epoch[392](10181/26): Loss -0.7060, Sem 0.1087, dir -0.9675, norm 0.1529, swav 0.0000 LR: 5.272e-02 Score 96.341 Data time: 0.2152, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.2815 [2020-11-13 05:53:42,242][root][INFO] - ===> Epoch[392](10182/26): Loss -0.7232, Sem 0.0908, dir -0.9659, norm 0.1520, swav 0.0000 LR: 5.271e-02 Score 96.890 Data time: 0.2591, Forward time: 2.2650, Backward time: 3.1172, DDP time: 0.0048, Total iter time: 5.9555 [2020-11-13 05:53:48,425][root][INFO] - ===> Epoch[392](10183/26): Loss -0.7117, Sem 0.1059, dir -0.9698, norm 0.1522, swav 0.0000 LR: 5.271e-02 Score 96.296 Data time: 0.1775, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 6.0589 [2020-11-13 05:53:53,887][root][INFO] - ===> Epoch[392](10184/26): Loss -0.7054, Sem 0.1209, dir -0.9682, norm 0.1419, swav 0.0000 LR: 5.270e-02 Score 96.137 Data time: 0.2238, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.3447 [2020-11-13 05:53:59,525][root][INFO] - ===> Epoch[392](10185/26): Loss -0.7087, Sem 0.0869, dir -0.9646, norm 0.1691, swav 0.0000 LR: 5.270e-02 Score 97.048 Data time: 0.1893, Forward time: 2.2650, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.5237 [2020-11-13 05:54:04,193][root][INFO] - ===> Epoch[392](10186/26): Loss -0.7238, Sem 0.0996, dir -0.9665, norm 0.1431, swav 0.0000 LR: 5.269e-02 Score 96.623 Data time: 0.2301, Forward time: 2.2650, Backward time: 3.1172, DDP time: 0.0048, Total iter time: 4.5591 [2020-11-13 05:54:09,838][root][INFO] - ===> Epoch[392](10187/26): Loss -0.7153, Sem 0.0882, dir -0.9660, norm 0.1626, swav 0.0000 LR: 5.269e-02 Score 96.998 Data time: 0.2634, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 5.5291 [2020-11-13 05:54:15,221][root][INFO] - ===> Epoch[392](10188/26): Loss -0.7016, Sem 0.1118, dir -0.9656, norm 0.1522, swav 0.0000 LR: 5.268e-02 Score 96.280 Data time: 0.2301, Forward time: 2.2650, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 5.2784 [2020-11-13 05:54:20,493][root][INFO] - ===> Epoch[392](10189/26): Loss -0.7066, Sem 0.1058, dir -0.9704, norm 0.1579, swav 0.0000 LR: 5.268e-02 Score 96.485 Data time: 0.2469, Forward time: 2.2651, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.1670 [2020-11-13 05:54:27,539][root][INFO] - ===> Epoch[392](10190/26): Loss -0.7301, Sem 0.0910, dir -0.9694, norm 0.1483, swav 0.0000 LR: 5.267e-02 Score 96.781 Data time: 0.2212, Forward time: 2.2651, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 6.8957 [2020-11-13 05:54:33,323][root][INFO] - ===> Epoch[392](10191/26): Loss -0.7073, Sem 0.1027, dir -0.9685, norm 0.1584, swav 0.0000 LR: 5.267e-02 Score 96.510 Data time: 0.2524, Forward time: 2.2652, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.6826 [2020-11-13 05:54:37,699][root][INFO] - ===> Epoch[392](10192/26): Loss -0.7314, Sem 0.0933, dir -0.9691, norm 0.1444, swav 0.0000 LR: 5.266e-02 Score 96.811 Data time: 0.1649, Forward time: 2.2651, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 4.2598 [2020-11-13 05:54:42,715][root][INFO] - ===> Epoch[393](10193/26): Loss -0.6585, Sem 0.1266, dir -0.9644, norm 0.1793, swav 0.0000 LR: 5.266e-02 Score 95.639 Data time: 0.1844, Forward time: 2.2651, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 4.9148 [2020-11-13 05:54:47,970][root][INFO] - ===> Epoch[393](10194/26): Loss -0.7303, Sem 0.0913, dir -0.9674, norm 0.1458, swav 0.0000 LR: 5.265e-02 Score 96.852 Data time: 0.1784, Forward time: 2.2651, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.1239 [2020-11-13 05:54:52,877][root][INFO] - ===> Epoch[393](10195/26): Loss -0.7210, Sem 0.0892, dir -0.9642, norm 0.1540, swav 0.0000 LR: 5.265e-02 Score 96.996 Data time: 0.1849, Forward time: 2.2651, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 4.7848 [2020-11-13 05:54:58,016][root][INFO] - ===> Epoch[393](10196/26): Loss -0.7094, Sem 0.1004, dir -0.9707, norm 0.1609, swav 0.0000 LR: 5.264e-02 Score 96.678 Data time: 0.2342, Forward time: 2.2651, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.0169 [2020-11-13 05:55:02,687][root][INFO] - ===> Epoch[393](10197/26): Loss -0.7465, Sem 0.0790, dir -0.9730, norm 0.1475, swav 0.0000 LR: 5.264e-02 Score 97.300 Data time: 0.1685, Forward time: 2.2650, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.5494 [2020-11-13 05:55:07,586][root][INFO] - ===> Epoch[393](10198/26): Loss -0.7259, Sem 0.0928, dir -0.9678, norm 0.1491, swav 0.0000 LR: 5.264e-02 Score 96.890 Data time: 0.2278, Forward time: 2.2650, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 4.8100 [2020-11-13 05:55:12,713][root][INFO] - ===> Epoch[393](10199/26): Loss -0.7131, Sem 0.1011, dir -0.9660, norm 0.1518, swav 0.0000 LR: 5.263e-02 Score 96.454 Data time: 0.1788, Forward time: 2.2650, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.0037 [2020-11-13 05:55:18,248][root][INFO] - ===> Epoch[393](10200/26): Loss -0.7243, Sem 0.0985, dir -0.9694, norm 0.1466, swav 0.0000 LR: 5.263e-02 Score 96.547 Data time: 0.1916, Forward time: 2.2650, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.4376 [2020-11-13 05:55:24,435][root][INFO] - ===> Epoch[393](10201/26): Loss -0.7201, Sem 0.0896, dir -0.9644, norm 0.1547, swav 0.0000 LR: 5.262e-02 Score 96.949 Data time: 0.1679, Forward time: 2.2649, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.0875 [2020-11-13 05:55:30,628][root][INFO] - ===> Epoch[393](10202/26): Loss -0.7261, Sem 0.0954, dir -0.9672, norm 0.1457, swav 0.0000 LR: 5.262e-02 Score 96.799 Data time: 0.2149, Forward time: 2.2649, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.1019 [2020-11-13 05:55:36,545][root][INFO] - ===> Epoch[393](10203/26): Loss -0.6968, Sem 0.1099, dir -0.9630, norm 0.1563, swav 0.0000 LR: 5.261e-02 Score 96.370 Data time: 0.2124, Forward time: 2.2649, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.8137 [2020-11-13 05:55:43,219][root][INFO] - ===> Epoch[393](10204/26): Loss -0.6816, Sem 0.1122, dir -0.9603, norm 0.1664, swav 0.0000 LR: 5.261e-02 Score 96.370 Data time: 0.2816, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.5760 [2020-11-13 05:55:48,071][root][INFO] - ===> Epoch[393](10205/26): Loss -0.7154, Sem 0.0915, dir -0.9661, norm 0.1592, swav 0.0000 LR: 5.260e-02 Score 96.924 Data time: 0.1744, Forward time: 2.2650, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.7204 [2020-11-13 05:55:54,204][root][INFO] - ===> Epoch[393](10206/26): Loss -0.7259, Sem 0.0932, dir -0.9661, norm 0.1470, swav 0.0000 LR: 5.260e-02 Score 96.723 Data time: 0.1880, Forward time: 2.2649, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.9264 [2020-11-13 05:56:00,226][root][INFO] - ===> Epoch[393](10207/26): Loss -0.6901, Sem 0.1034, dir -0.9601, norm 0.1666, swav 0.0000 LR: 5.259e-02 Score 96.441 Data time: 0.3109, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.9401 [2020-11-13 05:56:06,634][root][INFO] - ===> Epoch[393](10208/26): Loss -0.6835, Sem 0.1127, dir -0.9616, norm 0.1654, swav 0.0000 LR: 5.259e-02 Score 95.836 Data time: 0.2066, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.2664 [2020-11-13 05:56:12,723][root][INFO] - ===> Epoch[393](10209/26): Loss -0.7140, Sem 0.1059, dir -0.9643, norm 0.1444, swav 0.0000 LR: 5.258e-02 Score 96.349 Data time: 0.2091, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.9769 [2020-11-13 05:56:18,270][root][INFO] - ===> Epoch[393](10210/26): Loss -0.7014, Sem 0.1069, dir -0.9639, norm 0.1555, swav 0.0000 LR: 5.258e-02 Score 96.262 Data time: 0.2753, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.4198 [2020-11-13 05:56:23,631][root][INFO] - ===> Epoch[393](10211/26): Loss -0.7240, Sem 0.0948, dir -0.9691, norm 0.1504, swav 0.0000 LR: 5.257e-02 Score 96.595 Data time: 0.2404, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.2284 [2020-11-13 05:56:29,188][root][INFO] - ===> Epoch[393](10212/26): Loss -0.6857, Sem 0.1015, dir -0.9630, norm 0.1758, swav 0.0000 LR: 5.257e-02 Score 96.532 Data time: 0.2284, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.4421 [2020-11-13 05:56:34,619][root][INFO] - ===> Epoch[393](10213/26): Loss -0.6693, Sem 0.1169, dir -0.9653, norm 0.1791, swav 0.0000 LR: 5.256e-02 Score 96.120 Data time: 0.2371, Forward time: 2.2651, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.3241 [2020-11-13 05:56:40,179][root][INFO] - ===> Epoch[393](10214/26): Loss -0.7183, Sem 0.0922, dir -0.9684, norm 0.1579, swav 0.0000 LR: 5.256e-02 Score 96.847 Data time: 0.2339, Forward time: 2.2652, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.4491 [2020-11-13 05:56:45,315][root][INFO] - ===> Epoch[393](10215/26): Loss -0.6686, Sem 0.1240, dir -0.9590, norm 0.1664, swav 0.0000 LR: 5.255e-02 Score 96.128 Data time: 0.2003, Forward time: 2.2652, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.0169 [2020-11-13 05:56:51,587][root][INFO] - ===> Epoch[393](10216/26): Loss -0.7315, Sem 0.0909, dir -0.9676, norm 0.1452, swav 0.0000 LR: 5.255e-02 Score 96.768 Data time: 0.1214, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 6.1736 [2020-11-13 05:56:58,934][root][INFO] - ===> Epoch[393](10217/26): Loss -0.7165, Sem 0.0991, dir -0.9685, norm 0.1528, swav 0.0000 LR: 5.254e-02 Score 96.632 Data time: 0.2654, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 7.2917 [2020-11-13 05:57:04,307][root][INFO] - ===> Epoch[393](10218/26): Loss -0.6518, Sem 0.1195, dir -0.9604, norm 0.1890, swav 0.0000 LR: 5.254e-02 Score 95.863 Data time: 0.2410, Forward time: 2.2652, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.2457 [2020-11-13 05:57:10,210][root][INFO] - ===> Epoch[394](10219/26): Loss -0.7003, Sem 0.0886, dir -0.9624, norm 0.1736, swav 0.0000 LR: 5.253e-02 Score 97.018 Data time: 0.1693, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.8026 [2020-11-13 05:57:14,976][root][INFO] - ===> Epoch[394](10220/26): Loss -0.7071, Sem 0.0961, dir -0.9651, norm 0.1619, swav 0.0000 LR: 5.253e-02 Score 96.732 Data time: 0.1854, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 4.6821 [2020-11-13 05:57:20,121][root][INFO] - ===> Epoch[394](10221/26): Loss -0.6950, Sem 0.1171, dir -0.9594, norm 0.1473, swav 0.0000 LR: 5.252e-02 Score 96.032 Data time: 0.2209, Forward time: 2.2651, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.0543 [2020-11-13 05:57:25,182][root][INFO] - ===> Epoch[394](10222/26): Loss -0.7247, Sem 0.0963, dir -0.9701, norm 0.1491, swav 0.0000 LR: 5.252e-02 Score 96.575 Data time: 0.2010, Forward time: 2.2651, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.9375 [2020-11-13 05:57:32,114][root][INFO] - ===> Epoch[394](10223/26): Loss -0.6712, Sem 0.1068, dir -0.9617, norm 0.1837, swav 0.0000 LR: 5.251e-02 Score 96.522 Data time: 0.1405, Forward time: 2.2650, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 6.8314 [2020-11-13 05:57:37,577][root][INFO] - ===> Epoch[394](10224/26): Loss -0.7079, Sem 0.0944, dir -0.9700, norm 0.1677, swav 0.0000 LR: 5.251e-02 Score 96.778 Data time: 0.2302, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.3678 [2020-11-13 05:57:44,656][root][INFO] - ===> Epoch[394](10225/26): Loss -0.7014, Sem 0.0894, dir -0.9610, norm 0.1702, swav 0.0000 LR: 5.250e-02 Score 96.808 Data time: 0.2586, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.9742 [2020-11-13 05:57:50,605][root][INFO] - ===> Epoch[394](10226/26): Loss -0.7161, Sem 0.0949, dir -0.9682, norm 0.1571, swav 0.0000 LR: 5.250e-02 Score 96.736 Data time: 0.2188, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.8086 [2020-11-13 05:57:57,200][root][INFO] - ===> Epoch[394](10227/26): Loss -0.7283, Sem 0.0853, dir -0.9702, norm 0.1567, swav 0.0000 LR: 5.250e-02 Score 97.165 Data time: 0.3068, Forward time: 2.2652, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.4871 [2020-11-13 05:58:02,891][root][INFO] - ===> Epoch[394](10228/26): Loss -0.7157, Sem 0.0973, dir -0.9618, norm 0.1488, swav 0.0000 LR: 5.249e-02 Score 96.630 Data time: 0.1248, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.5506 [2020-11-13 05:58:08,651][root][INFO] - ===> Epoch[394](10229/26): Loss -0.7111, Sem 0.0953, dir -0.9671, norm 0.1607, swav 0.0000 LR: 5.249e-02 Score 96.758 Data time: 0.1817, Forward time: 2.2651, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.6648 [2020-11-13 05:58:13,117][root][INFO] - ===> Epoch[394](10230/26): Loss -0.7125, Sem 0.1059, dir -0.9679, norm 0.1495, swav 0.0000 LR: 5.248e-02 Score 96.477 Data time: 0.1574, Forward time: 2.2650, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.3554 [2020-11-13 05:58:18,807][root][INFO] - ===> Epoch[394](10231/26): Loss -0.7191, Sem 0.0890, dir -0.9686, norm 0.1606, swav 0.0000 LR: 5.248e-02 Score 97.039 Data time: 0.2576, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.5978 [2020-11-13 05:58:24,767][root][INFO] - ===> Epoch[394](10232/26): Loss -0.7171, Sem 0.0989, dir -0.9670, norm 0.1510, swav 0.0000 LR: 5.247e-02 Score 96.524 Data time: 0.2612, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.8273 [2020-11-13 05:58:30,825][root][INFO] - ===> Epoch[394](10233/26): Loss -0.6948, Sem 0.1058, dir -0.9603, norm 0.1597, swav 0.0000 LR: 5.247e-02 Score 96.393 Data time: 0.2103, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.9715 [2020-11-13 05:58:37,352][root][INFO] - ===> Epoch[394](10234/26): Loss -0.7166, Sem 0.0961, dir -0.9656, norm 0.1529, swav 0.0000 LR: 5.246e-02 Score 96.695 Data time: 0.2127, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.4405 [2020-11-13 05:58:42,521][root][INFO] - ===> Epoch[394](10235/26): Loss -0.7004, Sem 0.0949, dir -0.9600, norm 0.1647, swav 0.0000 LR: 5.246e-02 Score 96.925 Data time: 0.2072, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.0478 [2020-11-13 05:58:48,694][root][INFO] - ===> Epoch[394](10236/26): Loss -0.6892, Sem 0.1039, dir -0.9634, norm 0.1703, swav 0.0000 LR: 5.245e-02 Score 96.485 Data time: 0.1824, Forward time: 2.2651, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.0895 [2020-11-13 05:58:53,481][root][INFO] - ===> Epoch[394](10237/26): Loss -0.7077, Sem 0.1074, dir -0.9702, norm 0.1551, swav 0.0000 LR: 5.245e-02 Score 96.359 Data time: 0.2231, Forward time: 2.2651, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 4.6941 [2020-11-13 05:59:01,228][root][INFO] - ===> Epoch[394](10238/26): Loss -0.6590, Sem 0.1297, dir -0.9604, norm 0.1717, swav 0.0000 LR: 5.244e-02 Score 95.947 Data time: 0.1836, Forward time: 2.2651, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 7.6350 [2020-11-13 05:59:07,431][root][INFO] - ===> Epoch[394](10239/26): Loss -0.6966, Sem 0.1187, dir -0.9682, norm 0.1529, swav 0.0000 LR: 5.244e-02 Score 96.010 Data time: 0.1993, Forward time: 2.2650, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.1113 [2020-11-13 05:59:13,509][root][INFO] - ===> Epoch[394](10240/26): Loss -0.7078, Sem 0.1054, dir -0.9660, norm 0.1528, swav 0.0000 LR: 5.243e-02 Score 96.398 Data time: 0.1922, Forward time: 2.2650, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.9852 [2020-11-13 05:59:19,559][root][INFO] - ===> Epoch[394](10241/26): Loss -0.7242, Sem 0.0896, dir -0.9636, norm 0.1498, swav 0.0000 LR: 5.243e-02 Score 96.893 Data time: 0.2301, Forward time: 2.2650, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.9667 [2020-11-13 05:59:25,157][root][INFO] - ===> Epoch[394](10242/26): Loss -0.6830, Sem 0.1057, dir -0.9603, norm 0.1715, swav 0.0000 LR: 5.242e-02 Score 96.371 Data time: 0.1733, Forward time: 2.2649, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.4865 [2020-11-13 05:59:30,403][root][INFO] - ===> Epoch[394](10243/26): Loss -0.6980, Sem 0.1186, dir -0.9699, norm 0.1533, swav 0.0000 LR: 5.242e-02 Score 95.962 Data time: 0.1599, Forward time: 2.2649, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.1567 [2020-11-13 05:59:35,989][root][INFO] - ===> Epoch[394](10244/26): Loss -0.7128, Sem 0.1034, dir -0.9624, norm 0.1461, swav 0.0000 LR: 5.241e-02 Score 96.366 Data time: 0.2015, Forward time: 2.2649, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.4977 [2020-11-13 05:59:41,208][root][INFO] - ===> Epoch[395](10245/26): Loss -0.7091, Sem 0.0960, dir -0.9682, norm 0.1631, swav 0.0000 LR: 5.241e-02 Score 96.759 Data time: 0.1925, Forward time: 2.2649, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.1031 [2020-11-13 05:59:48,137][root][INFO] - ===> Epoch[395](10246/26): Loss -0.6802, Sem 0.1261, dir -0.9676, norm 0.1613, swav 0.0000 LR: 5.240e-02 Score 95.793 Data time: 0.1995, Forward time: 2.2649, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 6.8326 [2020-11-13 05:59:53,294][root][INFO] - ===> Epoch[395](10247/26): Loss -0.7114, Sem 0.0987, dir -0.9639, norm 0.1538, swav 0.0000 LR: 5.240e-02 Score 96.649 Data time: 0.2332, Forward time: 2.2649, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.0518 [2020-11-13 05:59:57,876][root][INFO] - ===> Epoch[395](10248/26): Loss -0.7266, Sem 0.1047, dir -0.9700, norm 0.1388, swav 0.0000 LR: 5.239e-02 Score 96.284 Data time: 0.2256, Forward time: 2.2649, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 4.4569 [2020-11-13 06:00:02,679][root][INFO] - ===> Epoch[395](10249/26): Loss -0.6960, Sem 0.1084, dir -0.9624, norm 0.1580, swav 0.0000 LR: 5.239e-02 Score 96.237 Data time: 0.2317, Forward time: 2.2649, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 4.6986 [2020-11-13 06:00:08,499][root][INFO] - ===> Epoch[395](10250/26): Loss -0.6963, Sem 0.0986, dir -0.9663, norm 0.1715, swav 0.0000 LR: 5.238e-02 Score 96.675 Data time: 0.2609, Forward time: 2.2650, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.7137 [2020-11-13 06:00:12,949][root][INFO] - ===> Epoch[395](10251/26): Loss -0.7160, Sem 0.1032, dir -0.9690, norm 0.1498, swav 0.0000 LR: 5.238e-02 Score 96.497 Data time: 0.1949, Forward time: 2.2649, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.3245 [2020-11-13 06:00:19,556][root][INFO] - ===> Epoch[395](10252/26): Loss -0.6952, Sem 0.0978, dir -0.9646, norm 0.1716, swav 0.0000 LR: 5.237e-02 Score 96.653 Data time: 0.2390, Forward time: 2.2650, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.5151 [2020-11-13 06:00:24,930][root][INFO] - ===> Epoch[395](10253/26): Loss -0.7042, Sem 0.0926, dir -0.9617, norm 0.1649, swav 0.0000 LR: 5.237e-02 Score 96.739 Data time: 0.2144, Forward time: 2.2650, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.1060 [2020-11-13 06:00:30,153][root][INFO] - ===> Epoch[395](10254/26): Loss -0.6625, Sem 0.1053, dir -0.9560, norm 0.1882, swav 0.0000 LR: 5.236e-02 Score 96.454 Data time: 0.2240, Forward time: 2.2650, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.7835 [2020-11-13 06:00:35,819][root][INFO] - ===> Epoch[395](10255/26): Loss -0.6962, Sem 0.1048, dir -0.9660, norm 0.1650, swav 0.0000 LR: 5.236e-02 Score 96.539 Data time: 0.2719, Forward time: 2.2651, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.5437 [2020-11-13 06:00:40,646][root][INFO] - ===> Epoch[395](10256/26): Loss -0.7090, Sem 0.0964, dir -0.9671, norm 0.1618, swav 0.0000 LR: 5.235e-02 Score 96.623 Data time: 0.1953, Forward time: 2.2650, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 4.6975 [2020-11-13 06:00:46,068][root][INFO] - ===> Epoch[395](10257/26): Loss -0.6921, Sem 0.1054, dir -0.9660, norm 0.1684, swav 0.0000 LR: 5.235e-02 Score 96.421 Data time: 0.2288, Forward time: 2.2651, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.1099 [2020-11-13 06:00:51,717][root][INFO] - ===> Epoch[395](10258/26): Loss -0.6936, Sem 0.1040, dir -0.9607, norm 0.1631, swav 0.0000 LR: 5.235e-02 Score 96.408 Data time: 0.2464, Forward time: 2.2651, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.5338 [2020-11-13 06:00:56,980][root][INFO] - ===> Epoch[395](10259/26): Loss -0.7049, Sem 0.0986, dir -0.9654, norm 0.1619, swav 0.0000 LR: 5.234e-02 Score 96.659 Data time: 0.2239, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.1386 [2020-11-13 06:01:02,551][root][INFO] - ===> Epoch[395](10260/26): Loss -0.6811, Sem 0.1184, dir -0.9667, norm 0.1671, swav 0.0000 LR: 5.234e-02 Score 96.014 Data time: 0.1624, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.4593 [2020-11-13 06:01:07,592][root][INFO] - ===> Epoch[395](10261/26): Loss -0.7192, Sem 0.0961, dir -0.9681, norm 0.1528, swav 0.0000 LR: 5.233e-02 Score 96.673 Data time: 0.2129, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.9658 [2020-11-13 06:01:13,490][root][INFO] - ===> Epoch[395](10262/26): Loss -0.7278, Sem 0.0913, dir -0.9685, norm 0.1494, swav 0.0000 LR: 5.233e-02 Score 96.913 Data time: 0.1754, Forward time: 2.2650, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.7671 [2020-11-13 06:01:20,788][root][INFO] - ===> Epoch[395](10263/26): Loss -0.7034, Sem 0.0901, dir -0.9628, norm 0.1693, swav 0.0000 LR: 5.232e-02 Score 96.863 Data time: 0.2052, Forward time: 2.2650, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 7.2253 [2020-11-13 06:01:25,878][root][INFO] - ===> Epoch[395](10264/26): Loss -0.7202, Sem 0.1022, dir -0.9677, norm 0.1453, swav 0.0000 LR: 5.232e-02 Score 96.499 Data time: 0.1971, Forward time: 2.2650, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 4.9587 [2020-11-13 06:01:31,204][root][INFO] - ===> Epoch[395](10265/26): Loss -0.7217, Sem 0.0933, dir -0.9710, norm 0.1560, swav 0.0000 LR: 5.231e-02 Score 96.716 Data time: 0.1965, Forward time: 2.2650, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.2375 [2020-11-13 06:01:37,477][root][INFO] - ===> Epoch[395](10266/26): Loss -0.7213, Sem 0.1017, dir -0.9703, norm 0.1473, swav 0.0000 LR: 5.231e-02 Score 96.280 Data time: 0.2224, Forward time: 2.2650, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.1653 [2020-11-13 06:01:43,446][root][INFO] - ===> Epoch[395](10267/26): Loss -0.6900, Sem 0.1067, dir -0.9601, norm 0.1634, swav 0.0000 LR: 5.230e-02 Score 96.283 Data time: 0.2033, Forward time: 2.2650, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.8564 [2020-11-13 06:01:50,241][root][INFO] - ===> Epoch[395](10268/26): Loss -0.7323, Sem 0.0864, dir -0.9689, norm 0.1503, swav 0.0000 LR: 5.230e-02 Score 97.045 Data time: 0.3363, Forward time: 2.2651, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.6775 [2020-11-13 06:01:55,304][root][INFO] - ===> Epoch[395](10269/26): Loss -0.7206, Sem 0.1024, dir -0.9686, norm 0.1455, swav 0.0000 LR: 5.229e-02 Score 96.691 Data time: 0.2397, Forward time: 2.2652, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.9341 [2020-11-13 06:02:01,950][root][INFO] - ===> Epoch[395](10270/26): Loss -0.6985, Sem 0.1090, dir -0.9647, norm 0.1572, swav 0.0000 LR: 5.229e-02 Score 96.210 Data time: 0.2402, Forward time: 2.2652, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.5208 [2020-11-13 06:02:06,853][root][INFO] - ===> Epoch[396](10271/26): Loss -0.7308, Sem 0.0923, dir -0.9706, norm 0.1475, swav 0.0000 LR: 5.228e-02 Score 96.826 Data time: 0.1991, Forward time: 2.2652, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.7786 [2020-11-13 06:02:14,314][root][INFO] - ===> Epoch[396](10272/26): Loss -0.6913, Sem 0.1080, dir -0.9601, norm 0.1608, swav 0.0000 LR: 5.228e-02 Score 96.237 Data time: 0.1782, Forward time: 2.2651, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 7.3540 [2020-11-13 06:02:19,278][root][INFO] - ===> Epoch[396](10273/26): Loss -0.7047, Sem 0.1011, dir -0.9644, norm 0.1586, swav 0.0000 LR: 5.227e-02 Score 96.535 Data time: 0.1869, Forward time: 2.2651, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 4.8497 [2020-11-13 06:02:25,317][root][INFO] - ===> Epoch[396](10274/26): Loss -0.7285, Sem 0.0952, dir -0.9692, norm 0.1455, swav 0.0000 LR: 5.227e-02 Score 96.657 Data time: 0.2882, Forward time: 2.2652, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.9617 [2020-11-13 06:02:29,852][root][INFO] - ===> Epoch[396](10275/26): Loss -0.6843, Sem 0.1090, dir -0.9638, norm 0.1706, swav 0.0000 LR: 5.226e-02 Score 96.190 Data time: 0.1963, Forward time: 2.2652, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.4044 [2020-11-13 06:02:33,876][root][INFO] - ===> Epoch[396](10276/26): Loss -0.7366, Sem 0.1011, dir -0.9710, norm 0.1333, swav 0.0000 LR: 5.226e-02 Score 96.535 Data time: 0.1403, Forward time: 2.2651, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 3.9273 [2020-11-13 06:02:40,208][root][INFO] - ===> Epoch[396](10277/26): Loss -0.7158, Sem 0.0830, dir -0.9649, norm 0.1661, swav 0.0000 LR: 5.225e-02 Score 97.201 Data time: 0.1814, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 6.2652 [2020-11-13 06:02:45,243][root][INFO] - ===> Epoch[396](10278/26): Loss -0.7193, Sem 0.0943, dir -0.9690, norm 0.1554, swav 0.0000 LR: 5.225e-02 Score 96.783 Data time: 0.1984, Forward time: 2.2650, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 4.9337 [2020-11-13 06:02:50,334][root][INFO] - ===> Epoch[396](10279/26): Loss -0.7181, Sem 0.1076, dir -0.9694, norm 0.1436, swav 0.0000 LR: 5.224e-02 Score 96.188 Data time: 0.4620, Forward time: 2.2651, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 4.9926 [2020-11-13 06:02:58,271][root][INFO] - ===> Epoch[396](10280/26): Loss -0.7194, Sem 0.0950, dir -0.9647, norm 0.1503, swav 0.0000 LR: 5.224e-02 Score 96.726 Data time: 0.3910, Forward time: 2.2652, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 7.8358 [2020-11-13 06:03:03,407][root][INFO] - ===> Epoch[396](10281/26): Loss -0.7160, Sem 0.0938, dir -0.9649, norm 0.1551, swav 0.0000 LR: 5.223e-02 Score 96.745 Data time: 0.1721, Forward time: 2.2652, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 4.9871 [2020-11-13 06:03:08,758][root][INFO] - ===> Epoch[396](10282/26): Loss -0.7165, Sem 0.0987, dir -0.9669, norm 0.1516, swav 0.0000 LR: 5.223e-02 Score 96.644 Data time: 0.2450, Forward time: 2.2652, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.2358 [2020-11-13 06:03:14,491][root][INFO] - ===> Epoch[396](10283/26): Loss -0.7102, Sem 0.1023, dir -0.9700, norm 0.1574, swav 0.0000 LR: 5.222e-02 Score 96.662 Data time: 0.2365, Forward time: 2.2652, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.6142 [2020-11-13 06:03:19,844][root][INFO] - ===> Epoch[396](10284/26): Loss -0.7047, Sem 0.1016, dir -0.9650, norm 0.1586, swav 0.0000 LR: 5.222e-02 Score 96.471 Data time: 0.1438, Forward time: 2.2652, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.2522 [2020-11-13 06:03:24,380][root][INFO] - ===> Epoch[396](10285/26): Loss -0.7060, Sem 0.1008, dir -0.9645, norm 0.1578, swav 0.0000 LR: 5.221e-02 Score 96.592 Data time: 0.1795, Forward time: 2.2651, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 4.4781 [2020-11-13 06:03:30,656][root][INFO] - ===> Epoch[396](10286/26): Loss -0.7123, Sem 0.0898, dir -0.9707, norm 0.1685, swav 0.0000 LR: 5.221e-02 Score 96.971 Data time: 0.1726, Forward time: 2.2651, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 6.1904 [2020-11-13 06:03:37,466][root][INFO] - ===> Epoch[396](10287/26): Loss -0.6993, Sem 0.1089, dir -0.9624, norm 0.1542, swav 0.0000 LR: 5.220e-02 Score 96.230 Data time: 0.1778, Forward time: 2.2650, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 6.7210 [2020-11-13 06:03:44,223][root][INFO] - ===> Epoch[396](10288/26): Loss -0.7122, Sem 0.1001, dir -0.9688, norm 0.1565, swav 0.0000 LR: 5.220e-02 Score 96.445 Data time: 0.2240, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 6.6577 [2020-11-13 06:03:50,315][root][INFO] - ===> Epoch[396](10289/26): Loss -0.7330, Sem 0.0989, dir -0.9709, norm 0.1390, swav 0.0000 LR: 5.220e-02 Score 96.651 Data time: 0.1916, Forward time: 2.2650, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.9796 [2020-11-13 06:03:56,155][root][INFO] - ===> Epoch[396](10290/26): Loss -0.6949, Sem 0.1026, dir -0.9625, norm 0.1650, swav 0.0000 LR: 5.219e-02 Score 96.530 Data time: 0.2505, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.7487 [2020-11-13 06:04:01,574][root][INFO] - ===> Epoch[396](10291/26): Loss -0.7079, Sem 0.1014, dir -0.9661, norm 0.1568, swav 0.0000 LR: 5.219e-02 Score 96.575 Data time: 0.2349, Forward time: 2.2651, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.3078 [2020-11-13 06:04:07,448][root][INFO] - ===> Epoch[396](10292/26): Loss -0.7252, Sem 0.0884, dir -0.9647, norm 0.1512, swav 0.0000 LR: 5.218e-02 Score 97.032 Data time: 0.2418, Forward time: 2.2651, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.7324 [2020-11-13 06:04:13,023][root][INFO] - ===> Epoch[396](10293/26): Loss -0.7195, Sem 0.0931, dir -0.9674, norm 0.1547, swav 0.0000 LR: 5.218e-02 Score 96.680 Data time: 0.2319, Forward time: 2.2652, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.4307 [2020-11-13 06:04:19,799][root][INFO] - ===> Epoch[396](10294/26): Loss -0.6946, Sem 0.1045, dir -0.9699, norm 0.1707, swav 0.0000 LR: 5.217e-02 Score 96.442 Data time: 0.2395, Forward time: 2.2652, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 6.6642 [2020-11-13 06:04:25,606][root][INFO] - ===> Epoch[396](10295/26): Loss -0.7159, Sem 0.0887, dir -0.9624, norm 0.1578, swav 0.0000 LR: 5.217e-02 Score 96.857 Data time: 0.1721, Forward time: 2.2652, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.6663 [2020-11-13 06:04:30,169][root][INFO] - ===> Epoch[396](10296/26): Loss -0.7066, Sem 0.1092, dir -0.9669, norm 0.1511, swav 0.0000 LR: 5.216e-02 Score 96.045 Data time: 0.1170, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.4619 [2020-11-13 06:04:36,355][root][INFO] - ===> Epoch[397](10297/26): Loss -0.7121, Sem 0.1032, dir -0.9665, norm 0.1512, swav 0.0000 LR: 5.216e-02 Score 96.570 Data time: 0.2244, Forward time: 2.2651, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 6.0884 [2020-11-13 06:04:41,478][root][INFO] - ===> Epoch[397](10298/26): Loss -0.7414, Sem 0.0947, dir -0.9689, norm 0.1329, swav 0.0000 LR: 5.215e-02 Score 96.907 Data time: 0.2310, Forward time: 2.2651, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.0027 [2020-11-13 06:04:45,896][root][INFO] - ===> Epoch[397](10299/26): Loss -0.7355, Sem 0.0906, dir -0.9704, norm 0.1443, swav 0.0000 LR: 5.215e-02 Score 96.672 Data time: 0.1924, Forward time: 2.2651, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 4.2628 [2020-11-13 06:04:50,652][root][INFO] - ===> Epoch[397](10300/26): Loss -0.7032, Sem 0.0994, dir -0.9654, norm 0.1627, swav 0.0000 LR: 5.214e-02 Score 96.518 Data time: 0.1499, Forward time: 2.2650, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 4.6489 [2020-11-13 06:04:57,394][root][INFO] - ===> Epoch[397](10301/26): Loss -0.6930, Sem 0.1236, dir -0.9672, norm 0.1506, swav 0.0000 LR: 5.214e-02 Score 95.797 Data time: 0.2182, Forward time: 2.2650, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 6.6614 [2020-11-13 06:05:02,642][root][INFO] - ===> Epoch[397](10302/26): Loss -0.7267, Sem 0.0948, dir -0.9656, norm 0.1441, swav 0.0000 LR: 5.213e-02 Score 96.638 Data time: 0.2134, Forward time: 2.2651, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.1042 [2020-11-13 06:05:07,969][root][INFO] - ===> Epoch[397](10303/26): Loss -0.7311, Sem 0.1033, dir -0.9696, norm 0.1352, swav 0.0000 LR: 5.213e-02 Score 96.382 Data time: 0.1724, Forward time: 2.2650, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.2022 [2020-11-13 06:05:12,830][root][INFO] - ===> Epoch[397](10304/26): Loss -0.7604, Sem 0.0839, dir -0.9731, norm 0.1288, swav 0.0000 LR: 5.212e-02 Score 97.102 Data time: 0.2075, Forward time: 2.2650, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 4.7618 [2020-11-13 06:05:18,062][root][INFO] - ===> Epoch[397](10305/26): Loss -0.7190, Sem 0.1042, dir -0.9695, norm 0.1463, swav 0.0000 LR: 5.212e-02 Score 96.413 Data time: 0.2444, Forward time: 2.2650, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 5.1072 [2020-11-13 06:05:24,584][root][INFO] - ===> Epoch[397](10306/26): Loss -0.7219, Sem 0.1021, dir -0.9729, norm 0.1489, swav 0.0000 LR: 5.211e-02 Score 96.794 Data time: 0.1864, Forward time: 2.2650, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 6.4019 [2020-11-13 06:05:31,030][root][INFO] - ===> Epoch[397](10307/26): Loss -0.7090, Sem 0.0908, dir -0.9667, norm 0.1669, swav 0.0000 LR: 5.211e-02 Score 96.861 Data time: 0.3133, Forward time: 2.2651, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 6.3429 [2020-11-13 06:05:37,919][root][INFO] - ===> Epoch[397](10308/26): Loss -0.7102, Sem 0.1024, dir -0.9639, norm 0.1514, swav 0.0000 LR: 5.210e-02 Score 96.656 Data time: 0.2667, Forward time: 2.2651, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 6.7369 [2020-11-13 06:05:44,486][root][INFO] - ===> Epoch[397](10309/26): Loss -0.7181, Sem 0.0853, dir -0.9719, norm 0.1685, swav 0.0000 LR: 5.210e-02 Score 97.094 Data time: 0.1656, Forward time: 2.2651, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 6.4561 [2020-11-13 06:05:50,392][root][INFO] - ===> Epoch[397](10310/26): Loss -0.7090, Sem 0.0962, dir -0.9671, norm 0.1619, swav 0.0000 LR: 5.209e-02 Score 96.757 Data time: 0.1865, Forward time: 2.2650, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.8203 [2020-11-13 06:05:55,487][root][INFO] - ===> Epoch[397](10311/26): Loss -0.7087, Sem 0.0986, dir -0.9704, norm 0.1631, swav 0.0000 LR: 5.209e-02 Score 96.738 Data time: 0.2046, Forward time: 2.2650, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 4.9923 [2020-11-13 06:06:02,181][root][INFO] - ===> Epoch[397](10312/26): Loss -0.7180, Sem 0.1074, dir -0.9693, norm 0.1439, swav 0.0000 LR: 5.208e-02 Score 96.170 Data time: 0.2770, Forward time: 2.2651, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 6.5686 [2020-11-13 06:06:07,346][root][INFO] - ===> Epoch[397](10313/26): Loss -0.7432, Sem 0.0837, dir -0.9676, norm 0.1407, swav 0.0000 LR: 5.208e-02 Score 97.019 Data time: 0.2395, Forward time: 2.2651, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.0241 [2020-11-13 06:06:12,720][root][INFO] - ===> Epoch[397](10314/26): Loss -0.7109, Sem 0.1018, dir -0.9675, norm 0.1548, swav 0.0000 LR: 5.207e-02 Score 96.551 Data time: 0.2359, Forward time: 2.2652, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 5.2476 [2020-11-13 06:06:18,248][root][INFO] - ===> Epoch[397](10315/26): Loss -0.7283, Sem 0.0950, dir -0.9688, norm 0.1455, swav 0.0000 LR: 5.207e-02 Score 96.665 Data time: 0.2070, Forward time: 2.2652, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 5.3637 [2020-11-13 06:06:23,607][root][INFO] - ===> Epoch[397](10316/26): Loss -0.7014, Sem 0.1010, dir -0.9694, norm 0.1670, swav 0.0000 LR: 5.206e-02 Score 96.596 Data time: 0.2508, Forward time: 2.2652, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 5.2638 [2020-11-13 06:06:28,044][root][INFO] - ===> Epoch[397](10317/26): Loss -0.7265, Sem 0.0956, dir -0.9676, norm 0.1454, swav 0.0000 LR: 5.206e-02 Score 96.753 Data time: 0.1984, Forward time: 2.2652, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 4.3262 [2020-11-13 06:06:34,690][root][INFO] - ===> Epoch[397](10318/26): Loss -0.7484, Sem 0.0836, dir -0.9681, norm 0.1362, swav 0.0000 LR: 5.205e-02 Score 97.132 Data time: 0.2147, Forward time: 2.2652, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 6.5472 [2020-11-13 06:06:41,097][root][INFO] - ===> Epoch[397](10319/26): Loss -0.7098, Sem 0.0925, dir -0.9649, norm 0.1626, swav 0.0000 LR: 5.205e-02 Score 96.845 Data time: 0.1898, Forward time: 2.2652, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 6.2841 [2020-11-13 06:06:47,636][root][INFO] - ===> Epoch[397](10320/26): Loss -0.7390, Sem 0.0983, dir -0.9744, norm 0.1370, swav 0.0000 LR: 5.205e-02 Score 96.573 Data time: 0.2459, Forward time: 2.2652, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 6.4431 [2020-11-13 06:06:52,690][root][INFO] - ===> Epoch[397](10321/26): Loss -0.7061, Sem 0.1132, dir -0.9674, norm 0.1481, swav 0.0000 LR: 5.204e-02 Score 96.255 Data time: 0.2139, Forward time: 2.2652, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 4.9420 [2020-11-13 06:06:58,046][root][INFO] - ===> Epoch[397](10322/26): Loss -0.7087, Sem 0.0859, dir -0.9652, norm 0.1706, swav 0.0000 LR: 5.204e-02 Score 97.151 Data time: 0.2122, Forward time: 2.2652, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 5.2409 [2020-11-13 06:07:04,299][root][INFO] - ===> Epoch[398](10323/26): Loss -0.7242, Sem 0.0925, dir -0.9638, norm 0.1471, swav 0.0000 LR: 5.203e-02 Score 96.815 Data time: 0.2242, Forward time: 2.2653, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 6.1223 [2020-11-13 06:07:09,042][root][INFO] - ===> Epoch[398](10324/26): Loss -0.7110, Sem 0.0977, dir -0.9645, norm 0.1558, swav 0.0000 LR: 5.203e-02 Score 96.630 Data time: 0.1336, Forward time: 2.2652, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 4.6054 [2020-11-13 06:07:14,123][root][INFO] - ===> Epoch[398](10325/26): Loss -0.7141, Sem 0.0992, dir -0.9676, norm 0.1543, swav 0.0000 LR: 5.202e-02 Score 96.458 Data time: 0.1915, Forward time: 2.2652, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 4.9823 [2020-11-13 06:07:19,421][root][INFO] - ===> Epoch[398](10326/26): Loss -0.7295, Sem 0.0933, dir -0.9706, norm 0.1478, swav 0.0000 LR: 5.202e-02 Score 96.750 Data time: 0.2252, Forward time: 2.2652, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.2014 [2020-11-13 06:07:24,229][root][INFO] - ===> Epoch[398](10327/26): Loss -0.6834, Sem 0.1107, dir -0.9614, norm 0.1673, swav 0.0000 LR: 5.201e-02 Score 96.116 Data time: 0.1405, Forward time: 2.2651, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 4.6968 [2020-11-13 06:07:28,956][root][INFO] - ===> Epoch[398](10328/26): Loss -0.7493, Sem 0.0864, dir -0.9713, norm 0.1356, swav 0.0000 LR: 5.201e-02 Score 96.981 Data time: 0.1715, Forward time: 2.2651, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 4.6516 [2020-11-13 06:07:34,339][root][INFO] - ===> Epoch[398](10329/26): Loss -0.7364, Sem 0.0944, dir -0.9665, norm 0.1358, swav 0.0000 LR: 5.200e-02 Score 96.756 Data time: 0.1387, Forward time: 2.2650, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.2886 [2020-11-13 06:07:39,693][root][INFO] - ===> Epoch[398](10330/26): Loss -0.7101, Sem 0.1067, dir -0.9721, norm 0.1553, swav 0.0000 LR: 5.200e-02 Score 96.278 Data time: 0.1725, Forward time: 2.2649, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.2776 [2020-11-13 06:07:44,551][root][INFO] - ===> Epoch[398](10331/26): Loss -0.6928, Sem 0.1160, dir -0.9644, norm 0.1556, swav 0.0000 LR: 5.199e-02 Score 96.019 Data time: 0.1779, Forward time: 2.2649, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 4.7865 [2020-11-13 06:07:49,028][root][INFO] - ===> Epoch[398](10332/26): Loss -0.7506, Sem 0.0795, dir -0.9720, norm 0.1420, swav 0.0000 LR: 5.199e-02 Score 97.236 Data time: 0.2074, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 4.3841 [2020-11-13 06:07:54,952][root][INFO] - ===> Epoch[398](10333/26): Loss -0.7314, Sem 0.0967, dir -0.9713, norm 0.1432, swav 0.0000 LR: 5.198e-02 Score 96.602 Data time: 0.2472, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.8214 [2020-11-13 06:08:00,401][root][INFO] - ===> Epoch[398](10334/26): Loss -0.7134, Sem 0.1049, dir -0.9688, norm 0.1505, swav 0.0000 LR: 5.198e-02 Score 96.261 Data time: 0.1641, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.3229 [2020-11-13 06:08:06,322][root][INFO] - ===> Epoch[398](10335/26): Loss -0.7108, Sem 0.1051, dir -0.9721, norm 0.1562, swav 0.0000 LR: 5.197e-02 Score 96.478 Data time: 0.1799, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.8410 [2020-11-13 06:08:11,317][root][INFO] - ===> Epoch[398](10336/26): Loss -0.7186, Sem 0.0923, dir -0.9641, norm 0.1531, swav 0.0000 LR: 5.197e-02 Score 96.915 Data time: 0.2330, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 4.8934 [2020-11-13 06:08:16,545][root][INFO] - ===> Epoch[398](10337/26): Loss -0.7260, Sem 0.0973, dir -0.9672, norm 0.1440, swav 0.0000 LR: 5.196e-02 Score 96.645 Data time: 0.2310, Forward time: 2.2649, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 5.1123 [2020-11-13 06:08:23,592][root][INFO] - ===> Epoch[398](10338/26): Loss -0.7310, Sem 0.0999, dir -0.9719, norm 0.1410, swav 0.0000 LR: 5.196e-02 Score 96.639 Data time: 0.1933, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 6.9375 [2020-11-13 06:08:28,781][root][INFO] - ===> Epoch[398](10339/26): Loss -0.7104, Sem 0.0991, dir -0.9689, norm 0.1595, swav 0.0000 LR: 5.195e-02 Score 96.793 Data time: 0.2300, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.0893 [2020-11-13 06:08:34,401][root][INFO] - ===> Epoch[398](10340/26): Loss -0.7190, Sem 0.1015, dir -0.9694, norm 0.1489, swav 0.0000 LR: 5.195e-02 Score 96.521 Data time: 0.1657, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.4972 [2020-11-13 06:08:40,764][root][INFO] - ===> Epoch[398](10341/26): Loss -0.7417, Sem 0.0815, dir -0.9693, norm 0.1461, swav 0.0000 LR: 5.194e-02 Score 97.209 Data time: 0.2174, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 6.2447 [2020-11-13 06:08:46,175][root][INFO] - ===> Epoch[398](10342/26): Loss -0.7221, Sem 0.0954, dir -0.9676, norm 0.1500, swav 0.0000 LR: 5.194e-02 Score 96.758 Data time: 0.2553, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.2863 [2020-11-13 06:08:51,879][root][INFO] - ===> Epoch[398](10343/26): Loss -0.7375, Sem 0.0860, dir -0.9691, norm 0.1456, swav 0.0000 LR: 5.193e-02 Score 96.886 Data time: 0.2245, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.5666 [2020-11-13 06:08:59,298][root][INFO] - ===> Epoch[398](10344/26): Loss -0.7003, Sem 0.0991, dir -0.9663, norm 0.1669, swav 0.0000 LR: 5.193e-02 Score 96.593 Data time: 0.1818, Forward time: 2.2649, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 7.3097 [2020-11-13 06:09:05,251][root][INFO] - ===> Epoch[398](10345/26): Loss -0.7353, Sem 0.0900, dir -0.9703, norm 0.1450, swav 0.0000 LR: 5.192e-02 Score 96.871 Data time: 0.2470, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.8606 [2020-11-13 06:09:11,763][root][INFO] - ===> Epoch[398](10346/26): Loss -0.7302, Sem 0.1048, dir -0.9722, norm 0.1372, swav 0.0000 LR: 5.192e-02 Score 96.460 Data time: 0.1678, Forward time: 2.2649, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 6.3957 [2020-11-13 06:09:16,872][root][INFO] - ===> Epoch[398](10347/26): Loss -0.7398, Sem 0.0856, dir -0.9716, norm 0.1462, swav 0.0000 LR: 5.191e-02 Score 96.954 Data time: 0.2078, Forward time: 2.2648, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.0246 [2020-11-13 06:09:22,007][root][INFO] - ===> Epoch[398](10348/26): Loss -0.7178, Sem 0.0946, dir -0.9670, norm 0.1547, swav 0.0000 LR: 5.191e-02 Score 96.767 Data time: 0.2424, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.0393 [2020-11-13 06:09:27,938][root][INFO] - ===> Epoch[399](10349/26): Loss -0.7274, Sem 0.0975, dir -0.9699, norm 0.1450, swav 0.0000 LR: 5.190e-02 Score 96.579 Data time: 0.2419, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.8100 [2020-11-13 06:09:33,131][root][INFO] - ===> Epoch[399](10350/26): Loss -0.7307, Sem 0.0927, dir -0.9702, norm 0.1468, swav 0.0000 LR: 5.190e-02 Score 96.775 Data time: 0.2499, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.0729 [2020-11-13 06:09:38,514][root][INFO] - ===> Epoch[399](10351/26): Loss -0.7241, Sem 0.0926, dir -0.9687, norm 0.1520, swav 0.0000 LR: 5.190e-02 Score 96.692 Data time: 0.1706, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.2721 [2020-11-13 06:09:44,005][root][INFO] - ===> Epoch[399](10352/26): Loss -0.7167, Sem 0.0977, dir -0.9649, norm 0.1504, swav 0.0000 LR: 5.189e-02 Score 96.661 Data time: 0.2237, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.4156 [2020-11-13 06:09:50,136][root][INFO] - ===> Epoch[399](10353/26): Loss -0.7004, Sem 0.1032, dir -0.9612, norm 0.1577, swav 0.0000 LR: 5.189e-02 Score 96.489 Data time: 0.2314, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 6.0086 [2020-11-13 06:09:56,369][root][INFO] - ===> Epoch[399](10354/26): Loss -0.7231, Sem 0.0972, dir -0.9695, norm 0.1492, swav 0.0000 LR: 5.188e-02 Score 96.656 Data time: 0.2310, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 6.1125 [2020-11-13 06:10:04,171][root][INFO] - ===> Epoch[399](10355/26): Loss -0.7219, Sem 0.0922, dir -0.9676, norm 0.1535, swav 0.0000 LR: 5.188e-02 Score 96.873 Data time: 0.2169, Forward time: 2.2649, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 7.6984 [2020-11-13 06:10:10,094][root][INFO] - ===> Epoch[399](10356/26): Loss -0.7127, Sem 0.1113, dir -0.9686, norm 0.1445, swav 0.0000 LR: 5.187e-02 Score 96.120 Data time: 0.2064, Forward time: 2.2649, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.8441 [2020-11-13 06:10:15,263][root][INFO] - ===> Epoch[399](10357/26): Loss -0.7192, Sem 0.0988, dir -0.9655, norm 0.1476, swav 0.0000 LR: 5.187e-02 Score 96.331 Data time: 0.2059, Forward time: 2.2649, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.0608 [2020-11-13 06:10:21,034][root][INFO] - ===> Epoch[399](10358/26): Loss -0.7300, Sem 0.0951, dir -0.9713, norm 0.1462, swav 0.0000 LR: 5.186e-02 Score 96.719 Data time: 0.2577, Forward time: 2.2650, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.6816 [2020-11-13 06:10:26,698][root][INFO] - ===> Epoch[399](10359/26): Loss -0.7158, Sem 0.0928, dir -0.9655, norm 0.1569, swav 0.0000 LR: 5.186e-02 Score 96.759 Data time: 0.1761, Forward time: 2.2650, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.5354 [2020-11-13 06:10:32,575][root][INFO] - ===> Epoch[399](10360/26): Loss -0.7363, Sem 0.0914, dir -0.9682, norm 0.1405, swav 0.0000 LR: 5.185e-02 Score 96.836 Data time: 0.2094, Forward time: 2.2650, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.7896 [2020-11-13 06:10:37,639][root][INFO] - ===> Epoch[399](10361/26): Loss -0.7324, Sem 0.0970, dir -0.9710, norm 0.1416, swav 0.0000 LR: 5.185e-02 Score 96.655 Data time: 0.2242, Forward time: 2.2650, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 4.9547 [2020-11-13 06:10:43,059][root][INFO] - ===> Epoch[399](10362/26): Loss -0.6803, Sem 0.1130, dir -0.9690, norm 0.1758, swav 0.0000 LR: 5.184e-02 Score 96.033 Data time: 0.2093, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.3064 [2020-11-13 06:10:49,166][root][INFO] - ===> Epoch[399](10363/26): Loss -0.6824, Sem 0.1154, dir -0.9601, norm 0.1622, swav 0.0000 LR: 5.184e-02 Score 95.995 Data time: 0.2055, Forward time: 2.2650, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.9950 [2020-11-13 06:10:54,687][root][INFO] - ===> Epoch[399](10364/26): Loss -0.7278, Sem 0.0910, dir -0.9699, norm 0.1511, swav 0.0000 LR: 5.183e-02 Score 96.768 Data time: 0.2690, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.4212 [2020-11-13 06:11:00,414][root][INFO] - ===> Epoch[399](10365/26): Loss -0.7354, Sem 0.0881, dir -0.9694, norm 0.1459, swav 0.0000 LR: 5.183e-02 Score 96.995 Data time: 0.2082, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.6075 [2020-11-13 06:11:05,802][root][INFO] - ===> Epoch[399](10366/26): Loss -0.7361, Sem 0.1000, dir -0.9684, norm 0.1322, swav 0.0000 LR: 5.182e-02 Score 96.738 Data time: 0.1715, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.2709 [2020-11-13 06:11:10,611][root][INFO] - ===> Epoch[399](10367/26): Loss -0.7381, Sem 0.0945, dir -0.9700, norm 0.1373, swav 0.0000 LR: 5.182e-02 Score 96.731 Data time: 0.1549, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 4.7461 [2020-11-13 06:11:17,539][root][INFO] - ===> Epoch[399](10368/26): Loss -0.7305, Sem 0.0981, dir -0.9724, norm 0.1438, swav 0.0000 LR: 5.181e-02 Score 96.641 Data time: 0.1368, Forward time: 2.2648, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 6.8619 [2020-11-13 06:11:24,262][root][INFO] - ===> Epoch[399](10369/26): Loss -0.7314, Sem 0.0895, dir -0.9706, norm 0.1498, swav 0.0000 LR: 5.181e-02 Score 97.031 Data time: 0.1597, Forward time: 2.2648, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 6.6456 [2020-11-13 06:11:29,876][root][INFO] - ===> Epoch[399](10370/26): Loss -0.7047, Sem 0.0996, dir -0.9647, norm 0.1603, swav 0.0000 LR: 5.180e-02 Score 96.640 Data time: 0.2321, Forward time: 2.2648, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.5284 [2020-11-13 06:11:35,588][root][INFO] - ===> Epoch[399](10371/26): Loss -0.7369, Sem 0.0890, dir -0.9699, norm 0.1440, swav 0.0000 LR: 5.180e-02 Score 96.971 Data time: 0.2288, Forward time: 2.2648, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.5896 [2020-11-13 06:11:41,151][root][INFO] - ===> Epoch[399](10372/26): Loss -0.7128, Sem 0.0923, dir -0.9620, norm 0.1569, swav 0.0000 LR: 5.179e-02 Score 96.768 Data time: 0.2253, Forward time: 2.2648, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.4459 [2020-11-13 06:11:46,180][root][INFO] - ===> Epoch[399](10373/26): Loss -0.7290, Sem 0.0917, dir -0.9692, norm 0.1486, swav 0.0000 LR: 5.179e-02 Score 96.931 Data time: 0.2254, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 4.9116 [2020-11-13 06:11:52,304][root][INFO] - ===> Epoch[399](10374/26): Loss -0.7605, Sem 0.0804, dir -0.9734, norm 0.1325, swav 0.0000 LR: 5.178e-02 Score 97.282 Data time: 0.2205, Forward time: 2.2649, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.9999 [2020-11-13 06:11:57,904][root][INFO] - ===> Epoch[400](10375/26): Loss -0.7253, Sem 0.0882, dir -0.9661, norm 0.1527, swav 0.0000 LR: 5.178e-02 Score 97.011 Data time: 0.2103, Forward time: 2.2648, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 4.5481 [2020-11-13 06:12:03,771][root][INFO] - ===> Epoch[400](10376/26): Loss -0.7371, Sem 0.0883, dir -0.9679, norm 0.1425, swav 0.0000 LR: 5.177e-02 Score 96.872 Data time: 0.2347, Forward time: 2.2649, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.7138 [2020-11-13 06:12:10,438][root][INFO] - ===> Epoch[400](10377/26): Loss -0.6939, Sem 0.1122, dir -0.9660, norm 0.1599, swav 0.0000 LR: 5.177e-02 Score 95.999 Data time: 0.2975, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 6.5452 [2020-11-13 06:12:16,528][root][INFO] - ===> Epoch[400](10378/26): Loss -0.7253, Sem 0.0910, dir -0.9641, norm 0.1477, swav 0.0000 LR: 5.176e-02 Score 96.868 Data time: 0.2637, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.9663 [2020-11-13 06:12:22,182][root][INFO] - ===> Epoch[400](10379/26): Loss -0.7360, Sem 0.0891, dir -0.9704, norm 0.1453, swav 0.0000 LR: 5.176e-02 Score 96.930 Data time: 0.2841, Forward time: 2.2651, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 5.5461 [2020-11-13 06:12:28,058][root][INFO] - ===> Epoch[400](10380/26): Loss -0.7161, Sem 0.0962, dir -0.9678, norm 0.1555, swav 0.0000 LR: 5.175e-02 Score 96.722 Data time: 0.2624, Forward time: 2.2651, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 5.7588 [2020-11-13 06:12:33,277][root][INFO] - ===> Epoch[400](10381/26): Loss -0.7194, Sem 0.0973, dir -0.9690, norm 0.1524, swav 0.0000 LR: 5.175e-02 Score 96.587 Data time: 0.1909, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.1022 [2020-11-13 06:12:38,791][root][INFO] - ===> Epoch[400](10382/26): Loss -0.7295, Sem 0.0958, dir -0.9717, norm 0.1464, swav 0.0000 LR: 5.175e-02 Score 96.670 Data time: 0.2009, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.4139 [2020-11-13 06:12:46,828][root][INFO] - ===> Epoch[400](10383/26): Loss -0.6819, Sem 0.1260, dir -0.9635, norm 0.1555, swav 0.0000 LR: 5.174e-02 Score 95.694 Data time: 0.2187, Forward time: 2.2651, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 7.9268 [2020-11-13 06:12:51,869][root][INFO] - ===> Epoch[400](10384/26): Loss -0.7396, Sem 0.0881, dir -0.9712, norm 0.1435, swav 0.0000 LR: 5.174e-02 Score 96.983 Data time: 0.2372, Forward time: 2.2651, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 4.9255 [2020-11-13 06:12:57,183][root][INFO] - ===> Epoch[400](10385/26): Loss -0.7370, Sem 0.0968, dir -0.9711, norm 0.1373, swav 0.0000 LR: 5.173e-02 Score 96.733 Data time: 0.1694, Forward time: 2.2651, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 5.0396 [2020-11-13 06:13:02,769][root][INFO] - ===> Epoch[400](10386/26): Loss -0.7361, Sem 0.0949, dir -0.9713, norm 0.1403, swav 0.0000 LR: 5.173e-02 Score 96.551 Data time: 0.1731, Forward time: 2.2650, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.4999 [2020-11-13 06:13:08,133][root][INFO] - ===> Epoch[400](10387/26): Loss -0.7203, Sem 0.1015, dir -0.9686, norm 0.1468, swav 0.0000 LR: 5.172e-02 Score 96.528 Data time: 0.2496, Forward time: 2.2650, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 5.2982 [2020-11-13 06:13:13,489][root][INFO] - ===> Epoch[400](10388/26): Loss -0.7452, Sem 0.0913, dir -0.9714, norm 0.1349, swav 0.0000 LR: 5.172e-02 Score 96.929 Data time: 0.2555, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.2387 [2020-11-13 06:13:18,565][root][INFO] - ===> Epoch[400](10389/26): Loss -0.6954, Sem 0.1080, dir -0.9644, norm 0.1610, swav 0.0000 LR: 5.171e-02 Score 96.275 Data time: 0.2313, Forward time: 2.2651, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 4.9407 [2020-11-13 06:13:24,900][root][INFO] - ===> Epoch[400](10390/26): Loss -0.7001, Sem 0.1063, dir -0.9667, norm 0.1603, swav 0.0000 LR: 5.171e-02 Score 96.241 Data time: 0.1907, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 6.2021 [2020-11-13 06:13:30,665][root][INFO] - ===> Epoch[400](10391/26): Loss -0.7280, Sem 0.0939, dir -0.9707, norm 0.1488, swav 0.0000 LR: 5.170e-02 Score 96.742 Data time: 0.2042, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.6672 [2020-11-13 06:13:37,308][root][INFO] - ===> Epoch[400](10392/26): Loss -0.7031, Sem 0.1018, dir -0.9629, norm 0.1580, swav 0.0000 LR: 5.170e-02 Score 96.463 Data time: 0.2234, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 6.5041 [2020-11-13 06:13:42,778][root][INFO] - ===> Epoch[400](10393/26): Loss -0.7242, Sem 0.1012, dir -0.9669, norm 0.1415, swav 0.0000 LR: 5.169e-02 Score 96.649 Data time: 0.1941, Forward time: 2.2651, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.3619 [2020-11-13 06:13:48,993][root][INFO] - ===> Epoch[400](10394/26): Loss -0.7104, Sem 0.1029, dir -0.9660, norm 0.1526, swav 0.0000 LR: 5.169e-02 Score 96.564 Data time: 0.1612, Forward time: 2.2651, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 6.1069 [2020-11-13 06:13:53,913][root][INFO] - ===> Epoch[400](10395/26): Loss -0.7144, Sem 0.1012, dir -0.9668, norm 0.1512, swav 0.0000 LR: 5.168e-02 Score 96.655 Data time: 0.1602, Forward time: 2.2650, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 4.8436 [2020-11-13 06:13:59,134][root][INFO] - ===> Epoch[400](10396/26): Loss -0.6847, Sem 0.1031, dir -0.9618, norm 0.1740, swav 0.0000 LR: 5.168e-02 Score 96.560 Data time: 0.2231, Forward time: 2.2650, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.1315 [2020-11-13 06:14:04,440][root][INFO] - ===> Epoch[400](10397/26): Loss -0.7637, Sem 0.0754, dir -0.9727, norm 0.1336, swav 0.0000 LR: 5.167e-02 Score 97.411 Data time: 0.2782, Forward time: 2.2650, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.1923 [2020-11-13 06:14:09,816][root][INFO] - ===> Epoch[400](10398/26): Loss -0.7199, Sem 0.0986, dir -0.9686, norm 0.1500, swav 0.0000 LR: 5.167e-02 Score 96.597 Data time: 0.1786, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.2622 [2020-11-13 06:14:14,942][root][INFO] - ===> Epoch[400](10399/26): Loss -0.7107, Sem 0.0898, dir -0.9649, norm 0.1645, swav 0.0000 LR: 5.166e-02 Score 96.896 Data time: 0.1356, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.0284 [2020-11-13 06:14:20,489][root][INFO] - ===> Epoch[400](10400/26): Loss -0.7119, Sem 0.0858, dir -0.9627, norm 0.1650, swav 0.0000 LR: 5.166e-02 Score 97.008 Data time: 0.2136, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.4661 [2020-11-13 06:14:26,885][root][INFO] - ===> Epoch[401](10401/26): Loss -0.7440, Sem 0.0868, dir -0.9712, norm 0.1403, swav 0.0000 LR: 5.165e-02 Score 97.000 Data time: 0.2355, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 6.2677 [2020-11-13 06:14:32,056][root][INFO] - ===> Epoch[401](10402/26): Loss -0.7148, Sem 0.0974, dir -0.9631, norm 0.1509, swav 0.0000 LR: 5.165e-02 Score 96.692 Data time: 0.2853, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.0570 [2020-11-13 06:14:37,808][root][INFO] - ===> Epoch[401](10403/26): Loss -0.6919, Sem 0.1110, dir -0.9684, norm 0.1655, swav 0.0000 LR: 5.164e-02 Score 96.162 Data time: 0.2544, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.6067 [2020-11-13 06:14:43,887][root][INFO] - ===> Epoch[401](10404/26): Loss -0.7244, Sem 0.0999, dir -0.9716, norm 0.1473, swav 0.0000 LR: 5.164e-02 Score 96.697 Data time: 0.2148, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.9396 [2020-11-13 06:14:49,819][root][INFO] - ===> Epoch[401](10405/26): Loss -0.7485, Sem 0.0895, dir -0.9704, norm 0.1325, swav 0.0000 LR: 5.163e-02 Score 96.853 Data time: 0.1356, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.8212 [2020-11-13 06:14:55,330][root][INFO] - ===> Epoch[401](10406/26): Loss -0.7396, Sem 0.0868, dir -0.9699, norm 0.1435, swav 0.0000 LR: 5.163e-02 Score 96.904 Data time: 0.1597, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.4452 [2020-11-13 06:15:00,780][root][INFO] - ===> Epoch[401](10407/26): Loss -0.7041, Sem 0.1113, dir -0.9669, norm 0.1514, swav 0.0000 LR: 5.162e-02 Score 96.162 Data time: 0.2334, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.3710 [2020-11-13 06:15:06,663][root][INFO] - ===> Epoch[401](10408/26): Loss -0.7294, Sem 0.0955, dir -0.9700, norm 0.1451, swav 0.0000 LR: 5.162e-02 Score 96.706 Data time: 0.2716, Forward time: 2.2649, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.7608 [2020-11-13 06:15:13,288][root][INFO] - ===> Epoch[401](10409/26): Loss -0.6955, Sem 0.1039, dir -0.9614, norm 0.1620, swav 0.0000 LR: 5.161e-02 Score 96.315 Data time: 0.1679, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 6.5083 [2020-11-13 06:15:19,042][root][INFO] - ===> Epoch[401](10410/26): Loss -0.7166, Sem 0.1002, dir -0.9675, norm 0.1507, swav 0.0000 LR: 5.161e-02 Score 96.541 Data time: 0.2338, Forward time: 2.2649, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.6471 [2020-11-13 06:15:24,410][root][INFO] - ===> Epoch[401](10411/26): Loss -0.7119, Sem 0.0819, dir -0.9670, norm 0.1733, swav 0.0000 LR: 5.160e-02 Score 97.297 Data time: 0.2472, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.2486 [2020-11-13 06:15:29,983][root][INFO] - ===> Epoch[401](10412/26): Loss -0.7246, Sem 0.0997, dir -0.9676, norm 0.1432, swav 0.0000 LR: 5.160e-02 Score 96.457 Data time: 0.2485, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.4709 [2020-11-13 06:15:36,496][root][INFO] - ===> Epoch[401](10413/26): Loss -0.7159, Sem 0.0952, dir -0.9629, norm 0.1518, swav 0.0000 LR: 5.160e-02 Score 96.653 Data time: 0.1767, Forward time: 2.2650, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 6.3737 [2020-11-13 06:15:41,996][root][INFO] - ===> Epoch[401](10414/26): Loss -0.6952, Sem 0.0967, dir -0.9611, norm 0.1692, swav 0.0000 LR: 5.159e-02 Score 96.704 Data time: 0.2213, Forward time: 2.2650, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.4116 [2020-11-13 06:15:48,318][root][INFO] - ===> Epoch[401](10415/26): Loss -0.7168, Sem 0.1019, dir -0.9659, norm 0.1472, swav 0.0000 LR: 5.159e-02 Score 96.461 Data time: 0.3208, Forward time: 2.2651, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 6.1946 [2020-11-13 06:15:54,917][root][INFO] - ===> Epoch[401](10416/26): Loss -0.6951, Sem 0.1081, dir -0.9687, norm 0.1655, swav 0.0000 LR: 5.158e-02 Score 96.232 Data time: 0.2763, Forward time: 2.2652, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 6.4798 [2020-11-13 06:16:00,436][root][INFO] - ===> Epoch[401](10417/26): Loss -0.7328, Sem 0.0933, dir -0.9699, norm 0.1438, swav 0.0000 LR: 5.158e-02 Score 96.674 Data time: 0.1546, Forward time: 2.2651, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.3821 [2020-11-13 06:16:06,087][root][INFO] - ===> Epoch[401](10418/26): Loss -0.7030, Sem 0.1053, dir -0.9651, norm 0.1568, swav 0.0000 LR: 5.157e-02 Score 96.349 Data time: 0.1692, Forward time: 2.2651, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.5719 [2020-11-13 06:16:11,936][root][INFO] - ===> Epoch[401](10419/26): Loss -0.7354, Sem 0.0919, dir -0.9680, norm 0.1407, swav 0.0000 LR: 5.157e-02 Score 96.822 Data time: 0.1729, Forward time: 2.2650, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.7814 [2020-11-13 06:16:17,479][root][INFO] - ===> Epoch[401](10420/26): Loss -0.7194, Sem 0.0946, dir -0.9668, norm 0.1529, swav 0.0000 LR: 5.156e-02 Score 96.816 Data time: 0.1908, Forward time: 2.2650, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 5.4565 [2020-11-13 06:16:23,369][root][INFO] - ===> Epoch[401](10421/26): Loss -0.7165, Sem 0.0958, dir -0.9694, norm 0.1570, swav 0.0000 LR: 5.156e-02 Score 96.563 Data time: 0.2919, Forward time: 2.2651, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.7779 [2020-11-13 06:16:29,473][root][INFO] - ===> Epoch[401](10422/26): Loss -0.7254, Sem 0.1024, dir -0.9687, norm 0.1409, swav 0.0000 LR: 5.155e-02 Score 96.475 Data time: 0.2832, Forward time: 2.2652, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.9732 [2020-11-13 06:16:35,501][root][INFO] - ===> Epoch[401](10423/26): Loss -0.7087, Sem 0.1040, dir -0.9636, norm 0.1509, swav 0.0000 LR: 5.155e-02 Score 96.465 Data time: 0.2570, Forward time: 2.2652, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.8999 [2020-11-13 06:16:41,045][root][INFO] - ===> Epoch[401](10424/26): Loss -0.7049, Sem 0.1093, dir -0.9686, norm 0.1544, swav 0.0000 LR: 5.154e-02 Score 96.099 Data time: 0.2133, Forward time: 2.2652, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.4067 [2020-11-13 06:16:45,914][root][INFO] - ===> Epoch[401](10425/26): Loss -0.7448, Sem 0.0800, dir -0.9671, norm 0.1424, swav 0.0000 LR: 5.154e-02 Score 97.269 Data time: 0.1643, Forward time: 2.2652, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.7470 [2020-11-13 06:16:50,921][root][INFO] - ===> Epoch[401](10426/26): Loss -0.7212, Sem 0.1101, dir -0.9704, norm 0.1391, swav 0.0000 LR: 5.153e-02 Score 96.214 Data time: 0.1778, Forward time: 2.2652, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.9068 [2020-11-13 06:16:57,703][root][INFO] - ===> Epoch[402](10427/26): Loss -0.7282, Sem 0.0940, dir -0.9674, norm 0.1452, swav 0.0000 LR: 5.153e-02 Score 96.590 Data time: 0.1900, Forward time: 2.2651, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 6.6844 [2020-11-13 06:17:03,133][root][INFO] - ===> Epoch[402](10428/26): Loss -0.7124, Sem 0.0918, dir -0.9666, norm 0.1624, swav 0.0000 LR: 5.152e-02 Score 96.872 Data time: 0.2360, Forward time: 2.2652, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.3568 [2020-11-13 06:17:07,871][root][INFO] - ===> Epoch[402](10429/26): Loss -0.7068, Sem 0.1033, dir -0.9648, norm 0.1547, swav 0.0000 LR: 5.152e-02 Score 96.551 Data time: 0.1911, Forward time: 2.2652, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.6148 [2020-11-13 06:17:13,405][root][INFO] - ===> Epoch[402](10430/26): Loss -0.7399, Sem 0.0932, dir -0.9695, norm 0.1363, swav 0.0000 LR: 5.151e-02 Score 96.928 Data time: 0.2811, Forward time: 2.2652, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.4299 [2020-11-13 06:17:19,412][root][INFO] - ===> Epoch[402](10431/26): Loss -0.7025, Sem 0.0981, dir -0.9630, norm 0.1624, swav 0.0000 LR: 5.151e-02 Score 96.662 Data time: 0.2911, Forward time: 2.2653, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.8910 [2020-11-13 06:17:24,854][root][INFO] - ===> Epoch[402](10432/26): Loss -0.7198, Sem 0.0953, dir -0.9666, norm 0.1515, swav 0.0000 LR: 5.150e-02 Score 96.705 Data time: 0.2377, Forward time: 2.2653, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.3241 [2020-11-13 06:17:29,555][root][INFO] - ===> Epoch[402](10433/26): Loss -0.7142, Sem 0.0992, dir -0.9705, norm 0.1571, swav 0.0000 LR: 5.150e-02 Score 96.257 Data time: 0.2142, Forward time: 2.2653, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 4.5880 [2020-11-13 06:17:34,296][root][INFO] - ===> Epoch[402](10434/26): Loss -0.7276, Sem 0.0969, dir -0.9684, norm 0.1440, swav 0.0000 LR: 5.149e-02 Score 96.597 Data time: 0.2047, Forward time: 2.2653, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 4.6487 [2020-11-13 06:17:42,069][root][INFO] - ===> Epoch[402](10435/26): Loss -0.7100, Sem 0.1006, dir -0.9643, norm 0.1537, swav 0.0000 LR: 5.149e-02 Score 96.429 Data time: 0.2001, Forward time: 2.2653, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 7.6734 [2020-11-13 06:17:48,514][root][INFO] - ===> Epoch[402](10436/26): Loss -0.7191, Sem 0.1007, dir -0.9696, norm 0.1498, swav 0.0000 LR: 5.148e-02 Score 96.694 Data time: 0.1763, Forward time: 2.2653, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.3565 [2020-11-13 06:17:54,362][root][INFO] - ===> Epoch[402](10437/26): Loss -0.7397, Sem 0.0912, dir -0.9711, norm 0.1402, swav 0.0000 LR: 5.148e-02 Score 96.783 Data time: 0.1771, Forward time: 2.2652, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.7711 [2020-11-13 06:17:59,693][root][INFO] - ===> Epoch[402](10438/26): Loss -0.7327, Sem 0.0913, dir -0.9701, norm 0.1461, swav 0.0000 LR: 5.147e-02 Score 96.744 Data time: 0.1915, Forward time: 2.2652, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.2735 [2020-11-13 06:18:05,608][root][INFO] - ===> Epoch[402](10439/26): Loss -0.7332, Sem 0.0841, dir -0.9684, norm 0.1511, swav 0.0000 LR: 5.147e-02 Score 97.096 Data time: 0.2157, Forward time: 2.2652, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.7873 [2020-11-13 06:18:12,016][root][INFO] - ===> Epoch[402](10440/26): Loss -0.6956, Sem 0.1114, dir -0.9664, norm 0.1595, swav 0.0000 LR: 5.146e-02 Score 96.263 Data time: 0.3002, Forward time: 2.2653, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.3040 [2020-11-13 06:18:17,511][root][INFO] - ===> Epoch[402](10441/26): Loss -0.7297, Sem 0.0972, dir -0.9708, norm 0.1439, swav 0.0000 LR: 5.146e-02 Score 96.595 Data time: 0.1913, Forward time: 2.2653, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.3632 [2020-11-13 06:18:23,256][root][INFO] - ===> Epoch[402](10442/26): Loss -0.7222, Sem 0.0907, dir -0.9694, norm 0.1565, swav 0.0000 LR: 5.145e-02 Score 97.002 Data time: 0.2306, Forward time: 2.2653, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.6424 [2020-11-13 06:18:28,716][root][INFO] - ===> Epoch[402](10443/26): Loss -0.7270, Sem 0.0956, dir -0.9682, norm 0.1456, swav 0.0000 LR: 5.145e-02 Score 96.759 Data time: 0.2258, Forward time: 2.2653, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.3338 [2020-11-13 06:18:33,707][root][INFO] - ===> Epoch[402](10444/26): Loss -0.6991, Sem 0.0895, dir -0.9633, norm 0.1747, swav 0.0000 LR: 5.144e-02 Score 96.933 Data time: 0.2217, Forward time: 2.2653, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 4.8720 [2020-11-13 06:18:38,239][root][INFO] - ===> Epoch[402](10445/26): Loss -0.7331, Sem 0.0831, dir -0.9667, norm 0.1506, swav 0.0000 LR: 5.144e-02 Score 97.130 Data time: 0.2088, Forward time: 2.2653, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 4.4232 [2020-11-13 06:18:43,111][root][INFO] - ===> Epoch[402](10446/26): Loss -0.7368, Sem 0.0959, dir -0.9715, norm 0.1388, swav 0.0000 LR: 5.144e-02 Score 96.660 Data time: 0.2430, Forward time: 2.2653, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 4.7791 [2020-11-13 06:18:48,497][root][INFO] - ===> Epoch[402](10447/26): Loss -0.7020, Sem 0.0970, dir -0.9623, norm 0.1633, swav 0.0000 LR: 5.143e-02 Score 96.776 Data time: 0.2506, Forward time: 2.2653, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.2612 [2020-11-13 06:18:54,327][root][INFO] - ===> Epoch[402](10448/26): Loss -0.7326, Sem 0.0893, dir -0.9717, norm 0.1498, swav 0.0000 LR: 5.143e-02 Score 97.020 Data time: 0.2170, Forward time: 2.2653, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.7041 [2020-11-13 06:18:59,208][root][INFO] - ===> Epoch[402](10449/26): Loss -0.7099, Sem 0.1024, dir -0.9673, norm 0.1550, swav 0.0000 LR: 5.142e-02 Score 96.482 Data time: 0.2197, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 4.7724 [2020-11-13 06:19:03,608][root][INFO] - ===> Epoch[402](10450/26): Loss -0.7405, Sem 0.0906, dir -0.9729, norm 0.1417, swav 0.0000 LR: 5.142e-02 Score 96.935 Data time: 0.2619, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 4.3028 [2020-11-13 06:19:10,380][root][INFO] - ===> Epoch[402](10451/26): Loss -0.7486, Sem 0.0865, dir -0.9731, norm 0.1380, swav 0.0000 LR: 5.141e-02 Score 97.046 Data time: 0.1891, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.6598 [2020-11-13 06:19:16,666][root][INFO] - ===> Epoch[402](10452/26): Loss -0.7009, Sem 0.1014, dir -0.9634, norm 0.1612, swav 0.0000 LR: 5.141e-02 Score 96.441 Data time: 0.2188, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.1882 [2020-11-13 06:19:22,000][root][INFO] - ===> Epoch[403](10453/26): Loss -0.7316, Sem 0.0897, dir -0.9677, norm 0.1464, swav 0.0000 LR: 5.140e-02 Score 96.927 Data time: 0.1858, Forward time: 2.2652, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.2186 [2020-11-13 06:19:27,481][root][INFO] - ===> Epoch[403](10454/26): Loss -0.7119, Sem 0.1036, dir -0.9644, norm 0.1489, swav 0.0000 LR: 5.140e-02 Score 96.394 Data time: 0.2244, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.3694 [2020-11-13 06:19:32,579][root][INFO] - ===> Epoch[403](10455/26): Loss -0.7123, Sem 0.1005, dir -0.9652, norm 0.1523, swav 0.0000 LR: 5.139e-02 Score 96.570 Data time: 0.2142, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 4.9533 [2020-11-13 06:19:39,180][root][INFO] - ===> Epoch[403](10456/26): Loss -0.6968, Sem 0.1020, dir -0.9630, norm 0.1643, swav 0.0000 LR: 5.139e-02 Score 96.436 Data time: 0.1430, Forward time: 2.2652, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 6.4829 [2020-11-13 06:19:44,797][root][INFO] - ===> Epoch[403](10457/26): Loss -0.7132, Sem 0.1074, dir -0.9672, norm 0.1466, swav 0.0000 LR: 5.138e-02 Score 96.304 Data time: 0.1814, Forward time: 2.2652, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.5219 [2020-11-13 06:19:51,275][root][INFO] - ===> Epoch[403](10458/26): Loss -0.7367, Sem 0.0913, dir -0.9709, norm 0.1429, swav 0.0000 LR: 5.138e-02 Score 96.810 Data time: 0.2748, Forward time: 2.2652, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 6.3826 [2020-11-13 06:19:56,128][root][INFO] - ===> Epoch[403](10459/26): Loss -0.7399, Sem 0.0855, dir -0.9689, norm 0.1435, swav 0.0000 LR: 5.137e-02 Score 96.956 Data time: 0.2376, Forward time: 2.2652, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 4.6966 [2020-11-13 06:20:03,171][root][INFO] - ===> Epoch[403](10460/26): Loss -0.7120, Sem 0.0948, dir -0.9674, norm 0.1606, swav 0.0000 LR: 5.137e-02 Score 96.667 Data time: 0.3405, Forward time: 2.2654, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.9224 [2020-11-13 06:20:09,688][root][INFO] - ===> Epoch[403](10461/26): Loss -0.7405, Sem 0.0834, dir -0.9643, norm 0.1404, swav 0.0000 LR: 5.136e-02 Score 97.138 Data time: 0.2196, Forward time: 2.2654, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.3739 [2020-11-13 06:20:14,610][root][INFO] - ===> Epoch[403](10462/26): Loss -0.7230, Sem 0.0857, dir -0.9698, norm 0.1611, swav 0.0000 LR: 5.136e-02 Score 96.955 Data time: 0.1660, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 4.7970 [2020-11-13 06:20:19,704][root][INFO] - ===> Epoch[403](10463/26): Loss -0.7439, Sem 0.0882, dir -0.9719, norm 0.1397, swav 0.0000 LR: 5.135e-02 Score 96.825 Data time: 0.2305, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.0158 [2020-11-13 06:20:25,272][root][INFO] - ===> Epoch[403](10464/26): Loss -0.6935, Sem 0.0986, dir -0.9653, norm 0.1732, swav 0.0000 LR: 5.135e-02 Score 96.798 Data time: 0.1569, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.4710 [2020-11-13 06:20:30,032][root][INFO] - ===> Epoch[403](10465/26): Loss -0.7400, Sem 0.0826, dir -0.9688, norm 0.1461, swav 0.0000 LR: 5.134e-02 Score 97.118 Data time: 0.1908, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 4.7246 [2020-11-13 06:20:36,692][root][INFO] - ===> Epoch[403](10466/26): Loss -0.7107, Sem 0.1123, dir -0.9695, norm 0.1466, swav 0.0000 LR: 5.134e-02 Score 95.979 Data time: 0.1916, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.5385 [2020-11-13 06:20:42,744][root][INFO] - ===> Epoch[403](10467/26): Loss -0.7175, Sem 0.0975, dir -0.9678, norm 0.1528, swav 0.0000 LR: 5.133e-02 Score 96.663 Data time: 0.2867, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.9543 [2020-11-13 06:20:48,600][root][INFO] - ===> Epoch[403](10468/26): Loss -0.7162, Sem 0.0869, dir -0.9655, norm 0.1623, swav 0.0000 LR: 5.133e-02 Score 96.918 Data time: 0.1935, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.7314 [2020-11-13 06:20:53,871][root][INFO] - ===> Epoch[403](10469/26): Loss -0.7032, Sem 0.0968, dir -0.9596, norm 0.1596, swav 0.0000 LR: 5.132e-02 Score 96.695 Data time: 0.1717, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.1757 [2020-11-13 06:21:00,506][root][INFO] - ===> Epoch[403](10470/26): Loss -0.7409, Sem 0.0890, dir -0.9699, norm 0.1400, swav 0.0000 LR: 5.132e-02 Score 96.912 Data time: 0.2347, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.5508 [2020-11-13 06:21:06,379][root][INFO] - ===> Epoch[403](10471/26): Loss -0.7433, Sem 0.0932, dir -0.9696, norm 0.1331, swav 0.0000 LR: 5.131e-02 Score 96.789 Data time: 0.1728, Forward time: 2.2653, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.7591 [2020-11-13 06:21:13,193][root][INFO] - ===> Epoch[403](10472/26): Loss -0.7269, Sem 0.0908, dir -0.9661, norm 0.1484, swav 0.0000 LR: 5.131e-02 Score 96.792 Data time: 0.2408, Forward time: 2.2653, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 6.7346 [2020-11-13 06:21:18,946][root][INFO] - ===> Epoch[403](10473/26): Loss -0.7234, Sem 0.0880, dir -0.9715, norm 0.1600, swav 0.0000 LR: 5.130e-02 Score 97.036 Data time: 0.2107, Forward time: 2.2653, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.6391 [2020-11-13 06:21:25,005][root][INFO] - ===> Epoch[403](10474/26): Loss -0.7116, Sem 0.0978, dir -0.9665, norm 0.1572, swav 0.0000 LR: 5.130e-02 Score 96.632 Data time: 0.1517, Forward time: 2.2652, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.9430 [2020-11-13 06:21:30,854][root][INFO] - ===> Epoch[403](10475/26): Loss -0.7046, Sem 0.1062, dir -0.9675, norm 0.1568, swav 0.0000 LR: 5.129e-02 Score 96.499 Data time: 0.2014, Forward time: 2.2652, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.7906 [2020-11-13 06:21:36,428][root][INFO] - ===> Epoch[403](10476/26): Loss -0.7294, Sem 0.0872, dir -0.9682, norm 0.1516, swav 0.0000 LR: 5.129e-02 Score 97.034 Data time: 0.2654, Forward time: 2.2653, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.4897 [2020-11-13 06:21:43,150][root][INFO] - ===> Epoch[403](10477/26): Loss -0.6955, Sem 0.1061, dir -0.9695, norm 0.1679, swav 0.0000 LR: 5.129e-02 Score 96.267 Data time: 0.1746, Forward time: 2.2652, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 6.6012 [2020-11-13 06:21:48,381][root][INFO] - ===> Epoch[403](10478/26): Loss -0.6966, Sem 0.1057, dir -0.9656, norm 0.1633, swav 0.0000 LR: 5.128e-02 Score 96.350 Data time: 0.2285, Forward time: 2.2653, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.1514 [2020-11-13 06:21:52,983][root][INFO] - ===> Epoch[404](10479/26): Loss -0.7254, Sem 0.0794, dir -0.9646, norm 0.1598, swav 0.0000 LR: 5.128e-02 Score 97.307 Data time: 0.1606, Forward time: 2.2652, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.4749 [2020-11-13 06:21:59,640][root][INFO] - ===> Epoch[404](10480/26): Loss -0.7212, Sem 0.0979, dir -0.9688, norm 0.1496, swav 0.0000 LR: 5.127e-02 Score 96.546 Data time: 0.2040, Forward time: 2.2652, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 6.5921 [2020-11-13 06:22:04,566][root][INFO] - ===> Epoch[404](10481/26): Loss -0.6980, Sem 0.1042, dir -0.9637, norm 0.1615, swav 0.0000 LR: 5.127e-02 Score 96.656 Data time: 0.2315, Forward time: 2.2652, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.7999 [2020-11-13 06:22:10,821][root][INFO] - ===> Epoch[404](10482/26): Loss -0.7110, Sem 0.1014, dir -0.9685, norm 0.1561, swav 0.0000 LR: 5.126e-02 Score 96.437 Data time: 0.2067, Forward time: 2.2652, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 6.1325 [2020-11-13 06:22:15,090][root][INFO] - ===> Epoch[404](10483/26): Loss -0.7280, Sem 0.0932, dir -0.9702, norm 0.1491, swav 0.0000 LR: 5.126e-02 Score 96.993 Data time: 0.2043, Forward time: 2.2652, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.1411 [2020-11-13 06:22:20,291][root][INFO] - ===> Epoch[404](10484/26): Loss -0.7271, Sem 0.1035, dir -0.9738, norm 0.1431, swav 0.0000 LR: 5.125e-02 Score 96.452 Data time: 0.1916, Forward time: 2.2652, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.0822 [2020-11-13 06:22:26,029][root][INFO] - ===> Epoch[404](10485/26): Loss -0.7213, Sem 0.0953, dir -0.9695, norm 0.1529, swav 0.0000 LR: 5.125e-02 Score 96.731 Data time: 0.1792, Forward time: 2.2651, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.6378 [2020-11-13 06:22:31,351][root][INFO] - ===> Epoch[404](10486/26): Loss -0.7303, Sem 0.0837, dir -0.9689, norm 0.1548, swav 0.0000 LR: 5.124e-02 Score 97.083 Data time: 0.2304, Forward time: 2.2652, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.2378 [2020-11-13 06:22:36,228][root][INFO] - ===> Epoch[404](10487/26): Loss -0.7309, Sem 0.0879, dir -0.9662, norm 0.1474, swav 0.0000 LR: 5.124e-02 Score 97.061 Data time: 0.1659, Forward time: 2.2651, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 4.7720 [2020-11-13 06:22:42,071][root][INFO] - ===> Epoch[404](10488/26): Loss -0.7228, Sem 0.0935, dir -0.9670, norm 0.1506, swav 0.0000 LR: 5.123e-02 Score 96.885 Data time: 0.2198, Forward time: 2.2651, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.7603 [2020-11-13 06:22:46,881][root][INFO] - ===> Epoch[404](10489/26): Loss -0.6941, Sem 0.1060, dir -0.9619, norm 0.1619, swav 0.0000 LR: 5.123e-02 Score 96.407 Data time: 0.2347, Forward time: 2.2651, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 4.7025 [2020-11-13 06:22:52,892][root][INFO] - ===> Epoch[404](10490/26): Loss -0.7302, Sem 0.0896, dir -0.9697, norm 0.1499, swav 0.0000 LR: 5.122e-02 Score 96.909 Data time: 0.2386, Forward time: 2.2652, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.9084 [2020-11-13 06:22:58,644][root][INFO] - ===> Epoch[404](10491/26): Loss -0.7094, Sem 0.0960, dir -0.9635, norm 0.1581, swav 0.0000 LR: 5.122e-02 Score 96.679 Data time: 0.1947, Forward time: 2.2651, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.6282 [2020-11-13 06:23:04,347][root][INFO] - ===> Epoch[404](10492/26): Loss -0.7252, Sem 0.1033, dir -0.9700, norm 0.1414, swav 0.0000 LR: 5.121e-02 Score 96.401 Data time: 0.2574, Forward time: 2.2652, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 5.6234 [2020-11-13 06:23:10,588][root][INFO] - ===> Epoch[404](10493/26): Loss -0.7252, Sem 0.0884, dir -0.9676, norm 0.1540, swav 0.0000 LR: 5.121e-02 Score 96.926 Data time: 0.2611, Forward time: 2.2652, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 6.0968 [2020-11-13 06:23:16,583][root][INFO] - ===> Epoch[404](10494/26): Loss -0.7187, Sem 0.0982, dir -0.9719, norm 0.1550, swav 0.0000 LR: 5.120e-02 Score 96.715 Data time: 0.2794, Forward time: 2.2653, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 5.8644 [2020-11-13 06:23:22,835][root][INFO] - ===> Epoch[404](10495/26): Loss -0.7276, Sem 0.0859, dir -0.9665, norm 0.1531, swav 0.0000 LR: 5.120e-02 Score 96.947 Data time: 0.3218, Forward time: 2.2654, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 6.1197 [2020-11-13 06:23:29,130][root][INFO] - ===> Epoch[404](10496/26): Loss -0.6957, Sem 0.1076, dir -0.9636, norm 0.1603, swav 0.0000 LR: 5.119e-02 Score 96.242 Data time: 0.2837, Forward time: 2.2654, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 6.1689 [2020-11-13 06:23:34,146][root][INFO] - ===> Epoch[404](10497/26): Loss -0.7340, Sem 0.0882, dir -0.9719, norm 0.1497, swav 0.0000 LR: 5.119e-02 Score 96.885 Data time: 0.2447, Forward time: 2.2655, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 4.9183 [2020-11-13 06:23:39,067][root][INFO] - ===> Epoch[404](10498/26): Loss -0.7065, Sem 0.0943, dir -0.9615, norm 0.1607, swav 0.0000 LR: 5.118e-02 Score 96.725 Data time: 0.2496, Forward time: 2.2655, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 4.8070 [2020-11-13 06:23:44,676][root][INFO] - ===> Epoch[404](10499/26): Loss -0.7416, Sem 0.0901, dir -0.9675, norm 0.1358, swav 0.0000 LR: 5.118e-02 Score 96.869 Data time: 0.2755, Forward time: 2.2656, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.4907 [2020-11-13 06:23:50,521][root][INFO] - ===> Epoch[404](10500/26): Loss -0.7018, Sem 0.0960, dir -0.9674, norm 0.1696, swav 0.0000 LR: 5.117e-02 Score 96.697 Data time: 0.2634, Forward time: 2.2656, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.7324 [2020-11-13 06:23:51,587][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 06:23:51,703][root][INFO] - ===> Start testing [2020-11-13 06:25:30,589][root][INFO] - 101/312: Data time: 0.0040, Iter time: 0.1380 Loss 0.208 (AVG: 0.582) Score 89.983 (AVG: 88.741) mIOU 70.078 mAP 76.133 mAcc 77.821 IOU: 82.053 96.580 61.133 76.053 93.262 92.750 72.625 55.369 52.991 84.991 21.729 61.845 54.495 54.487 50.449 61.868 95.918 79.035 88.859 65.066 mAP: 80.575 96.532 62.466 67.127 90.734 91.247 76.563 71.255 65.586 78.845 50.162 52.281 69.772 76.155 61.188 91.691 97.386 89.343 82.374 71.370 mAcc: 95.887 98.777 78.056 79.613 95.825 95.291 80.278 63.993 62.052 88.886 23.989 70.467 84.146 67.520 56.430 67.410 96.736 87.123 93.537 70.403 [2020-11-13 06:26:55,062][root][INFO] - 201/312: Data time: 0.0063, Iter time: 0.3081 Loss 0.234 (AVG: 0.560) Score 92.942 (AVG: 89.085) mIOU 70.347 mAP 76.006 mAcc 78.256 IOU: 83.887 96.169 63.081 81.506 92.750 89.125 73.274 58.015 55.792 82.526 28.392 66.073 57.029 60.373 52.763 54.526 94.568 76.765 84.135 56.185 mAP: 81.658 96.155 68.467 73.253 91.228 81.851 73.728 72.264 67.298 72.754 53.905 52.686 67.805 75.847 64.362 89.469 96.954 90.812 83.922 65.706 mAcc: 96.142 98.852 78.457 84.579 95.893 92.540 80.542 66.535 67.180 89.032 32.246 74.534 82.793 71.093 58.008 60.392 95.685 85.729 93.314 61.565 [2020-11-13 06:28:23,405][root][INFO] - 301/312: Data time: 0.0360, Iter time: 0.2015 Loss 0.119 (AVG: 0.522) Score 96.992 (AVG: 89.524) mIOU 71.210 mAP 76.174 mAcc 79.056 IOU: 84.318 96.399 62.409 83.129 92.479 87.497 72.889 60.151 58.366 82.317 25.291 65.958 58.364 73.001 54.429 61.887 93.753 69.379 85.537 56.648 mAP: 81.390 96.287 67.556 73.196 91.136 80.444 73.910 70.769 68.755 74.738 55.131 57.229 70.313 81.831 65.568 82.262 95.903 87.609 84.908 64.536 mAcc: 95.956 98.881 77.512 85.953 95.762 92.149 80.544 69.462 68.888 89.517 33.671 75.727 82.945 81.630 58.948 66.293 94.890 77.848 92.757 61.783 [2020-11-13 06:28:30,062][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.1109 Loss 0.354 (AVG: 0.521) Score 90.941 (AVG: 89.554) mIOU 71.334 mAP 76.297 mAcc 79.136 IOU: 84.427 96.417 62.163 83.314 92.369 87.497 72.905 60.311 59.350 82.016 24.420 66.035 59.354 72.968 54.124 63.273 93.775 69.397 85.767 56.799 mAP: 81.673 96.341 67.353 73.558 91.281 80.444 74.262 70.822 68.981 74.951 54.150 57.848 70.591 81.898 64.926 82.858 95.972 87.658 85.378 65.006 mAcc: 96.002 98.879 76.843 86.113 95.823 92.149 80.245 69.761 69.760 89.524 32.146 75.829 83.613 81.486 59.028 67.601 94.910 78.067 92.894 62.050 [2020-11-13 06:28:30,063][root][INFO] - Finished test. Elapsed time: 278.3588 [2020-11-13 06:28:41,980][root][INFO] - [2020-11-13 06:28:41,983][root][INFO] - ################################################################ [2020-11-13 06:28:41,983][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 06:28:41,983][root][INFO] - ################################################################ [2020-11-13 06:28:41,984][root][INFO] - cabinet : 0.267 0.501 0.715 [2020-11-13 06:28:41,984][root][INFO] - bed : 0.382 0.741 0.852 [2020-11-13 06:28:41,984][root][INFO] - chair : 0.725 0.870 0.914 [2020-11-13 06:28:41,984][root][INFO] - sofa : 0.472 0.706 0.841 [2020-11-13 06:28:41,984][root][INFO] - table : 0.430 0.648 0.759 [2020-11-13 06:28:41,984][root][INFO] - door : 0.257 0.463 0.585 [2020-11-13 06:28:41,984][root][INFO] - window : 0.207 0.386 0.593 [2020-11-13 06:28:41,984][root][INFO] - bookshelf : 0.233 0.623 0.768 [2020-11-13 06:28:41,984][root][INFO] - picture : 0.174 0.269 0.375 [2020-11-13 06:28:41,984][root][INFO] - counter : 0.105 0.363 0.694 [2020-11-13 06:28:41,984][root][INFO] - desk : 0.114 0.396 0.777 [2020-11-13 06:28:41,984][root][INFO] - curtain : 0.275 0.456 0.671 [2020-11-13 06:28:41,984][root][INFO] - refrigerator : 0.376 0.476 0.531 [2020-11-13 06:28:41,984][root][INFO] - shower curtain : 0.453 0.645 0.673 [2020-11-13 06:28:41,984][root][INFO] - toilet : 0.853 0.983 1.000 [2020-11-13 06:28:41,984][root][INFO] - sink : 0.401 0.669 0.863 [2020-11-13 06:28:41,984][root][INFO] - bathtub : 0.530 0.777 0.826 [2020-11-13 06:28:41,984][root][INFO] - otherfurniture : 0.383 0.535 0.656 [2020-11-13 06:28:41,984][root][INFO] - ---------------------------------------------------------------- [2020-11-13 06:28:41,984][root][INFO] - average : 0.369 0.584 0.727 [2020-11-13 06:28:41,984][root][INFO] - [2020-11-13 06:28:42,090][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 06:28:42,092][root][INFO] - Current best mIoU: 71.755 at iter 9500 [2020-11-13 06:28:45,819][root][INFO] - ===> Epoch[404](10501/26): Loss -0.7228, Sem 0.1023, dir -0.9749, norm 0.1498, swav 0.0000 LR: 5.117e-02 Score 96.401 Data time: 0.1413, Forward time: 2.2655, Backward time: 3.1134, DDP time: 0.0048, Total iter time: 3.7203 [2020-11-13 06:28:51,431][root][INFO] - ===> Epoch[404](10502/26): Loss -0.7105, Sem 0.0871, dir -0.9645, norm 0.1670, swav 0.0000 LR: 5.116e-02 Score 96.944 Data time: 0.2185, Forward time: 2.2656, Backward time: 3.1134, DDP time: 0.0048, Total iter time: 5.5080 [2020-11-13 06:28:56,428][root][INFO] - ===> Epoch[404](10503/26): Loss -0.7325, Sem 0.0890, dir -0.9681, norm 0.1466, swav 0.0000 LR: 5.116e-02 Score 96.936 Data time: 0.1888, Forward time: 2.2655, Backward time: 3.1134, DDP time: 0.0048, Total iter time: 4.8814 [2020-11-13 06:29:01,445][root][INFO] - ===> Epoch[404](10504/26): Loss -0.7126, Sem 0.0895, dir -0.9614, norm 0.1593, swav 0.0000 LR: 5.115e-02 Score 96.920 Data time: 0.1998, Forward time: 2.2655, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 4.9302 [2020-11-13 06:29:07,833][root][INFO] - ===> Epoch[405](10505/26): Loss -0.7332, Sem 0.0872, dir -0.9704, norm 0.1501, swav 0.0000 LR: 5.115e-02 Score 97.022 Data time: 0.2856, Forward time: 2.2656, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 6.3272 [2020-11-13 06:29:13,950][root][INFO] - ===> Epoch[405](10506/26): Loss -0.7337, Sem 0.0861, dir -0.9710, norm 0.1512, swav 0.0000 LR: 5.114e-02 Score 96.957 Data time: 0.2344, Forward time: 2.2656, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 5.9765 [2020-11-13 06:29:20,835][root][INFO] - ===> Epoch[405](10507/26): Loss -0.7305, Sem 0.0879, dir -0.9695, norm 0.1511, swav 0.0000 LR: 5.114e-02 Score 96.900 Data time: 0.2212, Forward time: 2.2656, Backward time: 3.1134, DDP time: 0.0048, Total iter time: 6.7885 [2020-11-13 06:29:25,871][root][INFO] - ===> Epoch[405](10508/26): Loss -0.7370, Sem 0.0840, dir -0.9646, norm 0.1435, swav 0.0000 LR: 5.113e-02 Score 97.096 Data time: 0.2219, Forward time: 2.2656, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 4.9468 [2020-11-13 06:29:30,822][root][INFO] - ===> Epoch[405](10509/26): Loss -0.7138, Sem 0.0909, dir -0.9679, norm 0.1632, swav 0.0000 LR: 5.113e-02 Score 96.725 Data time: 0.2113, Forward time: 2.2656, Backward time: 3.1132, DDP time: 0.0048, Total iter time: 4.8448 [2020-11-13 06:29:35,618][root][INFO] - ===> Epoch[405](10510/26): Loss -0.7671, Sem 0.0727, dir -0.9734, norm 0.1337, swav 0.0000 LR: 5.113e-02 Score 97.541 Data time: 0.2195, Forward time: 2.2656, Backward time: 3.1132, DDP time: 0.0048, Total iter time: 4.7041 [2020-11-13 06:29:41,186][root][INFO] - ===> Epoch[405](10511/26): Loss -0.6895, Sem 0.1220, dir -0.9692, norm 0.1577, swav 0.0000 LR: 5.112e-02 Score 96.271 Data time: 0.2131, Forward time: 2.2656, Backward time: 3.1131, DDP time: 0.0048, Total iter time: 5.4579 [2020-11-13 06:29:46,929][root][INFO] - ===> Epoch[405](10512/26): Loss -0.7467, Sem 0.0846, dir -0.9687, norm 0.1374, swav 0.0000 LR: 5.112e-02 Score 96.961 Data time: 0.2254, Forward time: 2.2656, Backward time: 3.1131, DDP time: 0.0048, Total iter time: 5.6362 [2020-11-13 06:29:52,223][root][INFO] - ===> Epoch[405](10513/26): Loss -0.7466, Sem 0.0824, dir -0.9706, norm 0.1417, swav 0.0000 LR: 5.111e-02 Score 97.089 Data time: 0.2634, Forward time: 2.2657, Backward time: 3.1130, DDP time: 0.0048, Total iter time: 5.2020 [2020-11-13 06:29:57,279][root][INFO] - ===> Epoch[405](10514/26): Loss -0.7243, Sem 0.0944, dir -0.9717, norm 0.1530, swav 0.0000 LR: 5.111e-02 Score 96.822 Data time: 0.2386, Forward time: 2.2657, Backward time: 3.1129, DDP time: 0.0048, Total iter time: 4.9398 [2020-11-13 06:30:01,921][root][INFO] - ===> Epoch[405](10515/26): Loss -0.7287, Sem 0.0993, dir -0.9692, norm 0.1413, swav 0.0000 LR: 5.110e-02 Score 96.529 Data time: 0.2281, Forward time: 2.2657, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 4.5328 [2020-11-13 06:30:07,865][root][INFO] - ===> Epoch[405](10516/26): Loss -0.7066, Sem 0.1020, dir -0.9663, norm 0.1577, swav 0.0000 LR: 5.110e-02 Score 96.530 Data time: 0.2630, Forward time: 2.2658, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 5.8418 [2020-11-13 06:30:13,527][root][INFO] - ===> Epoch[405](10517/26): Loss -0.7103, Sem 0.0951, dir -0.9649, norm 0.1595, swav 0.0000 LR: 5.109e-02 Score 96.569 Data time: 0.2012, Forward time: 2.2658, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 5.5412 [2020-11-13 06:30:18,307][root][INFO] - ===> Epoch[405](10518/26): Loss -0.7301, Sem 0.0991, dir -0.9705, norm 0.1414, swav 0.0000 LR: 5.109e-02 Score 96.365 Data time: 0.1903, Forward time: 2.2658, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 4.6749 [2020-11-13 06:30:24,556][root][INFO] - ===> Epoch[405](10519/26): Loss -0.7182, Sem 0.0962, dir -0.9669, norm 0.1525, swav 0.0000 LR: 5.108e-02 Score 96.610 Data time: 0.2071, Forward time: 2.2657, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 6.1581 [2020-11-13 06:30:30,680][root][INFO] - ===> Epoch[405](10520/26): Loss -0.7223, Sem 0.0904, dir -0.9638, norm 0.1511, swav 0.0000 LR: 5.108e-02 Score 96.901 Data time: 0.2364, Forward time: 2.2658, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 6.0052 [2020-11-13 06:30:35,814][root][INFO] - ===> Epoch[405](10521/26): Loss -0.7077, Sem 0.0995, dir -0.9677, norm 0.1605, swav 0.0000 LR: 5.107e-02 Score 96.619 Data time: 0.2261, Forward time: 2.2658, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.0247 [2020-11-13 06:30:40,437][root][INFO] - ===> Epoch[405](10522/26): Loss -0.7437, Sem 0.0936, dir -0.9697, norm 0.1325, swav 0.0000 LR: 5.107e-02 Score 96.795 Data time: 0.2055, Forward time: 2.2658, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 4.5204 [2020-11-13 06:30:45,650][root][INFO] - ===> Epoch[405](10523/26): Loss -0.7215, Sem 0.0948, dir -0.9662, norm 0.1499, swav 0.0000 LR: 5.106e-02 Score 96.732 Data time: 0.1429, Forward time: 2.2657, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.1104 [2020-11-13 06:30:51,961][root][INFO] - ===> Epoch[405](10524/26): Loss -0.7211, Sem 0.0988, dir -0.9666, norm 0.1467, swav 0.0000 LR: 5.106e-02 Score 96.575 Data time: 0.1790, Forward time: 2.2657, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 6.2427 [2020-11-13 06:30:58,058][root][INFO] - ===> Epoch[405](10525/26): Loss -0.7045, Sem 0.0988, dir -0.9690, norm 0.1657, swav 0.0000 LR: 5.105e-02 Score 96.631 Data time: 0.2022, Forward time: 2.2657, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 6.0184 [2020-11-13 06:31:04,095][root][INFO] - ===> Epoch[405](10526/26): Loss -0.7210, Sem 0.0935, dir -0.9673, norm 0.1528, swav 0.0000 LR: 5.105e-02 Score 96.581 Data time: 0.1919, Forward time: 2.2657, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.9284 [2020-11-13 06:31:09,428][root][INFO] - ===> Epoch[405](10527/26): Loss -0.6915, Sem 0.1030, dir -0.9653, norm 0.1709, swav 0.0000 LR: 5.104e-02 Score 96.595 Data time: 0.2119, Forward time: 2.2657, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.2351 [2020-11-13 06:31:15,349][root][INFO] - ===> Epoch[405](10528/26): Loss -0.7282, Sem 0.0869, dir -0.9632, norm 0.1481, swav 0.0000 LR: 5.104e-02 Score 96.935 Data time: 0.2220, Forward time: 2.2657, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.8169 [2020-11-13 06:31:20,613][root][INFO] - ===> Epoch[405](10529/26): Loss -0.7161, Sem 0.0941, dir -0.9653, norm 0.1550, swav 0.0000 LR: 5.103e-02 Score 96.747 Data time: 0.2343, Forward time: 2.2657, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.1459 [2020-11-13 06:31:26,090][root][INFO] - ===> Epoch[405](10530/26): Loss -0.7224, Sem 0.0828, dir -0.9642, norm 0.1590, swav 0.0000 LR: 5.103e-02 Score 97.124 Data time: 0.1786, Forward time: 2.2657, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.3419 [2020-11-13 06:31:31,990][root][INFO] - ===> Epoch[406](10531/26): Loss -0.7507, Sem 0.0760, dir -0.9738, norm 0.1471, swav 0.0000 LR: 5.102e-02 Score 97.476 Data time: 0.1771, Forward time: 2.2657, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.7972 [2020-11-13 06:31:37,528][root][INFO] - ===> Epoch[406](10532/26): Loss -0.7139, Sem 0.0988, dir -0.9686, norm 0.1559, swav 0.0000 LR: 5.102e-02 Score 96.399 Data time: 0.2164, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.4552 [2020-11-13 06:31:43,056][root][INFO] - ===> Epoch[406](10533/26): Loss -0.7229, Sem 0.0938, dir -0.9714, norm 0.1546, swav 0.0000 LR: 5.101e-02 Score 96.671 Data time: 0.2395, Forward time: 2.2657, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.4674 [2020-11-13 06:31:48,982][root][INFO] - ===> Epoch[406](10534/26): Loss -0.7313, Sem 0.0888, dir -0.9732, norm 0.1531, swav 0.0000 LR: 5.101e-02 Score 96.843 Data time: 0.1688, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.8089 [2020-11-13 06:31:54,758][root][INFO] - ===> Epoch[406](10535/26): Loss -0.7443, Sem 0.0902, dir -0.9725, norm 0.1381, swav 0.0000 LR: 5.100e-02 Score 96.758 Data time: 0.1576, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.6774 [2020-11-13 06:32:01,434][root][INFO] - ===> Epoch[406](10536/26): Loss -0.7043, Sem 0.0930, dir -0.9664, norm 0.1692, swav 0.0000 LR: 5.100e-02 Score 96.830 Data time: 0.2031, Forward time: 2.2656, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 6.5769 [2020-11-13 06:32:06,910][root][INFO] - ===> Epoch[406](10537/26): Loss -0.7331, Sem 0.0943, dir -0.9693, norm 0.1419, swav 0.0000 LR: 5.099e-02 Score 96.640 Data time: 0.2195, Forward time: 2.2656, Backward time: 3.1128, DDP time: 0.0048, Total iter time: 5.3698 [2020-11-13 06:32:11,587][root][INFO] - ===> Epoch[406](10538/26): Loss -0.7529, Sem 0.0851, dir -0.9727, norm 0.1348, swav 0.0000 LR: 5.099e-02 Score 97.103 Data time: 0.1630, Forward time: 2.2655, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 4.5704 [2020-11-13 06:32:16,887][root][INFO] - ===> Epoch[406](10539/26): Loss -0.7072, Sem 0.1054, dir -0.9674, norm 0.1548, swav 0.0000 LR: 5.098e-02 Score 96.441 Data time: 0.1416, Forward time: 2.2655, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.1876 [2020-11-13 06:32:21,814][root][INFO] - ===> Epoch[406](10540/26): Loss -0.7619, Sem 0.0772, dir -0.9692, norm 0.1301, swav 0.0000 LR: 5.098e-02 Score 97.280 Data time: 0.2045, Forward time: 2.2655, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 4.8107 [2020-11-13 06:32:27,146][root][INFO] - ===> Epoch[406](10541/26): Loss -0.7269, Sem 0.0958, dir -0.9669, norm 0.1441, swav 0.0000 LR: 5.097e-02 Score 96.724 Data time: 0.2389, Forward time: 2.2655, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.2215 [2020-11-13 06:32:32,604][root][INFO] - ===> Epoch[406](10542/26): Loss -0.7244, Sem 0.0952, dir -0.9674, norm 0.1477, swav 0.0000 LR: 5.097e-02 Score 96.823 Data time: 0.2398, Forward time: 2.2655, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 5.3236 [2020-11-13 06:32:38,683][root][INFO] - ===> Epoch[406](10543/26): Loss -0.7482, Sem 0.0836, dir -0.9669, norm 0.1350, swav 0.0000 LR: 5.097e-02 Score 97.211 Data time: 0.2145, Forward time: 2.2655, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.9655 [2020-11-13 06:32:45,773][root][INFO] - ===> Epoch[406](10544/26): Loss -0.7203, Sem 0.0831, dir -0.9683, norm 0.1648, swav 0.0000 LR: 5.096e-02 Score 97.084 Data time: 0.2407, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 6.9767 [2020-11-13 06:32:52,601][root][INFO] - ===> Epoch[406](10545/26): Loss -0.7188, Sem 0.0966, dir -0.9641, norm 0.1488, swav 0.0000 LR: 5.096e-02 Score 96.698 Data time: 0.3043, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 6.7191 [2020-11-13 06:32:58,556][root][INFO] - ===> Epoch[406](10546/26): Loss -0.6969, Sem 0.0981, dir -0.9576, norm 0.1626, swav 0.0000 LR: 5.095e-02 Score 96.780 Data time: 0.1477, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 5.8117 [2020-11-13 06:33:03,567][root][INFO] - ===> Epoch[406](10547/26): Loss -0.7141, Sem 0.0989, dir -0.9673, norm 0.1542, swav 0.0000 LR: 5.095e-02 Score 96.482 Data time: 0.2260, Forward time: 2.2656, Backward time: 3.1127, DDP time: 0.0048, Total iter time: 4.9427 [2020-11-13 06:33:09,324][root][INFO] - ===> Epoch[406](10548/26): Loss -0.7136, Sem 0.0961, dir -0.9655, norm 0.1559, swav 0.0000 LR: 5.094e-02 Score 96.820 Data time: 0.2500, Forward time: 2.2656, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.6547 [2020-11-13 06:33:15,413][root][INFO] - ===> Epoch[406](10549/26): Loss -0.7508, Sem 0.0833, dir -0.9727, norm 0.1386, swav 0.0000 LR: 5.094e-02 Score 97.072 Data time: 0.2199, Forward time: 2.2657, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.9404 [2020-11-13 06:33:20,454][root][INFO] - ===> Epoch[406](10550/26): Loss -0.7608, Sem 0.0785, dir -0.9714, norm 0.1321, swav 0.0000 LR: 5.093e-02 Score 97.260 Data time: 0.2257, Forward time: 2.2657, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 4.9494 [2020-11-13 06:33:25,584][root][INFO] - ===> Epoch[406](10551/26): Loss -0.7229, Sem 0.0944, dir -0.9671, norm 0.1498, swav 0.0000 LR: 5.093e-02 Score 96.958 Data time: 0.2242, Forward time: 2.2657, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 5.0062 [2020-11-13 06:33:31,831][root][INFO] - ===> Epoch[406](10552/26): Loss -0.7183, Sem 0.0882, dir -0.9680, norm 0.1614, swav 0.0000 LR: 5.092e-02 Score 96.889 Data time: 0.2733, Forward time: 2.2657, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 6.1628 [2020-11-13 06:33:37,345][root][INFO] - ===> Epoch[406](10553/26): Loss -0.7198, Sem 0.0978, dir -0.9665, norm 0.1488, swav 0.0000 LR: 5.092e-02 Score 96.605 Data time: 0.2518, Forward time: 2.2658, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.3709 [2020-11-13 06:33:43,470][root][INFO] - ===> Epoch[406](10554/26): Loss -0.7434, Sem 0.0900, dir -0.9712, norm 0.1378, swav 0.0000 LR: 5.091e-02 Score 96.776 Data time: 0.2386, Forward time: 2.2658, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 6.0035 [2020-11-13 06:33:48,673][root][INFO] - ===> Epoch[406](10555/26): Loss -0.7263, Sem 0.0905, dir -0.9706, norm 0.1537, swav 0.0000 LR: 5.091e-02 Score 97.046 Data time: 0.1746, Forward time: 2.2658, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.0764 [2020-11-13 06:33:54,341][root][INFO] - ===> Epoch[406](10556/26): Loss -0.7245, Sem 0.0936, dir -0.9671, norm 0.1490, swav 0.0000 LR: 5.090e-02 Score 96.703 Data time: 0.2061, Forward time: 2.2658, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.6135 [2020-11-13 06:33:59,662][root][INFO] - ===> Epoch[407](10557/26): Loss -0.7176, Sem 0.0888, dir -0.9698, norm 0.1634, swav 0.0000 LR: 5.090e-02 Score 96.852 Data time: 0.1930, Forward time: 2.2657, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.1802 [2020-11-13 06:34:05,791][root][INFO] - ===> Epoch[407](10558/26): Loss -0.7141, Sem 0.1021, dir -0.9690, norm 0.1527, swav 0.0000 LR: 5.089e-02 Score 96.464 Data time: 0.2078, Forward time: 2.2657, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 6.0691 [2020-11-13 06:34:11,298][root][INFO] - ===> Epoch[407](10559/26): Loss -0.7159, Sem 0.0930, dir -0.9665, norm 0.1575, swav 0.0000 LR: 5.089e-02 Score 96.872 Data time: 0.2420, Forward time: 2.2657, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.4353 [2020-11-13 06:34:16,400][root][INFO] - ===> Epoch[407](10560/26): Loss -0.6922, Sem 0.0986, dir -0.9698, norm 0.1790, swav 0.0000 LR: 5.088e-02 Score 96.459 Data time: 0.1933, Forward time: 2.2657, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 4.9698 [2020-11-13 06:34:21,841][root][INFO] - ===> Epoch[407](10561/26): Loss -0.7113, Sem 0.1158, dir -0.9694, norm 0.1423, swav 0.0000 LR: 5.088e-02 Score 95.886 Data time: 0.2772, Forward time: 2.2658, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.3168 [2020-11-13 06:34:29,202][root][INFO] - ===> Epoch[407](10562/26): Loss -0.7415, Sem 0.0824, dir -0.9692, norm 0.1453, swav 0.0000 LR: 5.087e-02 Score 97.127 Data time: 0.3665, Forward time: 2.2659, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 7.2351 [2020-11-13 06:34:34,598][root][INFO] - ===> Epoch[407](10563/26): Loss -0.7368, Sem 0.0947, dir -0.9716, norm 0.1401, swav 0.0000 LR: 5.087e-02 Score 96.708 Data time: 0.2073, Forward time: 2.2659, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.2696 [2020-11-13 06:34:40,431][root][INFO] - ===> Epoch[407](10564/26): Loss -0.6965, Sem 0.1001, dir -0.9650, norm 0.1684, swav 0.0000 LR: 5.086e-02 Score 96.426 Data time: 0.2263, Forward time: 2.2659, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.7340 [2020-11-13 06:34:46,975][root][INFO] - ===> Epoch[407](10565/26): Loss -0.7309, Sem 0.0913, dir -0.9704, norm 0.1482, swav 0.0000 LR: 5.086e-02 Score 96.722 Data time: 0.2471, Forward time: 2.2659, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.4643 [2020-11-13 06:34:52,903][root][INFO] - ===> Epoch[407](10566/26): Loss -0.7006, Sem 0.1021, dir -0.9628, norm 0.1601, swav 0.0000 LR: 5.085e-02 Score 96.627 Data time: 0.2883, Forward time: 2.2660, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.8002 [2020-11-13 06:34:57,818][root][INFO] - ===> Epoch[407](10567/26): Loss -0.7202, Sem 0.0989, dir -0.9660, norm 0.1469, swav 0.0000 LR: 5.085e-02 Score 96.488 Data time: 0.1825, Forward time: 2.2660, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.8104 [2020-11-13 06:35:02,432][root][INFO] - ===> Epoch[407](10568/26): Loss -0.7181, Sem 0.0982, dir -0.9650, norm 0.1487, swav 0.0000 LR: 5.084e-02 Score 96.624 Data time: 0.2406, Forward time: 2.2659, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 4.4971 [2020-11-13 06:35:07,245][root][INFO] - ===> Epoch[407](10569/26): Loss -0.7197, Sem 0.0883, dir -0.9628, norm 0.1548, swav 0.0000 LR: 5.084e-02 Score 96.959 Data time: 0.1990, Forward time: 2.2659, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 4.7166 [2020-11-13 06:35:11,925][root][INFO] - ===> Epoch[407](10570/26): Loss -0.7300, Sem 0.1024, dir -0.9696, norm 0.1372, swav 0.0000 LR: 5.083e-02 Score 96.738 Data time: 0.1174, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 4.5560 [2020-11-13 06:35:17,083][root][INFO] - ===> Epoch[407](10571/26): Loss -0.7303, Sem 0.0844, dir -0.9675, norm 0.1528, swav 0.0000 LR: 5.083e-02 Score 97.182 Data time: 0.1949, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.1083 [2020-11-13 06:35:22,234][root][INFO] - ===> Epoch[407](10572/26): Loss -0.7158, Sem 0.0972, dir -0.9665, norm 0.1536, swav 0.0000 LR: 5.082e-02 Score 96.599 Data time: 0.2243, Forward time: 2.2658, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.0550 [2020-11-13 06:35:28,252][root][INFO] - ===> Epoch[407](10573/26): Loss -0.7273, Sem 0.0938, dir -0.9698, norm 0.1487, swav 0.0000 LR: 5.082e-02 Score 96.783 Data time: 0.2588, Forward time: 2.2659, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.8760 [2020-11-13 06:35:34,217][root][INFO] - ===> Epoch[407](10574/26): Loss -0.7273, Sem 0.0918, dir -0.9647, norm 0.1457, swav 0.0000 LR: 5.081e-02 Score 96.925 Data time: 0.2691, Forward time: 2.2659, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.8343 [2020-11-13 06:35:38,522][root][INFO] - ===> Epoch[407](10575/26): Loss -0.7550, Sem 0.0755, dir -0.9700, norm 0.1395, swav 0.0000 LR: 5.081e-02 Score 97.493 Data time: 0.1851, Forward time: 2.2659, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 4.1954 [2020-11-13 06:35:44,293][root][INFO] - ===> Epoch[407](10576/26): Loss -0.7068, Sem 0.1021, dir -0.9688, norm 0.1600, swav 0.0000 LR: 5.081e-02 Score 96.543 Data time: 0.2104, Forward time: 2.2659, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.6821 [2020-11-13 06:35:48,915][root][INFO] - ===> Epoch[407](10577/26): Loss -0.7350, Sem 0.0976, dir -0.9702, norm 0.1376, swav 0.0000 LR: 5.080e-02 Score 96.756 Data time: 0.1753, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 4.4996 [2020-11-13 06:35:54,010][root][INFO] - ===> Epoch[407](10578/26): Loss -0.7175, Sem 0.1152, dir -0.9709, norm 0.1382, swav 0.0000 LR: 5.080e-02 Score 96.596 Data time: 0.1909, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.0425 [2020-11-13 06:35:59,067][root][INFO] - ===> Epoch[407](10579/26): Loss -0.7226, Sem 0.1023, dir -0.9688, norm 0.1439, swav 0.0000 LR: 5.079e-02 Score 96.657 Data time: 0.2090, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 4.9448 [2020-11-13 06:36:05,077][root][INFO] - ===> Epoch[407](10580/26): Loss -0.7474, Sem 0.0839, dir -0.9693, norm 0.1379, swav 0.0000 LR: 5.079e-02 Score 97.203 Data time: 0.2083, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.8908 [2020-11-13 06:36:11,134][root][INFO] - ===> Epoch[407](10581/26): Loss -0.6931, Sem 0.1213, dir -0.9677, norm 0.1532, swav 0.0000 LR: 5.078e-02 Score 95.909 Data time: 0.2041, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.9633 [2020-11-13 06:36:17,273][root][INFO] - ===> Epoch[407](10582/26): Loss -0.7045, Sem 0.1103, dir -0.9664, norm 0.1516, swav 0.0000 LR: 5.078e-02 Score 96.049 Data time: 0.1560, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.0402 [2020-11-13 06:36:22,531][root][INFO] - ===> Epoch[408](10583/26): Loss -0.7078, Sem 0.1057, dir -0.9658, norm 0.1524, swav 0.0000 LR: 5.077e-02 Score 96.263 Data time: 0.1837, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.1923 [2020-11-13 06:36:28,349][root][INFO] - ===> Epoch[408](10584/26): Loss -0.7240, Sem 0.0980, dir -0.9699, norm 0.1480, swav 0.0000 LR: 5.077e-02 Score 96.664 Data time: 0.1789, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.7512 [2020-11-13 06:36:34,512][root][INFO] - ===> Epoch[408](10585/26): Loss -0.6971, Sem 0.1008, dir -0.9682, norm 0.1703, swav 0.0000 LR: 5.076e-02 Score 96.383 Data time: 0.2001, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.0507 [2020-11-13 06:36:40,377][root][INFO] - ===> Epoch[408](10586/26): Loss -0.7137, Sem 0.1142, dir -0.9696, norm 0.1416, swav 0.0000 LR: 5.076e-02 Score 96.327 Data time: 0.2073, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.7633 [2020-11-13 06:36:45,560][root][INFO] - ===> Epoch[408](10587/26): Loss -0.7215, Sem 0.0959, dir -0.9690, norm 0.1516, swav 0.0000 LR: 5.075e-02 Score 96.643 Data time: 0.1842, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.0718 [2020-11-13 06:36:50,504][root][INFO] - ===> Epoch[408](10588/26): Loss -0.7421, Sem 0.0864, dir -0.9699, norm 0.1414, swav 0.0000 LR: 5.075e-02 Score 96.915 Data time: 0.2022, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 4.8706 [2020-11-13 06:36:56,583][root][INFO] - ===> Epoch[408](10589/26): Loss -0.6988, Sem 0.1051, dir -0.9686, norm 0.1647, swav 0.0000 LR: 5.074e-02 Score 96.446 Data time: 0.2775, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.9513 [2020-11-13 06:37:02,427][root][INFO] - ===> Epoch[408](10590/26): Loss -0.7275, Sem 0.0931, dir -0.9687, norm 0.1481, swav 0.0000 LR: 5.074e-02 Score 96.791 Data time: 0.2674, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.6906 [2020-11-13 06:37:09,097][root][INFO] - ===> Epoch[408](10591/26): Loss -0.7058, Sem 0.0937, dir -0.9663, norm 0.1669, swav 0.0000 LR: 5.073e-02 Score 96.809 Data time: 0.1691, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.5401 [2020-11-13 06:37:14,950][root][INFO] - ===> Epoch[408](10592/26): Loss -0.7057, Sem 0.1077, dir -0.9649, norm 0.1515, swav 0.0000 LR: 5.073e-02 Score 96.321 Data time: 0.1812, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.7464 [2020-11-13 06:37:21,280][root][INFO] - ===> Epoch[408](10593/26): Loss -0.7065, Sem 0.0983, dir -0.9649, norm 0.1601, swav 0.0000 LR: 5.072e-02 Score 96.776 Data time: 0.2102, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.2085 [2020-11-13 06:37:27,933][root][INFO] - ===> Epoch[408](10594/26): Loss -0.6923, Sem 0.1122, dir -0.9629, norm 0.1584, swav 0.0000 LR: 5.072e-02 Score 96.119 Data time: 0.2287, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.5424 [2020-11-13 06:37:34,064][root][INFO] - ===> Epoch[408](10595/26): Loss -0.7287, Sem 0.0908, dir -0.9672, norm 0.1477, swav 0.0000 LR: 5.071e-02 Score 96.859 Data time: 0.1798, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.0203 [2020-11-13 06:37:39,080][root][INFO] - ===> Epoch[408](10596/26): Loss -0.7143, Sem 0.0860, dir -0.9670, norm 0.1667, swav 0.0000 LR: 5.071e-02 Score 97.011 Data time: 0.2056, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 4.9072 [2020-11-13 06:37:45,551][root][INFO] - ===> Epoch[408](10597/26): Loss -0.7419, Sem 0.0864, dir -0.9714, norm 0.1430, swav 0.0000 LR: 5.070e-02 Score 97.042 Data time: 0.2774, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.3441 [2020-11-13 06:37:52,123][root][INFO] - ===> Epoch[408](10598/26): Loss -0.7190, Sem 0.0947, dir -0.9706, norm 0.1569, swav 0.0000 LR: 5.070e-02 Score 96.757 Data time: 0.3175, Forward time: 2.2658, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.4469 [2020-11-13 06:37:56,941][root][INFO] - ===> Epoch[408](10599/26): Loss -0.7625, Sem 0.0734, dir -0.9710, norm 0.1350, swav 0.0000 LR: 5.069e-02 Score 97.441 Data time: 0.1843, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 4.6876 [2020-11-13 06:38:02,974][root][INFO] - ===> Epoch[408](10600/26): Loss -0.7269, Sem 0.0909, dir -0.9709, norm 0.1531, swav 0.0000 LR: 5.069e-02 Score 96.856 Data time: 0.2487, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.9231 [2020-11-13 06:38:08,149][root][INFO] - ===> Epoch[408](10601/26): Loss -0.7141, Sem 0.1043, dir -0.9700, norm 0.1516, swav 0.0000 LR: 5.068e-02 Score 96.302 Data time: 0.1953, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.0607 [2020-11-13 06:38:12,752][root][INFO] - ===> Epoch[408](10602/26): Loss -0.7240, Sem 0.0963, dir -0.9665, norm 0.1461, swav 0.0000 LR: 5.068e-02 Score 96.646 Data time: 0.1835, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 4.5324 [2020-11-13 06:38:18,842][root][INFO] - ===> Epoch[408](10603/26): Loss -0.6927, Sem 0.1002, dir -0.9660, norm 0.1731, swav 0.0000 LR: 5.067e-02 Score 96.595 Data time: 0.2164, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.9988 [2020-11-13 06:38:24,439][root][INFO] - ===> Epoch[408](10604/26): Loss -0.7096, Sem 0.0985, dir -0.9665, norm 0.1584, swav 0.0000 LR: 5.067e-02 Score 96.689 Data time: 0.2044, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.4861 [2020-11-13 06:38:30,722][root][INFO] - ===> Epoch[408](10605/26): Loss -0.7313, Sem 0.0884, dir -0.9687, norm 0.1489, swav 0.0000 LR: 5.066e-02 Score 96.863 Data time: 0.1704, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.1793 [2020-11-13 06:38:37,478][root][INFO] - ===> Epoch[408](10606/26): Loss -0.6781, Sem 0.1066, dir -0.9666, norm 0.1820, swav 0.0000 LR: 5.066e-02 Score 96.359 Data time: 0.2198, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.6646 [2020-11-13 06:38:42,608][root][INFO] - ===> Epoch[408](10607/26): Loss -0.7115, Sem 0.1022, dir -0.9667, norm 0.1530, swav 0.0000 LR: 5.065e-02 Score 96.597 Data time: 0.1901, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.0245 [2020-11-13 06:38:49,211][root][INFO] - ===> Epoch[408](10608/26): Loss -0.7154, Sem 0.1022, dir -0.9666, norm 0.1490, swav 0.0000 LR: 5.065e-02 Score 96.550 Data time: 0.2219, Forward time: 2.2658, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.5194 [2020-11-13 06:38:54,312][root][INFO] - ===> Epoch[409](10609/26): Loss -0.7189, Sem 0.0973, dir -0.9695, norm 0.1533, swav 0.0000 LR: 5.064e-02 Score 96.710 Data time: 0.1965, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 4.9967 [2020-11-13 06:39:00,059][root][INFO] - ===> Epoch[409](10610/26): Loss -0.7037, Sem 0.0969, dir -0.9621, norm 0.1615, swav 0.0000 LR: 5.064e-02 Score 96.723 Data time: 0.2406, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.6736 [2020-11-13 06:39:05,771][root][INFO] - ===> Epoch[409](10611/26): Loss -0.7248, Sem 0.1064, dir -0.9715, norm 0.1403, swav 0.0000 LR: 5.064e-02 Score 96.436 Data time: 0.2518, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.6128 [2020-11-13 06:39:10,459][root][INFO] - ===> Epoch[409](10612/26): Loss -0.7476, Sem 0.0885, dir -0.9685, norm 0.1323, swav 0.0000 LR: 5.063e-02 Score 96.895 Data time: 0.1242, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 4.5673 [2020-11-13 06:39:15,569][root][INFO] - ===> Epoch[409](10613/26): Loss -0.7335, Sem 0.0850, dir -0.9696, norm 0.1511, swav 0.0000 LR: 5.063e-02 Score 97.059 Data time: 0.2060, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.0234 [2020-11-13 06:39:20,907][root][INFO] - ===> Epoch[409](10614/26): Loss -0.7296, Sem 0.0881, dir -0.9623, norm 0.1446, swav 0.0000 LR: 5.062e-02 Score 96.982 Data time: 0.2161, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.2434 [2020-11-13 06:39:26,235][root][INFO] - ===> Epoch[409](10615/26): Loss -0.7347, Sem 0.0894, dir -0.9664, norm 0.1423, swav 0.0000 LR: 5.062e-02 Score 96.869 Data time: 0.2244, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.2332 [2020-11-13 06:39:32,000][root][INFO] - ===> Epoch[409](10616/26): Loss -0.7307, Sem 0.0868, dir -0.9659, norm 0.1484, swav 0.0000 LR: 5.061e-02 Score 97.076 Data time: 0.2583, Forward time: 2.2658, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.6447 [2020-11-13 06:39:37,758][root][INFO] - ===> Epoch[409](10617/26): Loss -0.7190, Sem 0.1084, dir -0.9722, norm 0.1449, swav 0.0000 LR: 5.061e-02 Score 96.238 Data time: 0.2021, Forward time: 2.2658, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.6267 [2020-11-13 06:39:43,715][root][INFO] - ===> Epoch[409](10618/26): Loss -0.7077, Sem 0.1089, dir -0.9643, norm 0.1477, swav 0.0000 LR: 5.060e-02 Score 96.196 Data time: 0.2804, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.8800 [2020-11-13 06:39:49,331][root][INFO] - ===> Epoch[409](10619/26): Loss -0.7260, Sem 0.0966, dir -0.9703, norm 0.1476, swav 0.0000 LR: 5.060e-02 Score 96.672 Data time: 0.1952, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.5029 [2020-11-13 06:39:55,112][root][INFO] - ===> Epoch[409](10620/26): Loss -0.7151, Sem 0.1033, dir -0.9690, norm 0.1506, swav 0.0000 LR: 5.059e-02 Score 96.215 Data time: 0.1838, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.7044 [2020-11-13 06:40:00,682][root][INFO] - ===> Epoch[409](10621/26): Loss -0.7463, Sem 0.0922, dir -0.9718, norm 0.1332, swav 0.0000 LR: 5.059e-02 Score 96.878 Data time: 0.2629, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.4698 [2020-11-13 06:40:05,585][root][INFO] - ===> Epoch[409](10622/26): Loss -0.7139, Sem 0.1015, dir -0.9663, norm 0.1508, swav 0.0000 LR: 5.058e-02 Score 96.340 Data time: 0.1678, Forward time: 2.2658, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 4.7933 [2020-11-13 06:40:10,175][root][INFO] - ===> Epoch[409](10623/26): Loss -0.7377, Sem 0.0913, dir -0.9710, norm 0.1419, swav 0.0000 LR: 5.058e-02 Score 96.822 Data time: 0.1913, Forward time: 2.2658, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 4.5207 [2020-11-13 06:40:16,820][root][INFO] - ===> Epoch[409](10624/26): Loss -0.7504, Sem 0.0827, dir -0.9725, norm 0.1394, swav 0.0000 LR: 5.057e-02 Score 97.203 Data time: 0.1974, Forward time: 2.2658, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 6.5583 [2020-11-13 06:40:23,652][root][INFO] - ===> Epoch[409](10625/26): Loss -0.7221, Sem 0.0984, dir -0.9696, norm 0.1491, swav 0.0000 LR: 5.057e-02 Score 96.676 Data time: 0.3382, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 6.7310 [2020-11-13 06:40:28,598][root][INFO] - ===> Epoch[409](10626/26): Loss -0.7143, Sem 0.1002, dir -0.9667, norm 0.1521, swav 0.0000 LR: 5.056e-02 Score 96.562 Data time: 0.2022, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 4.8163 [2020-11-13 06:40:35,143][root][INFO] - ===> Epoch[409](10627/26): Loss -0.7295, Sem 0.0937, dir -0.9704, norm 0.1473, swav 0.0000 LR: 5.056e-02 Score 96.792 Data time: 0.1986, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 6.4274 [2020-11-13 06:40:42,551][root][INFO] - ===> Epoch[409](10628/26): Loss -0.7298, Sem 0.0857, dir -0.9690, norm 0.1535, swav 0.0000 LR: 5.055e-02 Score 96.986 Data time: 0.1780, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 7.2873 [2020-11-13 06:40:48,292][root][INFO] - ===> Epoch[409](10629/26): Loss -0.7384, Sem 0.0807, dir -0.9657, norm 0.1467, swav 0.0000 LR: 5.055e-02 Score 97.218 Data time: 0.2101, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.6433 [2020-11-13 06:40:53,424][root][INFO] - ===> Epoch[409](10630/26): Loss -0.7087, Sem 0.1031, dir -0.9694, norm 0.1575, swav 0.0000 LR: 5.054e-02 Score 96.369 Data time: 0.1915, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.0249 [2020-11-13 06:40:58,943][root][INFO] - ===> Epoch[409](10631/26): Loss -0.7532, Sem 0.0927, dir -0.9729, norm 0.1270, swav 0.0000 LR: 5.054e-02 Score 96.794 Data time: 0.2194, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.4125 [2020-11-13 06:41:05,912][root][INFO] - ===> Epoch[409](10632/26): Loss -0.7201, Sem 0.0962, dir -0.9708, norm 0.1545, swav 0.0000 LR: 5.053e-02 Score 96.555 Data time: 0.1784, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.8645 [2020-11-13 06:41:11,504][root][INFO] - ===> Epoch[409](10633/26): Loss -0.7299, Sem 0.0922, dir -0.9701, norm 0.1479, swav 0.0000 LR: 5.053e-02 Score 96.716 Data time: 0.2990, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.4957 [2020-11-13 06:41:16,835][root][INFO] - ===> Epoch[409](10634/26): Loss -0.7033, Sem 0.0912, dir -0.9692, norm 0.1747, swav 0.0000 LR: 5.052e-02 Score 96.945 Data time: 0.1950, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.2104 [2020-11-13 06:41:22,334][root][INFO] - ===> Epoch[410](10635/26): Loss -0.7396, Sem 0.0916, dir -0.9702, norm 0.1391, swav 0.0000 LR: 5.052e-02 Score 96.831 Data time: 0.1866, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.3948 [2020-11-13 06:41:27,607][root][INFO] - ===> Epoch[410](10636/26): Loss -0.7323, Sem 0.0818, dir -0.9695, norm 0.1555, swav 0.0000 LR: 5.051e-02 Score 97.144 Data time: 0.2052, Forward time: 2.2658, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.1932 [2020-11-13 06:41:33,248][root][INFO] - ===> Epoch[410](10637/26): Loss -0.7346, Sem 0.0936, dir -0.9670, norm 0.1388, swav 0.0000 LR: 5.051e-02 Score 96.726 Data time: 0.1815, Forward time: 2.2658, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.5213 [2020-11-13 06:41:38,795][root][INFO] - ===> Epoch[410](10638/26): Loss -0.7249, Sem 0.1002, dir -0.9703, norm 0.1452, swav 0.0000 LR: 5.050e-02 Score 96.461 Data time: 0.1747, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.4425 [2020-11-13 06:41:45,378][root][INFO] - ===> Epoch[410](10639/26): Loss -0.7225, Sem 0.0981, dir -0.9671, norm 0.1465, swav 0.0000 LR: 5.050e-02 Score 96.814 Data time: 0.1976, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 6.5050 [2020-11-13 06:41:51,055][root][INFO] - ===> Epoch[410](10640/26): Loss -0.7449, Sem 0.0807, dir -0.9656, norm 0.1399, swav 0.0000 LR: 5.049e-02 Score 97.205 Data time: 0.1874, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.5727 [2020-11-13 06:41:58,463][root][INFO] - ===> Epoch[410](10641/26): Loss -0.7173, Sem 0.1080, dir -0.9659, norm 0.1406, swav 0.0000 LR: 5.049e-02 Score 96.311 Data time: 0.1744, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 7.3243 [2020-11-13 06:42:03,633][root][INFO] - ===> Epoch[410](10642/26): Loss -0.7374, Sem 0.0930, dir -0.9713, norm 0.1408, swav 0.0000 LR: 5.048e-02 Score 96.816 Data time: 0.1515, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.1193 [2020-11-13 06:42:09,556][root][INFO] - ===> Epoch[410](10643/26): Loss -0.6937, Sem 0.1107, dir -0.9598, norm 0.1554, swav 0.0000 LR: 5.048e-02 Score 96.281 Data time: 0.2186, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.8498 [2020-11-13 06:42:15,023][root][INFO] - ===> Epoch[410](10644/26): Loss -0.7174, Sem 0.0961, dir -0.9701, norm 0.1567, swav 0.0000 LR: 5.048e-02 Score 96.544 Data time: 0.2280, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.3457 [2020-11-13 06:42:21,175][root][INFO] - ===> Epoch[410](10645/26): Loss -0.7045, Sem 0.1032, dir -0.9656, norm 0.1579, swav 0.0000 LR: 5.047e-02 Score 96.375 Data time: 0.2017, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.0194 [2020-11-13 06:42:26,957][root][INFO] - ===> Epoch[410](10646/26): Loss -0.7516, Sem 0.0830, dir -0.9694, norm 0.1349, swav 0.0000 LR: 5.047e-02 Score 97.139 Data time: 0.1930, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.6731 [2020-11-13 06:42:32,008][root][INFO] - ===> Epoch[410](10647/26): Loss -0.7008, Sem 0.0986, dir -0.9631, norm 0.1637, swav 0.0000 LR: 5.046e-02 Score 96.526 Data time: 0.1509, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 4.9469 [2020-11-13 06:42:36,569][root][INFO] - ===> Epoch[410](10648/26): Loss -0.6952, Sem 0.1100, dir -0.9666, norm 0.1614, swav 0.0000 LR: 5.046e-02 Score 96.373 Data time: 0.2022, Forward time: 2.2656, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 4.4853 [2020-11-13 06:42:42,066][root][INFO] - ===> Epoch[410](10649/26): Loss -0.7219, Sem 0.0973, dir -0.9657, norm 0.1465, swav 0.0000 LR: 5.045e-02 Score 96.501 Data time: 0.1745, Forward time: 2.2655, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.3854 [2020-11-13 06:42:47,927][root][INFO] - ===> Epoch[410](10650/26): Loss -0.7394, Sem 0.0899, dir -0.9736, norm 0.1443, swav 0.0000 LR: 5.045e-02 Score 96.854 Data time: 0.2079, Forward time: 2.2655, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.7679 [2020-11-13 06:42:53,777][root][INFO] - ===> Epoch[410](10651/26): Loss -0.7300, Sem 0.0869, dir -0.9690, norm 0.1520, swav 0.0000 LR: 5.044e-02 Score 97.019 Data time: 0.2695, Forward time: 2.2656, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.7263 [2020-11-13 06:42:59,618][root][INFO] - ===> Epoch[410](10652/26): Loss -0.7512, Sem 0.0852, dir -0.9717, norm 0.1354, swav 0.0000 LR: 5.044e-02 Score 97.067 Data time: 0.1962, Forward time: 2.2656, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.6985 [2020-11-13 06:43:05,908][root][INFO] - ===> Epoch[410](10653/26): Loss -0.7632, Sem 0.0796, dir -0.9729, norm 0.1301, swav 0.0000 LR: 5.043e-02 Score 97.266 Data time: 0.3156, Forward time: 2.2656, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.1905 [2020-11-13 06:43:12,349][root][INFO] - ===> Epoch[410](10654/26): Loss -0.7128, Sem 0.1030, dir -0.9670, norm 0.1513, swav 0.0000 LR: 5.043e-02 Score 96.396 Data time: 0.2301, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.2886 [2020-11-13 06:43:18,333][root][INFO] - ===> Epoch[410](10655/26): Loss -0.7519, Sem 0.0846, dir -0.9734, norm 0.1368, swav 0.0000 LR: 5.042e-02 Score 97.034 Data time: 0.2747, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.8745 [2020-11-13 06:43:24,945][root][INFO] - ===> Epoch[410](10656/26): Loss -0.6908, Sem 0.1040, dir -0.9617, norm 0.1670, swav 0.0000 LR: 5.042e-02 Score 96.426 Data time: 0.2145, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.5068 [2020-11-13 06:43:31,317][root][INFO] - ===> Epoch[410](10657/26): Loss -0.7221, Sem 0.0873, dir -0.9694, norm 0.1600, swav 0.0000 LR: 5.041e-02 Score 97.017 Data time: 0.2470, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.2481 [2020-11-13 06:43:37,940][root][INFO] - ===> Epoch[410](10658/26): Loss -0.7351, Sem 0.0877, dir -0.9717, norm 0.1489, swav 0.0000 LR: 5.041e-02 Score 96.966 Data time: 0.2050, Forward time: 2.2658, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.5118 [2020-11-13 06:43:43,078][root][INFO] - ===> Epoch[410](10659/26): Loss -0.7247, Sem 0.0945, dir -0.9660, norm 0.1468, swav 0.0000 LR: 5.040e-02 Score 96.595 Data time: 0.1884, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.0312 [2020-11-13 06:43:48,809][root][INFO] - ===> Epoch[410](10660/26): Loss -0.7364, Sem 0.0882, dir -0.9719, norm 0.1473, swav 0.0000 LR: 5.040e-02 Score 97.018 Data time: 0.1910, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.6212 [2020-11-13 06:43:55,981][root][INFO] - ===> Epoch[411](10661/26): Loss -0.7156, Sem 0.1034, dir -0.9695, norm 0.1504, swav 0.0000 LR: 5.039e-02 Score 96.582 Data time: 0.1484, Forward time: 2.2657, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 7.0575 [2020-11-13 06:44:01,906][root][INFO] - ===> Epoch[411](10662/26): Loss -0.7421, Sem 0.0802, dir -0.9682, norm 0.1459, swav 0.0000 LR: 5.039e-02 Score 97.330 Data time: 0.1565, Forward time: 2.2656, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 5.8747 [2020-11-13 06:44:07,716][root][INFO] - ===> Epoch[411](10663/26): Loss -0.7042, Sem 0.0893, dir -0.9632, norm 0.1697, swav 0.0000 LR: 5.038e-02 Score 96.947 Data time: 0.1623, Forward time: 2.2656, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.7238 [2020-11-13 06:44:12,456][root][INFO] - ===> Epoch[411](10664/26): Loss -0.6954, Sem 0.1075, dir -0.9635, norm 0.1605, swav 0.0000 LR: 5.038e-02 Score 96.360 Data time: 0.1691, Forward time: 2.2655, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 4.6528 [2020-11-13 06:44:19,215][root][INFO] - ===> Epoch[411](10665/26): Loss -0.7291, Sem 0.0945, dir -0.9673, norm 0.1437, swav 0.0000 LR: 5.037e-02 Score 96.738 Data time: 0.2066, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 6.6641 [2020-11-13 06:44:23,993][root][INFO] - ===> Epoch[411](10666/26): Loss -0.7136, Sem 0.0944, dir -0.9680, norm 0.1599, swav 0.0000 LR: 5.037e-02 Score 96.814 Data time: 0.2001, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.6638 [2020-11-13 06:44:31,599][root][INFO] - ===> Epoch[411](10667/26): Loss -0.7228, Sem 0.1026, dir -0.9703, norm 0.1450, swav 0.0000 LR: 5.036e-02 Score 96.478 Data time: 0.1905, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 7.4933 [2020-11-13 06:44:37,546][root][INFO] - ===> Epoch[411](10668/26): Loss -0.7490, Sem 0.0902, dir -0.9739, norm 0.1347, swav 0.0000 LR: 5.036e-02 Score 96.884 Data time: 0.1945, Forward time: 2.2654, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.8449 [2020-11-13 06:44:45,204][root][INFO] - ===> Epoch[411](10669/26): Loss -0.7032, Sem 0.0966, dir -0.9646, norm 0.1648, swav 0.0000 LR: 5.035e-02 Score 96.701 Data time: 0.2261, Forward time: 2.2654, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 7.5826 [2020-11-13 06:44:50,903][root][INFO] - ===> Epoch[411](10670/26): Loss -0.7224, Sem 0.1011, dir -0.9694, norm 0.1459, swav 0.0000 LR: 5.035e-02 Score 96.381 Data time: 0.2273, Forward time: 2.2654, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.5881 [2020-11-13 06:44:56,476][root][INFO] - ===> Epoch[411](10671/26): Loss -0.7281, Sem 0.0891, dir -0.9673, norm 0.1501, swav 0.0000 LR: 5.034e-02 Score 96.985 Data time: 0.1746, Forward time: 2.2654, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 5.4558 [2020-11-13 06:45:02,607][root][INFO] - ===> Epoch[411](10672/26): Loss -0.7387, Sem 0.0853, dir -0.9678, norm 0.1438, swav 0.0000 LR: 5.034e-02 Score 97.123 Data time: 0.2133, Forward time: 2.2654, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 6.0487 [2020-11-13 06:45:07,903][root][INFO] - ===> Epoch[411](10673/26): Loss -0.7035, Sem 0.0969, dir -0.9643, norm 0.1639, swav 0.0000 LR: 5.033e-02 Score 96.600 Data time: 0.2342, Forward time: 2.2654, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 5.1879 [2020-11-13 06:45:14,745][root][INFO] - ===> Epoch[411](10674/26): Loss -0.7279, Sem 0.0964, dir -0.9705, norm 0.1462, swav 0.0000 LR: 5.033e-02 Score 96.710 Data time: 0.2543, Forward time: 2.2655, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 6.7147 [2020-11-13 06:45:21,543][root][INFO] - ===> Epoch[411](10675/26): Loss -0.6976, Sem 0.1008, dir -0.9624, norm 0.1641, swav 0.0000 LR: 5.032e-02 Score 96.393 Data time: 0.3101, Forward time: 2.2656, Backward time: 3.1126, DDP time: 0.0048, Total iter time: 6.6702 [2020-11-13 06:45:26,825][root][INFO] - ===> Epoch[411](10676/26): Loss -0.7292, Sem 0.0985, dir -0.9727, norm 0.1450, swav 0.0000 LR: 5.032e-02 Score 96.704 Data time: 0.2219, Forward time: 2.2656, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 5.1568 [2020-11-13 06:45:31,813][root][INFO] - ===> Epoch[411](10677/26): Loss -0.7198, Sem 0.0932, dir -0.9679, norm 0.1549, swav 0.0000 LR: 5.031e-02 Score 96.771 Data time: 0.2015, Forward time: 2.2656, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 4.8817 [2020-11-13 06:45:37,658][root][INFO] - ===> Epoch[411](10678/26): Loss -0.7318, Sem 0.0885, dir -0.9693, norm 0.1490, swav 0.0000 LR: 5.031e-02 Score 96.826 Data time: 0.2485, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.7333 [2020-11-13 06:45:43,247][root][INFO] - ===> Epoch[411](10679/26): Loss -0.7539, Sem 0.0797, dir -0.9726, norm 0.1389, swav 0.0000 LR: 5.031e-02 Score 97.207 Data time: 0.1978, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.4515 [2020-11-13 06:45:48,505][root][INFO] - ===> Epoch[411](10680/26): Loss -0.7337, Sem 0.0896, dir -0.9733, norm 0.1500, swav 0.0000 LR: 5.030e-02 Score 96.839 Data time: 0.2666, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.1410 [2020-11-13 06:45:54,323][root][INFO] - ===> Epoch[411](10681/26): Loss -0.7188, Sem 0.0950, dir -0.9681, norm 0.1543, swav 0.0000 LR: 5.030e-02 Score 96.819 Data time: 0.1666, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.7072 [2020-11-13 06:45:59,627][root][INFO] - ===> Epoch[411](10682/26): Loss -0.6966, Sem 0.1019, dir -0.9656, norm 0.1672, swav 0.0000 LR: 5.029e-02 Score 96.489 Data time: 0.1963, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.2220 [2020-11-13 06:46:04,613][root][INFO] - ===> Epoch[411](10683/26): Loss -0.7200, Sem 0.0914, dir -0.9639, norm 0.1525, swav 0.0000 LR: 5.029e-02 Score 96.776 Data time: 0.1865, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 4.8774 [2020-11-13 06:46:09,752][root][INFO] - ===> Epoch[411](10684/26): Loss -0.7198, Sem 0.0974, dir -0.9674, norm 0.1502, swav 0.0000 LR: 5.028e-02 Score 96.622 Data time: 0.1959, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.0392 [2020-11-13 06:46:15,610][root][INFO] - ===> Epoch[411](10685/26): Loss -0.7147, Sem 0.0918, dir -0.9672, norm 0.1607, swav 0.0000 LR: 5.028e-02 Score 96.888 Data time: 0.2034, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.7278 [2020-11-13 06:46:20,634][root][INFO] - ===> Epoch[411](10686/26): Loss -0.7462, Sem 0.0848, dir -0.9711, norm 0.1401, swav 0.0000 LR: 5.027e-02 Score 96.996 Data time: 0.1916, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.9114 [2020-11-13 06:46:25,675][root][INFO] - ===> Epoch[412](10687/26): Loss -0.7181, Sem 0.0897, dir -0.9678, norm 0.1600, swav 0.0000 LR: 5.027e-02 Score 96.993 Data time: 0.2130, Forward time: 2.2655, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 4.9410 [2020-11-13 06:46:33,372][root][INFO] - ===> Epoch[412](10688/26): Loss -0.7306, Sem 0.0890, dir -0.9678, norm 0.1483, swav 0.0000 LR: 5.026e-02 Score 97.088 Data time: 0.2051, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 7.5662 [2020-11-13 06:46:38,883][root][INFO] - ===> Epoch[412](10689/26): Loss -0.7249, Sem 0.0900, dir -0.9683, norm 0.1534, swav 0.0000 LR: 5.026e-02 Score 96.798 Data time: 0.1423, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.4032 [2020-11-13 06:46:43,930][root][INFO] - ===> Epoch[412](10690/26): Loss -0.7167, Sem 0.1060, dir -0.9651, norm 0.1424, swav 0.0000 LR: 5.025e-02 Score 96.247 Data time: 0.2101, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 4.9781 [2020-11-13 06:46:49,113][root][INFO] - ===> Epoch[412](10691/26): Loss -0.7558, Sem 0.0830, dir -0.9711, norm 0.1323, swav 0.0000 LR: 5.025e-02 Score 97.240 Data time: 0.2295, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.0722 [2020-11-13 06:46:55,197][root][INFO] - ===> Epoch[412](10692/26): Loss -0.7236, Sem 0.0989, dir -0.9668, norm 0.1443, swav 0.0000 LR: 5.024e-02 Score 96.600 Data time: 0.2865, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.9610 [2020-11-13 06:47:00,466][root][INFO] - ===> Epoch[412](10693/26): Loss -0.7198, Sem 0.1017, dir -0.9683, norm 0.1468, swav 0.0000 LR: 5.024e-02 Score 96.566 Data time: 0.1885, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.1289 [2020-11-13 06:47:05,576][root][INFO] - ===> Epoch[412](10694/26): Loss -0.7031, Sem 0.1010, dir -0.9640, norm 0.1600, swav 0.0000 LR: 5.023e-02 Score 96.606 Data time: 0.2051, Forward time: 2.2655, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 5.0067 [2020-11-13 06:47:12,017][root][INFO] - ===> Epoch[412](10695/26): Loss -0.7363, Sem 0.0924, dir -0.9694, norm 0.1407, swav 0.0000 LR: 5.023e-02 Score 96.898 Data time: 0.2263, Forward time: 2.2655, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 6.3412 [2020-11-13 06:47:18,788][root][INFO] - ===> Epoch[412](10696/26): Loss -0.7334, Sem 0.0924, dir -0.9715, norm 0.1458, swav 0.0000 LR: 5.022e-02 Score 96.605 Data time: 0.1973, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.6333 [2020-11-13 06:47:25,171][root][INFO] - ===> Epoch[412](10697/26): Loss -0.7259, Sem 0.0964, dir -0.9688, norm 0.1465, swav 0.0000 LR: 5.022e-02 Score 96.631 Data time: 0.2954, Forward time: 2.2656, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 6.2812 [2020-11-13 06:47:31,651][root][INFO] - ===> Epoch[412](10698/26): Loss -0.7334, Sem 0.0850, dir -0.9711, norm 0.1526, swav 0.0000 LR: 5.021e-02 Score 97.028 Data time: 0.2449, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.3741 [2020-11-13 06:47:38,866][root][INFO] - ===> Epoch[412](10699/26): Loss -0.7126, Sem 0.0952, dir -0.9635, norm 0.1557, swav 0.0000 LR: 5.021e-02 Score 96.716 Data time: 0.2644, Forward time: 2.2657, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 7.0780 [2020-11-13 06:47:43,391][root][INFO] - ===> Epoch[412](10700/26): Loss -0.7717, Sem 0.0703, dir -0.9749, norm 0.1329, swav 0.0000 LR: 5.020e-02 Score 97.589 Data time: 0.2077, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.4029 [2020-11-13 06:47:48,806][root][INFO] - ===> Epoch[412](10701/26): Loss -0.7535, Sem 0.0860, dir -0.9728, norm 0.1333, swav 0.0000 LR: 5.020e-02 Score 97.172 Data time: 0.2478, Forward time: 2.2657, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 5.3231 [2020-11-13 06:47:55,423][root][INFO] - ===> Epoch[412](10702/26): Loss -0.7419, Sem 0.0890, dir -0.9723, norm 0.1414, swav 0.0000 LR: 5.019e-02 Score 96.753 Data time: 0.1879, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 6.5127 [2020-11-13 06:48:01,646][root][INFO] - ===> Epoch[412](10703/26): Loss -0.7412, Sem 0.0904, dir -0.9701, norm 0.1385, swav 0.0000 LR: 5.019e-02 Score 96.838 Data time: 0.2440, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 6.1121 [2020-11-13 06:48:06,858][root][INFO] - ===> Epoch[412](10704/26): Loss -0.7405, Sem 0.0963, dir -0.9712, norm 0.1344, swav 0.0000 LR: 5.018e-02 Score 96.654 Data time: 0.1481, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.0994 [2020-11-13 06:48:12,834][root][INFO] - ===> Epoch[412](10705/26): Loss -0.7179, Sem 0.0906, dir -0.9663, norm 0.1578, swav 0.0000 LR: 5.018e-02 Score 96.903 Data time: 0.1218, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.8679 [2020-11-13 06:48:17,849][root][INFO] - ===> Epoch[412](10706/26): Loss -0.7155, Sem 0.0962, dir -0.9679, norm 0.1562, swav 0.0000 LR: 5.017e-02 Score 96.643 Data time: 0.1638, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 4.9683 [2020-11-13 06:48:23,847][root][INFO] - ===> Epoch[412](10707/26): Loss -0.7428, Sem 0.0850, dir -0.9685, norm 0.1407, swav 0.0000 LR: 5.017e-02 Score 97.101 Data time: 0.2257, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.9016 [2020-11-13 06:48:28,685][root][INFO] - ===> Epoch[412](10708/26): Loss -0.7534, Sem 0.0831, dir -0.9750, norm 0.1385, swav 0.0000 LR: 5.016e-02 Score 97.231 Data time: 0.2328, Forward time: 2.2656, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.7299 [2020-11-13 06:48:35,565][root][INFO] - ===> Epoch[412](10709/26): Loss -0.7371, Sem 0.0894, dir -0.9679, norm 0.1413, swav 0.0000 LR: 5.016e-02 Score 96.843 Data time: 0.2000, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.7530 [2020-11-13 06:48:41,261][root][INFO] - ===> Epoch[412](10710/26): Loss -0.7335, Sem 0.0987, dir -0.9729, norm 0.1407, swav 0.0000 LR: 5.015e-02 Score 96.386 Data time: 0.1975, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.5655 [2020-11-13 06:48:47,050][root][INFO] - ===> Epoch[412](10711/26): Loss -0.7238, Sem 0.0893, dir -0.9683, norm 0.1552, swav 0.0000 LR: 5.015e-02 Score 96.803 Data time: 0.1783, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.6833 [2020-11-13 06:48:52,573][root][INFO] - ===> Epoch[412](10712/26): Loss -0.7205, Sem 0.0993, dir -0.9686, norm 0.1488, swav 0.0000 LR: 5.014e-02 Score 96.574 Data time: 0.2844, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.4323 [2020-11-13 06:48:59,544][root][INFO] - ===> Epoch[413](10713/26): Loss -0.7195, Sem 0.0811, dir -0.9638, norm 0.1632, swav 0.0000 LR: 5.014e-02 Score 97.250 Data time: 0.3620, Forward time: 2.2657, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.8424 [2020-11-13 06:49:06,551][root][INFO] - ===> Epoch[413](10714/26): Loss -0.7306, Sem 0.0895, dir -0.9669, norm 0.1468, swav 0.0000 LR: 5.014e-02 Score 96.908 Data time: 0.3408, Forward time: 2.2658, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.8534 [2020-11-13 06:49:12,823][root][INFO] - ===> Epoch[413](10715/26): Loss -0.7258, Sem 0.0988, dir -0.9681, norm 0.1435, swav 0.0000 LR: 5.013e-02 Score 96.481 Data time: 0.2276, Forward time: 2.2659, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.1598 [2020-11-13 06:49:18,441][root][INFO] - ===> Epoch[413](10716/26): Loss -0.6960, Sem 0.1002, dir -0.9611, norm 0.1649, swav 0.0000 LR: 5.013e-02 Score 96.443 Data time: 0.2006, Forward time: 2.2659, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.5217 [2020-11-13 06:49:23,240][root][INFO] - ===> Epoch[413](10717/26): Loss -0.7107, Sem 0.1038, dir -0.9691, norm 0.1546, swav 0.0000 LR: 5.012e-02 Score 96.435 Data time: 0.1653, Forward time: 2.2658, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.6888 [2020-11-13 06:49:28,213][root][INFO] - ===> Epoch[413](10718/26): Loss -0.7355, Sem 0.0776, dir -0.9642, norm 0.1511, swav 0.0000 LR: 5.012e-02 Score 97.293 Data time: 0.2030, Forward time: 2.2658, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.8747 [2020-11-13 06:49:34,071][root][INFO] - ===> Epoch[413](10719/26): Loss -0.7336, Sem 0.0919, dir -0.9684, norm 0.1429, swav 0.0000 LR: 5.011e-02 Score 96.837 Data time: 0.1930, Forward time: 2.2658, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.7592 [2020-11-13 06:49:40,166][root][INFO] - ===> Epoch[413](10720/26): Loss -0.7086, Sem 0.1020, dir -0.9664, norm 0.1558, swav 0.0000 LR: 5.011e-02 Score 96.482 Data time: 0.1830, Forward time: 2.2657, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.9864 [2020-11-13 06:49:45,830][root][INFO] - ===> Epoch[413](10721/26): Loss -0.7102, Sem 0.1083, dir -0.9688, norm 0.1503, swav 0.0000 LR: 5.010e-02 Score 96.144 Data time: 0.2097, Forward time: 2.2657, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.5755 [2020-11-13 06:49:50,436][root][INFO] - ===> Epoch[413](10722/26): Loss -0.7137, Sem 0.0905, dir -0.9658, norm 0.1616, swav 0.0000 LR: 5.010e-02 Score 96.810 Data time: 0.1971, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.5086 [2020-11-13 06:49:56,402][root][INFO] - ===> Epoch[413](10723/26): Loss -0.7154, Sem 0.0848, dir -0.9609, norm 0.1608, swav 0.0000 LR: 5.009e-02 Score 97.111 Data time: 0.2129, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.8662 [2020-11-13 06:50:01,716][root][INFO] - ===> Epoch[413](10724/26): Loss -0.7418, Sem 0.0904, dir -0.9711, norm 0.1389, swav 0.0000 LR: 5.009e-02 Score 96.775 Data time: 0.1627, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.2136 [2020-11-13 06:50:08,374][root][INFO] - ===> Epoch[413](10725/26): Loss -0.7327, Sem 0.0883, dir -0.9707, norm 0.1498, swav 0.0000 LR: 5.008e-02 Score 96.909 Data time: 0.1905, Forward time: 2.2657, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.5782 [2020-11-13 06:50:13,770][root][INFO] - ===> Epoch[413](10726/26): Loss -0.7211, Sem 0.0959, dir -0.9680, norm 0.1510, swav 0.0000 LR: 5.008e-02 Score 96.630 Data time: 0.2320, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 5.2918 [2020-11-13 06:50:19,209][root][INFO] - ===> Epoch[413](10727/26): Loss -0.7047, Sem 0.1029, dir -0.9661, norm 0.1585, swav 0.0000 LR: 5.007e-02 Score 96.491 Data time: 0.1434, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.3088 [2020-11-13 06:50:25,113][root][INFO] - ===> Epoch[413](10728/26): Loss -0.7181, Sem 0.0890, dir -0.9689, norm 0.1617, swav 0.0000 LR: 5.007e-02 Score 96.864 Data time: 0.1701, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.8042 [2020-11-13 06:50:29,598][root][INFO] - ===> Epoch[413](10729/26): Loss -0.7241, Sem 0.0948, dir -0.9685, norm 0.1497, swav 0.0000 LR: 5.006e-02 Score 96.685 Data time: 0.1947, Forward time: 2.2656, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.3782 [2020-11-13 06:50:36,322][root][INFO] - ===> Epoch[413](10730/26): Loss -0.7178, Sem 0.1025, dir -0.9659, norm 0.1456, swav 0.0000 LR: 5.006e-02 Score 96.321 Data time: 0.1911, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 6.6209 [2020-11-13 06:50:42,895][root][INFO] - ===> Epoch[413](10731/26): Loss -0.7277, Sem 0.0868, dir -0.9667, norm 0.1522, swav 0.0000 LR: 5.005e-02 Score 96.934 Data time: 0.2105, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 6.4576 [2020-11-13 06:50:48,960][root][INFO] - ===> Epoch[413](10732/26): Loss -0.7220, Sem 0.0916, dir -0.9680, norm 0.1544, swav 0.0000 LR: 5.005e-02 Score 96.863 Data time: 0.2034, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.9250 [2020-11-13 06:50:54,774][root][INFO] - ===> Epoch[413](10733/26): Loss -0.6876, Sem 0.1157, dir -0.9661, norm 0.1628, swav 0.0000 LR: 5.004e-02 Score 96.026 Data time: 0.2671, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.7056 [2020-11-13 06:51:00,323][root][INFO] - ===> Epoch[413](10734/26): Loss -0.7404, Sem 0.0847, dir -0.9699, norm 0.1448, swav 0.0000 LR: 5.004e-02 Score 97.053 Data time: 0.2234, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.4117 [2020-11-13 06:51:05,890][root][INFO] - ===> Epoch[413](10735/26): Loss -0.7235, Sem 0.0979, dir -0.9683, norm 0.1469, swav 0.0000 LR: 5.003e-02 Score 96.689 Data time: 0.2288, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.4254 [2020-11-13 06:51:11,011][root][INFO] - ===> Epoch[413](10736/26): Loss -0.7127, Sem 0.1031, dir -0.9634, norm 0.1475, swav 0.0000 LR: 5.003e-02 Score 96.309 Data time: 0.1650, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 4.9989 [2020-11-13 06:51:18,901][root][INFO] - ===> Epoch[413](10737/26): Loss -0.7197, Sem 0.1066, dir -0.9685, norm 0.1423, swav 0.0000 LR: 5.002e-02 Score 96.491 Data time: 0.2895, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 7.7928 [2020-11-13 06:51:24,201][root][INFO] - ===> Epoch[413](10738/26): Loss -0.7227, Sem 0.1032, dir -0.9663, norm 0.1404, swav 0.0000 LR: 5.002e-02 Score 96.506 Data time: 0.1774, Forward time: 2.2656, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.1568 [2020-11-13 06:51:30,110][root][INFO] - ===> Epoch[414](10739/26): Loss -0.7230, Sem 0.0921, dir -0.9678, norm 0.1528, swav 0.0000 LR: 5.001e-02 Score 96.885 Data time: 0.1471, Forward time: 2.2655, Backward time: 3.1125, DDP time: 0.0048, Total iter time: 5.8300 [2020-11-13 06:51:35,368][root][INFO] - ===> Epoch[414](10740/26): Loss -0.7117, Sem 0.1008, dir -0.9665, norm 0.1540, swav 0.0000 LR: 5.001e-02 Score 96.403 Data time: 0.2065, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.1951 [2020-11-13 06:51:40,274][root][INFO] - ===> Epoch[414](10741/26): Loss -0.7384, Sem 0.0943, dir -0.9715, norm 0.1388, swav 0.0000 LR: 5.000e-02 Score 96.680 Data time: 0.1607, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 4.8099 [2020-11-13 06:51:45,519][root][INFO] - ===> Epoch[414](10742/26): Loss -0.7152, Sem 0.0956, dir -0.9713, norm 0.1606, swav 0.0000 LR: 5.000e-02 Score 96.759 Data time: 0.2147, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 5.1617 [2020-11-13 06:51:51,070][root][INFO] - ===> Epoch[414](10743/26): Loss -0.7302, Sem 0.0952, dir -0.9691, norm 0.1437, swav 0.0000 LR: 4.999e-02 Score 96.669 Data time: 0.2171, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.4006 [2020-11-13 06:51:56,198][root][INFO] - ===> Epoch[414](10744/26): Loss -0.7382, Sem 0.0883, dir -0.9669, norm 0.1405, swav 0.0000 LR: 4.999e-02 Score 96.879 Data time: 0.2306, Forward time: 2.2655, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.0247 [2020-11-13 06:52:03,880][root][INFO] - ===> Epoch[414](10745/26): Loss -0.7150, Sem 0.0991, dir -0.9687, norm 0.1545, swav 0.0000 LR: 4.998e-02 Score 96.580 Data time: 0.2351, Forward time: 2.2655, Backward time: 3.1124, DDP time: 0.0048, Total iter time: 7.5792 [2020-11-13 06:52:09,721][root][INFO] - ===> Epoch[414](10746/26): Loss -0.7141, Sem 0.1037, dir -0.9667, norm 0.1489, swav 0.0000 LR: 4.998e-02 Score 96.419 Data time: 0.2779, Forward time: 2.2656, Backward time: 3.1123, DDP time: 0.0048, Total iter time: 5.6959 [2020-11-13 06:52:14,807][root][INFO] - ===> Epoch[414](10747/26): Loss -0.7068, Sem 0.0969, dir -0.9642, norm 0.1604, swav 0.0000 LR: 4.997e-02 Score 96.485 Data time: 0.2494, Forward time: 2.2656, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 4.9559 [2020-11-13 06:52:21,171][root][INFO] - ===> Epoch[414](10748/26): Loss -0.7197, Sem 0.0919, dir -0.9682, norm 0.1566, swav 0.0000 LR: 4.997e-02 Score 96.855 Data time: 0.3089, Forward time: 2.2657, Backward time: 3.1122, DDP time: 0.0048, Total iter time: 6.2283 [2020-11-13 06:52:26,512][root][INFO] - ===> Epoch[414](10749/26): Loss -0.7073, Sem 0.1064, dir -0.9662, norm 0.1525, swav 0.0000 LR: 4.996e-02 Score 96.186 Data time: 0.2321, Forward time: 2.2658, Backward time: 3.1121, DDP time: 0.0048, Total iter time: 5.1974 [2020-11-13 06:52:31,695][root][INFO] - ===> Epoch[414](10750/26): Loss -0.7193, Sem 0.0980, dir -0.9679, norm 0.1506, swav 0.0000 LR: 4.996e-02 Score 96.548 Data time: 0.2067, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.0720 [2020-11-13 06:52:37,252][root][INFO] - ===> Epoch[414](10751/26): Loss -0.7294, Sem 0.0912, dir -0.9719, norm 0.1513, swav 0.0000 LR: 4.996e-02 Score 96.851 Data time: 0.2059, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.4450 [2020-11-13 06:52:42,900][root][INFO] - ===> Epoch[414](10752/26): Loss -0.7526, Sem 0.0802, dir -0.9699, norm 0.1370, swav 0.0000 LR: 4.995e-02 Score 97.186 Data time: 0.2360, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.5379 [2020-11-13 06:52:48,341][root][INFO] - ===> Epoch[414](10753/26): Loss -0.7180, Sem 0.0912, dir -0.9695, norm 0.1604, swav 0.0000 LR: 4.995e-02 Score 96.979 Data time: 0.2276, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.3228 [2020-11-13 06:52:54,692][root][INFO] - ===> Epoch[414](10754/26): Loss -0.7244, Sem 0.0896, dir -0.9662, norm 0.1522, swav 0.0000 LR: 4.994e-02 Score 96.786 Data time: 0.2032, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 6.2356 [2020-11-13 06:53:00,403][root][INFO] - ===> Epoch[414](10755/26): Loss -0.7396, Sem 0.0907, dir -0.9704, norm 0.1400, swav 0.0000 LR: 4.994e-02 Score 96.717 Data time: 0.2028, Forward time: 2.2658, Backward time: 3.1120, DDP time: 0.0048, Total iter time: 5.6131 [2020-11-13 06:53:05,632][root][INFO] - ===> Epoch[414](10756/26): Loss -0.7383, Sem 0.0848, dir -0.9685, norm 0.1454, swav 0.0000 LR: 4.993e-02 Score 97.124 Data time: 0.2416, Forward time: 2.2658, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.1400 [2020-11-13 06:53:11,779][root][INFO] - ===> Epoch[414](10757/26): Loss -0.7133, Sem 0.0958, dir -0.9673, norm 0.1583, swav 0.0000 LR: 4.993e-02 Score 96.676 Data time: 0.2620, Forward time: 2.2659, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.0324 [2020-11-13 06:53:15,883][root][INFO] - ===> Epoch[414](10758/26): Loss -0.7451, Sem 0.0858, dir -0.9714, norm 0.1405, swav 0.0000 LR: 4.992e-02 Score 97.029 Data time: 0.2011, Forward time: 2.2659, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 3.9587 [2020-11-13 06:53:21,264][root][INFO] - ===> Epoch[414](10759/26): Loss -0.7314, Sem 0.0871, dir -0.9666, norm 0.1480, swav 0.0000 LR: 4.992e-02 Score 97.030 Data time: 0.2374, Forward time: 2.2659, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.3014 [2020-11-13 06:53:27,203][root][INFO] - ===> Epoch[414](10760/26): Loss -0.7365, Sem 0.0897, dir -0.9668, norm 0.1406, swav 0.0000 LR: 4.991e-02 Score 96.799 Data time: 0.1622, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.8354 [2020-11-13 06:53:32,602][root][INFO] - ===> Epoch[414](10761/26): Loss -0.7323, Sem 0.0966, dir -0.9685, norm 0.1396, swav 0.0000 LR: 4.991e-02 Score 96.523 Data time: 0.1810, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.3246 [2020-11-13 06:53:37,610][root][INFO] - ===> Epoch[414](10762/26): Loss -0.7099, Sem 0.0963, dir -0.9642, norm 0.1580, swav 0.0000 LR: 4.990e-02 Score 96.625 Data time: 0.1725, Forward time: 2.2658, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 4.9202 [2020-11-13 06:53:43,401][root][INFO] - ===> Epoch[414](10763/26): Loss -0.7567, Sem 0.0831, dir -0.9721, norm 0.1323, swav 0.0000 LR: 4.990e-02 Score 97.088 Data time: 0.2244, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.7072 [2020-11-13 06:53:48,513][root][INFO] - ===> Epoch[414](10764/26): Loss -0.7509, Sem 0.0813, dir -0.9718, norm 0.1395, swav 0.0000 LR: 4.989e-02 Score 97.221 Data time: 0.1702, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 4.9773 [2020-11-13 06:53:53,939][root][INFO] - ===> Epoch[415](10765/26): Loss -0.7125, Sem 0.1048, dir -0.9649, norm 0.1476, swav 0.0000 LR: 4.989e-02 Score 96.355 Data time: 0.2130, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.3728 [2020-11-13 06:53:59,344][root][INFO] - ===> Epoch[415](10766/26): Loss -0.7163, Sem 0.0919, dir -0.9661, norm 0.1579, swav 0.0000 LR: 4.988e-02 Score 96.872 Data time: 0.2557, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.3053 [2020-11-13 06:54:04,164][root][INFO] - ===> Epoch[415](10767/26): Loss -0.7222, Sem 0.0947, dir -0.9691, norm 0.1522, swav 0.0000 LR: 4.988e-02 Score 96.757 Data time: 0.1725, Forward time: 2.2658, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 4.7081 [2020-11-13 06:54:08,874][root][INFO] - ===> Epoch[415](10768/26): Loss -0.7547, Sem 0.0890, dir -0.9732, norm 0.1294, swav 0.0000 LR: 4.987e-02 Score 96.791 Data time: 0.1870, Forward time: 2.2657, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 4.6287 [2020-11-13 06:54:14,056][root][INFO] - ===> Epoch[415](10769/26): Loss -0.6982, Sem 0.1051, dir -0.9624, norm 0.1591, swav 0.0000 LR: 4.987e-02 Score 96.489 Data time: 0.2479, Forward time: 2.2658, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.0789 [2020-11-13 06:54:19,290][root][INFO] - ===> Epoch[415](10770/26): Loss -0.7390, Sem 0.0928, dir -0.9728, norm 0.1410, swav 0.0000 LR: 4.986e-02 Score 96.661 Data time: 0.1401, Forward time: 2.2657, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.1181 [2020-11-13 06:54:26,631][root][INFO] - ===> Epoch[415](10771/26): Loss -0.7468, Sem 0.0871, dir -0.9699, norm 0.1361, swav 0.0000 LR: 4.986e-02 Score 96.992 Data time: 0.1579, Forward time: 2.2657, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 7.2888 [2020-11-13 06:54:31,891][root][INFO] - ===> Epoch[415](10772/26): Loss -0.7333, Sem 0.0859, dir -0.9667, norm 0.1475, swav 0.0000 LR: 4.985e-02 Score 96.906 Data time: 0.1565, Forward time: 2.2656, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.1871 [2020-11-13 06:54:37,740][root][INFO] - ===> Epoch[415](10773/26): Loss -0.7390, Sem 0.0946, dir -0.9718, norm 0.1383, swav 0.0000 LR: 4.985e-02 Score 96.603 Data time: 0.1957, Forward time: 2.2656, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.8026 [2020-11-13 06:54:43,640][root][INFO] - ===> Epoch[415](10774/26): Loss -0.7224, Sem 0.0906, dir -0.9686, norm 0.1557, swav 0.0000 LR: 4.984e-02 Score 96.967 Data time: 0.1827, Forward time: 2.2656, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.7883 [2020-11-13 06:54:49,203][root][INFO] - ===> Epoch[415](10775/26): Loss -0.7278, Sem 0.0965, dir -0.9708, norm 0.1465, swav 0.0000 LR: 4.984e-02 Score 96.566 Data time: 0.2178, Forward time: 2.2656, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.4588 [2020-11-13 06:54:55,305][root][INFO] - ===> Epoch[415](10776/26): Loss -0.7209, Sem 0.0755, dir -0.9654, norm 0.1691, swav 0.0000 LR: 4.983e-02 Score 97.406 Data time: 0.2417, Forward time: 2.2656, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.9972 [2020-11-13 06:55:00,891][root][INFO] - ===> Epoch[415](10777/26): Loss -0.7389, Sem 0.0886, dir -0.9692, norm 0.1417, swav 0.0000 LR: 4.983e-02 Score 96.927 Data time: 0.2573, Forward time: 2.2656, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.4808 [2020-11-13 06:55:06,526][root][INFO] - ===> Epoch[415](10778/26): Loss -0.7445, Sem 0.0833, dir -0.9681, norm 0.1404, swav 0.0000 LR: 4.982e-02 Score 97.103 Data time: 0.1685, Forward time: 2.2656, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.5023 [2020-11-13 06:55:13,311][root][INFO] - ===> Epoch[415](10779/26): Loss -0.7200, Sem 0.0884, dir -0.9669, norm 0.1585, swav 0.0000 LR: 4.982e-02 Score 96.955 Data time: 0.1944, Forward time: 2.2656, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.7372 [2020-11-13 06:55:19,458][root][INFO] - ===> Epoch[415](10780/26): Loss -0.7166, Sem 0.0970, dir -0.9689, norm 0.1553, swav 0.0000 LR: 4.981e-02 Score 96.482 Data time: 0.2788, Forward time: 2.2656, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.0411 [2020-11-13 06:55:24,556][root][INFO] - ===> Epoch[415](10781/26): Loss -0.7401, Sem 0.0821, dir -0.9694, norm 0.1472, swav 0.0000 LR: 4.981e-02 Score 97.205 Data time: 0.2126, Forward time: 2.2656, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 4.9684 [2020-11-13 06:55:31,398][root][INFO] - ===> Epoch[415](10782/26): Loss -0.7542, Sem 0.0857, dir -0.9703, norm 0.1304, swav 0.0000 LR: 4.980e-02 Score 97.093 Data time: 0.1850, Forward time: 2.2656, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 6.7465 [2020-11-13 06:55:38,010][root][INFO] - ===> Epoch[415](10783/26): Loss -0.7554, Sem 0.0848, dir -0.9734, norm 0.1331, swav 0.0000 LR: 4.980e-02 Score 97.007 Data time: 0.1965, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 6.5230 [2020-11-13 06:55:44,087][root][INFO] - ===> Epoch[415](10784/26): Loss -0.7148, Sem 0.0913, dir -0.9678, norm 0.1617, swav 0.0000 LR: 4.979e-02 Score 96.899 Data time: 0.2053, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.9759 [2020-11-13 06:55:50,151][root][INFO] - ===> Epoch[415](10785/26): Loss -0.7366, Sem 0.0922, dir -0.9647, norm 0.1359, swav 0.0000 LR: 4.979e-02 Score 96.815 Data time: 0.2142, Forward time: 2.2656, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.9510 [2020-11-13 06:55:56,035][root][INFO] - ===> Epoch[415](10786/26): Loss -0.7262, Sem 0.0926, dir -0.9705, norm 0.1517, swav 0.0000 LR: 4.979e-02 Score 96.703 Data time: 0.2612, Forward time: 2.2657, Backward time: 3.1119, DDP time: 0.0048, Total iter time: 5.7789 [2020-11-13 06:56:01,204][root][INFO] - ===> Epoch[415](10787/26): Loss -0.7183, Sem 0.0960, dir -0.9684, norm 0.1541, swav 0.0000 LR: 4.978e-02 Score 96.755 Data time: 0.2396, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.0361 [2020-11-13 06:56:06,636][root][INFO] - ===> Epoch[415](10788/26): Loss -0.7046, Sem 0.0981, dir -0.9637, norm 0.1609, swav 0.0000 LR: 4.978e-02 Score 96.535 Data time: 0.1990, Forward time: 2.2657, Backward time: 3.1118, DDP time: 0.0048, Total iter time: 5.3294 [2020-11-13 06:56:12,168][root][INFO] - ===> Epoch[415](10789/26): Loss -0.7203, Sem 0.1011, dir -0.9724, norm 0.1510, swav 0.0000 LR: 4.977e-02 Score 96.549 Data time: 0.2419, Forward time: 2.2657, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 5.4215 [2020-11-13 06:56:16,622][root][INFO] - ===> Epoch[415](10790/26): Loss -0.7112, Sem 0.1031, dir -0.9683, norm 0.1540, swav 0.0000 LR: 4.977e-02 Score 96.232 Data time: 0.2209, Forward time: 2.2657, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 4.3548 [2020-11-13 06:56:23,137][root][INFO] - ===> Epoch[416](10791/26): Loss -0.7348, Sem 0.0854, dir -0.9695, norm 0.1492, swav 0.0000 LR: 4.976e-02 Score 97.075 Data time: 0.3106, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 6.4050 [2020-11-13 06:56:28,660][root][INFO] - ===> Epoch[416](10792/26): Loss -0.7423, Sem 0.0826, dir -0.9727, norm 0.1479, swav 0.0000 LR: 4.976e-02 Score 97.219 Data time: 0.2293, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.3861 [2020-11-13 06:56:35,187][root][INFO] - ===> Epoch[416](10793/26): Loss -0.7534, Sem 0.0935, dir -0.9735, norm 0.1266, swav 0.0000 LR: 4.975e-02 Score 96.770 Data time: 0.2720, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 6.4278 [2020-11-13 06:56:41,696][root][INFO] - ===> Epoch[416](10794/26): Loss -0.7383, Sem 0.0834, dir -0.9713, norm 0.1495, swav 0.0000 LR: 4.975e-02 Score 97.182 Data time: 0.2277, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 6.3963 [2020-11-13 06:56:47,096][root][INFO] - ===> Epoch[416](10795/26): Loss -0.7497, Sem 0.0892, dir -0.9717, norm 0.1328, swav 0.0000 LR: 4.974e-02 Score 96.954 Data time: 0.1914, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.2812 [2020-11-13 06:56:53,637][root][INFO] - ===> Epoch[416](10796/26): Loss -0.7359, Sem 0.1029, dir -0.9729, norm 0.1342, swav 0.0000 LR: 4.974e-02 Score 96.400 Data time: 0.2202, Forward time: 2.2658, Backward time: 3.1117, DDP time: 0.0048, Total iter time: 6.4618 [2020-11-13 06:56:58,915][root][INFO] - ===> Epoch[416](10797/26): Loss -0.7184, Sem 0.0925, dir -0.9670, norm 0.1561, swav 0.0000 LR: 4.973e-02 Score 96.981 Data time: 0.2359, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.1421 [2020-11-13 06:57:04,370][root][INFO] - ===> Epoch[416](10798/26): Loss -0.7269, Sem 0.0948, dir -0.9686, norm 0.1469, swav 0.0000 LR: 4.973e-02 Score 96.664 Data time: 0.1971, Forward time: 2.2658, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.3333 [2020-11-13 06:57:10,522][root][INFO] - ===> Epoch[416](10799/26): Loss -0.7462, Sem 0.0819, dir -0.9685, norm 0.1405, swav 0.0000 LR: 4.972e-02 Score 97.207 Data time: 0.2900, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 6.0535 [2020-11-13 06:57:16,646][root][INFO] - ===> Epoch[416](10800/26): Loss -0.7526, Sem 0.0809, dir -0.9714, norm 0.1378, swav 0.0000 LR: 4.972e-02 Score 97.151 Data time: 0.2142, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.9888 [2020-11-13 06:57:21,843][root][INFO] - ===> Epoch[416](10801/26): Loss -0.7449, Sem 0.0903, dir -0.9672, norm 0.1320, swav 0.0000 LR: 4.971e-02 Score 96.725 Data time: 0.2240, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.0943 [2020-11-13 06:57:27,476][root][INFO] - ===> Epoch[416](10802/26): Loss -0.7199, Sem 0.1001, dir -0.9697, norm 0.1496, swav 0.0000 LR: 4.971e-02 Score 96.629 Data time: 0.1783, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 5.5255 [2020-11-13 06:57:33,430][root][INFO] - ===> Epoch[416](10803/26): Loss -0.7335, Sem 0.0921, dir -0.9680, norm 0.1423, swav 0.0000 LR: 4.970e-02 Score 96.839 Data time: 0.1997, Forward time: 2.2659, Backward time: 3.1116, DDP time: 0.0048, Total iter time: 5.8585 [2020-11-13 06:57:38,435][root][INFO] - ===> Epoch[416](10804/26): Loss -0.6723, Sem 0.1162, dir -0.9649, norm 0.1764, swav 0.0000 LR: 4.970e-02 Score 96.244 Data time: 0.2382, Forward time: 2.2659, Backward time: 3.1115, DDP time: 0.0048, Total iter time: 4.8975 [2020-11-13 06:57:43,619][root][INFO] - ===> Epoch[416](10805/26): Loss -0.7424, Sem 0.0920, dir -0.9714, norm 0.1370, swav 0.0000 LR: 4.969e-02 Score 96.800 Data time: 0.2351, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.0889 [2020-11-13 06:57:49,209][root][INFO] - ===> Epoch[416](10806/26): Loss -0.7271, Sem 0.0880, dir -0.9678, norm 0.1528, swav 0.0000 LR: 4.969e-02 Score 96.953 Data time: 0.1597, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 5.4690 [2020-11-13 06:57:54,014][root][INFO] - ===> Epoch[416](10807/26): Loss -0.7414, Sem 0.0828, dir -0.9714, norm 0.1473, swav 0.0000 LR: 4.968e-02 Score 97.223 Data time: 0.1784, Forward time: 2.2658, Backward time: 3.1114, DDP time: 0.0048, Total iter time: 4.7431 [2020-11-13 06:57:59,921][root][INFO] - ===> Epoch[416](10808/26): Loss -0.7437, Sem 0.0802, dir -0.9689, norm 0.1450, swav 0.0000 LR: 4.968e-02 Score 97.169 Data time: 0.2761, Forward time: 2.2659, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 5.8028 [2020-11-13 06:58:05,416][root][INFO] - ===> Epoch[416](10809/26): Loss -0.7322, Sem 0.0935, dir -0.9700, norm 0.1443, swav 0.0000 LR: 4.967e-02 Score 96.859 Data time: 0.2615, Forward time: 2.2659, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 5.3520 [2020-11-13 06:58:11,356][root][INFO] - ===> Epoch[416](10810/26): Loss -0.7189, Sem 0.0959, dir -0.9714, norm 0.1566, swav 0.0000 LR: 4.967e-02 Score 96.845 Data time: 0.2437, Forward time: 2.2660, Backward time: 3.1112, DDP time: 0.0048, Total iter time: 5.8387 [2020-11-13 06:58:17,847][root][INFO] - ===> Epoch[416](10811/26): Loss -0.7353, Sem 0.0967, dir -0.9715, norm 0.1395, swav 0.0000 LR: 4.966e-02 Score 96.600 Data time: 0.2346, Forward time: 2.2660, Backward time: 3.1113, DDP time: 0.0048, Total iter time: 6.3652 [2020-11-13 06:58:22,931][root][INFO] - ===> Epoch[416](10812/26): Loss -0.7200, Sem 0.1102, dir -0.9687, norm 0.1385, swav 0.0000 LR: 4.966e-02 Score 96.245 Data time: 0.1813, Forward time: 2.2660, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 4.9750 [2020-11-13 06:58:27,834][root][INFO] - ===> Epoch[416](10813/26): Loss -0.7445, Sem 0.0924, dir -0.9693, norm 0.1324, swav 0.0000 LR: 4.965e-02 Score 96.716 Data time: 0.2014, Forward time: 2.2660, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 4.8231 [2020-11-13 06:58:32,716][root][INFO] - ===> Epoch[416](10814/26): Loss -0.7428, Sem 0.0980, dir -0.9750, norm 0.1342, swav 0.0000 LR: 4.965e-02 Score 96.579 Data time: 0.2154, Forward time: 2.2659, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.7814 [2020-11-13 06:58:38,161][root][INFO] - ===> Epoch[416](10815/26): Loss -0.7393, Sem 0.0906, dir -0.9713, norm 0.1414, swav 0.0000 LR: 4.964e-02 Score 96.766 Data time: 0.2537, Forward time: 2.2660, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.3349 [2020-11-13 06:58:43,508][root][INFO] - ===> Epoch[416](10816/26): Loss -0.7075, Sem 0.1015, dir -0.9682, norm 0.1591, swav 0.0000 LR: 4.964e-02 Score 96.372 Data time: 0.2471, Forward time: 2.2660, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.2299 [2020-11-13 06:58:50,098][root][INFO] - ===> Epoch[417](10817/26): Loss -0.7405, Sem 0.0862, dir -0.9710, norm 0.1443, swav 0.0000 LR: 4.963e-02 Score 97.065 Data time: 0.2243, Forward time: 2.2660, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.4830 [2020-11-13 06:58:55,675][root][INFO] - ===> Epoch[417](10818/26): Loss -0.7374, Sem 0.0921, dir -0.9705, norm 0.1410, swav 0.0000 LR: 4.963e-02 Score 96.703 Data time: 0.1769, Forward time: 2.2660, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.4636 [2020-11-13 06:59:02,030][root][INFO] - ===> Epoch[417](10819/26): Loss -0.7367, Sem 0.0852, dir -0.9670, norm 0.1452, swav 0.0000 LR: 4.962e-02 Score 97.062 Data time: 0.3144, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.2834 [2020-11-13 06:59:06,907][root][INFO] - ===> Epoch[417](10820/26): Loss -0.7175, Sem 0.0992, dir -0.9675, norm 0.1508, swav 0.0000 LR: 4.962e-02 Score 96.490 Data time: 0.2377, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.7237 [2020-11-13 06:59:12,630][root][INFO] - ===> Epoch[417](10821/26): Loss -0.7170, Sem 0.0937, dir -0.9645, norm 0.1539, swav 0.0000 LR: 4.961e-02 Score 96.747 Data time: 0.2786, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.6131 [2020-11-13 06:59:19,168][root][INFO] - ===> Epoch[417](10822/26): Loss -0.7303, Sem 0.0971, dir -0.9669, norm 0.1396, swav 0.0000 LR: 4.961e-02 Score 96.564 Data time: 0.2196, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.4211 [2020-11-13 06:59:24,194][root][INFO] - ===> Epoch[417](10823/26): Loss -0.7246, Sem 0.0986, dir -0.9706, norm 0.1474, swav 0.0000 LR: 4.961e-02 Score 96.564 Data time: 0.2416, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.9193 [2020-11-13 06:59:30,067][root][INFO] - ===> Epoch[417](10824/26): Loss -0.7287, Sem 0.0862, dir -0.9705, norm 0.1557, swav 0.0000 LR: 4.960e-02 Score 96.951 Data time: 0.1802, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.7565 [2020-11-13 06:59:35,389][root][INFO] - ===> Epoch[417](10825/26): Loss -0.7600, Sem 0.0753, dir -0.9708, norm 0.1354, swav 0.0000 LR: 4.960e-02 Score 97.299 Data time: 0.2007, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.2023 [2020-11-13 06:59:41,825][root][INFO] - ===> Epoch[417](10826/26): Loss -0.7166, Sem 0.0999, dir -0.9658, norm 0.1493, swav 0.0000 LR: 4.959e-02 Score 96.457 Data time: 0.1874, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.3388 [2020-11-13 06:59:48,326][root][INFO] - ===> Epoch[417](10827/26): Loss -0.7190, Sem 0.0999, dir -0.9702, norm 0.1513, swav 0.0000 LR: 4.959e-02 Score 96.643 Data time: 0.1887, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.4199 [2020-11-13 06:59:54,896][root][INFO] - ===> Epoch[417](10828/26): Loss -0.7150, Sem 0.0817, dir -0.9676, norm 0.1708, swav 0.0000 LR: 4.958e-02 Score 97.240 Data time: 0.1614, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.4634 [2020-11-13 07:00:00,874][root][INFO] - ===> Epoch[417](10829/26): Loss -0.7477, Sem 0.0871, dir -0.9703, norm 0.1354, swav 0.0000 LR: 4.958e-02 Score 96.903 Data time: 0.1741, Forward time: 2.2660, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.8858 [2020-11-13 07:00:06,873][root][INFO] - ===> Epoch[417](10830/26): Loss -0.7342, Sem 0.0872, dir -0.9692, norm 0.1478, swav 0.0000 LR: 4.957e-02 Score 96.947 Data time: 0.2920, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.9033 [2020-11-13 07:00:11,398][root][INFO] - ===> Epoch[417](10831/26): Loss -0.7318, Sem 0.0918, dir -0.9624, norm 0.1387, swav 0.0000 LR: 4.957e-02 Score 96.925 Data time: 0.2255, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 4.3805 [2020-11-13 07:00:16,565][root][INFO] - ===> Epoch[417](10832/26): Loss -0.7326, Sem 0.0933, dir -0.9682, norm 0.1424, swav 0.0000 LR: 4.956e-02 Score 96.737 Data time: 0.2565, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.0438 [2020-11-13 07:00:22,435][root][INFO] - ===> Epoch[417](10833/26): Loss -0.7238, Sem 0.0968, dir -0.9648, norm 0.1442, swav 0.0000 LR: 4.956e-02 Score 96.573 Data time: 0.2634, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.7573 [2020-11-13 07:00:27,713][root][INFO] - ===> Epoch[417](10834/26): Loss -0.7361, Sem 0.0957, dir -0.9714, norm 0.1395, swav 0.0000 LR: 4.955e-02 Score 96.464 Data time: 0.2834, Forward time: 2.2662, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.1561 [2020-11-13 07:00:33,883][root][INFO] - ===> Epoch[417](10835/26): Loss -0.7382, Sem 0.0833, dir -0.9685, norm 0.1469, swav 0.0000 LR: 4.955e-02 Score 97.128 Data time: 0.2868, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.0594 [2020-11-13 07:00:40,444][root][INFO] - ===> Epoch[417](10836/26): Loss -0.7058, Sem 0.1012, dir -0.9672, norm 0.1603, swav 0.0000 LR: 4.954e-02 Score 96.596 Data time: 0.2079, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.4304 [2020-11-13 07:00:46,470][root][INFO] - ===> Epoch[417](10837/26): Loss -0.7240, Sem 0.0980, dir -0.9666, norm 0.1446, swav 0.0000 LR: 4.954e-02 Score 96.576 Data time: 0.1996, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.9203 [2020-11-13 07:00:52,063][root][INFO] - ===> Epoch[417](10838/26): Loss -0.7445, Sem 0.0787, dir -0.9718, norm 0.1486, swav 0.0000 LR: 4.953e-02 Score 97.339 Data time: 0.1685, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.4926 [2020-11-13 07:00:58,470][root][INFO] - ===> Epoch[417](10839/26): Loss -0.7447, Sem 0.0992, dir -0.9725, norm 0.1286, swav 0.0000 LR: 4.953e-02 Score 96.610 Data time: 0.1663, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.3189 [2020-11-13 07:01:03,852][root][INFO] - ===> Epoch[417](10840/26): Loss -0.6957, Sem 0.1135, dir -0.9667, norm 0.1575, swav 0.0000 LR: 4.952e-02 Score 96.265 Data time: 0.1812, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.2908 [2020-11-13 07:01:08,754][root][INFO] - ===> Epoch[417](10841/26): Loss -0.7343, Sem 0.0937, dir -0.9667, norm 0.1387, swav 0.0000 LR: 4.952e-02 Score 96.733 Data time: 0.1355, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.7717 [2020-11-13 07:01:16,012][root][INFO] - ===> Epoch[417](10842/26): Loss -0.7301, Sem 0.0968, dir -0.9708, norm 0.1439, swav 0.0000 LR: 4.951e-02 Score 96.573 Data time: 0.1967, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 7.1611 [2020-11-13 07:01:22,217][root][INFO] - ===> Epoch[418](10843/26): Loss -0.7314, Sem 0.0917, dir -0.9712, norm 0.1481, swav 0.0000 LR: 4.951e-02 Score 96.831 Data time: 0.2880, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.0735 [2020-11-13 07:01:28,156][root][INFO] - ===> Epoch[418](10844/26): Loss -0.7348, Sem 0.0938, dir -0.9718, norm 0.1431, swav 0.0000 LR: 4.950e-02 Score 96.688 Data time: 0.1684, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.7883 [2020-11-13 07:01:34,111][root][INFO] - ===> Epoch[418](10845/26): Loss -0.7129, Sem 0.1040, dir -0.9694, norm 0.1524, swav 0.0000 LR: 4.950e-02 Score 96.435 Data time: 0.2664, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.8571 [2020-11-13 07:01:39,061][root][INFO] - ===> Epoch[418](10846/26): Loss -0.7580, Sem 0.0774, dir -0.9708, norm 0.1353, swav 0.0000 LR: 4.949e-02 Score 97.266 Data time: 0.1470, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.8251 [2020-11-13 07:01:45,004][root][INFO] - ===> Epoch[418](10847/26): Loss -0.7421, Sem 0.0932, dir -0.9755, norm 0.1402, swav 0.0000 LR: 4.949e-02 Score 96.723 Data time: 0.1242, Forward time: 2.2660, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.8516 [2020-11-13 07:01:49,852][root][INFO] - ===> Epoch[418](10848/26): Loss -0.7207, Sem 0.0973, dir -0.9687, norm 0.1507, swav 0.0000 LR: 4.948e-02 Score 96.644 Data time: 0.1951, Forward time: 2.2660, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.8045 [2020-11-13 07:01:55,876][root][INFO] - ===> Epoch[418](10849/26): Loss -0.7438, Sem 0.0924, dir -0.9733, norm 0.1371, swav 0.0000 LR: 4.948e-02 Score 96.767 Data time: 0.2831, Forward time: 2.2660, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.9260 [2020-11-13 07:02:01,846][root][INFO] - ===> Epoch[418](10850/26): Loss -0.7498, Sem 0.0866, dir -0.9743, norm 0.1379, swav 0.0000 LR: 4.947e-02 Score 96.992 Data time: 0.1710, Forward time: 2.2660, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.8340 [2020-11-13 07:02:06,812][root][INFO] - ===> Epoch[418](10851/26): Loss -0.7422, Sem 0.0827, dir -0.9691, norm 0.1442, swav 0.0000 LR: 4.947e-02 Score 97.177 Data time: 0.1892, Forward time: 2.2660, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.8595 [2020-11-13 07:02:13,396][root][INFO] - ===> Epoch[418](10852/26): Loss -0.7229, Sem 0.0929, dir -0.9684, norm 0.1526, swav 0.0000 LR: 4.946e-02 Score 96.820 Data time: 0.1378, Forward time: 2.2659, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 6.4748 [2020-11-13 07:02:20,092][root][INFO] - ===> Epoch[418](10853/26): Loss -0.7388, Sem 0.0868, dir -0.9704, norm 0.1448, swav 0.0000 LR: 4.946e-02 Score 96.974 Data time: 0.2033, Forward time: 2.2659, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.5877 [2020-11-13 07:02:25,253][root][INFO] - ===> Epoch[418](10854/26): Loss -0.7380, Sem 0.0887, dir -0.9681, norm 0.1415, swav 0.0000 LR: 4.945e-02 Score 96.959 Data time: 0.2076, Forward time: 2.2659, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.0399 [2020-11-13 07:02:32,248][root][INFO] - ===> Epoch[418](10855/26): Loss -0.7345, Sem 0.0952, dir -0.9683, norm 0.1386, swav 0.0000 LR: 4.945e-02 Score 96.612 Data time: 0.2297, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.8923 [2020-11-13 07:02:37,042][root][INFO] - ===> Epoch[418](10856/26): Loss -0.7354, Sem 0.0803, dir -0.9670, norm 0.1512, swav 0.0000 LR: 4.944e-02 Score 97.304 Data time: 0.2084, Forward time: 2.2659, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 4.6767 [2020-11-13 07:02:43,952][root][INFO] - ===> Epoch[418](10857/26): Loss -0.7123, Sem 0.0995, dir -0.9655, norm 0.1537, swav 0.0000 LR: 4.944e-02 Score 96.605 Data time: 0.2158, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.7843 [2020-11-13 07:02:49,264][root][INFO] - ===> Epoch[418](10858/26): Loss -0.7227, Sem 0.0908, dir -0.9624, norm 0.1488, swav 0.0000 LR: 4.943e-02 Score 96.843 Data time: 0.2463, Forward time: 2.2659, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.1732 [2020-11-13 07:02:54,549][root][INFO] - ===> Epoch[418](10859/26): Loss -0.7431, Sem 0.0901, dir -0.9740, norm 0.1408, swav 0.0000 LR: 4.943e-02 Score 96.641 Data time: 0.2560, Forward time: 2.2660, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.1564 [2020-11-13 07:03:01,203][root][INFO] - ===> Epoch[418](10860/26): Loss -0.7230, Sem 0.0891, dir -0.9658, norm 0.1537, swav 0.0000 LR: 4.943e-02 Score 96.899 Data time: 0.2769, Forward time: 2.2661, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 6.5387 [2020-11-13 07:03:07,030][root][INFO] - ===> Epoch[418](10861/26): Loss -0.7600, Sem 0.0735, dir -0.9744, norm 0.1410, swav 0.0000 LR: 4.942e-02 Score 97.437 Data time: 0.2768, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.6788 [2020-11-13 07:03:12,895][root][INFO] - ===> Epoch[418](10862/26): Loss -0.7223, Sem 0.0868, dir -0.9694, norm 0.1602, swav 0.0000 LR: 4.942e-02 Score 96.923 Data time: 0.2357, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.7386 [2020-11-13 07:03:19,274][root][INFO] - ===> Epoch[418](10863/26): Loss -0.7073, Sem 0.1017, dir -0.9658, norm 0.1567, swav 0.0000 LR: 4.941e-02 Score 96.514 Data time: 0.2219, Forward time: 2.2662, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.2690 [2020-11-13 07:03:24,191][root][INFO] - ===> Epoch[418](10864/26): Loss -0.7003, Sem 0.0947, dir -0.9644, norm 0.1693, swav 0.0000 LR: 4.941e-02 Score 96.621 Data time: 0.1593, Forward time: 2.2661, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.8175 [2020-11-13 07:03:28,834][root][INFO] - ===> Epoch[418](10865/26): Loss -0.7115, Sem 0.0955, dir -0.9663, norm 0.1593, swav 0.0000 LR: 4.940e-02 Score 96.672 Data time: 0.2006, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 4.5754 [2020-11-13 07:03:34,616][root][INFO] - ===> Epoch[418](10866/26): Loss -0.7160, Sem 0.0959, dir -0.9642, norm 0.1524, swav 0.0000 LR: 4.940e-02 Score 96.612 Data time: 0.2800, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.6676 [2020-11-13 07:03:40,259][root][INFO] - ===> Epoch[418](10867/26): Loss -0.6957, Sem 0.1039, dir -0.9642, norm 0.1645, swav 0.0000 LR: 4.939e-02 Score 96.533 Data time: 0.1735, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.5375 [2020-11-13 07:03:46,592][root][INFO] - ===> Epoch[418](10868/26): Loss -0.7428, Sem 0.0924, dir -0.9723, norm 0.1370, swav 0.0000 LR: 4.939e-02 Score 96.666 Data time: 0.3146, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.2220 [2020-11-13 07:03:51,826][root][INFO] - ===> Epoch[419](10869/26): Loss -0.7229, Sem 0.0935, dir -0.9678, norm 0.1514, swav 0.0000 LR: 4.938e-02 Score 96.776 Data time: 0.1811, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.0995 [2020-11-13 07:03:56,747][root][INFO] - ===> Epoch[419](10870/26): Loss -0.7375, Sem 0.0873, dir -0.9684, norm 0.1436, swav 0.0000 LR: 4.938e-02 Score 96.921 Data time: 0.2161, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.8325 [2020-11-13 07:04:02,831][root][INFO] - ===> Epoch[419](10871/26): Loss -0.7218, Sem 0.0865, dir -0.9645, norm 0.1562, swav 0.0000 LR: 4.937e-02 Score 96.938 Data time: 0.2075, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.9683 [2020-11-13 07:04:08,538][root][INFO] - ===> Epoch[419](10872/26): Loss -0.7188, Sem 0.0919, dir -0.9688, norm 0.1581, swav 0.0000 LR: 4.937e-02 Score 96.635 Data time: 0.2434, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.6110 [2020-11-13 07:04:14,531][root][INFO] - ===> Epoch[419](10873/26): Loss -0.7130, Sem 0.0990, dir -0.9663, norm 0.1544, swav 0.0000 LR: 4.936e-02 Score 96.353 Data time: 0.2775, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.8705 [2020-11-13 07:04:20,278][root][INFO] - ===> Epoch[419](10874/26): Loss -0.7288, Sem 0.0938, dir -0.9706, norm 0.1480, swav 0.0000 LR: 4.936e-02 Score 96.788 Data time: 0.2080, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.6076 [2020-11-13 07:04:25,978][root][INFO] - ===> Epoch[419](10875/26): Loss -0.7152, Sem 0.1043, dir -0.9699, norm 0.1505, swav 0.0000 LR: 4.935e-02 Score 96.692 Data time: 0.1905, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.6026 [2020-11-13 07:04:32,616][root][INFO] - ===> Epoch[419](10876/26): Loss -0.7257, Sem 0.0954, dir -0.9692, norm 0.1481, swav 0.0000 LR: 4.935e-02 Score 96.645 Data time: 0.2246, Forward time: 2.2663, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.5436 [2020-11-13 07:04:37,557][root][INFO] - ===> Epoch[419](10877/26): Loss -0.7338, Sem 0.0863, dir -0.9698, norm 0.1497, swav 0.0000 LR: 4.934e-02 Score 96.975 Data time: 0.1539, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.8143 [2020-11-13 07:04:42,316][root][INFO] - ===> Epoch[419](10878/26): Loss -0.7179, Sem 0.1040, dir -0.9678, norm 0.1459, swav 0.0000 LR: 4.934e-02 Score 96.363 Data time: 0.1924, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.7040 [2020-11-13 07:04:47,706][root][INFO] - ===> Epoch[419](10879/26): Loss -0.7369, Sem 0.0821, dir -0.9686, norm 0.1496, swav 0.0000 LR: 4.933e-02 Score 97.130 Data time: 0.1787, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.2745 [2020-11-13 07:04:54,066][root][INFO] - ===> Epoch[419](10880/26): Loss -0.7381, Sem 0.0824, dir -0.9662, norm 0.1458, swav 0.0000 LR: 4.933e-02 Score 97.126 Data time: 0.2296, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.3128 [2020-11-13 07:05:00,180][root][INFO] - ===> Epoch[419](10881/26): Loss -0.7039, Sem 0.1015, dir -0.9650, norm 0.1596, swav 0.0000 LR: 4.932e-02 Score 96.307 Data time: 0.1628, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.9991 [2020-11-13 07:05:05,543][root][INFO] - ===> Epoch[419](10882/26): Loss -0.7150, Sem 0.0880, dir -0.9685, norm 0.1654, swav 0.0000 LR: 4.932e-02 Score 97.108 Data time: 0.1738, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.2903 [2020-11-13 07:05:12,465][root][INFO] - ===> Epoch[419](10883/26): Loss -0.7370, Sem 0.0796, dir -0.9703, norm 0.1536, swav 0.0000 LR: 4.931e-02 Score 97.287 Data time: 0.2737, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.8183 [2020-11-13 07:05:17,216][root][INFO] - ===> Epoch[419](10884/26): Loss -0.7328, Sem 0.0925, dir -0.9713, norm 0.1459, swav 0.0000 LR: 4.931e-02 Score 96.619 Data time: 0.2103, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.6368 [2020-11-13 07:05:22,654][root][INFO] - ===> Epoch[419](10885/26): Loss -0.6991, Sem 0.0975, dir -0.9689, norm 0.1723, swav 0.0000 LR: 4.930e-02 Score 96.630 Data time: 0.2476, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.3548 [2020-11-13 07:05:28,045][root][INFO] - ===> Epoch[419](10886/26): Loss -0.7569, Sem 0.0806, dir -0.9717, norm 0.1342, swav 0.0000 LR: 4.930e-02 Score 97.255 Data time: 0.1920, Forward time: 2.2661, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.2571 [2020-11-13 07:05:34,010][root][INFO] - ===> Epoch[419](10887/26): Loss -0.7201, Sem 0.0953, dir -0.9683, norm 0.1530, swav 0.0000 LR: 4.929e-02 Score 96.723 Data time: 0.2411, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.9023 [2020-11-13 07:05:40,556][root][INFO] - ===> Epoch[419](10888/26): Loss -0.7266, Sem 0.0980, dir -0.9710, norm 0.1464, swav 0.0000 LR: 4.929e-02 Score 96.439 Data time: 0.3340, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.4322 [2020-11-13 07:05:46,863][root][INFO] - ===> Epoch[419](10889/26): Loss -0.7252, Sem 0.0913, dir -0.9648, norm 0.1483, swav 0.0000 LR: 4.928e-02 Score 96.702 Data time: 0.2408, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.1839 [2020-11-13 07:05:52,341][root][INFO] - ===> Epoch[419](10890/26): Loss -0.7287, Sem 0.0919, dir -0.9706, norm 0.1499, swav 0.0000 LR: 4.928e-02 Score 96.795 Data time: 0.1613, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.3651 [2020-11-13 07:05:58,668][root][INFO] - ===> Epoch[419](10891/26): Loss -0.7129, Sem 0.0937, dir -0.9651, norm 0.1584, swav 0.0000 LR: 4.927e-02 Score 96.806 Data time: 0.2435, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.2815 [2020-11-13 07:06:04,881][root][INFO] - ===> Epoch[419](10892/26): Loss -0.7459, Sem 0.0860, dir -0.9717, norm 0.1398, swav 0.0000 LR: 4.927e-02 Score 96.942 Data time: 0.1969, Forward time: 2.2663, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.0992 [2020-11-13 07:06:09,729][root][INFO] - ===> Epoch[419](10893/26): Loss -0.7411, Sem 0.0850, dir -0.9694, norm 0.1433, swav 0.0000 LR: 4.926e-02 Score 97.057 Data time: 0.2080, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.7621 [2020-11-13 07:06:15,060][root][INFO] - ===> Epoch[419](10894/26): Loss -0.7254, Sem 0.0936, dir -0.9678, norm 0.1488, swav 0.0000 LR: 4.926e-02 Score 96.893 Data time: 0.2386, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.2367 [2020-11-13 07:06:20,946][root][INFO] - ===> Epoch[420](10895/26): Loss -0.7326, Sem 0.0945, dir -0.9699, norm 0.1427, swav 0.0000 LR: 4.925e-02 Score 96.857 Data time: 0.2644, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.7930 [2020-11-13 07:06:25,512][root][INFO] - ===> Epoch[420](10896/26): Loss -0.7293, Sem 0.0842, dir -0.9648, norm 0.1513, swav 0.0000 LR: 4.925e-02 Score 97.071 Data time: 0.2138, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 4.4412 [2020-11-13 07:06:32,588][root][INFO] - ===> Epoch[420](10897/26): Loss -0.7087, Sem 0.1015, dir -0.9696, norm 0.1594, swav 0.0000 LR: 4.925e-02 Score 96.614 Data time: 0.1748, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.9772 [2020-11-13 07:06:38,148][root][INFO] - ===> Epoch[420](10898/26): Loss -0.7406, Sem 0.0893, dir -0.9706, norm 0.1408, swav 0.0000 LR: 4.924e-02 Score 96.968 Data time: 0.2440, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.4838 [2020-11-13 07:06:43,864][root][INFO] - ===> Epoch[420](10899/26): Loss -0.7336, Sem 0.0908, dir -0.9678, norm 0.1434, swav 0.0000 LR: 4.924e-02 Score 96.861 Data time: 0.2665, Forward time: 2.2664, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.6076 [2020-11-13 07:06:48,962][root][INFO] - ===> Epoch[420](10900/26): Loss -0.7299, Sem 0.0875, dir -0.9651, norm 0.1477, swav 0.0000 LR: 4.923e-02 Score 97.062 Data time: 0.2040, Forward time: 2.2664, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 4.9825 [2020-11-13 07:06:55,179][root][INFO] - ===> Epoch[420](10901/26): Loss -0.7510, Sem 0.0804, dir -0.9693, norm 0.1379, swav 0.0000 LR: 4.923e-02 Score 97.188 Data time: 0.1961, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.1269 [2020-11-13 07:07:01,266][root][INFO] - ===> Epoch[420](10902/26): Loss -0.7376, Sem 0.0844, dir -0.9691, norm 0.1471, swav 0.0000 LR: 4.922e-02 Score 97.091 Data time: 0.2324, Forward time: 2.2664, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.9914 [2020-11-13 07:07:07,314][root][INFO] - ===> Epoch[420](10903/26): Loss -0.7486, Sem 0.0863, dir -0.9722, norm 0.1373, swav 0.0000 LR: 4.922e-02 Score 96.972 Data time: 0.1829, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.9193 [2020-11-13 07:07:13,572][root][INFO] - ===> Epoch[420](10904/26): Loss -0.7510, Sem 0.0806, dir -0.9709, norm 0.1393, swav 0.0000 LR: 4.921e-02 Score 97.243 Data time: 0.1985, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.1678 [2020-11-13 07:07:19,236][root][INFO] - ===> Epoch[420](10905/26): Loss -0.7086, Sem 0.1030, dir -0.9669, norm 0.1553, swav 0.0000 LR: 4.921e-02 Score 96.430 Data time: 0.2218, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.5386 [2020-11-13 07:07:23,817][root][INFO] - ===> Epoch[420](10906/26): Loss -0.7144, Sem 0.0997, dir -0.9697, norm 0.1556, swav 0.0000 LR: 4.920e-02 Score 96.380 Data time: 0.2225, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 4.4617 [2020-11-13 07:07:29,024][root][INFO] - ===> Epoch[420](10907/26): Loss -0.7539, Sem 0.0829, dir -0.9768, norm 0.1400, swav 0.0000 LR: 4.920e-02 Score 97.100 Data time: 0.2566, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.1135 [2020-11-13 07:07:36,290][root][INFO] - ===> Epoch[420](10908/26): Loss -0.7392, Sem 0.0815, dir -0.9700, norm 0.1493, swav 0.0000 LR: 4.919e-02 Score 97.174 Data time: 0.2676, Forward time: 2.2664, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 7.1670 [2020-11-13 07:07:42,549][root][INFO] - ===> Epoch[420](10909/26): Loss -0.7031, Sem 0.1006, dir -0.9640, norm 0.1603, swav 0.0000 LR: 4.919e-02 Score 96.575 Data time: 0.2645, Forward time: 2.2664, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.1264 [2020-11-13 07:07:49,187][root][INFO] - ===> Epoch[420](10910/26): Loss -0.7388, Sem 0.0861, dir -0.9670, norm 0.1421, swav 0.0000 LR: 4.918e-02 Score 96.970 Data time: 0.2503, Forward time: 2.2664, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.5291 [2020-11-13 07:07:55,106][root][INFO] - ===> Epoch[420](10911/26): Loss -0.7309, Sem 0.0832, dir -0.9683, norm 0.1542, swav 0.0000 LR: 4.918e-02 Score 97.110 Data time: 0.2087, Forward time: 2.2664, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.7830 [2020-11-13 07:08:00,820][root][INFO] - ===> Epoch[420](10912/26): Loss -0.7208, Sem 0.1026, dir -0.9673, norm 0.1440, swav 0.0000 LR: 4.917e-02 Score 96.505 Data time: 0.1617, Forward time: 2.2664, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.5971 [2020-11-13 07:08:05,846][root][INFO] - ===> Epoch[420](10913/26): Loss -0.7417, Sem 0.0906, dir -0.9694, norm 0.1370, swav 0.0000 LR: 4.917e-02 Score 96.856 Data time: 0.0999, Forward time: 2.2663, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.9560 [2020-11-13 07:08:13,041][root][INFO] - ===> Epoch[420](10914/26): Loss -0.7446, Sem 0.0854, dir -0.9677, norm 0.1377, swav 0.0000 LR: 4.916e-02 Score 97.089 Data time: 0.1870, Forward time: 2.2663, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 7.1526 [2020-11-13 07:08:18,429][root][INFO] - ===> Epoch[420](10915/26): Loss -0.7374, Sem 0.0903, dir -0.9690, norm 0.1414, swav 0.0000 LR: 4.916e-02 Score 96.870 Data time: 0.1329, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.3013 [2020-11-13 07:08:25,064][root][INFO] - ===> Epoch[420](10916/26): Loss -0.7375, Sem 0.0898, dir -0.9680, norm 0.1407, swav 0.0000 LR: 4.915e-02 Score 96.906 Data time: 0.1717, Forward time: 2.2662, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.5661 [2020-11-13 07:08:29,946][root][INFO] - ===> Epoch[420](10917/26): Loss -0.7025, Sem 0.1165, dir -0.9729, norm 0.1539, swav 0.0000 LR: 4.915e-02 Score 96.041 Data time: 0.2220, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 4.8099 [2020-11-13 07:08:35,538][root][INFO] - ===> Epoch[420](10918/26): Loss -0.7309, Sem 0.0901, dir -0.9682, norm 0.1472, swav 0.0000 LR: 4.914e-02 Score 96.780 Data time: 0.1894, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.4644 [2020-11-13 07:08:41,878][root][INFO] - ===> Epoch[420](10919/26): Loss -0.7402, Sem 0.0895, dir -0.9725, norm 0.1428, swav 0.0000 LR: 4.914e-02 Score 96.952 Data time: 0.2448, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.2399 [2020-11-13 07:08:46,877][root][INFO] - ===> Epoch[420](10920/26): Loss -0.7522, Sem 0.0879, dir -0.9720, norm 0.1319, swav 0.0000 LR: 4.913e-02 Score 97.023 Data time: 0.1805, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 4.8732 [2020-11-13 07:08:53,238][root][INFO] - ===> Epoch[421](10921/26): Loss -0.7295, Sem 0.0897, dir -0.9651, norm 0.1460, swav 0.0000 LR: 4.913e-02 Score 96.859 Data time: 0.2117, Forward time: 2.2662, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.2643 [2020-11-13 07:08:57,496][root][INFO] - ===> Epoch[421](10922/26): Loss -0.7331, Sem 0.0960, dir -0.9663, norm 0.1373, swav 0.0000 LR: 4.912e-02 Score 96.713 Data time: 0.1826, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 3.6435 [2020-11-13 07:09:04,371][root][INFO] - ===> Epoch[421](10923/26): Loss -0.7269, Sem 0.0973, dir -0.9687, norm 0.1445, swav 0.0000 LR: 4.912e-02 Score 96.503 Data time: 0.3075, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.8027 [2020-11-13 07:09:11,275][root][INFO] - ===> Epoch[421](10924/26): Loss -0.7144, Sem 0.0938, dir -0.9655, norm 0.1573, swav 0.0000 LR: 4.911e-02 Score 96.822 Data time: 0.3098, Forward time: 2.2663, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.7827 [2020-11-13 07:09:16,906][root][INFO] - ===> Epoch[421](10925/26): Loss -0.6988, Sem 0.1144, dir -0.9634, norm 0.1503, swav 0.0000 LR: 4.911e-02 Score 96.724 Data time: 0.1819, Forward time: 2.2663, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.5014 [2020-11-13 07:09:23,410][root][INFO] - ===> Epoch[421](10926/26): Loss -0.7510, Sem 0.0820, dir -0.9718, norm 0.1388, swav 0.0000 LR: 4.910e-02 Score 97.191 Data time: 0.3088, Forward time: 2.2663, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.4037 [2020-11-13 07:09:28,682][root][INFO] - ===> Epoch[421](10927/26): Loss -0.7563, Sem 0.0825, dir -0.9751, norm 0.1363, swav 0.0000 LR: 4.910e-02 Score 97.161 Data time: 0.1353, Forward time: 2.2663, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.1554 [2020-11-13 07:09:34,615][root][INFO] - ===> Epoch[421](10928/26): Loss -0.7285, Sem 0.0876, dir -0.9673, norm 0.1512, swav 0.0000 LR: 4.909e-02 Score 96.935 Data time: 0.2063, Forward time: 2.2663, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.8569 [2020-11-13 07:09:40,599][root][INFO] - ===> Epoch[421](10929/26): Loss -0.7317, Sem 0.0860, dir -0.9734, norm 0.1556, swav 0.0000 LR: 4.909e-02 Score 96.982 Data time: 0.2121, Forward time: 2.2663, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.8893 [2020-11-13 07:09:45,365][root][INFO] - ===> Epoch[421](10930/26): Loss -0.7498, Sem 0.0801, dir -0.9716, norm 0.1417, swav 0.0000 LR: 4.908e-02 Score 97.246 Data time: 0.2026, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.6591 [2020-11-13 07:09:50,957][root][INFO] - ===> Epoch[421](10931/26): Loss -0.7210, Sem 0.0961, dir -0.9660, norm 0.1488, swav 0.0000 LR: 4.908e-02 Score 96.698 Data time: 0.1910, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.5085 [2020-11-13 07:09:56,216][root][INFO] - ===> Epoch[421](10932/26): Loss -0.7177, Sem 0.0999, dir -0.9707, norm 0.1531, swav 0.0000 LR: 4.907e-02 Score 96.585 Data time: 0.1721, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.1439 [2020-11-13 07:10:01,957][root][INFO] - ===> Epoch[421](10933/26): Loss -0.7242, Sem 0.0947, dir -0.9658, norm 0.1469, swav 0.0000 LR: 4.907e-02 Score 96.775 Data time: 0.1806, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.6556 [2020-11-13 07:10:07,088][root][INFO] - ===> Epoch[421](10934/26): Loss -0.7300, Sem 0.0901, dir -0.9710, norm 0.1509, swav 0.0000 LR: 4.906e-02 Score 96.855 Data time: 0.1716, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.0292 [2020-11-13 07:10:13,890][root][INFO] - ===> Epoch[421](10935/26): Loss -0.7375, Sem 0.0851, dir -0.9685, norm 0.1459, swav 0.0000 LR: 4.906e-02 Score 96.965 Data time: 0.2187, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.7225 [2020-11-13 07:10:19,144][root][INFO] - ===> Epoch[421](10936/26): Loss -0.7448, Sem 0.0902, dir -0.9709, norm 0.1360, swav 0.0000 LR: 4.906e-02 Score 96.753 Data time: 0.2224, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.1405 [2020-11-13 07:10:24,946][root][INFO] - ===> Epoch[421](10937/26): Loss -0.7518, Sem 0.0777, dir -0.9682, norm 0.1387, swav 0.0000 LR: 4.905e-02 Score 97.440 Data time: 0.2128, Forward time: 2.2661, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.6961 [2020-11-13 07:10:30,762][root][INFO] - ===> Epoch[421](10938/26): Loss -0.7512, Sem 0.0860, dir -0.9708, norm 0.1337, swav 0.0000 LR: 4.905e-02 Score 96.937 Data time: 0.2527, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.7147 [2020-11-13 07:10:36,985][root][INFO] - ===> Epoch[421](10939/26): Loss -0.7529, Sem 0.0764, dir -0.9754, norm 0.1461, swav 0.0000 LR: 4.904e-02 Score 97.315 Data time: 0.2226, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.0981 [2020-11-13 07:10:42,662][root][INFO] - ===> Epoch[421](10940/26): Loss -0.7491, Sem 0.0864, dir -0.9715, norm 0.1360, swav 0.0000 LR: 4.904e-02 Score 96.940 Data time: 0.1855, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.5545 [2020-11-13 07:10:48,797][root][INFO] - ===> Epoch[421](10941/26): Loss -0.7459, Sem 0.0775, dir -0.9710, norm 0.1476, swav 0.0000 LR: 4.903e-02 Score 97.322 Data time: 0.2201, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.0237 [2020-11-13 07:10:54,934][root][INFO] - ===> Epoch[421](10942/26): Loss -0.7182, Sem 0.0954, dir -0.9656, norm 0.1520, swav 0.0000 LR: 4.903e-02 Score 96.750 Data time: 0.2719, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.0134 [2020-11-13 07:11:00,502][root][INFO] - ===> Epoch[421](10943/26): Loss -0.7136, Sem 0.1099, dir -0.9689, norm 0.1454, swav 0.0000 LR: 4.902e-02 Score 96.324 Data time: 0.1846, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.4338 [2020-11-13 07:11:06,875][root][INFO] - ===> Epoch[421](10944/26): Loss -0.7583, Sem 0.0840, dir -0.9733, norm 0.1310, swav 0.0000 LR: 4.902e-02 Score 97.066 Data time: 0.2085, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.3105 [2020-11-13 07:11:12,814][root][INFO] - ===> Epoch[421](10945/26): Loss -0.7343, Sem 0.0952, dir -0.9687, norm 0.1391, swav 0.0000 LR: 4.901e-02 Score 96.554 Data time: 0.2640, Forward time: 2.2662, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 5.8195 [2020-11-13 07:11:17,844][root][INFO] - ===> Epoch[421](10946/26): Loss -0.7384, Sem 0.0901, dir -0.9711, norm 0.1425, swav 0.0000 LR: 4.901e-02 Score 96.802 Data time: 0.2383, Forward time: 2.2663, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.9233 [2020-11-13 07:11:22,740][root][INFO] - ===> Epoch[422](10947/26): Loss -0.7268, Sem 0.0938, dir -0.9701, norm 0.1494, swav 0.0000 LR: 4.900e-02 Score 96.779 Data time: 0.1825, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.7791 [2020-11-13 07:11:27,999][root][INFO] - ===> Epoch[422](10948/26): Loss -0.7429, Sem 0.0888, dir -0.9681, norm 0.1364, swav 0.0000 LR: 4.900e-02 Score 96.889 Data time: 0.1552, Forward time: 2.2662, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.1684 [2020-11-13 07:11:32,943][root][INFO] - ===> Epoch[422](10949/26): Loss -0.7283, Sem 0.1041, dir -0.9714, norm 0.1391, swav 0.0000 LR: 4.899e-02 Score 96.403 Data time: 0.2048, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.8733 [2020-11-13 07:11:39,207][root][INFO] - ===> Epoch[422](10950/26): Loss -0.7134, Sem 0.0919, dir -0.9605, norm 0.1552, swav 0.0000 LR: 4.899e-02 Score 96.866 Data time: 0.1433, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.1511 [2020-11-13 07:11:44,744][root][INFO] - ===> Epoch[422](10951/26): Loss -0.7208, Sem 0.0958, dir -0.9689, norm 0.1522, swav 0.0000 LR: 4.898e-02 Score 96.615 Data time: 0.2311, Forward time: 2.2661, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.4717 [2020-11-13 07:11:50,755][root][INFO] - ===> Epoch[422](10952/26): Loss -0.7073, Sem 0.1060, dir -0.9708, norm 0.1576, swav 0.0000 LR: 4.898e-02 Score 96.481 Data time: 0.3172, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.9060 [2020-11-13 07:11:55,711][root][INFO] - ===> Epoch[422](10953/26): Loss -0.7216, Sem 0.0951, dir -0.9688, norm 0.1521, swav 0.0000 LR: 4.897e-02 Score 96.709 Data time: 0.2285, Forward time: 2.2662, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.8405 [2020-11-13 07:12:00,885][root][INFO] - ===> Epoch[422](10954/26): Loss -0.7367, Sem 0.0897, dir -0.9708, norm 0.1444, swav 0.0000 LR: 4.897e-02 Score 96.910 Data time: 0.1818, Forward time: 2.2662, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.0605 [2020-11-13 07:12:06,016][root][INFO] - ===> Epoch[422](10955/26): Loss -0.7291, Sem 0.0954, dir -0.9672, norm 0.1427, swav 0.0000 LR: 4.896e-02 Score 96.669 Data time: 0.1933, Forward time: 2.2662, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.0170 [2020-11-13 07:12:11,676][root][INFO] - ===> Epoch[422](10956/26): Loss -0.7372, Sem 0.0889, dir -0.9739, norm 0.1478, swav 0.0000 LR: 4.896e-02 Score 97.023 Data time: 0.2398, Forward time: 2.2662, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.3611 [2020-11-13 07:12:17,624][root][INFO] - ===> Epoch[422](10957/26): Loss -0.7299, Sem 0.0824, dir -0.9691, norm 0.1568, swav 0.0000 LR: 4.895e-02 Score 97.170 Data time: 0.2192, Forward time: 2.2662, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.8176 [2020-11-13 07:12:22,710][root][INFO] - ===> Epoch[422](10958/26): Loss -0.7181, Sem 0.0944, dir -0.9648, norm 0.1524, swav 0.0000 LR: 4.895e-02 Score 96.728 Data time: 0.1862, Forward time: 2.2662, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 4.9802 [2020-11-13 07:12:27,879][root][INFO] - ===> Epoch[422](10959/26): Loss -0.7608, Sem 0.0804, dir -0.9726, norm 0.1314, swav 0.0000 LR: 4.894e-02 Score 97.315 Data time: 0.2339, Forward time: 2.2662, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 4.6996 [2020-11-13 07:12:33,770][root][INFO] - ===> Epoch[422](10960/26): Loss -0.7447, Sem 0.0857, dir -0.9711, norm 0.1407, swav 0.0000 LR: 4.894e-02 Score 96.923 Data time: 0.2561, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.7351 [2020-11-13 07:12:38,821][root][INFO] - ===> Epoch[422](10961/26): Loss -0.7401, Sem 0.0853, dir -0.9675, norm 0.1422, swav 0.0000 LR: 4.893e-02 Score 97.152 Data time: 0.1549, Forward time: 2.2662, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 4.9361 [2020-11-13 07:12:45,452][root][INFO] - ===> Epoch[422](10962/26): Loss -0.7164, Sem 0.0891, dir -0.9662, norm 0.1608, swav 0.0000 LR: 4.893e-02 Score 96.907 Data time: 0.2306, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.5190 [2020-11-13 07:12:51,479][root][INFO] - ===> Epoch[422](10963/26): Loss -0.7430, Sem 0.0882, dir -0.9695, norm 0.1383, swav 0.0000 LR: 4.892e-02 Score 96.815 Data time: 0.2044, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.9002 [2020-11-13 07:12:57,446][root][INFO] - ===> Epoch[422](10964/26): Loss -0.7493, Sem 0.0860, dir -0.9710, norm 0.1357, swav 0.0000 LR: 4.892e-02 Score 97.113 Data time: 0.2488, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.8728 [2020-11-13 07:13:03,614][root][INFO] - ===> Epoch[422](10965/26): Loss -0.7488, Sem 0.0825, dir -0.9725, norm 0.1412, swav 0.0000 LR: 4.891e-02 Score 97.123 Data time: 0.1682, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.0346 [2020-11-13 07:13:09,233][root][INFO] - ===> Epoch[422](10966/26): Loss -0.7269, Sem 0.0922, dir -0.9664, norm 0.1473, swav 0.0000 LR: 4.891e-02 Score 96.719 Data time: 0.1817, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.5161 [2020-11-13 07:13:15,484][root][INFO] - ===> Epoch[422](10967/26): Loss -0.7471, Sem 0.0892, dir -0.9702, norm 0.1339, swav 0.0000 LR: 4.890e-02 Score 96.954 Data time: 0.1813, Forward time: 2.2662, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 6.1763 [2020-11-13 07:13:20,532][root][INFO] - ===> Epoch[422](10968/26): Loss -0.7602, Sem 0.0808, dir -0.9706, norm 0.1296, swav 0.0000 LR: 4.890e-02 Score 97.215 Data time: 0.2360, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 4.9557 [2020-11-13 07:13:27,100][root][INFO] - ===> Epoch[422](10969/26): Loss -0.7031, Sem 0.0968, dir -0.9661, norm 0.1662, swav 0.0000 LR: 4.889e-02 Score 96.585 Data time: 0.1994, Forward time: 2.2662, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.2943 [2020-11-13 07:13:33,088][root][INFO] - ===> Epoch[422](10970/26): Loss -0.7230, Sem 0.0992, dir -0.9704, norm 0.1482, swav 0.0000 LR: 4.889e-02 Score 96.610 Data time: 0.2229, Forward time: 2.2662, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.9022 [2020-11-13 07:13:39,626][root][INFO] - ===> Epoch[422](10971/26): Loss -0.7160, Sem 0.1040, dir -0.9686, norm 0.1486, swav 0.0000 LR: 4.888e-02 Score 96.454 Data time: 0.2060, Forward time: 2.2662, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 6.4247 [2020-11-13 07:13:44,845][root][INFO] - ===> Epoch[422](10972/26): Loss -0.7366, Sem 0.0884, dir -0.9660, norm 0.1410, swav 0.0000 LR: 4.888e-02 Score 96.952 Data time: 0.2144, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.1042 [2020-11-13 07:13:50,598][root][INFO] - ===> Epoch[423](10973/26): Loss -0.7176, Sem 0.1048, dir -0.9697, norm 0.1473, swav 0.0000 LR: 4.887e-02 Score 96.368 Data time: 0.2317, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.6460 [2020-11-13 07:13:56,282][root][INFO] - ===> Epoch[423](10974/26): Loss -0.7454, Sem 0.0828, dir -0.9702, norm 0.1421, swav 0.0000 LR: 4.887e-02 Score 97.097 Data time: 0.2591, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.5724 [2020-11-13 07:14:01,657][root][INFO] - ===> Epoch[423](10975/26): Loss -0.7647, Sem 0.0789, dir -0.9754, norm 0.1319, swav 0.0000 LR: 4.887e-02 Score 97.260 Data time: 0.2380, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.2472 [2020-11-13 07:14:07,269][root][INFO] - ===> Epoch[423](10976/26): Loss -0.7128, Sem 0.0935, dir -0.9623, norm 0.1560, swav 0.0000 LR: 4.886e-02 Score 96.824 Data time: 0.2033, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.4776 [2020-11-13 07:14:12,467][root][INFO] - ===> Epoch[423](10977/26): Loss -0.7499, Sem 0.0819, dir -0.9743, norm 0.1425, swav 0.0000 LR: 4.886e-02 Score 97.244 Data time: 0.1463, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.0664 [2020-11-13 07:14:19,139][root][INFO] - ===> Epoch[423](10978/26): Loss -0.7016, Sem 0.0948, dir -0.9669, norm 0.1705, swav 0.0000 LR: 4.885e-02 Score 96.889 Data time: 0.2104, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.6061 [2020-11-13 07:14:25,946][root][INFO] - ===> Epoch[423](10979/26): Loss -0.7411, Sem 0.0904, dir -0.9728, norm 0.1413, swav 0.0000 LR: 4.885e-02 Score 96.859 Data time: 0.3080, Forward time: 2.2664, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.6959 [2020-11-13 07:14:31,824][root][INFO] - ===> Epoch[423](10980/26): Loss -0.7361, Sem 0.0840, dir -0.9679, norm 0.1477, swav 0.0000 LR: 4.884e-02 Score 97.174 Data time: 0.1843, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.7566 [2020-11-13 07:14:37,637][root][INFO] - ===> Epoch[423](10981/26): Loss -0.7380, Sem 0.0932, dir -0.9720, norm 0.1408, swav 0.0000 LR: 4.884e-02 Score 96.800 Data time: 0.2181, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.6850 [2020-11-13 07:14:43,479][root][INFO] - ===> Epoch[423](10982/26): Loss -0.7417, Sem 0.0891, dir -0.9745, norm 0.1437, swav 0.0000 LR: 4.883e-02 Score 96.851 Data time: 0.2203, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.7169 [2020-11-13 07:14:50,001][root][INFO] - ===> Epoch[423](10983/26): Loss -0.7181, Sem 0.1031, dir -0.9682, norm 0.1470, swav 0.0000 LR: 4.883e-02 Score 96.397 Data time: 0.2214, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 6.4065 [2020-11-13 07:14:55,253][root][INFO] - ===> Epoch[423](10984/26): Loss -0.7523, Sem 0.0875, dir -0.9735, norm 0.1337, swav 0.0000 LR: 4.882e-02 Score 96.870 Data time: 0.2198, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.1213 [2020-11-13 07:15:01,171][root][INFO] - ===> Epoch[423](10985/26): Loss -0.7304, Sem 0.0882, dir -0.9699, norm 0.1513, swav 0.0000 LR: 4.882e-02 Score 96.883 Data time: 0.2033, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.7877 [2020-11-13 07:15:06,581][root][INFO] - ===> Epoch[423](10986/26): Loss -0.7390, Sem 0.0898, dir -0.9690, norm 0.1402, swav 0.0000 LR: 4.881e-02 Score 96.931 Data time: 0.1906, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.3150 [2020-11-13 07:15:12,985][root][INFO] - ===> Epoch[423](10987/26): Loss -0.7130, Sem 0.0961, dir -0.9659, norm 0.1568, swav 0.0000 LR: 4.881e-02 Score 96.472 Data time: 0.1576, Forward time: 2.2663, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.2767 [2020-11-13 07:15:18,202][root][INFO] - ===> Epoch[423](10988/26): Loss -0.7546, Sem 0.0810, dir -0.9684, norm 0.1328, swav 0.0000 LR: 4.880e-02 Score 97.156 Data time: 0.1889, Forward time: 2.2663, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.1310 [2020-11-13 07:15:23,125][root][INFO] - ===> Epoch[423](10989/26): Loss -0.7524, Sem 0.0844, dir -0.9711, norm 0.1343, swav 0.0000 LR: 4.880e-02 Score 97.000 Data time: 0.2300, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 4.7907 [2020-11-13 07:15:28,520][root][INFO] - ===> Epoch[423](10990/26): Loss -0.6998, Sem 0.1000, dir -0.9666, norm 0.1668, swav 0.0000 LR: 4.879e-02 Score 96.483 Data time: 0.2850, Forward time: 2.2663, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.2806 [2020-11-13 07:15:34,647][root][INFO] - ===> Epoch[423](10991/26): Loss -0.7326, Sem 0.0848, dir -0.9693, norm 0.1518, swav 0.0000 LR: 4.879e-02 Score 97.123 Data time: 0.3167, Forward time: 2.2664, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.0082 [2020-11-13 07:15:40,232][root][INFO] - ===> Epoch[423](10992/26): Loss -0.7277, Sem 0.0854, dir -0.9624, norm 0.1494, swav 0.0000 LR: 4.878e-02 Score 96.996 Data time: 0.1953, Forward time: 2.2664, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.4493 [2020-11-13 07:15:45,568][root][INFO] - ===> Epoch[423](10993/26): Loss -0.7237, Sem 0.0881, dir -0.9661, norm 0.1543, swav 0.0000 LR: 4.878e-02 Score 96.985 Data time: 0.1765, Forward time: 2.2664, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.2192 [2020-11-13 07:15:51,337][root][INFO] - ===> Epoch[423](10994/26): Loss -0.7419, Sem 0.0907, dir -0.9700, norm 0.1374, swav 0.0000 LR: 4.877e-02 Score 96.775 Data time: 0.1861, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.6745 [2020-11-13 07:15:57,229][root][INFO] - ===> Epoch[423](10995/26): Loss -0.7253, Sem 0.0883, dir -0.9694, norm 0.1558, swav 0.0000 LR: 4.877e-02 Score 96.869 Data time: 0.2013, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.7731 [2020-11-13 07:16:01,679][root][INFO] - ===> Epoch[423](10996/26): Loss -0.7493, Sem 0.0887, dir -0.9715, norm 0.1335, swav 0.0000 LR: 4.876e-02 Score 96.968 Data time: 0.1268, Forward time: 2.2663, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 4.3331 [2020-11-13 07:16:07,170][root][INFO] - ===> Epoch[423](10997/26): Loss -0.7246, Sem 0.0848, dir -0.9668, norm 0.1575, swav 0.0000 LR: 4.876e-02 Score 97.084 Data time: 0.1884, Forward time: 2.2662, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.4107 [2020-11-13 07:16:13,577][root][INFO] - ===> Epoch[423](10998/26): Loss -0.7432, Sem 0.0819, dir -0.9702, norm 0.1451, swav 0.0000 LR: 4.875e-02 Score 97.102 Data time: 0.1796, Forward time: 2.2662, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.2836 [2020-11-13 07:16:19,410][root][INFO] - ===> Epoch[424](10999/26): Loss -0.7194, Sem 0.0978, dir -0.9699, norm 0.1527, swav 0.0000 LR: 4.875e-02 Score 96.748 Data time: 0.2244, Forward time: 2.2662, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.7637 [2020-11-13 07:16:25,020][root][INFO] - ===> Epoch[424](11000/26): Loss -0.7573, Sem 0.0841, dir -0.9732, norm 0.1317, swav 0.0000 LR: 4.874e-02 Score 97.002 Data time: 0.2341, Forward time: 2.2662, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.4470 [2020-11-13 07:16:27,217][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 07:16:27,324][root][INFO] - ===> Start testing [2020-11-13 07:18:03,504][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.3176 Loss 0.706 (AVG: 0.586) Score 82.856 (AVG: 88.915) mIOU 70.915 mAP 75.015 mAcc 79.843 IOU: 84.540 95.936 61.346 82.203 91.436 82.980 72.234 63.398 62.686 75.802 28.796 67.952 59.571 73.509 57.657 68.238 93.173 71.866 84.622 40.350 mAP: 81.919 95.031 66.055 69.374 91.580 81.354 74.445 74.211 70.014 56.386 49.619 59.640 66.359 74.920 62.279 91.318 96.389 89.393 90.266 59.748 mAcc: 95.216 98.962 79.781 84.810 93.939 93.170 77.173 73.460 78.668 87.669 33.286 83.780 90.370 79.597 60.278 73.534 97.414 78.735 93.200 43.825 [2020-11-13 07:19:34,150][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.3929 Loss 0.292 (AVG: 0.513) Score 92.080 (AVG: 89.950) mIOU 71.941 mAP 75.446 mAcc 80.618 IOU: 85.362 96.162 62.380 82.933 92.664 84.944 75.350 64.473 60.302 80.257 31.535 64.709 64.195 74.884 57.717 68.985 86.664 69.762 85.291 50.249 mAP: 80.942 95.420 63.452 69.601 90.697 82.353 75.106 73.372 70.038 65.462 56.347 59.229 69.494 81.349 61.430 83.895 95.990 88.270 85.473 60.992 mAcc: 95.548 98.948 77.839 85.087 95.360 92.965 81.131 75.254 72.687 89.464 38.332 83.354 89.828 83.282 60.037 73.092 95.451 78.273 91.931 54.492 [2020-11-13 07:20:59,322][root][INFO] - 301/312: Data time: 0.2310, Iter time: 0.2889 Loss 0.360 (AVG: 0.520) Score 87.026 (AVG: 89.802) mIOU 71.818 mAP 76.173 mAcc 80.452 IOU: 84.697 96.205 63.334 82.392 92.525 86.056 74.819 64.237 60.478 81.113 31.947 65.658 61.544 71.949 56.033 62.553 89.217 70.167 85.370 56.077 mAP: 81.123 95.924 65.478 73.623 91.447 80.982 74.567 73.679 69.549 73.221 56.379 62.315 70.892 80.063 59.416 84.249 96.574 88.380 82.378 63.213 mAcc: 95.408 98.940 77.198 84.471 95.603 91.680 80.936 76.132 72.047 89.876 42.557 82.148 87.887 80.039 59.041 67.659 96.046 78.843 92.341 60.191 [2020-11-13 07:21:10,004][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.2948 Loss 0.579 (AVG: 0.514) Score 88.698 (AVG: 89.863) mIOU 71.813 mAP 76.188 mAcc 80.387 IOU: 84.793 96.221 63.316 82.602 92.503 86.132 73.760 64.445 61.720 82.325 31.916 66.066 61.802 71.932 52.916 62.553 89.217 70.232 85.344 56.476 mAP: 81.137 95.914 66.064 74.305 91.565 80.247 74.160 73.349 69.822 73.574 56.379 62.894 71.627 80.063 57.327 84.249 96.574 88.280 82.378 63.859 mAcc: 95.402 98.935 77.272 84.753 95.542 91.664 79.694 76.371 73.398 90.095 42.557 82.393 88.310 80.039 55.573 67.659 96.046 78.984 92.341 60.703 [2020-11-13 07:21:10,009][root][INFO] - Finished test. Elapsed time: 282.6796 [2020-11-13 07:21:20,452][root][INFO] - [2020-11-13 07:21:20,453][root][INFO] - ################################################################ [2020-11-13 07:21:20,453][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 07:21:20,453][root][INFO] - ################################################################ [2020-11-13 07:21:20,453][root][INFO] - cabinet : 0.298 0.529 0.721 [2020-11-13 07:21:20,454][root][INFO] - bed : 0.375 0.719 0.826 [2020-11-13 07:21:20,454][root][INFO] - chair : 0.725 0.873 0.916 [2020-11-13 07:21:20,454][root][INFO] - sofa : 0.427 0.633 0.817 [2020-11-13 07:21:20,454][root][INFO] - table : 0.418 0.624 0.741 [2020-11-13 07:21:20,454][root][INFO] - door : 0.288 0.499 0.619 [2020-11-13 07:21:20,454][root][INFO] - window : 0.215 0.373 0.583 [2020-11-13 07:21:20,454][root][INFO] - bookshelf : 0.253 0.585 0.739 [2020-11-13 07:21:20,454][root][INFO] - picture : 0.236 0.379 0.493 [2020-11-13 07:21:20,454][root][INFO] - counter : 0.082 0.254 0.609 [2020-11-13 07:21:20,454][root][INFO] - desk : 0.127 0.440 0.763 [2020-11-13 07:21:20,454][root][INFO] - curtain : 0.310 0.472 0.672 [2020-11-13 07:21:20,454][root][INFO] - refrigerator : 0.368 0.434 0.434 [2020-11-13 07:21:20,454][root][INFO] - shower curtain : 0.515 0.681 0.742 [2020-11-13 07:21:20,454][root][INFO] - toilet : 0.863 0.983 0.999 [2020-11-13 07:21:20,454][root][INFO] - sink : 0.447 0.709 0.877 [2020-11-13 07:21:20,454][root][INFO] - bathtub : 0.599 0.783 0.846 [2020-11-13 07:21:20,454][root][INFO] - otherfurniture : 0.399 0.548 0.656 [2020-11-13 07:21:20,454][root][INFO] - ---------------------------------------------------------------- [2020-11-13 07:21:20,454][root][INFO] - average : 0.386 0.584 0.725 [2020-11-13 07:21:20,454][root][INFO] - [2020-11-13 07:21:20,579][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 07:21:24,942][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 07:21:25,041][root][INFO] - Current best mIoU: 71.813 at iter 11000 [2020-11-13 07:21:29,160][root][INFO] - ===> Epoch[424](11001/26): Loss -0.7223, Sem 0.0976, dir -0.9682, norm 0.1484, swav 0.0000 LR: 4.874e-02 Score 96.817 Data time: 0.1779, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 4.1142 [2020-11-13 07:21:34,661][root][INFO] - ===> Epoch[424](11002/26): Loss -0.7470, Sem 0.0876, dir -0.9723, norm 0.1377, swav 0.0000 LR: 4.873e-02 Score 96.985 Data time: 0.1906, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.3956 [2020-11-13 07:21:40,677][root][INFO] - ===> Epoch[424](11003/26): Loss -0.7269, Sem 0.0907, dir -0.9679, norm 0.1503, swav 0.0000 LR: 4.873e-02 Score 96.933 Data time: 0.2724, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.9240 [2020-11-13 07:21:46,766][root][INFO] - ===> Epoch[424](11004/26): Loss -0.7421, Sem 0.0880, dir -0.9700, norm 0.1399, swav 0.0000 LR: 4.872e-02 Score 96.892 Data time: 0.2013, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.9583 [2020-11-13 07:21:52,350][root][INFO] - ===> Epoch[424](11005/26): Loss -0.7354, Sem 0.0917, dir -0.9696, norm 0.1426, swav 0.0000 LR: 4.872e-02 Score 96.824 Data time: 0.1819, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.4747 [2020-11-13 07:21:58,771][root][INFO] - ===> Epoch[424](11006/26): Loss -0.7344, Sem 0.0920, dir -0.9679, norm 0.1415, swav 0.0000 LR: 4.871e-02 Score 96.750 Data time: 0.1588, Forward time: 2.2661, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.3138 [2020-11-13 07:22:04,173][root][INFO] - ===> Epoch[424](11007/26): Loss -0.7640, Sem 0.0810, dir -0.9720, norm 0.1270, swav 0.0000 LR: 4.871e-02 Score 97.117 Data time: 0.1560, Forward time: 2.2661, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.3051 [2020-11-13 07:22:09,373][root][INFO] - ===> Epoch[424](11008/26): Loss -0.7208, Sem 0.0935, dir -0.9695, norm 0.1552, swav 0.0000 LR: 4.870e-02 Score 96.942 Data time: 0.1817, Forward time: 2.2660, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.1157 [2020-11-13 07:22:14,983][root][INFO] - ===> Epoch[424](11009/26): Loss -0.7299, Sem 0.0987, dir -0.9720, norm 0.1433, swav 0.0000 LR: 4.870e-02 Score 96.307 Data time: 0.2187, Forward time: 2.2660, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 5.5140 [2020-11-13 07:22:19,956][root][INFO] - ===> Epoch[424](11010/26): Loss -0.7332, Sem 0.0970, dir -0.9689, norm 0.1387, swav 0.0000 LR: 4.869e-02 Score 96.505 Data time: 0.1780, Forward time: 2.2660, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 4.8522 [2020-11-13 07:22:25,292][root][INFO] - ===> Epoch[424](11011/26): Loss -0.7250, Sem 0.0913, dir -0.9643, norm 0.1480, swav 0.0000 LR: 4.869e-02 Score 96.846 Data time: 0.2499, Forward time: 2.2660, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.2531 [2020-11-13 07:22:30,570][root][INFO] - ===> Epoch[424](11012/26): Loss -0.7485, Sem 0.0854, dir -0.9741, norm 0.1402, swav 0.0000 LR: 4.868e-02 Score 96.919 Data time: 0.1806, Forward time: 2.2660, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.1596 [2020-11-13 07:22:36,799][root][INFO] - ===> Epoch[424](11013/26): Loss -0.7387, Sem 0.0853, dir -0.9673, norm 0.1433, swav 0.0000 LR: 4.868e-02 Score 97.202 Data time: 0.1954, Forward time: 2.2660, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.1293 [2020-11-13 07:22:41,848][root][INFO] - ===> Epoch[424](11014/26): Loss -0.7329, Sem 0.0912, dir -0.9706, norm 0.1465, swav 0.0000 LR: 4.868e-02 Score 96.883 Data time: 0.2218, Forward time: 2.2660, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 4.9657 [2020-11-13 07:22:47,786][root][INFO] - ===> Epoch[424](11015/26): Loss -0.7090, Sem 0.0981, dir -0.9683, norm 0.1612, swav 0.0000 LR: 4.867e-02 Score 96.587 Data time: 0.3223, Forward time: 2.2660, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.8201 [2020-11-13 07:22:54,853][root][INFO] - ===> Epoch[424](11016/26): Loss -0.7244, Sem 0.0942, dir -0.9673, norm 0.1487, swav 0.0000 LR: 4.867e-02 Score 96.821 Data time: 0.1749, Forward time: 2.2660, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.9488 [2020-11-13 07:22:59,920][root][INFO] - ===> Epoch[424](11017/26): Loss -0.7297, Sem 0.0839, dir -0.9703, norm 0.1567, swav 0.0000 LR: 4.866e-02 Score 97.040 Data time: 0.2519, Forward time: 2.2660, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 4.9626 [2020-11-13 07:23:05,505][root][INFO] - ===> Epoch[424](11018/26): Loss -0.7156, Sem 0.0953, dir -0.9684, norm 0.1576, swav 0.0000 LR: 4.866e-02 Score 96.513 Data time: 0.2482, Forward time: 2.2660, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.4759 [2020-11-13 07:23:13,219][root][INFO] - ===> Epoch[424](11019/26): Loss -0.7367, Sem 0.0832, dir -0.9676, norm 0.1477, swav 0.0000 LR: 4.865e-02 Score 97.078 Data time: 0.3831, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 7.5915 [2020-11-13 07:23:19,023][root][INFO] - ===> Epoch[424](11020/26): Loss -0.7305, Sem 0.0831, dir -0.9691, norm 0.1555, swav 0.0000 LR: 4.865e-02 Score 97.059 Data time: 0.2340, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 5.6725 [2020-11-13 07:23:25,547][root][INFO] - ===> Epoch[424](11021/26): Loss -0.7460, Sem 0.0966, dir -0.9724, norm 0.1299, swav 0.0000 LR: 4.864e-02 Score 96.712 Data time: 0.1930, Forward time: 2.2662, Backward time: 3.1104, DDP time: 0.0049, Total iter time: 6.4041 [2020-11-13 07:23:30,616][root][INFO] - ===> Epoch[424](11022/26): Loss -0.7486, Sem 0.0752, dir -0.9661, norm 0.1423, swav 0.0000 LR: 4.864e-02 Score 97.318 Data time: 0.2089, Forward time: 2.2662, Backward time: 3.1103, DDP time: 0.0049, Total iter time: 4.9594 [2020-11-13 07:23:37,127][root][INFO] - ===> Epoch[424](11023/26): Loss -0.7238, Sem 0.0897, dir -0.9693, norm 0.1558, swav 0.0000 LR: 4.863e-02 Score 96.891 Data time: 0.1774, Forward time: 2.2661, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.4102 [2020-11-13 07:23:42,886][root][INFO] - ===> Epoch[424](11024/26): Loss -0.7299, Sem 0.0950, dir -0.9697, norm 0.1448, swav 0.0000 LR: 4.863e-02 Score 96.796 Data time: 0.2090, Forward time: 2.2661, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.6700 [2020-11-13 07:23:49,162][root][INFO] - ===> Epoch[425](11025/26): Loss -0.7062, Sem 0.0993, dir -0.9685, norm 0.1630, swav 0.0000 LR: 4.862e-02 Score 96.503 Data time: 0.1684, Forward time: 2.2661, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 6.1675 [2020-11-13 07:23:54,571][root][INFO] - ===> Epoch[425](11026/26): Loss -0.7260, Sem 0.0917, dir -0.9675, norm 0.1498, swav 0.0000 LR: 4.862e-02 Score 96.874 Data time: 0.2083, Forward time: 2.2660, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 5.3039 [2020-11-13 07:23:59,793][root][INFO] - ===> Epoch[425](11027/26): Loss -0.7508, Sem 0.0829, dir -0.9680, norm 0.1342, swav 0.0000 LR: 4.861e-02 Score 97.102 Data time: 0.1764, Forward time: 2.2660, Backward time: 3.1105, DDP time: 0.0049, Total iter time: 5.1214 [2020-11-13 07:24:06,241][root][INFO] - ===> Epoch[425](11028/26): Loss -0.7282, Sem 0.0859, dir -0.9691, norm 0.1551, swav 0.0000 LR: 4.861e-02 Score 96.811 Data time: 0.1823, Forward time: 2.2660, Backward time: 3.1106, DDP time: 0.0049, Total iter time: 6.3319 [2020-11-13 07:24:12,738][root][INFO] - ===> Epoch[425](11029/26): Loss -0.7359, Sem 0.0953, dir -0.9709, norm 0.1397, swav 0.0000 LR: 4.860e-02 Score 96.898 Data time: 0.1856, Forward time: 2.2659, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 6.3867 [2020-11-13 07:24:18,228][root][INFO] - ===> Epoch[425](11030/26): Loss -0.7660, Sem 0.0773, dir -0.9738, norm 0.1305, swav 0.0000 LR: 4.860e-02 Score 97.270 Data time: 0.1510, Forward time: 2.2659, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.3771 [2020-11-13 07:24:23,575][root][INFO] - ===> Epoch[425](11031/26): Loss -0.7223, Sem 0.0893, dir -0.9700, norm 0.1584, swav 0.0000 LR: 4.859e-02 Score 96.950 Data time: 0.1580, Forward time: 2.2658, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.2481 [2020-11-13 07:24:28,973][root][INFO] - ===> Epoch[425](11032/26): Loss -0.7406, Sem 0.0736, dir -0.9721, norm 0.1580, swav 0.0000 LR: 4.859e-02 Score 97.452 Data time: 0.1896, Forward time: 2.2658, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.2981 [2020-11-13 07:24:34,843][root][INFO] - ===> Epoch[425](11033/26): Loss -0.7271, Sem 0.0932, dir -0.9667, norm 0.1464, swav 0.0000 LR: 4.858e-02 Score 96.743 Data time: 0.2167, Forward time: 2.2658, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.7638 [2020-11-13 07:24:41,779][root][INFO] - ===> Epoch[425](11034/26): Loss -0.7244, Sem 0.0871, dir -0.9717, norm 0.1602, swav 0.0000 LR: 4.858e-02 Score 96.945 Data time: 0.1603, Forward time: 2.2658, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.8046 [2020-11-13 07:24:48,290][root][INFO] - ===> Epoch[425](11035/26): Loss -0.7443, Sem 0.0817, dir -0.9679, norm 0.1420, swav 0.0000 LR: 4.857e-02 Score 97.089 Data time: 0.1792, Forward time: 2.2658, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 6.3894 [2020-11-13 07:24:53,135][root][INFO] - ===> Epoch[425](11036/26): Loss -0.7171, Sem 0.0932, dir -0.9666, norm 0.1563, swav 0.0000 LR: 4.857e-02 Score 96.819 Data time: 0.1968, Forward time: 2.2658, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.7163 [2020-11-13 07:24:58,446][root][INFO] - ===> Epoch[425](11037/26): Loss -0.7275, Sem 0.0882, dir -0.9650, norm 0.1493, swav 0.0000 LR: 4.856e-02 Score 96.948 Data time: 0.2782, Forward time: 2.2658, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.1983 [2020-11-13 07:25:04,624][root][INFO] - ===> Epoch[425](11038/26): Loss -0.7454, Sem 0.0922, dir -0.9711, norm 0.1336, swav 0.0000 LR: 4.856e-02 Score 96.804 Data time: 0.2059, Forward time: 2.2658, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.0726 [2020-11-13 07:25:10,372][root][INFO] - ===> Epoch[425](11039/26): Loss -0.7443, Sem 0.0816, dir -0.9673, norm 0.1413, swav 0.0000 LR: 4.855e-02 Score 97.170 Data time: 0.1795, Forward time: 2.2657, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.6134 [2020-11-13 07:25:14,956][root][INFO] - ===> Epoch[425](11040/26): Loss -0.7383, Sem 0.0886, dir -0.9679, norm 0.1409, swav 0.0000 LR: 4.855e-02 Score 96.889 Data time: 0.1910, Forward time: 2.2657, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.4770 [2020-11-13 07:25:20,546][root][INFO] - ===> Epoch[425](11041/26): Loss -0.7479, Sem 0.0877, dir -0.9729, norm 0.1373, swav 0.0000 LR: 4.854e-02 Score 96.914 Data time: 0.2155, Forward time: 2.2657, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.4756 [2020-11-13 07:25:25,916][root][INFO] - ===> Epoch[425](11042/26): Loss -0.7109, Sem 0.0933, dir -0.9647, norm 0.1606, swav 0.0000 LR: 4.854e-02 Score 96.771 Data time: 0.2330, Forward time: 2.2658, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.2276 [2020-11-13 07:25:31,289][root][INFO] - ===> Epoch[425](11043/26): Loss -0.7472, Sem 0.0888, dir -0.9709, norm 0.1349, swav 0.0000 LR: 4.853e-02 Score 96.938 Data time: 0.1681, Forward time: 2.2658, Backward time: 3.1107, DDP time: 0.0049, Total iter time: 5.2506 [2020-11-13 07:25:37,573][root][INFO] - ===> Epoch[425](11044/26): Loss -0.7402, Sem 0.0820, dir -0.9680, norm 0.1459, swav 0.0000 LR: 4.853e-02 Score 97.083 Data time: 0.1619, Forward time: 2.2657, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 6.1697 [2020-11-13 07:25:42,706][root][INFO] - ===> Epoch[425](11045/26): Loss -0.7624, Sem 0.0766, dir -0.9725, norm 0.1335, swav 0.0000 LR: 4.852e-02 Score 97.352 Data time: 0.1333, Forward time: 2.2657, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 5.0275 [2020-11-13 07:25:49,363][root][INFO] - ===> Epoch[425](11046/26): Loss -0.7383, Sem 0.0889, dir -0.9699, norm 0.1426, swav 0.0000 LR: 4.852e-02 Score 96.916 Data time: 0.1868, Forward time: 2.2656, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 6.5907 [2020-11-13 07:25:54,141][root][INFO] - ===> Epoch[425](11047/26): Loss -0.7376, Sem 0.0812, dir -0.9684, norm 0.1495, swav 0.0000 LR: 4.851e-02 Score 97.177 Data time: 0.1502, Forward time: 2.2656, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 4.6662 [2020-11-13 07:25:59,573][root][INFO] - ===> Epoch[425](11048/26): Loss -0.7224, Sem 0.1006, dir -0.9677, norm 0.1447, swav 0.0000 LR: 4.851e-02 Score 96.406 Data time: 0.1698, Forward time: 2.2656, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.3360 [2020-11-13 07:26:05,557][root][INFO] - ===> Epoch[425](11049/26): Loss -0.7387, Sem 0.0883, dir -0.9702, norm 0.1433, swav 0.0000 LR: 4.850e-02 Score 96.903 Data time: 0.1810, Forward time: 2.2655, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.8477 [2020-11-13 07:26:11,554][root][INFO] - ===> Epoch[425](11050/26): Loss -0.7445, Sem 0.0789, dir -0.9726, norm 0.1493, swav 0.0000 LR: 4.850e-02 Score 97.156 Data time: 0.1818, Forward time: 2.2655, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.9057 [2020-11-13 07:26:15,941][root][INFO] - ===> Epoch[426](11051/26): Loss -0.7460, Sem 0.0927, dir -0.9726, norm 0.1339, swav 0.0000 LR: 4.849e-02 Score 96.663 Data time: 0.2106, Forward time: 2.2655, Backward time: 3.1108, DDP time: 0.0049, Total iter time: 4.2919 [2020-11-13 07:26:21,840][root][INFO] - ===> Epoch[426](11052/26): Loss -0.7386, Sem 0.0853, dir -0.9705, norm 0.1466, swav 0.0000 LR: 4.849e-02 Score 97.042 Data time: 0.1846, Forward time: 2.2655, Backward time: 3.1109, DDP time: 0.0049, Total iter time: 5.7961 [2020-11-13 07:26:29,037][root][INFO] - ===> Epoch[426](11053/26): Loss -0.7675, Sem 0.0766, dir -0.9739, norm 0.1298, swav 0.0000 LR: 4.848e-02 Score 97.377 Data time: 0.1997, Forward time: 2.2654, Backward time: 3.1110, DDP time: 0.0049, Total iter time: 7.1051 [2020-11-13 07:26:36,154][root][INFO] - ===> Epoch[426](11054/26): Loss -0.7593, Sem 0.0731, dir -0.9728, norm 0.1404, swav 0.0000 LR: 4.848e-02 Score 97.478 Data time: 0.1794, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 7.0080 [2020-11-13 07:26:42,667][root][INFO] - ===> Epoch[426](11055/26): Loss -0.7123, Sem 0.1032, dir -0.9662, norm 0.1508, swav 0.0000 LR: 4.848e-02 Score 96.379 Data time: 0.2358, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 6.4259 [2020-11-13 07:26:48,699][root][INFO] - ===> Epoch[426](11056/26): Loss -0.7081, Sem 0.0953, dir -0.9648, norm 0.1614, swav 0.0000 LR: 4.847e-02 Score 96.681 Data time: 0.2774, Forward time: 2.2655, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.9011 [2020-11-13 07:26:54,056][root][INFO] - ===> Epoch[426](11057/26): Loss -0.7444, Sem 0.0885, dir -0.9697, norm 0.1368, swav 0.0000 LR: 4.847e-02 Score 96.810 Data time: 0.2141, Forward time: 2.2655, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.2097 [2020-11-13 07:26:59,727][root][INFO] - ===> Epoch[426](11058/26): Loss -0.7597, Sem 0.0789, dir -0.9745, norm 0.1359, swav 0.0000 LR: 4.846e-02 Score 97.339 Data time: 0.2137, Forward time: 2.2655, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.5691 [2020-11-13 07:27:06,127][root][INFO] - ===> Epoch[426](11059/26): Loss -0.7258, Sem 0.0957, dir -0.9671, norm 0.1456, swav 0.0000 LR: 4.846e-02 Score 96.976 Data time: 0.3105, Forward time: 2.2655, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 6.2979 [2020-11-13 07:27:11,899][root][INFO] - ===> Epoch[426](11060/26): Loss -0.7159, Sem 0.0994, dir -0.9704, norm 0.1551, swav 0.0000 LR: 4.845e-02 Score 96.535 Data time: 0.1531, Forward time: 2.2655, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.6311 [2020-11-13 07:27:17,543][root][INFO] - ===> Epoch[426](11061/26): Loss -0.7392, Sem 0.0798, dir -0.9671, norm 0.1481, swav 0.0000 LR: 4.845e-02 Score 97.161 Data time: 0.1933, Forward time: 2.2655, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.5634 [2020-11-13 07:27:23,176][root][INFO] - ===> Epoch[426](11062/26): Loss -0.7517, Sem 0.0858, dir -0.9731, norm 0.1356, swav 0.0000 LR: 4.844e-02 Score 97.045 Data time: 0.2254, Forward time: 2.2655, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.5409 [2020-11-13 07:27:29,069][root][INFO] - ===> Epoch[426](11063/26): Loss -0.7418, Sem 0.0916, dir -0.9690, norm 0.1356, swav 0.0000 LR: 4.844e-02 Score 96.869 Data time: 0.1459, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.7658 [2020-11-13 07:27:35,209][root][INFO] - ===> Epoch[426](11064/26): Loss -0.7216, Sem 0.1012, dir -0.9703, norm 0.1475, swav 0.0000 LR: 4.843e-02 Score 96.514 Data time: 0.1963, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.0820 [2020-11-13 07:27:40,445][root][INFO] - ===> Epoch[426](11065/26): Loss -0.7320, Sem 0.0968, dir -0.9718, norm 0.1430, swav 0.0000 LR: 4.843e-02 Score 96.661 Data time: 0.2531, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.1331 [2020-11-13 07:27:47,566][root][INFO] - ===> Epoch[426](11066/26): Loss -0.7293, Sem 0.0932, dir -0.9705, norm 0.1481, swav 0.0000 LR: 4.842e-02 Score 96.798 Data time: 0.2106, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 7.0086 [2020-11-13 07:27:54,010][root][INFO] - ===> Epoch[426](11067/26): Loss -0.7184, Sem 0.0903, dir -0.9661, norm 0.1573, swav 0.0000 LR: 4.842e-02 Score 96.964 Data time: 0.2084, Forward time: 2.2654, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.3438 [2020-11-13 07:27:58,981][root][INFO] - ===> Epoch[426](11068/26): Loss -0.7349, Sem 0.0901, dir -0.9704, norm 0.1454, swav 0.0000 LR: 4.841e-02 Score 96.786 Data time: 0.1818, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 4.8554 [2020-11-13 07:28:04,418][root][INFO] - ===> Epoch[426](11069/26): Loss -0.7307, Sem 0.0817, dir -0.9655, norm 0.1531, swav 0.0000 LR: 4.841e-02 Score 97.077 Data time: 0.2024, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.3374 [2020-11-13 07:28:10,712][root][INFO] - ===> Epoch[426](11070/26): Loss -0.7157, Sem 0.0913, dir -0.9709, norm 0.1639, swav 0.0000 LR: 4.840e-02 Score 96.814 Data time: 0.3200, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.1810 [2020-11-13 07:28:15,810][root][INFO] - ===> Epoch[426](11071/26): Loss -0.7494, Sem 0.0795, dir -0.9707, norm 0.1418, swav 0.0000 LR: 4.840e-02 Score 97.179 Data time: 0.2244, Forward time: 2.2655, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 4.9702 [2020-11-13 07:28:21,770][root][INFO] - ===> Epoch[426](11072/26): Loss -0.7266, Sem 0.0780, dir -0.9621, norm 0.1574, swav 0.0000 LR: 4.839e-02 Score 97.160 Data time: 0.1729, Forward time: 2.2655, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.8511 [2020-11-13 07:28:27,511][root][INFO] - ===> Epoch[426](11073/26): Loss -0.7308, Sem 0.1053, dir -0.9726, norm 0.1365, swav 0.0000 LR: 4.839e-02 Score 96.497 Data time: 0.1700, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.6351 [2020-11-13 07:28:33,589][root][INFO] - ===> Epoch[426](11074/26): Loss -0.7382, Sem 0.0805, dir -0.9714, norm 0.1527, swav 0.0000 LR: 4.838e-02 Score 97.171 Data time: 0.2731, Forward time: 2.2655, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.9962 [2020-11-13 07:28:39,351][root][INFO] - ===> Epoch[426](11075/26): Loss -0.7485, Sem 0.0807, dir -0.9677, norm 0.1385, swav 0.0000 LR: 4.838e-02 Score 97.165 Data time: 0.1595, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.6402 [2020-11-13 07:28:44,251][root][INFO] - ===> Epoch[426](11076/26): Loss -0.7279, Sem 0.0887, dir -0.9645, norm 0.1479, swav 0.0000 LR: 4.837e-02 Score 96.868 Data time: 0.1715, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 4.7983 [2020-11-13 07:28:49,775][root][INFO] - ===> Epoch[427](11077/26): Loss -0.7286, Sem 0.0804, dir -0.9669, norm 0.1579, swav 0.0000 LR: 4.837e-02 Score 97.327 Data time: 0.1820, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.4191 [2020-11-13 07:28:55,678][root][INFO] - ===> Epoch[427](11078/26): Loss -0.7255, Sem 0.0948, dir -0.9694, norm 0.1490, swav 0.0000 LR: 4.836e-02 Score 96.672 Data time: 0.1430, Forward time: 2.2653, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.7809 [2020-11-13 07:29:00,415][root][INFO] - ===> Epoch[427](11079/26): Loss -0.7356, Sem 0.0881, dir -0.9738, norm 0.1501, swav 0.0000 LR: 4.836e-02 Score 96.901 Data time: 0.2009, Forward time: 2.2653, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 4.6598 [2020-11-13 07:29:05,595][root][INFO] - ===> Epoch[427](11080/26): Loss -0.7390, Sem 0.0869, dir -0.9716, norm 0.1457, swav 0.0000 LR: 4.835e-02 Score 96.875 Data time: 0.2369, Forward time: 2.2653, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.0820 [2020-11-13 07:29:12,423][root][INFO] - ===> Epoch[427](11081/26): Loss -0.7272, Sem 0.0924, dir -0.9679, norm 0.1484, swav 0.0000 LR: 4.835e-02 Score 96.737 Data time: 0.1951, Forward time: 2.2653, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.6991 [2020-11-13 07:29:17,667][root][INFO] - ===> Epoch[427](11082/26): Loss -0.7508, Sem 0.0892, dir -0.9705, norm 0.1305, swav 0.0000 LR: 4.834e-02 Score 96.868 Data time: 0.2002, Forward time: 2.2653, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.1437 [2020-11-13 07:29:23,650][root][INFO] - ===> Epoch[427](11083/26): Loss -0.7259, Sem 0.0861, dir -0.9681, norm 0.1561, swav 0.0000 LR: 4.834e-02 Score 96.991 Data time: 0.2925, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.8968 [2020-11-13 07:29:29,358][root][INFO] - ===> Epoch[427](11084/26): Loss -0.7482, Sem 0.0865, dir -0.9736, norm 0.1388, swav 0.0000 LR: 4.833e-02 Score 96.939 Data time: 0.2817, Forward time: 2.2654, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.5696 [2020-11-13 07:29:35,210][root][INFO] - ===> Epoch[427](11085/26): Loss -0.7131, Sem 0.0983, dir -0.9661, norm 0.1547, swav 0.0000 LR: 4.833e-02 Score 96.694 Data time: 0.2334, Forward time: 2.2654, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.7343 [2020-11-13 07:29:42,331][root][INFO] - ===> Epoch[427](11086/26): Loss -0.7212, Sem 0.0946, dir -0.9692, norm 0.1534, swav 0.0000 LR: 4.832e-02 Score 96.698 Data time: 0.1509, Forward time: 2.2654, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 7.0068 [2020-11-13 07:29:49,206][root][INFO] - ===> Epoch[427](11087/26): Loss -0.7111, Sem 0.0931, dir -0.9700, norm 0.1658, swav 0.0000 LR: 4.832e-02 Score 96.738 Data time: 0.1825, Forward time: 2.2653, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.7812 [2020-11-13 07:29:55,282][root][INFO] - ===> Epoch[427](11088/26): Loss -0.7119, Sem 0.1048, dir -0.9680, norm 0.1513, swav 0.0000 LR: 4.831e-02 Score 96.448 Data time: 0.1989, Forward time: 2.2653, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.9788 [2020-11-13 07:30:01,783][root][INFO] - ===> Epoch[427](11089/26): Loss -0.7677, Sem 0.0779, dir -0.9740, norm 0.1285, swav 0.0000 LR: 4.831e-02 Score 97.225 Data time: 0.2499, Forward time: 2.2653, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.3773 [2020-11-13 07:30:07,400][root][INFO] - ===> Epoch[427](11090/26): Loss -0.7373, Sem 0.0909, dir -0.9692, norm 0.1410, swav 0.0000 LR: 4.830e-02 Score 96.744 Data time: 0.2109, Forward time: 2.2653, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.5099 [2020-11-13 07:30:12,566][root][INFO] - ===> Epoch[427](11091/26): Loss -0.7077, Sem 0.0955, dir -0.9656, norm 0.1623, swav 0.0000 LR: 4.830e-02 Score 96.616 Data time: 0.1245, Forward time: 2.2652, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.0573 [2020-11-13 07:30:16,909][root][INFO] - ===> Epoch[427](11092/26): Loss -0.7715, Sem 0.0763, dir -0.9729, norm 0.1252, swav 0.0000 LR: 4.829e-02 Score 97.346 Data time: 0.2367, Forward time: 2.2652, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 4.2821 [2020-11-13 07:30:23,056][root][INFO] - ===> Epoch[427](11093/26): Loss -0.7276, Sem 0.0955, dir -0.9672, norm 0.1441, swav 0.0000 LR: 4.829e-02 Score 96.744 Data time: 0.2126, Forward time: 2.2652, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.0463 [2020-11-13 07:30:28,893][root][INFO] - ===> Epoch[427](11094/26): Loss -0.7305, Sem 0.0994, dir -0.9695, norm 0.1396, swav 0.0000 LR: 4.828e-02 Score 96.744 Data time: 0.1828, Forward time: 2.2652, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.7314 [2020-11-13 07:30:33,765][root][INFO] - ===> Epoch[427](11095/26): Loss -0.7395, Sem 0.0867, dir -0.9694, norm 0.1432, swav 0.0000 LR: 4.828e-02 Score 97.028 Data time: 0.1920, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 4.7736 [2020-11-13 07:30:38,733][root][INFO] - ===> Epoch[427](11096/26): Loss -0.7431, Sem 0.0889, dir -0.9688, norm 0.1368, swav 0.0000 LR: 4.828e-02 Score 96.956 Data time: 0.1798, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 4.8698 [2020-11-13 07:30:44,062][root][INFO] - ===> Epoch[427](11097/26): Loss -0.7463, Sem 0.0957, dir -0.9705, norm 0.1286, swav 0.0000 LR: 4.827e-02 Score 96.645 Data time: 0.2001, Forward time: 2.2651, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.2125 [2020-11-13 07:30:49,824][root][INFO] - ===> Epoch[427](11098/26): Loss -0.7457, Sem 0.0877, dir -0.9732, norm 0.1398, swav 0.0000 LR: 4.827e-02 Score 96.953 Data time: 0.1944, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.6558 [2020-11-13 07:30:54,844][root][INFO] - ===> Epoch[427](11099/26): Loss -0.7310, Sem 0.0831, dir -0.9695, norm 0.1554, swav 0.0000 LR: 4.826e-02 Score 97.122 Data time: 0.2119, Forward time: 2.2651, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 4.9207 [2020-11-13 07:30:59,633][root][INFO] - ===> Epoch[427](11100/26): Loss -0.7423, Sem 0.0902, dir -0.9700, norm 0.1375, swav 0.0000 LR: 4.826e-02 Score 97.020 Data time: 0.1462, Forward time: 2.2650, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 4.6642 [2020-11-13 07:31:04,884][root][INFO] - ===> Epoch[427](11101/26): Loss -0.7301, Sem 0.0915, dir -0.9692, norm 0.1475, swav 0.0000 LR: 4.825e-02 Score 96.798 Data time: 0.1730, Forward time: 2.2650, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.1560 [2020-11-13 07:31:10,546][root][INFO] - ===> Epoch[427](11102/26): Loss -0.7532, Sem 0.0765, dir -0.9704, norm 0.1407, swav 0.0000 LR: 4.825e-02 Score 97.410 Data time: 0.1675, Forward time: 2.2650, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.5604 [2020-11-13 07:31:16,268][root][INFO] - ===> Epoch[428](11103/26): Loss -0.7350, Sem 0.0870, dir -0.9705, norm 0.1486, swav 0.0000 LR: 4.824e-02 Score 96.929 Data time: 0.2108, Forward time: 2.2649, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.6568 [2020-11-13 07:31:23,736][root][INFO] - ===> Epoch[428](11104/26): Loss -0.7509, Sem 0.0832, dir -0.9726, norm 0.1384, swav 0.0000 LR: 4.824e-02 Score 97.117 Data time: 0.2038, Forward time: 2.2650, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 7.3502 [2020-11-13 07:31:29,856][root][INFO] - ===> Epoch[428](11105/26): Loss -0.7326, Sem 0.0813, dir -0.9731, norm 0.1592, swav 0.0000 LR: 4.823e-02 Score 97.149 Data time: 0.2529, Forward time: 2.2650, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.9849 [2020-11-13 07:31:36,468][root][INFO] - ===> Epoch[428](11106/26): Loss -0.7173, Sem 0.1030, dir -0.9676, norm 0.1472, swav 0.0000 LR: 4.823e-02 Score 96.576 Data time: 0.3376, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.4772 [2020-11-13 07:31:41,956][root][INFO] - ===> Epoch[428](11107/26): Loss -0.7259, Sem 0.0867, dir -0.9686, norm 0.1560, swav 0.0000 LR: 4.822e-02 Score 97.031 Data time: 0.2373, Forward time: 2.2651, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.3498 [2020-11-13 07:31:47,623][root][INFO] - ===> Epoch[428](11108/26): Loss -0.7769, Sem 0.0765, dir -0.9750, norm 0.1216, swav 0.0000 LR: 4.822e-02 Score 97.271 Data time: 0.2305, Forward time: 2.2651, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.5135 [2020-11-13 07:31:52,079][root][INFO] - ===> Epoch[428](11109/26): Loss -0.7586, Sem 0.0767, dir -0.9694, norm 0.1341, swav 0.0000 LR: 4.821e-02 Score 97.296 Data time: 0.1638, Forward time: 2.2651, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 4.3535 [2020-11-13 07:31:57,897][root][INFO] - ===> Epoch[428](11110/26): Loss -0.7370, Sem 0.0883, dir -0.9708, norm 0.1455, swav 0.0000 LR: 4.821e-02 Score 96.957 Data time: 0.2323, Forward time: 2.2651, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.7331 [2020-11-13 07:32:03,316][root][INFO] - ===> Epoch[428](11111/26): Loss -0.7548, Sem 0.0790, dir -0.9706, norm 0.1368, swav 0.0000 LR: 4.820e-02 Score 97.229 Data time: 0.2471, Forward time: 2.2651, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.3060 [2020-11-13 07:32:08,030][root][INFO] - ===> Epoch[428](11112/26): Loss -0.7346, Sem 0.0919, dir -0.9690, norm 0.1425, swav 0.0000 LR: 4.820e-02 Score 96.763 Data time: 0.1935, Forward time: 2.2651, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.6026 [2020-11-13 07:32:14,053][root][INFO] - ===> Epoch[428](11113/26): Loss -0.7569, Sem 0.0771, dir -0.9705, norm 0.1364, swav 0.0000 LR: 4.819e-02 Score 97.481 Data time: 0.2864, Forward time: 2.2652, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.9254 [2020-11-13 07:32:19,968][root][INFO] - ===> Epoch[428](11114/26): Loss -0.7386, Sem 0.0909, dir -0.9700, norm 0.1406, swav 0.0000 LR: 4.819e-02 Score 96.819 Data time: 0.1875, Forward time: 2.2652, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 5.7702 [2020-11-13 07:32:25,983][root][INFO] - ===> Epoch[428](11115/26): Loss -0.7108, Sem 0.1014, dir -0.9660, norm 0.1539, swav 0.0000 LR: 4.818e-02 Score 96.473 Data time: 0.1559, Forward time: 2.2651, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.9221 [2020-11-13 07:32:31,790][root][INFO] - ===> Epoch[428](11116/26): Loss -0.7303, Sem 0.0843, dir -0.9708, norm 0.1562, swav 0.0000 LR: 4.818e-02 Score 97.123 Data time: 0.1892, Forward time: 2.2651, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.7557 [2020-11-13 07:32:37,732][root][INFO] - ===> Epoch[428](11117/26): Loss -0.7344, Sem 0.0861, dir -0.9653, norm 0.1448, swav 0.0000 LR: 4.817e-02 Score 97.036 Data time: 0.2592, Forward time: 2.2651, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.8769 [2020-11-13 07:32:42,505][root][INFO] - ===> Epoch[428](11118/26): Loss -0.7652, Sem 0.0769, dir -0.9733, norm 0.1312, swav 0.0000 LR: 4.817e-02 Score 97.295 Data time: 0.2139, Forward time: 2.2651, Backward time: 3.1111, DDP time: 0.0049, Total iter time: 4.6402 [2020-11-13 07:32:48,497][root][INFO] - ===> Epoch[428](11119/26): Loss -0.7391, Sem 0.0864, dir -0.9730, norm 0.1476, swav 0.0000 LR: 4.816e-02 Score 96.974 Data time: 0.2067, Forward time: 2.2651, Backward time: 3.1112, DDP time: 0.0049, Total iter time: 5.8784 [2020-11-13 07:32:55,843][root][INFO] - ===> Epoch[428](11120/26): Loss -0.7453, Sem 0.0842, dir -0.9725, norm 0.1430, swav 0.0000 LR: 4.816e-02 Score 97.056 Data time: 0.2075, Forward time: 2.2651, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 7.2504 [2020-11-13 07:33:02,766][root][INFO] - ===> Epoch[428](11121/26): Loss -0.7447, Sem 0.0857, dir -0.9674, norm 0.1370, swav 0.0000 LR: 4.815e-02 Score 96.991 Data time: 0.2279, Forward time: 2.2651, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.8379 [2020-11-13 07:33:09,837][root][INFO] - ===> Epoch[428](11122/26): Loss -0.7004, Sem 0.1092, dir -0.9696, norm 0.1600, swav 0.0000 LR: 4.815e-02 Score 95.850 Data time: 0.2382, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.9441 [2020-11-13 07:33:16,087][root][INFO] - ===> Epoch[428](11123/26): Loss -0.7258, Sem 0.0860, dir -0.9675, norm 0.1557, swav 0.0000 LR: 4.814e-02 Score 97.062 Data time: 0.2207, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.1502 [2020-11-13 07:33:20,745][root][INFO] - ===> Epoch[428](11124/26): Loss -0.7276, Sem 0.0894, dir -0.9689, norm 0.1519, swav 0.0000 LR: 4.814e-02 Score 96.910 Data time: 0.1691, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 4.5237 [2020-11-13 07:33:26,424][root][INFO] - ===> Epoch[428](11125/26): Loss -0.7630, Sem 0.0811, dir -0.9750, norm 0.1309, swav 0.0000 LR: 4.813e-02 Score 97.110 Data time: 0.2188, Forward time: 2.2651, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.5665 [2020-11-13 07:33:33,520][root][INFO] - ===> Epoch[428](11126/26): Loss -0.7234, Sem 0.0937, dir -0.9701, norm 0.1531, swav 0.0000 LR: 4.813e-02 Score 96.669 Data time: 0.1741, Forward time: 2.2651, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.9743 [2020-11-13 07:33:39,456][root][INFO] - ===> Epoch[428](11127/26): Loss -0.7205, Sem 0.0946, dir -0.9661, norm 0.1510, swav 0.0000 LR: 4.812e-02 Score 96.702 Data time: 0.1949, Forward time: 2.2651, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.8290 [2020-11-13 07:33:46,291][root][INFO] - ===> Epoch[428](11128/26): Loss -0.7173, Sem 0.0924, dir -0.9645, norm 0.1549, swav 0.0000 LR: 4.812e-02 Score 96.782 Data time: 0.1671, Forward time: 2.2650, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.7156 [2020-11-13 07:33:52,325][root][INFO] - ===> Epoch[429](11129/26): Loss -0.7269, Sem 0.0969, dir -0.9675, norm 0.1438, swav 0.0000 LR: 4.811e-02 Score 96.610 Data time: 0.1797, Forward time: 2.2650, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.9324 [2020-11-13 07:33:57,722][root][INFO] - ===> Epoch[429](11130/26): Loss -0.7481, Sem 0.0876, dir -0.9725, norm 0.1367, swav 0.0000 LR: 4.811e-02 Score 96.932 Data time: 0.2561, Forward time: 2.2651, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.3155 [2020-11-13 07:34:03,313][root][INFO] - ===> Epoch[429](11131/26): Loss -0.7546, Sem 0.0804, dir -0.9731, norm 0.1381, swav 0.0000 LR: 4.810e-02 Score 97.223 Data time: 0.2184, Forward time: 2.2651, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.4706 [2020-11-13 07:34:09,110][root][INFO] - ===> Epoch[429](11132/26): Loss -0.7597, Sem 0.0844, dir -0.9741, norm 0.1301, swav 0.0000 LR: 4.810e-02 Score 97.142 Data time: 0.1472, Forward time: 2.2650, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.6802 [2020-11-13 07:34:14,712][root][INFO] - ===> Epoch[429](11133/26): Loss -0.7166, Sem 0.0961, dir -0.9696, norm 0.1569, swav 0.0000 LR: 4.809e-02 Score 96.651 Data time: 0.1962, Forward time: 2.2650, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.5063 [2020-11-13 07:34:20,291][root][INFO] - ===> Epoch[429](11134/26): Loss -0.7643, Sem 0.0761, dir -0.9718, norm 0.1315, swav 0.0000 LR: 4.809e-02 Score 97.316 Data time: 0.1843, Forward time: 2.2650, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.4688 [2020-11-13 07:34:26,263][root][INFO] - ===> Epoch[429](11135/26): Loss -0.7334, Sem 0.0873, dir -0.9669, norm 0.1463, swav 0.0000 LR: 4.808e-02 Score 97.039 Data time: 0.1740, Forward time: 2.2650, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.8791 [2020-11-13 07:34:31,231][root][INFO] - ===> Epoch[429](11136/26): Loss -0.7384, Sem 0.0868, dir -0.9740, norm 0.1488, swav 0.0000 LR: 4.808e-02 Score 97.025 Data time: 0.2711, Forward time: 2.2650, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 4.8880 [2020-11-13 07:34:37,451][root][INFO] - ===> Epoch[429](11137/26): Loss -0.7494, Sem 0.0808, dir -0.9735, norm 0.1433, swav 0.0000 LR: 4.808e-02 Score 97.242 Data time: 0.1779, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 6.1148 [2020-11-13 07:34:43,377][root][INFO] - ===> Epoch[429](11138/26): Loss -0.7148, Sem 0.0984, dir -0.9662, norm 0.1530, swav 0.0000 LR: 4.807e-02 Score 96.639 Data time: 0.2019, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.8409 [2020-11-13 07:34:48,014][root][INFO] - ===> Epoch[429](11139/26): Loss -0.7285, Sem 0.0987, dir -0.9696, norm 0.1424, swav 0.0000 LR: 4.807e-02 Score 96.640 Data time: 0.2175, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 4.4978 [2020-11-13 07:34:54,028][root][INFO] - ===> Epoch[429](11140/26): Loss -0.7228, Sem 0.0915, dir -0.9638, norm 0.1494, swav 0.0000 LR: 4.806e-02 Score 96.712 Data time: 0.1767, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.8821 [2020-11-13 07:35:00,020][root][INFO] - ===> Epoch[429](11141/26): Loss -0.7401, Sem 0.0891, dir -0.9709, norm 0.1416, swav 0.0000 LR: 4.806e-02 Score 96.879 Data time: 0.1843, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.8956 [2020-11-13 07:35:05,048][root][INFO] - ===> Epoch[429](11142/26): Loss -0.7528, Sem 0.0801, dir -0.9706, norm 0.1377, swav 0.0000 LR: 4.805e-02 Score 97.243 Data time: 0.1740, Forward time: 2.2648, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 4.9453 [2020-11-13 07:35:11,583][root][INFO] - ===> Epoch[429](11143/26): Loss -0.7495, Sem 0.0810, dir -0.9699, norm 0.1394, swav 0.0000 LR: 4.805e-02 Score 97.188 Data time: 0.1830, Forward time: 2.2648, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.4310 [2020-11-13 07:35:16,996][root][INFO] - ===> Epoch[429](11144/26): Loss -0.7477, Sem 0.0942, dir -0.9719, norm 0.1300, swav 0.0000 LR: 4.804e-02 Score 96.672 Data time: 0.1704, Forward time: 2.2647, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.3163 [2020-11-13 07:35:22,421][root][INFO] - ===> Epoch[429](11145/26): Loss -0.7341, Sem 0.0930, dir -0.9697, norm 0.1426, swav 0.0000 LR: 4.804e-02 Score 96.667 Data time: 0.2351, Forward time: 2.2647, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.3578 [2020-11-13 07:35:27,942][root][INFO] - ===> Epoch[429](11146/26): Loss -0.7328, Sem 0.0844, dir -0.9689, norm 0.1516, swav 0.0000 LR: 4.803e-02 Score 97.192 Data time: 0.2545, Forward time: 2.2648, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.3897 [2020-11-13 07:35:33,387][root][INFO] - ===> Epoch[429](11147/26): Loss -0.7431, Sem 0.0848, dir -0.9698, norm 0.1419, swav 0.0000 LR: 4.803e-02 Score 97.016 Data time: 0.2017, Forward time: 2.2648, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.3178 [2020-11-13 07:35:38,987][root][INFO] - ===> Epoch[429](11148/26): Loss -0.7273, Sem 0.0941, dir -0.9660, norm 0.1446, swav 0.0000 LR: 4.802e-02 Score 96.707 Data time: 0.2565, Forward time: 2.2648, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.5094 [2020-11-13 07:35:45,311][root][INFO] - ===> Epoch[429](11149/26): Loss -0.7272, Sem 0.0834, dir -0.9682, norm 0.1576, swav 0.0000 LR: 4.802e-02 Score 97.205 Data time: 0.3330, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.2027 [2020-11-13 07:35:51,808][root][INFO] - ===> Epoch[429](11150/26): Loss -0.7131, Sem 0.0916, dir -0.9693, norm 0.1646, swav 0.0000 LR: 4.801e-02 Score 96.681 Data time: 0.2433, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.3701 [2020-11-13 07:35:57,843][root][INFO] - ===> Epoch[429](11151/26): Loss -0.7112, Sem 0.1033, dir -0.9694, norm 0.1549, swav 0.0000 LR: 4.801e-02 Score 96.399 Data time: 0.2217, Forward time: 2.2650, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.9124 [2020-11-13 07:36:03,110][root][INFO] - ===> Epoch[429](11152/26): Loss -0.7747, Sem 0.0724, dir -0.9750, norm 0.1279, swav 0.0000 LR: 4.800e-02 Score 97.485 Data time: 0.1879, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.1607 [2020-11-13 07:36:09,566][root][INFO] - ===> Epoch[429](11153/26): Loss -0.7397, Sem 0.0826, dir -0.9706, norm 0.1484, swav 0.0000 LR: 4.800e-02 Score 97.120 Data time: 0.1776, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 6.3471 [2020-11-13 07:36:14,809][root][INFO] - ===> Epoch[429](11154/26): Loss -0.7487, Sem 0.0842, dir -0.9691, norm 0.1361, swav 0.0000 LR: 4.799e-02 Score 97.073 Data time: 0.1565, Forward time: 2.2649, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.1483 [2020-11-13 07:36:19,738][root][INFO] - ===> Epoch[430](11155/26): Loss -0.7630, Sem 0.0751, dir -0.9746, norm 0.1365, swav 0.0000 LR: 4.799e-02 Score 97.410 Data time: 0.2707, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 4.8573 [2020-11-13 07:36:26,248][root][INFO] - ===> Epoch[430](11156/26): Loss -0.6844, Sem 0.0959, dir -0.9649, norm 0.1847, swav 0.0000 LR: 4.798e-02 Score 96.730 Data time: 0.2137, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.3936 [2020-11-13 07:36:31,821][root][INFO] - ===> Epoch[430](11157/26): Loss -0.7466, Sem 0.0909, dir -0.9721, norm 0.1346, swav 0.0000 LR: 4.798e-02 Score 96.879 Data time: 0.1528, Forward time: 2.2648, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.4536 [2020-11-13 07:36:37,192][root][INFO] - ===> Epoch[430](11158/26): Loss -0.7328, Sem 0.0967, dir -0.9697, norm 0.1402, swav 0.0000 LR: 4.797e-02 Score 96.652 Data time: 0.2218, Forward time: 2.2648, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.2737 [2020-11-13 07:36:42,513][root][INFO] - ===> Epoch[430](11159/26): Loss -0.7387, Sem 0.0858, dir -0.9646, norm 0.1401, swav 0.0000 LR: 4.797e-02 Score 97.078 Data time: 0.2045, Forward time: 2.2648, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.2180 [2020-11-13 07:36:47,272][root][INFO] - ===> Epoch[430](11160/26): Loss -0.7399, Sem 0.0845, dir -0.9674, norm 0.1430, swav 0.0000 LR: 4.796e-02 Score 97.173 Data time: 0.2058, Forward time: 2.2648, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 4.6455 [2020-11-13 07:36:52,461][root][INFO] - ===> Epoch[430](11161/26): Loss -0.7358, Sem 0.0835, dir -0.9719, norm 0.1525, swav 0.0000 LR: 4.796e-02 Score 97.097 Data time: 0.1715, Forward time: 2.2648, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.0717 [2020-11-13 07:36:59,611][root][INFO] - ===> Epoch[430](11162/26): Loss -0.7293, Sem 0.0955, dir -0.9682, norm 0.1434, swav 0.0000 LR: 4.795e-02 Score 96.658 Data time: 0.2932, Forward time: 2.2649, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 7.0762 [2020-11-13 07:37:05,244][root][INFO] - ===> Epoch[430](11163/26): Loss -0.7301, Sem 0.0982, dir -0.9695, norm 0.1411, swav 0.0000 LR: 4.795e-02 Score 96.531 Data time: 0.1352, Forward time: 2.2648, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.4679 [2020-11-13 07:37:09,913][root][INFO] - ===> Epoch[430](11164/26): Loss -0.7593, Sem 0.0821, dir -0.9715, norm 0.1302, swav 0.0000 LR: 4.794e-02 Score 97.189 Data time: 0.1859, Forward time: 2.2648, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 4.5776 [2020-11-13 07:37:14,576][root][INFO] - ===> Epoch[430](11165/26): Loss -0.7494, Sem 0.0830, dir -0.9719, norm 0.1396, swav 0.0000 LR: 4.794e-02 Score 97.162 Data time: 0.2106, Forward time: 2.2648, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 4.5552 [2020-11-13 07:37:19,893][root][INFO] - ===> Epoch[430](11166/26): Loss -0.7434, Sem 0.0877, dir -0.9704, norm 0.1393, swav 0.0000 LR: 4.793e-02 Score 97.019 Data time: 0.1605, Forward time: 2.2647, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.1999 [2020-11-13 07:37:24,296][root][INFO] - ===> Epoch[430](11167/26): Loss -0.7542, Sem 0.0919, dir -0.9758, norm 0.1296, swav 0.0000 LR: 4.793e-02 Score 96.921 Data time: 0.1796, Forward time: 2.2647, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 4.3434 [2020-11-13 07:37:30,232][root][INFO] - ===> Epoch[430](11168/26): Loss -0.7504, Sem 0.0891, dir -0.9733, norm 0.1337, swav 0.0000 LR: 4.792e-02 Score 96.904 Data time: 0.2635, Forward time: 2.2647, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.8296 [2020-11-13 07:37:36,396][root][INFO] - ===> Epoch[430](11169/26): Loss -0.7445, Sem 0.0871, dir -0.9714, norm 0.1399, swav 0.0000 LR: 4.792e-02 Score 96.879 Data time: 0.2693, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.0243 [2020-11-13 07:37:41,941][root][INFO] - ===> Epoch[430](11170/26): Loss -0.7402, Sem 0.0840, dir -0.9681, norm 0.1438, swav 0.0000 LR: 4.791e-02 Score 96.954 Data time: 0.2129, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.4231 [2020-11-13 07:37:48,751][root][INFO] - ===> Epoch[430](11171/26): Loss -0.7413, Sem 0.0805, dir -0.9678, norm 0.1460, swav 0.0000 LR: 4.791e-02 Score 97.275 Data time: 0.2213, Forward time: 2.2648, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.7001 [2020-11-13 07:37:53,731][root][INFO] - ===> Epoch[430](11172/26): Loss -0.7430, Sem 0.0805, dir -0.9656, norm 0.1420, swav 0.0000 LR: 4.790e-02 Score 97.190 Data time: 0.2043, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 4.8806 [2020-11-13 07:37:58,598][root][INFO] - ===> Epoch[430](11173/26): Loss -0.7357, Sem 0.0888, dir -0.9707, norm 0.1461, swav 0.0000 LR: 4.790e-02 Score 96.884 Data time: 0.1910, Forward time: 2.2647, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 4.7687 [2020-11-13 07:38:04,290][root][INFO] - ===> Epoch[430](11174/26): Loss -0.7431, Sem 0.0821, dir -0.9708, norm 0.1456, swav 0.0000 LR: 4.789e-02 Score 97.164 Data time: 0.2104, Forward time: 2.2647, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.5949 [2020-11-13 07:38:10,321][root][INFO] - ===> Epoch[430](11175/26): Loss -0.7003, Sem 0.1103, dir -0.9667, norm 0.1561, swav 0.0000 LR: 4.789e-02 Score 96.229 Data time: 0.2898, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.9170 [2020-11-13 07:38:16,255][root][INFO] - ===> Epoch[430](11176/26): Loss -0.7595, Sem 0.0794, dir -0.9703, norm 0.1314, swav 0.0000 LR: 4.788e-02 Score 97.286 Data time: 0.1876, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.7988 [2020-11-13 07:38:21,576][root][INFO] - ===> Epoch[430](11177/26): Loss -0.7234, Sem 0.1069, dir -0.9724, norm 0.1421, swav 0.0000 LR: 4.788e-02 Score 96.139 Data time: 0.2423, Forward time: 2.2648, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.2229 [2020-11-13 07:38:27,062][root][INFO] - ===> Epoch[430](11178/26): Loss -0.7380, Sem 0.0843, dir -0.9719, norm 0.1497, swav 0.0000 LR: 4.787e-02 Score 97.033 Data time: 0.2043, Forward time: 2.2648, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.3689 [2020-11-13 07:38:33,576][root][INFO] - ===> Epoch[430](11179/26): Loss -0.7290, Sem 0.0913, dir -0.9687, norm 0.1484, swav 0.0000 LR: 4.787e-02 Score 96.930 Data time: 0.2374, Forward time: 2.2648, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 6.4265 [2020-11-13 07:38:38,950][root][INFO] - ===> Epoch[430](11180/26): Loss -0.7467, Sem 0.0944, dir -0.9719, norm 0.1308, swav 0.0000 LR: 4.787e-02 Score 96.772 Data time: 0.1817, Forward time: 2.2648, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.2423 [2020-11-13 07:38:45,455][root][INFO] - ===> Epoch[431](11181/26): Loss -0.7410, Sem 0.0834, dir -0.9698, norm 0.1454, swav 0.0000 LR: 4.786e-02 Score 97.111 Data time: 0.1552, Forward time: 2.2648, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.4132 [2020-11-13 07:38:50,138][root][INFO] - ===> Epoch[431](11182/26): Loss -0.7379, Sem 0.0888, dir -0.9696, norm 0.1430, swav 0.0000 LR: 4.786e-02 Score 96.830 Data time: 0.1575, Forward time: 2.2647, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 4.5917 [2020-11-13 07:38:55,552][root][INFO] - ===> Epoch[431](11183/26): Loss -0.7136, Sem 0.0973, dir -0.9683, norm 0.1575, swav 0.0000 LR: 4.785e-02 Score 96.705 Data time: 0.1791, Forward time: 2.2647, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.3439 [2020-11-13 07:39:01,014][root][INFO] - ===> Epoch[431](11184/26): Loss -0.7521, Sem 0.0897, dir -0.9727, norm 0.1309, swav 0.0000 LR: 4.785e-02 Score 96.955 Data time: 0.1791, Forward time: 2.2646, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.3570 [2020-11-13 07:39:06,606][root][INFO] - ===> Epoch[431](11185/26): Loss -0.7102, Sem 0.1101, dir -0.9676, norm 0.1473, swav 0.0000 LR: 4.784e-02 Score 96.435 Data time: 0.1711, Forward time: 2.2646, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.4880 [2020-11-13 07:39:11,969][root][INFO] - ===> Epoch[431](11186/26): Loss -0.7290, Sem 0.0877, dir -0.9675, norm 0.1508, swav 0.0000 LR: 4.784e-02 Score 96.948 Data time: 0.1944, Forward time: 2.2646, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.2793 [2020-11-13 07:39:17,629][root][INFO] - ===> Epoch[431](11187/26): Loss -0.7549, Sem 0.0857, dir -0.9730, norm 0.1324, swav 0.0000 LR: 4.783e-02 Score 97.133 Data time: 0.1869, Forward time: 2.2646, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 4.9999 [2020-11-13 07:39:23,453][root][INFO] - ===> Epoch[431](11188/26): Loss -0.7357, Sem 0.0833, dir -0.9709, norm 0.1520, swav 0.0000 LR: 4.783e-02 Score 97.008 Data time: 0.2218, Forward time: 2.2646, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.7170 [2020-11-13 07:39:28,518][root][INFO] - ===> Epoch[431](11189/26): Loss -0.7147, Sem 0.1041, dir -0.9685, norm 0.1497, swav 0.0000 LR: 4.782e-02 Score 96.477 Data time: 0.2183, Forward time: 2.2646, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 4.9432 [2020-11-13 07:39:34,286][root][INFO] - ===> Epoch[431](11190/26): Loss -0.7676, Sem 0.0703, dir -0.9725, norm 0.1346, swav 0.0000 LR: 4.782e-02 Score 97.534 Data time: 0.1496, Forward time: 2.2645, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.6369 [2020-11-13 07:39:39,574][root][INFO] - ===> Epoch[431](11191/26): Loss -0.7292, Sem 0.0841, dir -0.9655, norm 0.1522, swav 0.0000 LR: 4.781e-02 Score 97.140 Data time: 0.2004, Forward time: 2.2645, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.2044 [2020-11-13 07:39:45,684][root][INFO] - ===> Epoch[431](11192/26): Loss -0.7312, Sem 0.0940, dir -0.9701, norm 0.1449, swav 0.0000 LR: 4.781e-02 Score 96.730 Data time: 0.2093, Forward time: 2.2645, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.9941 [2020-11-13 07:39:51,580][root][INFO] - ===> Epoch[431](11193/26): Loss -0.7281, Sem 0.0907, dir -0.9686, norm 0.1498, swav 0.0000 LR: 4.780e-02 Score 96.755 Data time: 0.2307, Forward time: 2.2645, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.7658 [2020-11-13 07:39:58,452][root][INFO] - ===> Epoch[431](11194/26): Loss -0.7329, Sem 0.0921, dir -0.9674, norm 0.1425, swav 0.0000 LR: 4.780e-02 Score 96.849 Data time: 0.2944, Forward time: 2.2646, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.7491 [2020-11-13 07:40:04,022][root][INFO] - ===> Epoch[431](11195/26): Loss -0.7328, Sem 0.0878, dir -0.9687, norm 0.1481, swav 0.0000 LR: 4.779e-02 Score 96.883 Data time: 0.1670, Forward time: 2.2645, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.4217 [2020-11-13 07:40:09,049][root][INFO] - ===> Epoch[431](11196/26): Loss -0.7331, Sem 0.0995, dir -0.9703, norm 0.1377, swav 0.0000 LR: 4.779e-02 Score 96.537 Data time: 0.2322, Forward time: 2.2645, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 4.9252 [2020-11-13 07:40:14,572][root][INFO] - ===> Epoch[431](11197/26): Loss -0.7598, Sem 0.0832, dir -0.9739, norm 0.1309, swav 0.0000 LR: 4.778e-02 Score 97.043 Data time: 0.2698, Forward time: 2.2646, Backward time: 3.1113, DDP time: 0.0049, Total iter time: 5.4010 [2020-11-13 07:40:20,820][root][INFO] - ===> Epoch[431](11198/26): Loss -0.7396, Sem 0.0985, dir -0.9732, norm 0.1351, swav 0.0000 LR: 4.778e-02 Score 96.490 Data time: 0.1060, Forward time: 2.2645, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 6.1215 [2020-11-13 07:40:25,954][root][INFO] - ===> Epoch[431](11199/26): Loss -0.7306, Sem 0.0964, dir -0.9704, norm 0.1435, swav 0.0000 LR: 4.777e-02 Score 96.562 Data time: 0.1277, Forward time: 2.2644, Backward time: 3.1114, DDP time: 0.0049, Total iter time: 5.0718 [2020-11-13 07:40:31,321][root][INFO] - ===> Epoch[431](11200/26): Loss -0.7435, Sem 0.0827, dir -0.9676, norm 0.1414, swav 0.0000 LR: 4.777e-02 Score 97.169 Data time: 0.1724, Forward time: 2.2644, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.2873 [2020-11-13 07:40:37,544][root][INFO] - ===> Epoch[431](11201/26): Loss -0.7459, Sem 0.0870, dir -0.9720, norm 0.1391, swav 0.0000 LR: 4.776e-02 Score 96.802 Data time: 0.2313, Forward time: 2.2644, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.1248 [2020-11-13 07:40:43,332][root][INFO] - ===> Epoch[431](11202/26): Loss -0.7310, Sem 0.0892, dir -0.9665, norm 0.1464, swav 0.0000 LR: 4.776e-02 Score 96.913 Data time: 0.1792, Forward time: 2.2644, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.6536 [2020-11-13 07:40:49,759][root][INFO] - ===> Epoch[431](11203/26): Loss -0.7456, Sem 0.0810, dir -0.9676, norm 0.1409, swav 0.0000 LR: 4.775e-02 Score 97.182 Data time: 0.1977, Forward time: 2.2643, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.3121 [2020-11-13 07:40:55,031][root][INFO] - ===> Epoch[431](11204/26): Loss -0.7345, Sem 0.0853, dir -0.9691, norm 0.1493, swav 0.0000 LR: 4.775e-02 Score 97.111 Data time: 0.2458, Forward time: 2.2643, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.1668 [2020-11-13 07:41:03,101][root][INFO] - ===> Epoch[431](11205/26): Loss -0.7342, Sem 0.0872, dir -0.9718, norm 0.1505, swav 0.0000 LR: 4.774e-02 Score 97.057 Data time: 0.2420, Forward time: 2.2644, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 7.9470 [2020-11-13 07:41:09,600][root][INFO] - ===> Epoch[431](11206/26): Loss -0.7353, Sem 0.0882, dir -0.9728, norm 0.1492, swav 0.0000 LR: 4.774e-02 Score 96.959 Data time: 0.2276, Forward time: 2.2644, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.3632 [2020-11-13 07:41:15,044][root][INFO] - ===> Epoch[432](11207/26): Loss -0.7618, Sem 0.0861, dir -0.9769, norm 0.1290, swav 0.0000 LR: 4.773e-02 Score 96.866 Data time: 0.1996, Forward time: 2.2644, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.3011 [2020-11-13 07:41:21,365][root][INFO] - ===> Epoch[432](11208/26): Loss -0.7246, Sem 0.0963, dir -0.9698, norm 0.1488, swav 0.0000 LR: 4.773e-02 Score 96.683 Data time: 0.2346, Forward time: 2.2643, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 6.2139 [2020-11-13 07:41:27,808][root][INFO] - ===> Epoch[432](11209/26): Loss -0.7229, Sem 0.0876, dir -0.9647, norm 0.1542, swav 0.0000 LR: 4.772e-02 Score 96.957 Data time: 0.2230, Forward time: 2.2644, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 6.3395 [2020-11-13 07:41:32,615][root][INFO] - ===> Epoch[432](11210/26): Loss -0.7518, Sem 0.0873, dir -0.9737, norm 0.1346, swav 0.0000 LR: 4.772e-02 Score 97.026 Data time: 0.2462, Forward time: 2.2644, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 4.6963 [2020-11-13 07:41:38,415][root][INFO] - ===> Epoch[432](11211/26): Loss -0.7476, Sem 0.0896, dir -0.9719, norm 0.1348, swav 0.0000 LR: 4.771e-02 Score 96.916 Data time: 0.2617, Forward time: 2.2644, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.6887 [2020-11-13 07:41:45,025][root][INFO] - ===> Epoch[432](11212/26): Loss -0.7407, Sem 0.0946, dir -0.9695, norm 0.1343, swav 0.0000 LR: 4.771e-02 Score 96.842 Data time: 0.2644, Forward time: 2.2645, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.4870 [2020-11-13 07:41:52,842][root][INFO] - ===> Epoch[432](11213/26): Loss -0.7365, Sem 0.0902, dir -0.9667, norm 0.1400, swav 0.0000 LR: 4.770e-02 Score 96.840 Data time: 0.2212, Forward time: 2.2645, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 7.6950 [2020-11-13 07:41:59,166][root][INFO] - ===> Epoch[432](11214/26): Loss -0.7465, Sem 0.0856, dir -0.9706, norm 0.1385, swav 0.0000 LR: 4.770e-02 Score 96.959 Data time: 0.2007, Forward time: 2.2645, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.2181 [2020-11-13 07:42:05,400][root][INFO] - ===> Epoch[432](11215/26): Loss -0.7468, Sem 0.0934, dir -0.9727, norm 0.1324, swav 0.0000 LR: 4.769e-02 Score 96.837 Data time: 0.1872, Forward time: 2.2645, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.1324 [2020-11-13 07:42:10,699][root][INFO] - ===> Epoch[432](11216/26): Loss -0.7340, Sem 0.0834, dir -0.9727, norm 0.1553, swav 0.0000 LR: 4.769e-02 Score 96.987 Data time: 0.1813, Forward time: 2.2644, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.1965 [2020-11-13 07:42:16,568][root][INFO] - ===> Epoch[432](11217/26): Loss -0.7419, Sem 0.0821, dir -0.9733, norm 0.1493, swav 0.0000 LR: 4.768e-02 Score 97.187 Data time: 0.2111, Forward time: 2.2644, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.7942 [2020-11-13 07:42:21,349][root][INFO] - ===> Epoch[432](11218/26): Loss -0.7396, Sem 0.0871, dir -0.9707, norm 0.1441, swav 0.0000 LR: 4.768e-02 Score 96.975 Data time: 0.2059, Forward time: 2.2644, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 4.6629 [2020-11-13 07:42:28,064][root][INFO] - ===> Epoch[432](11219/26): Loss -0.7563, Sem 0.0853, dir -0.9729, norm 0.1312, swav 0.0000 LR: 4.767e-02 Score 96.967 Data time: 0.2211, Forward time: 2.2644, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.6428 [2020-11-13 07:42:34,499][root][INFO] - ===> Epoch[432](11220/26): Loss -0.7548, Sem 0.0776, dir -0.9715, norm 0.1391, swav 0.0000 LR: 4.767e-02 Score 97.284 Data time: 0.1826, Forward time: 2.2644, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 6.2947 [2020-11-13 07:42:39,100][root][INFO] - ===> Epoch[432](11221/26): Loss -0.7380, Sem 0.0883, dir -0.9705, norm 0.1443, swav 0.0000 LR: 4.766e-02 Score 96.870 Data time: 0.2063, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 4.4938 [2020-11-13 07:42:44,231][root][INFO] - ===> Epoch[432](11222/26): Loss -0.7322, Sem 0.0901, dir -0.9636, norm 0.1414, swav 0.0000 LR: 4.766e-02 Score 97.034 Data time: 0.2340, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.0570 [2020-11-13 07:42:49,353][root][INFO] - ===> Epoch[432](11223/26): Loss -0.7499, Sem 0.0778, dir -0.9661, norm 0.1383, swav 0.0000 LR: 4.766e-02 Score 97.316 Data time: 0.1409, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.0072 [2020-11-13 07:42:55,220][root][INFO] - ===> Epoch[432](11224/26): Loss -0.7113, Sem 0.0994, dir -0.9664, norm 0.1558, swav 0.0000 LR: 4.765e-02 Score 96.231 Data time: 0.2043, Forward time: 2.2642, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.8087 [2020-11-13 07:43:00,811][root][INFO] - ===> Epoch[432](11225/26): Loss -0.7454, Sem 0.0868, dir -0.9698, norm 0.1377, swav 0.0000 LR: 4.765e-02 Score 97.085 Data time: 0.2760, Forward time: 2.2643, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.4724 [2020-11-13 07:43:07,050][root][INFO] - ===> Epoch[432](11226/26): Loss -0.7392, Sem 0.0834, dir -0.9696, norm 0.1470, swav 0.0000 LR: 4.764e-02 Score 97.037 Data time: 0.2821, Forward time: 2.2644, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.1359 [2020-11-13 07:43:13,180][root][INFO] - ===> Epoch[432](11227/26): Loss -0.7476, Sem 0.0891, dir -0.9731, norm 0.1365, swav 0.0000 LR: 4.764e-02 Score 96.822 Data time: 0.2494, Forward time: 2.2644, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.9837 [2020-11-13 07:43:18,204][root][INFO] - ===> Epoch[432](11228/26): Loss -0.7264, Sem 0.0903, dir -0.9678, norm 0.1511, swav 0.0000 LR: 4.763e-02 Score 96.870 Data time: 0.1952, Forward time: 2.2644, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 4.9190 [2020-11-13 07:43:23,263][root][INFO] - ===> Epoch[432](11229/26): Loss -0.7596, Sem 0.0781, dir -0.9723, norm 0.1346, swav 0.0000 LR: 4.763e-02 Score 97.299 Data time: 0.1755, Forward time: 2.2644, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 4.9597 [2020-11-13 07:43:29,654][root][INFO] - ===> Epoch[432](11230/26): Loss -0.7638, Sem 0.0814, dir -0.9730, norm 0.1278, swav 0.0000 LR: 4.762e-02 Score 97.151 Data time: 0.1736, Forward time: 2.2643, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.2852 [2020-11-13 07:43:35,664][root][INFO] - ===> Epoch[432](11231/26): Loss -0.7485, Sem 0.0877, dir -0.9691, norm 0.1328, swav 0.0000 LR: 4.762e-02 Score 96.944 Data time: 0.1885, Forward time: 2.2643, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.9349 [2020-11-13 07:43:42,566][root][INFO] - ===> Epoch[432](11232/26): Loss -0.7612, Sem 0.0770, dir -0.9721, norm 0.1340, swav 0.0000 LR: 4.761e-02 Score 97.432 Data time: 0.2068, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.8052 [2020-11-13 07:43:49,115][root][INFO] - ===> Epoch[433](11233/26): Loss -0.7356, Sem 0.0850, dir -0.9664, norm 0.1458, swav 0.0000 LR: 4.761e-02 Score 96.971 Data time: 0.1994, Forward time: 2.2643, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 6.4440 [2020-11-13 07:43:55,383][root][INFO] - ===> Epoch[433](11234/26): Loss -0.7371, Sem 0.0935, dir -0.9715, norm 0.1409, swav 0.0000 LR: 4.760e-02 Score 96.696 Data time: 0.2017, Forward time: 2.2643, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.1666 [2020-11-13 07:44:01,278][root][INFO] - ===> Epoch[433](11235/26): Loss -0.7457, Sem 0.0794, dir -0.9731, norm 0.1480, swav 0.0000 LR: 4.760e-02 Score 97.136 Data time: 0.2554, Forward time: 2.2643, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.7858 [2020-11-13 07:44:07,328][root][INFO] - ===> Epoch[433](11236/26): Loss -0.7318, Sem 0.1000, dir -0.9713, norm 0.1394, swav 0.0000 LR: 4.759e-02 Score 96.325 Data time: 0.2029, Forward time: 2.2643, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.9185 [2020-11-13 07:44:14,748][root][INFO] - ===> Epoch[433](11237/26): Loss -0.7404, Sem 0.0853, dir -0.9689, norm 0.1431, swav 0.0000 LR: 4.759e-02 Score 97.010 Data time: 0.2243, Forward time: 2.2643, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 7.2999 [2020-11-13 07:44:19,582][root][INFO] - ===> Epoch[433](11238/26): Loss -0.7209, Sem 0.1034, dir -0.9665, norm 0.1422, swav 0.0000 LR: 4.758e-02 Score 96.545 Data time: 0.1793, Forward time: 2.2643, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 4.7263 [2020-11-13 07:44:24,388][root][INFO] - ===> Epoch[433](11239/26): Loss -0.7305, Sem 0.1022, dir -0.9715, norm 0.1387, swav 0.0000 LR: 4.758e-02 Score 96.492 Data time: 0.2165, Forward time: 2.2643, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.7274 [2020-11-13 07:44:29,898][root][INFO] - ===> Epoch[433](11240/26): Loss -0.7544, Sem 0.0854, dir -0.9710, norm 0.1312, swav 0.0000 LR: 4.757e-02 Score 96.943 Data time: 0.2499, Forward time: 2.2643, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.3947 [2020-11-13 07:44:35,331][root][INFO] - ===> Epoch[433](11241/26): Loss -0.7461, Sem 0.0888, dir -0.9744, norm 0.1395, swav 0.0000 LR: 4.757e-02 Score 96.923 Data time: 0.1858, Forward time: 2.2643, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.3179 [2020-11-13 07:44:40,269][root][INFO] - ===> Epoch[433](11242/26): Loss -0.7410, Sem 0.0906, dir -0.9687, norm 0.1372, swav 0.0000 LR: 4.756e-02 Score 96.605 Data time: 0.1162, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.8219 [2020-11-13 07:44:45,555][root][INFO] - ===> Epoch[433](11243/26): Loss -0.7592, Sem 0.0777, dir -0.9729, norm 0.1360, swav 0.0000 LR: 4.756e-02 Score 97.298 Data time: 0.2120, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.2358 [2020-11-13 07:44:51,017][root][INFO] - ===> Epoch[433](11244/26): Loss -0.7287, Sem 0.0942, dir -0.9702, norm 0.1473, swav 0.0000 LR: 4.755e-02 Score 96.779 Data time: 0.1930, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.3409 [2020-11-13 07:44:57,343][root][INFO] - ===> Epoch[433](11245/26): Loss -0.7427, Sem 0.0898, dir -0.9693, norm 0.1368, swav 0.0000 LR: 4.755e-02 Score 96.830 Data time: 0.2133, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.2123 [2020-11-13 07:45:03,485][root][INFO] - ===> Epoch[433](11246/26): Loss -0.7139, Sem 0.0904, dir -0.9671, norm 0.1628, swav 0.0000 LR: 4.754e-02 Score 96.959 Data time: 0.2897, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 6.0370 [2020-11-13 07:45:09,838][root][INFO] - ===> Epoch[433](11247/26): Loss -0.7589, Sem 0.0822, dir -0.9732, norm 0.1320, swav 0.0000 LR: 4.754e-02 Score 97.100 Data time: 0.1907, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.2224 [2020-11-13 07:45:14,932][root][INFO] - ===> Epoch[433](11248/26): Loss -0.7015, Sem 0.0922, dir -0.9655, norm 0.1719, swav 0.0000 LR: 4.753e-02 Score 96.757 Data time: 0.1164, Forward time: 2.2641, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.9595 [2020-11-13 07:45:20,508][root][INFO] - ===> Epoch[433](11249/26): Loss -0.7338, Sem 0.0953, dir -0.9727, norm 0.1436, swav 0.0000 LR: 4.753e-02 Score 96.921 Data time: 0.2109, Forward time: 2.2641, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.5297 [2020-11-13 07:45:26,471][root][INFO] - ===> Epoch[433](11250/26): Loss -0.7463, Sem 0.0892, dir -0.9710, norm 0.1356, swav 0.0000 LR: 4.752e-02 Score 97.090 Data time: 0.2339, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.8375 [2020-11-13 07:45:31,649][root][INFO] - ===> Epoch[433](11251/26): Loss -0.7384, Sem 0.0871, dir -0.9717, norm 0.1462, swav 0.0000 LR: 4.752e-02 Score 96.844 Data time: 0.2347, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.0638 [2020-11-13 07:45:37,103][root][INFO] - ===> Epoch[433](11252/26): Loss -0.7606, Sem 0.0907, dir -0.9774, norm 0.1261, swav 0.0000 LR: 4.751e-02 Score 96.926 Data time: 0.1776, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.3222 [2020-11-13 07:45:41,780][root][INFO] - ===> Epoch[433](11253/26): Loss -0.7479, Sem 0.0944, dir -0.9733, norm 0.1309, swav 0.0000 LR: 4.751e-02 Score 96.629 Data time: 0.1857, Forward time: 2.2641, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 4.5636 [2020-11-13 07:45:48,614][root][INFO] - ===> Epoch[433](11254/26): Loss -0.7332, Sem 0.0875, dir -0.9725, norm 0.1518, swav 0.0000 LR: 4.750e-02 Score 97.071 Data time: 0.2312, Forward time: 2.2641, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.7123 [2020-11-13 07:45:53,977][root][INFO] - ===> Epoch[433](11255/26): Loss -0.7587, Sem 0.0773, dir -0.9676, norm 0.1316, swav 0.0000 LR: 4.750e-02 Score 97.235 Data time: 0.2086, Forward time: 2.2641, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.1460 [2020-11-13 07:46:00,052][root][INFO] - ===> Epoch[433](11256/26): Loss -0.6949, Sem 0.1068, dir -0.9674, norm 0.1657, swav 0.0000 LR: 4.749e-02 Score 96.238 Data time: 0.2300, Forward time: 2.2642, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.0862 [2020-11-13 07:46:06,791][root][INFO] - ===> Epoch[433](11257/26): Loss -0.7288, Sem 0.0956, dir -0.9678, norm 0.1434, swav 0.0000 LR: 4.749e-02 Score 96.707 Data time: 0.2040, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 6.6210 [2020-11-13 07:46:14,271][root][INFO] - ===> Epoch[433](11258/26): Loss -0.7548, Sem 0.0771, dir -0.9725, norm 0.1406, swav 0.0000 LR: 4.748e-02 Score 97.389 Data time: 0.2539, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 7.3741 [2020-11-13 07:46:19,530][root][INFO] - ===> Epoch[434](11259/26): Loss -0.7401, Sem 0.0953, dir -0.9718, norm 0.1364, swav 0.0000 LR: 4.748e-02 Score 96.686 Data time: 0.1667, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.1293 [2020-11-13 07:46:25,589][root][INFO] - ===> Epoch[434](11260/26): Loss -0.7384, Sem 0.0892, dir -0.9709, norm 0.1433, swav 0.0000 LR: 4.747e-02 Score 96.784 Data time: 0.1956, Forward time: 2.2642, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.9729 [2020-11-13 07:46:30,352][root][INFO] - ===> Epoch[434](11261/26): Loss -0.7459, Sem 0.0878, dir -0.9724, norm 0.1386, swav 0.0000 LR: 4.747e-02 Score 96.854 Data time: 0.2191, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.6667 [2020-11-13 07:46:36,138][root][INFO] - ===> Epoch[434](11262/26): Loss -0.7254, Sem 0.0913, dir -0.9707, norm 0.1540, swav 0.0000 LR: 4.746e-02 Score 96.896 Data time: 0.1844, Forward time: 2.2641, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 5.6686 [2020-11-13 07:46:41,595][root][INFO] - ===> Epoch[434](11263/26): Loss -0.7537, Sem 0.0884, dir -0.9729, norm 0.1307, swav 0.0000 LR: 4.746e-02 Score 97.030 Data time: 0.2545, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.3913 [2020-11-13 07:46:48,103][root][INFO] - ===> Epoch[434](11264/26): Loss -0.7414, Sem 0.0777, dir -0.9651, norm 0.1460, swav 0.0000 LR: 4.745e-02 Score 97.288 Data time: 0.2040, Forward time: 2.2642, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.3592 [2020-11-13 07:46:53,436][root][INFO] - ===> Epoch[434](11265/26): Loss -0.7119, Sem 0.1071, dir -0.9688, norm 0.1498, swav 0.0000 LR: 4.745e-02 Score 96.350 Data time: 0.2301, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.2472 [2020-11-13 07:46:58,677][root][INFO] - ===> Epoch[434](11266/26): Loss -0.7318, Sem 0.1031, dir -0.9719, norm 0.1370, swav 0.0000 LR: 4.744e-02 Score 96.404 Data time: 0.2355, Forward time: 2.2642, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 5.1175 [2020-11-13 07:47:03,858][root][INFO] - ===> Epoch[434](11267/26): Loss -0.7321, Sem 0.0983, dir -0.9650, norm 0.1346, swav 0.0000 LR: 4.744e-02 Score 96.410 Data time: 0.2023, Forward time: 2.2642, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.0714 [2020-11-13 07:47:09,968][root][INFO] - ===> Epoch[434](11268/26): Loss -0.7271, Sem 0.0937, dir -0.9689, norm 0.1481, swav 0.0000 LR: 4.744e-02 Score 96.798 Data time: 0.3064, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.9990 [2020-11-13 07:47:16,130][root][INFO] - ===> Epoch[434](11269/26): Loss -0.7619, Sem 0.0784, dir -0.9734, norm 0.1331, swav 0.0000 LR: 4.743e-02 Score 97.367 Data time: 0.2546, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.0398 [2020-11-13 07:47:22,280][root][INFO] - ===> Epoch[434](11270/26): Loss -0.7540, Sem 0.0829, dir -0.9741, norm 0.1372, swav 0.0000 LR: 4.743e-02 Score 97.275 Data time: 0.1604, Forward time: 2.2643, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.0299 [2020-11-13 07:47:27,117][root][INFO] - ===> Epoch[434](11271/26): Loss -0.7303, Sem 0.0893, dir -0.9654, norm 0.1458, swav 0.0000 LR: 4.742e-02 Score 96.937 Data time: 0.1726, Forward time: 2.2642, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 4.7354 [2020-11-13 07:47:32,361][root][INFO] - ===> Epoch[434](11272/26): Loss -0.7179, Sem 0.1062, dir -0.9700, norm 0.1459, swav 0.0000 LR: 4.742e-02 Score 96.369 Data time: 0.2109, Forward time: 2.2642, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.1550 [2020-11-13 07:47:37,207][root][INFO] - ===> Epoch[434](11273/26): Loss -0.7187, Sem 0.0897, dir -0.9716, norm 0.1632, swav 0.0000 LR: 4.741e-02 Score 96.949 Data time: 0.2071, Forward time: 2.2642, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 4.7394 [2020-11-13 07:47:43,380][root][INFO] - ===> Epoch[434](11274/26): Loss -0.7363, Sem 0.0921, dir -0.9692, norm 0.1408, swav 0.0000 LR: 4.741e-02 Score 96.739 Data time: 0.1880, Forward time: 2.2642, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.0650 [2020-11-13 07:47:48,889][root][INFO] - ===> Epoch[434](11275/26): Loss -0.7108, Sem 0.1151, dir -0.9696, norm 0.1437, swav 0.0000 LR: 4.740e-02 Score 96.057 Data time: 0.1352, Forward time: 2.2641, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.4121 [2020-11-13 07:47:54,558][root][INFO] - ===> Epoch[434](11276/26): Loss -0.7341, Sem 0.0909, dir -0.9714, norm 0.1463, swav 0.0000 LR: 4.740e-02 Score 96.966 Data time: 0.2320, Forward time: 2.2642, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.6211 [2020-11-13 07:48:00,937][root][INFO] - ===> Epoch[434](11277/26): Loss -0.7112, Sem 0.0951, dir -0.9678, norm 0.1615, swav 0.0000 LR: 4.739e-02 Score 96.799 Data time: 0.1681, Forward time: 2.2641, Backward time: 3.1121, DDP time: 0.0049, Total iter time: 6.2937 [2020-11-13 07:48:05,523][root][INFO] - ===> Epoch[434](11278/26): Loss -0.7258, Sem 0.0872, dir -0.9699, norm 0.1569, swav 0.0000 LR: 4.739e-02 Score 96.995 Data time: 0.1853, Forward time: 2.2641, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 4.5008 [2020-11-13 07:48:10,527][root][INFO] - ===> Epoch[434](11279/26): Loss -0.7669, Sem 0.0741, dir -0.9756, norm 0.1347, swav 0.0000 LR: 4.738e-02 Score 97.485 Data time: 0.2069, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 4.8849 [2020-11-13 07:48:15,595][root][INFO] - ===> Epoch[434](11280/26): Loss -0.7350, Sem 0.0926, dir -0.9664, norm 0.1388, swav 0.0000 LR: 4.738e-02 Score 96.763 Data time: 0.1533, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 4.9484 [2020-11-13 07:48:20,882][root][INFO] - ===> Epoch[434](11281/26): Loss -0.7370, Sem 0.0844, dir -0.9712, norm 0.1498, swav 0.0000 LR: 4.737e-02 Score 97.099 Data time: 0.2175, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.2014 [2020-11-13 07:48:26,169][root][INFO] - ===> Epoch[434](11282/26): Loss -0.7457, Sem 0.0845, dir -0.9700, norm 0.1398, swav 0.0000 LR: 4.737e-02 Score 97.088 Data time: 0.1861, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.1882 [2020-11-13 07:48:31,219][root][INFO] - ===> Epoch[434](11283/26): Loss -0.7247, Sem 0.0866, dir -0.9702, norm 0.1589, swav 0.0000 LR: 4.736e-02 Score 96.965 Data time: 0.2033, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 4.9482 [2020-11-13 07:48:37,521][root][INFO] - ===> Epoch[434](11284/26): Loss -0.7402, Sem 0.0873, dir -0.9681, norm 0.1406, swav 0.0000 LR: 4.736e-02 Score 97.056 Data time: 0.3200, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 6.2071 [2020-11-13 07:48:43,510][root][INFO] - ===> Epoch[435](11285/26): Loss -0.7547, Sem 0.0800, dir -0.9712, norm 0.1364, swav 0.0000 LR: 4.735e-02 Score 97.223 Data time: 0.2188, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.8541 [2020-11-13 07:48:49,052][root][INFO] - ===> Epoch[435](11286/26): Loss -0.7308, Sem 0.0958, dir -0.9692, norm 0.1426, swav 0.0000 LR: 4.735e-02 Score 96.607 Data time: 0.2239, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.4065 [2020-11-13 07:48:55,992][root][INFO] - ===> Epoch[435](11287/26): Loss -0.7550, Sem 0.0742, dir -0.9733, norm 0.1441, swav 0.0000 LR: 4.734e-02 Score 97.362 Data time: 0.2074, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.8392 [2020-11-13 07:49:01,790][root][INFO] - ===> Epoch[435](11288/26): Loss -0.7447, Sem 0.0905, dir -0.9705, norm 0.1353, swav 0.0000 LR: 4.734e-02 Score 96.934 Data time: 0.2552, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.6916 [2020-11-13 07:49:07,308][root][INFO] - ===> Epoch[435](11289/26): Loss -0.7473, Sem 0.0939, dir -0.9715, norm 0.1303, swav 0.0000 LR: 4.733e-02 Score 96.735 Data time: 0.1444, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.4003 [2020-11-13 07:49:13,151][root][INFO] - ===> Epoch[435](11290/26): Loss -0.7473, Sem 0.0820, dir -0.9739, norm 0.1445, swav 0.0000 LR: 4.733e-02 Score 97.150 Data time: 0.1584, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.7485 [2020-11-13 07:49:19,863][root][INFO] - ===> Epoch[435](11291/26): Loss -0.7620, Sem 0.0830, dir -0.9745, norm 0.1296, swav 0.0000 LR: 4.732e-02 Score 97.071 Data time: 0.2426, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.6329 [2020-11-13 07:49:26,158][root][INFO] - ===> Epoch[435](11292/26): Loss -0.7323, Sem 0.0844, dir -0.9657, norm 0.1490, swav 0.0000 LR: 4.732e-02 Score 97.112 Data time: 0.2452, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 6.1637 [2020-11-13 07:49:31,156][root][INFO] - ===> Epoch[435](11293/26): Loss -0.7218, Sem 0.0931, dir -0.9640, norm 0.1490, swav 0.0000 LR: 4.731e-02 Score 96.805 Data time: 0.1648, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 4.8652 [2020-11-13 07:49:36,906][root][INFO] - ===> Epoch[435](11294/26): Loss -0.7303, Sem 0.0914, dir -0.9673, norm 0.1457, swav 0.0000 LR: 4.731e-02 Score 96.853 Data time: 0.2571, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.6733 [2020-11-13 07:49:42,049][root][INFO] - ===> Epoch[435](11295/26): Loss -0.7431, Sem 0.0874, dir -0.9720, norm 0.1416, swav 0.0000 LR: 4.730e-02 Score 96.844 Data time: 0.2219, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.0308 [2020-11-13 07:49:47,295][root][INFO] - ===> Epoch[435](11296/26): Loss -0.7448, Sem 0.0838, dir -0.9695, norm 0.1409, swav 0.0000 LR: 4.730e-02 Score 97.030 Data time: 0.1999, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.1194 [2020-11-13 07:49:52,761][root][INFO] - ===> Epoch[435](11297/26): Loss -0.7426, Sem 0.0936, dir -0.9731, norm 0.1369, swav 0.0000 LR: 4.729e-02 Score 96.954 Data time: 0.1809, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.3695 [2020-11-13 07:50:00,174][root][INFO] - ===> Epoch[435](11298/26): Loss -0.7138, Sem 0.1052, dir -0.9679, norm 0.1489, swav 0.0000 LR: 4.729e-02 Score 96.553 Data time: 0.2129, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 7.3136 [2020-11-13 07:50:06,066][root][INFO] - ===> Epoch[435](11299/26): Loss -0.7094, Sem 0.1024, dir -0.9658, norm 0.1540, swav 0.0000 LR: 4.728e-02 Score 96.423 Data time: 0.2587, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.7758 [2020-11-13 07:50:12,587][root][INFO] - ===> Epoch[435](11300/26): Loss -0.7524, Sem 0.0820, dir -0.9725, norm 0.1381, swav 0.0000 LR: 4.728e-02 Score 97.186 Data time: 0.3253, Forward time: 2.2642, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.3852 [2020-11-13 07:50:17,516][root][INFO] - ===> Epoch[435](11301/26): Loss -0.7616, Sem 0.0835, dir -0.9715, norm 0.1263, swav 0.0000 LR: 4.727e-02 Score 97.025 Data time: 0.1890, Forward time: 2.2642, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 4.8043 [2020-11-13 07:50:22,553][root][INFO] - ===> Epoch[435](11302/26): Loss -0.7497, Sem 0.0775, dir -0.9724, norm 0.1452, swav 0.0000 LR: 4.727e-02 Score 97.312 Data time: 0.2220, Forward time: 2.2642, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 4.9302 [2020-11-13 07:50:27,701][root][INFO] - ===> Epoch[435](11303/26): Loss -0.7221, Sem 0.0961, dir -0.9695, norm 0.1513, swav 0.0000 LR: 4.726e-02 Score 96.637 Data time: 0.1892, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.0296 [2020-11-13 07:50:32,290][root][INFO] - ===> Epoch[435](11304/26): Loss -0.7232, Sem 0.0938, dir -0.9726, norm 0.1555, swav 0.0000 LR: 4.726e-02 Score 96.609 Data time: 0.1931, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 4.4921 [2020-11-13 07:50:37,266][root][INFO] - ===> Epoch[435](11305/26): Loss -0.7355, Sem 0.0869, dir -0.9708, norm 0.1483, swav 0.0000 LR: 4.725e-02 Score 96.999 Data time: 0.1874, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 4.8723 [2020-11-13 07:50:42,432][root][INFO] - ===> Epoch[435](11306/26): Loss -0.7645, Sem 0.0711, dir -0.9720, norm 0.1364, swav 0.0000 LR: 4.725e-02 Score 97.593 Data time: 0.2337, Forward time: 2.2641, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.0581 [2020-11-13 07:50:47,906][root][INFO] - ===> Epoch[435](11307/26): Loss -0.7139, Sem 0.1025, dir -0.9705, norm 0.1541, swav 0.0000 LR: 4.724e-02 Score 96.455 Data time: 0.2545, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.3355 [2020-11-13 07:50:53,534][root][INFO] - ===> Epoch[435](11308/26): Loss -0.7515, Sem 0.0856, dir -0.9720, norm 0.1349, swav 0.0000 LR: 4.724e-02 Score 96.981 Data time: 0.2055, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.4873 [2020-11-13 07:51:00,582][root][INFO] - ===> Epoch[435](11309/26): Loss -0.7408, Sem 0.0849, dir -0.9692, norm 0.1435, swav 0.0000 LR: 4.723e-02 Score 96.977 Data time: 0.2373, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.9411 [2020-11-13 07:51:07,054][root][INFO] - ===> Epoch[435](11310/26): Loss -0.7569, Sem 0.0759, dir -0.9708, norm 0.1379, swav 0.0000 LR: 4.723e-02 Score 97.254 Data time: 0.2397, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.3242 [2020-11-13 07:51:12,428][root][INFO] - ===> Epoch[436](11311/26): Loss -0.7219, Sem 0.0892, dir -0.9675, norm 0.1564, swav 0.0000 LR: 4.722e-02 Score 96.954 Data time: 0.2464, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 5.2536 [2020-11-13 07:51:17,172][root][INFO] - ===> Epoch[436](11312/26): Loss -0.7375, Sem 0.0920, dir -0.9671, norm 0.1375, swav 0.0000 LR: 4.722e-02 Score 96.805 Data time: 0.1484, Forward time: 2.2641, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 4.6102 [2020-11-13 07:51:23,760][root][INFO] - ===> Epoch[436](11313/26): Loss -0.7685, Sem 0.0778, dir -0.9752, norm 0.1289, swav 0.0000 LR: 4.722e-02 Score 97.172 Data time: 0.2186, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.5252 [2020-11-13 07:51:29,436][root][INFO] - ===> Epoch[436](11314/26): Loss -0.7440, Sem 0.0997, dir -0.9705, norm 0.1268, swav 0.0000 LR: 4.721e-02 Score 96.452 Data time: 0.2013, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.5695 [2020-11-13 07:51:35,204][root][INFO] - ===> Epoch[436](11315/26): Loss -0.7385, Sem 0.0824, dir -0.9718, norm 0.1509, swav 0.0000 LR: 4.721e-02 Score 97.171 Data time: 0.2224, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.6687 [2020-11-13 07:51:40,879][root][INFO] - ===> Epoch[436](11316/26): Loss -0.7377, Sem 0.0851, dir -0.9670, norm 0.1442, swav 0.0000 LR: 4.720e-02 Score 97.009 Data time: 0.2305, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 5.5675 [2020-11-13 07:51:47,882][root][INFO] - ===> Epoch[436](11317/26): Loss -0.7301, Sem 0.0909, dir -0.9663, norm 0.1452, swav 0.0000 LR: 4.720e-02 Score 96.917 Data time: 0.2050, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.8668 [2020-11-13 07:51:53,357][root][INFO] - ===> Epoch[436](11318/26): Loss -0.7384, Sem 0.0953, dir -0.9698, norm 0.1361, swav 0.0000 LR: 4.719e-02 Score 96.861 Data time: 0.1832, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.3542 [2020-11-13 07:51:58,353][root][INFO] - ===> Epoch[436](11319/26): Loss -0.7288, Sem 0.0918, dir -0.9696, norm 0.1490, swav 0.0000 LR: 4.719e-02 Score 96.962 Data time: 0.2818, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 4.8983 [2020-11-13 07:52:04,488][root][INFO] - ===> Epoch[436](11320/26): Loss -0.7649, Sem 0.0773, dir -0.9769, norm 0.1347, swav 0.0000 LR: 4.718e-02 Score 97.370 Data time: 0.3157, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0049, Total iter time: 6.0097 [2020-11-13 07:52:10,695][root][INFO] - ===> Epoch[436](11321/26): Loss -0.7207, Sem 0.0857, dir -0.9672, norm 0.1608, swav 0.0000 LR: 4.718e-02 Score 97.032 Data time: 0.1758, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0049, Total iter time: 6.0792 [2020-11-13 07:52:16,817][root][INFO] - ===> Epoch[436](11322/26): Loss -0.7085, Sem 0.0954, dir -0.9632, norm 0.1592, swav 0.0000 LR: 4.717e-02 Score 96.759 Data time: 0.1698, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 6.0143 [2020-11-13 07:52:22,878][root][INFO] - ===> Epoch[436](11323/26): Loss -0.7319, Sem 0.0981, dir -0.9672, norm 0.1372, swav 0.0000 LR: 4.717e-02 Score 96.673 Data time: 0.1631, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0049, Total iter time: 5.9670 [2020-11-13 07:52:29,419][root][INFO] - ===> Epoch[436](11324/26): Loss -0.7039, Sem 0.0911, dir -0.9632, norm 0.1681, swav 0.0000 LR: 4.716e-02 Score 96.803 Data time: 0.2464, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 6.4541 [2020-11-13 07:52:34,849][root][INFO] - ===> Epoch[436](11325/26): Loss -0.7273, Sem 0.1030, dir -0.9726, norm 0.1423, swav 0.0000 LR: 4.716e-02 Score 96.479 Data time: 0.1988, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0049, Total iter time: 5.3070 [2020-11-13 07:52:41,485][root][INFO] - ===> Epoch[436](11326/26): Loss -0.7342, Sem 0.0991, dir -0.9720, norm 0.1387, swav 0.0000 LR: 4.715e-02 Score 96.788 Data time: 0.1928, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 6.5407 [2020-11-13 07:52:47,059][root][INFO] - ===> Epoch[436](11327/26): Loss -0.7362, Sem 0.0859, dir -0.9687, norm 0.1466, swav 0.0000 LR: 4.715e-02 Score 97.060 Data time: 0.1727, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0049, Total iter time: 5.4694 [2020-11-13 07:52:52,660][root][INFO] - ===> Epoch[436](11328/26): Loss -0.7422, Sem 0.0895, dir -0.9683, norm 0.1367, swav 0.0000 LR: 4.714e-02 Score 96.845 Data time: 0.1495, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.5362 [2020-11-13 07:52:58,519][root][INFO] - ===> Epoch[436](11329/26): Loss -0.7710, Sem 0.0762, dir -0.9696, norm 0.1225, swav 0.0000 LR: 4.714e-02 Score 97.367 Data time: 0.1464, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0049, Total iter time: 5.8012 [2020-11-13 07:53:06,727][root][INFO] - ===> Epoch[436](11330/26): Loss -0.7383, Sem 0.0865, dir -0.9705, norm 0.1458, swav 0.0000 LR: 4.713e-02 Score 97.008 Data time: 0.2220, Forward time: 2.2639, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 8.1212 [2020-11-13 07:53:12,961][root][INFO] - ===> Epoch[436](11331/26): Loss -0.7455, Sem 0.0866, dir -0.9705, norm 0.1385, swav 0.0000 LR: 4.713e-02 Score 96.986 Data time: 0.2154, Forward time: 2.2639, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 6.1095 [2020-11-13 07:53:20,039][root][INFO] - ===> Epoch[436](11332/26): Loss -0.7239, Sem 0.0937, dir -0.9676, norm 0.1500, swav 0.0000 LR: 4.712e-02 Score 96.786 Data time: 0.1823, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.9500 [2020-11-13 07:53:25,531][root][INFO] - ===> Epoch[436](11333/26): Loss -0.7269, Sem 0.0950, dir -0.9671, norm 0.1452, swav 0.0000 LR: 4.712e-02 Score 96.764 Data time: 0.1774, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.3991 [2020-11-13 07:53:31,058][root][INFO] - ===> Epoch[436](11334/26): Loss -0.7370, Sem 0.0859, dir -0.9699, norm 0.1470, swav 0.0000 LR: 4.711e-02 Score 96.942 Data time: 0.1544, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.4219 [2020-11-13 07:53:36,016][root][INFO] - ===> Epoch[436](11335/26): Loss -0.7359, Sem 0.0898, dir -0.9702, norm 0.1444, swav 0.0000 LR: 4.711e-02 Score 96.911 Data time: 0.2508, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 4.8922 [2020-11-13 07:53:42,053][root][INFO] - ===> Epoch[436](11336/26): Loss -0.7343, Sem 0.0935, dir -0.9688, norm 0.1410, swav 0.0000 LR: 4.710e-02 Score 96.926 Data time: 0.2419, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.9276 [2020-11-13 07:53:48,650][root][INFO] - ===> Epoch[437](11337/26): Loss -0.7168, Sem 0.0964, dir -0.9677, norm 0.1544, swav 0.0000 LR: 4.710e-02 Score 96.656 Data time: 0.2403, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.4707 [2020-11-13 07:53:54,430][root][INFO] - ===> Epoch[437](11338/26): Loss -0.7391, Sem 0.0806, dir -0.9708, norm 0.1511, swav 0.0000 LR: 4.709e-02 Score 97.275 Data time: 0.2517, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.6559 [2020-11-13 07:53:59,543][root][INFO] - ===> Epoch[437](11339/26): Loss -0.7164, Sem 0.1140, dir -0.9699, norm 0.1395, swav 0.0000 LR: 4.709e-02 Score 96.039 Data time: 0.2158, Forward time: 2.2639, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 4.9853 [2020-11-13 07:54:05,955][root][INFO] - ===> Epoch[437](11340/26): Loss -0.7273, Sem 0.0873, dir -0.9686, norm 0.1541, swav 0.0000 LR: 4.708e-02 Score 97.025 Data time: 0.1659, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.3140 [2020-11-13 07:54:10,791][root][INFO] - ===> Epoch[437](11341/26): Loss -0.7320, Sem 0.0898, dir -0.9686, norm 0.1469, swav 0.0000 LR: 4.708e-02 Score 96.835 Data time: 0.2196, Forward time: 2.2639, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 4.7480 [2020-11-13 07:54:18,804][root][INFO] - ===> Epoch[437](11342/26): Loss -0.7351, Sem 0.0941, dir -0.9702, norm 0.1410, swav 0.0000 LR: 4.707e-02 Score 96.679 Data time: 0.2061, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 7.9030 [2020-11-13 07:54:23,523][root][INFO] - ===> Epoch[437](11343/26): Loss -0.7190, Sem 0.0900, dir -0.9637, norm 0.1546, swav 0.0000 LR: 4.707e-02 Score 96.846 Data time: 0.2220, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 4.5923 [2020-11-13 07:54:29,213][root][INFO] - ===> Epoch[437](11344/26): Loss -0.7610, Sem 0.0767, dir -0.9728, norm 0.1351, swav 0.0000 LR: 4.706e-02 Score 97.385 Data time: 0.3080, Forward time: 2.2640, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.5775 [2020-11-13 07:54:34,890][root][INFO] - ===> Epoch[437](11345/26): Loss -0.7334, Sem 0.0932, dir -0.9673, norm 0.1408, swav 0.0000 LR: 4.706e-02 Score 96.798 Data time: 0.1878, Forward time: 2.2639, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.5422 [2020-11-13 07:54:41,748][root][INFO] - ===> Epoch[437](11346/26): Loss -0.7463, Sem 0.0798, dir -0.9743, norm 0.1482, swav 0.0000 LR: 4.705e-02 Score 97.326 Data time: 0.1958, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.7631 [2020-11-13 07:54:48,545][root][INFO] - ===> Epoch[437](11347/26): Loss -0.7209, Sem 0.0972, dir -0.9706, norm 0.1525, swav 0.0000 LR: 4.705e-02 Score 96.649 Data time: 0.2527, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 6.7087 [2020-11-13 07:54:53,849][root][INFO] - ===> Epoch[437](11348/26): Loss -0.7552, Sem 0.0828, dir -0.9694, norm 0.1314, swav 0.0000 LR: 4.704e-02 Score 97.118 Data time: 0.2186, Forward time: 2.2640, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.1826 [2020-11-13 07:54:59,366][root][INFO] - ===> Epoch[437](11349/26): Loss -0.7300, Sem 0.0832, dir -0.9706, norm 0.1575, swav 0.0000 LR: 4.704e-02 Score 97.131 Data time: 0.1722, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.4221 [2020-11-13 07:55:04,751][root][INFO] - ===> Epoch[437](11350/26): Loss -0.7090, Sem 0.1062, dir -0.9696, norm 0.1544, swav 0.0000 LR: 4.703e-02 Score 96.250 Data time: 0.1431, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.3011 [2020-11-13 07:55:09,951][root][INFO] - ===> Epoch[437](11351/26): Loss -0.7491, Sem 0.0848, dir -0.9724, norm 0.1384, swav 0.0000 LR: 4.703e-02 Score 97.033 Data time: 0.1840, Forward time: 2.2638, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.1415 [2020-11-13 07:55:14,612][root][INFO] - ===> Epoch[437](11352/26): Loss -0.7457, Sem 0.0856, dir -0.9706, norm 0.1392, swav 0.0000 LR: 4.702e-02 Score 96.902 Data time: 0.1731, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 4.5483 [2020-11-13 07:55:20,100][root][INFO] - ===> Epoch[437](11353/26): Loss -0.7492, Sem 0.0861, dir -0.9714, norm 0.1361, swav 0.0000 LR: 4.702e-02 Score 97.087 Data time: 0.1537, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.3990 [2020-11-13 07:55:25,544][root][INFO] - ===> Epoch[437](11354/26): Loss -0.7181, Sem 0.0994, dir -0.9682, norm 0.1508, swav 0.0000 LR: 4.701e-02 Score 96.673 Data time: 0.1693, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.3939 [2020-11-13 07:55:32,178][root][INFO] - ===> Epoch[437](11355/26): Loss -0.7419, Sem 0.0929, dir -0.9720, norm 0.1372, swav 0.0000 LR: 4.701e-02 Score 96.717 Data time: 0.2188, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 6.5462 [2020-11-13 07:55:36,525][root][INFO] - ===> Epoch[437](11356/26): Loss -0.7549, Sem 0.0805, dir -0.9719, norm 0.1365, swav 0.0000 LR: 4.700e-02 Score 97.284 Data time: 0.1781, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 4.2312 [2020-11-13 07:55:42,183][root][INFO] - ===> Epoch[437](11357/26): Loss -0.7211, Sem 0.0953, dir -0.9688, norm 0.1524, swav 0.0000 LR: 4.700e-02 Score 96.656 Data time: 0.2668, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.5541 [2020-11-13 07:55:47,837][root][INFO] - ===> Epoch[437](11358/26): Loss -0.7502, Sem 0.0836, dir -0.9709, norm 0.1371, swav 0.0000 LR: 4.699e-02 Score 97.126 Data time: 0.2023, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.5156 [2020-11-13 07:55:54,036][root][INFO] - ===> Epoch[437](11359/26): Loss -0.7112, Sem 0.1015, dir -0.9677, norm 0.1550, swav 0.0000 LR: 4.699e-02 Score 96.421 Data time: 0.2310, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.0676 [2020-11-13 07:55:58,834][root][INFO] - ===> Epoch[437](11360/26): Loss -0.7537, Sem 0.0885, dir -0.9752, norm 0.1330, swav 0.0000 LR: 4.699e-02 Score 96.900 Data time: 0.2040, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 4.6822 [2020-11-13 07:56:03,969][root][INFO] - ===> Epoch[437](11361/26): Loss -0.7325, Sem 0.0898, dir -0.9740, norm 0.1517, swav 0.0000 LR: 4.698e-02 Score 96.908 Data time: 0.2192, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 5.0333 [2020-11-13 07:56:10,365][root][INFO] - ===> Epoch[437](11362/26): Loss -0.7396, Sem 0.0925, dir -0.9691, norm 0.1370, swav 0.0000 LR: 4.698e-02 Score 96.765 Data time: 0.2587, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 6.2676 [2020-11-13 07:56:16,659][root][INFO] - ===> Epoch[438](11363/26): Loss -0.7404, Sem 0.0875, dir -0.9640, norm 0.1361, swav 0.0000 LR: 4.697e-02 Score 97.046 Data time: 0.2199, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 6.1649 [2020-11-13 07:56:21,752][root][INFO] - ===> Epoch[438](11364/26): Loss -0.7334, Sem 0.0989, dir -0.9703, norm 0.1381, swav 0.0000 LR: 4.697e-02 Score 96.660 Data time: 0.2045, Forward time: 2.2638, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.9909 [2020-11-13 07:56:27,986][root][INFO] - ===> Epoch[438](11365/26): Loss -0.7355, Sem 0.0956, dir -0.9697, norm 0.1387, swav 0.0000 LR: 4.696e-02 Score 96.592 Data time: 0.2076, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 6.1274 [2020-11-13 07:56:34,425][root][INFO] - ===> Epoch[438](11366/26): Loss -0.7455, Sem 0.0892, dir -0.9706, norm 0.1359, swav 0.0000 LR: 4.696e-02 Score 96.942 Data time: 0.2224, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 6.3282 [2020-11-13 07:56:39,359][root][INFO] - ===> Epoch[438](11367/26): Loss -0.7392, Sem 0.0914, dir -0.9716, norm 0.1411, swav 0.0000 LR: 4.695e-02 Score 96.858 Data time: 0.1468, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0049, Total iter time: 4.8035 [2020-11-13 07:56:46,171][root][INFO] - ===> Epoch[438](11368/26): Loss -0.7194, Sem 0.0951, dir -0.9650, norm 0.1505, swav 0.0000 LR: 4.695e-02 Score 96.698 Data time: 0.2165, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 6.7373 [2020-11-13 07:56:52,275][root][INFO] - ===> Epoch[438](11369/26): Loss -0.7460, Sem 0.0816, dir -0.9694, norm 0.1418, swav 0.0000 LR: 4.694e-02 Score 97.141 Data time: 0.1883, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.9891 [2020-11-13 07:56:59,120][root][INFO] - ===> Epoch[438](11370/26): Loss -0.7300, Sem 0.0900, dir -0.9641, norm 0.1441, swav 0.0000 LR: 4.694e-02 Score 96.903 Data time: 0.1593, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 6.7516 [2020-11-13 07:57:04,637][root][INFO] - ===> Epoch[438](11371/26): Loss -0.7174, Sem 0.1036, dir -0.9699, norm 0.1489, swav 0.0000 LR: 4.693e-02 Score 96.389 Data time: 0.2250, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.4434 [2020-11-13 07:57:11,452][root][INFO] - ===> Epoch[438](11372/26): Loss -0.7439, Sem 0.0855, dir -0.9727, norm 0.1433, swav 0.0000 LR: 4.693e-02 Score 97.033 Data time: 0.1874, Forward time: 2.2637, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 6.6952 [2020-11-13 07:57:16,452][root][INFO] - ===> Epoch[438](11373/26): Loss -0.7586, Sem 0.0824, dir -0.9721, norm 0.1310, swav 0.0000 LR: 4.692e-02 Score 97.008 Data time: 0.2240, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 4.9209 [2020-11-13 07:57:22,134][root][INFO] - ===> Epoch[438](11374/26): Loss -0.7462, Sem 0.0811, dir -0.9737, norm 0.1463, swav 0.0000 LR: 4.692e-02 Score 97.146 Data time: 0.1973, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.5687 [2020-11-13 07:57:29,611][root][INFO] - ===> Epoch[438](11375/26): Loss -0.7542, Sem 0.0747, dir -0.9683, norm 0.1394, swav 0.0000 LR: 4.691e-02 Score 97.434 Data time: 0.2191, Forward time: 2.2637, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 7.3568 [2020-11-13 07:57:34,975][root][INFO] - ===> Epoch[438](11376/26): Loss -0.7294, Sem 0.0829, dir -0.9646, norm 0.1523, swav 0.0000 LR: 4.691e-02 Score 97.196 Data time: 0.1461, Forward time: 2.2636, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.2320 [2020-11-13 07:57:40,746][root][INFO] - ===> Epoch[438](11377/26): Loss -0.7372, Sem 0.1006, dir -0.9714, norm 0.1336, swav 0.0000 LR: 4.690e-02 Score 96.508 Data time: 0.1406, Forward time: 2.2636, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.6787 [2020-11-13 07:57:45,784][root][INFO] - ===> Epoch[438](11378/26): Loss -0.7093, Sem 0.0955, dir -0.9690, norm 0.1642, swav 0.0000 LR: 4.690e-02 Score 96.793 Data time: 0.2073, Forward time: 2.2636, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 4.9776 [2020-11-13 07:57:51,722][root][INFO] - ===> Epoch[438](11379/26): Loss -0.7335, Sem 0.0847, dir -0.9646, norm 0.1464, swav 0.0000 LR: 4.689e-02 Score 97.054 Data time: 0.2980, Forward time: 2.2636, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.8105 [2020-11-13 07:57:56,872][root][INFO] - ===> Epoch[438](11380/26): Loss -0.7340, Sem 0.0931, dir -0.9724, norm 0.1453, swav 0.0000 LR: 4.689e-02 Score 96.642 Data time: 0.2695, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.0335 [2020-11-13 07:58:02,055][root][INFO] - ===> Epoch[438](11381/26): Loss -0.7200, Sem 0.1023, dir -0.9691, norm 0.1469, swav 0.0000 LR: 4.688e-02 Score 96.341 Data time: 0.2443, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.0698 [2020-11-13 07:58:07,189][root][INFO] - ===> Epoch[438](11382/26): Loss -0.7299, Sem 0.0922, dir -0.9676, norm 0.1455, swav 0.0000 LR: 4.688e-02 Score 96.817 Data time: 0.1501, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.0198 [2020-11-13 07:58:12,547][root][INFO] - ===> Epoch[438](11383/26): Loss -0.7213, Sem 0.0887, dir -0.9669, norm 0.1568, swav 0.0000 LR: 4.687e-02 Score 96.845 Data time: 0.1759, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.2856 [2020-11-13 07:58:18,963][root][INFO] - ===> Epoch[438](11384/26): Loss -0.7235, Sem 0.0916, dir -0.9651, norm 0.1501, swav 0.0000 LR: 4.687e-02 Score 96.873 Data time: 0.2131, Forward time: 2.2636, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 6.3462 [2020-11-13 07:58:25,931][root][INFO] - ===> Epoch[438](11385/26): Loss -0.7303, Sem 0.0962, dir -0.9713, norm 0.1448, swav 0.0000 LR: 4.686e-02 Score 96.618 Data time: 0.2159, Forward time: 2.2636, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 6.8658 [2020-11-13 07:58:31,424][root][INFO] - ===> Epoch[438](11386/26): Loss -0.7509, Sem 0.0879, dir -0.9729, norm 0.1341, swav 0.0000 LR: 4.686e-02 Score 96.939 Data time: 0.1751, Forward time: 2.2635, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.3959 [2020-11-13 07:58:39,004][root][INFO] - ===> Epoch[438](11387/26): Loss -0.7296, Sem 0.0906, dir -0.9672, norm 0.1470, swav 0.0000 LR: 4.685e-02 Score 96.797 Data time: 0.2278, Forward time: 2.2635, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 7.4967 [2020-11-13 07:58:45,363][root][INFO] - ===> Epoch[438](11388/26): Loss -0.7617, Sem 0.0850, dir -0.9732, norm 0.1265, swav 0.0000 LR: 4.685e-02 Score 96.815 Data time: 0.3230, Forward time: 2.2636, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 6.2191 [2020-11-13 07:58:50,713][root][INFO] - ===> Epoch[439](11389/26): Loss -0.7194, Sem 0.0884, dir -0.9716, norm 0.1637, swav 0.0000 LR: 4.684e-02 Score 97.002 Data time: 0.2488, Forward time: 2.2637, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 5.2430 [2020-11-13 07:58:56,336][root][INFO] - ===> Epoch[439](11390/26): Loss -0.7283, Sem 0.0944, dir -0.9697, norm 0.1470, swav 0.0000 LR: 4.684e-02 Score 96.854 Data time: 0.2687, Forward time: 2.2637, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.4975 [2020-11-13 07:59:01,523][root][INFO] - ===> Epoch[439](11391/26): Loss -0.6889, Sem 0.0907, dir -0.9654, norm 0.1857, swav 0.0000 LR: 4.683e-02 Score 96.870 Data time: 0.2546, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.0818 [2020-11-13 07:59:08,311][root][INFO] - ===> Epoch[439](11392/26): Loss -0.7544, Sem 0.0856, dir -0.9714, norm 0.1314, swav 0.0000 LR: 4.683e-02 Score 97.093 Data time: 0.2992, Forward time: 2.2638, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 6.6737 [2020-11-13 07:59:14,489][root][INFO] - ===> Epoch[439](11393/26): Loss -0.7249, Sem 0.0968, dir -0.9679, norm 0.1461, swav 0.0000 LR: 4.682e-02 Score 96.785 Data time: 0.2875, Forward time: 2.2639, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 6.0443 [2020-11-13 07:59:20,578][root][INFO] - ===> Epoch[439](11394/26): Loss -0.7253, Sem 0.0973, dir -0.9702, norm 0.1476, swav 0.0000 LR: 4.682e-02 Score 96.564 Data time: 0.1898, Forward time: 2.2639, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.9782 [2020-11-13 07:59:25,796][root][INFO] - ===> Epoch[439](11395/26): Loss -0.7246, Sem 0.0983, dir -0.9706, norm 0.1477, swav 0.0000 LR: 4.681e-02 Score 96.810 Data time: 0.2284, Forward time: 2.2639, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.1480 [2020-11-13 07:59:31,086][root][INFO] - ===> Epoch[439](11396/26): Loss -0.7323, Sem 0.0978, dir -0.9660, norm 0.1360, swav 0.0000 LR: 4.681e-02 Score 96.472 Data time: 0.2713, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.1316 [2020-11-13 07:59:36,502][root][INFO] - ===> Epoch[439](11397/26): Loss -0.7241, Sem 0.0951, dir -0.9700, norm 0.1508, swav 0.0000 LR: 4.680e-02 Score 96.639 Data time: 0.2011, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.3189 [2020-11-13 07:59:42,283][root][INFO] - ===> Epoch[439](11398/26): Loss -0.7464, Sem 0.0879, dir -0.9702, norm 0.1359, swav 0.0000 LR: 4.680e-02 Score 96.928 Data time: 0.2645, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.6844 [2020-11-13 07:59:48,575][root][INFO] - ===> Epoch[439](11399/26): Loss -0.7550, Sem 0.0807, dir -0.9753, norm 0.1396, swav 0.0000 LR: 4.679e-02 Score 97.217 Data time: 0.1648, Forward time: 2.2639, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.1599 [2020-11-13 07:59:54,035][root][INFO] - ===> Epoch[439](11400/26): Loss -0.7165, Sem 0.1038, dir -0.9692, norm 0.1489, swav 0.0000 LR: 4.679e-02 Score 96.627 Data time: 0.2168, Forward time: 2.2638, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.3594 [2020-11-13 07:59:59,636][root][INFO] - ===> Epoch[439](11401/26): Loss -0.7197, Sem 0.1104, dir -0.9698, norm 0.1397, swav 0.0000 LR: 4.678e-02 Score 96.388 Data time: 0.2048, Forward time: 2.2638, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.5182 [2020-11-13 08:00:04,816][root][INFO] - ===> Epoch[439](11402/26): Loss -0.7389, Sem 0.0877, dir -0.9706, norm 0.1440, swav 0.0000 LR: 4.678e-02 Score 96.993 Data time: 0.1906, Forward time: 2.2638, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.0684 [2020-11-13 08:00:09,474][root][INFO] - ===> Epoch[439](11403/26): Loss -0.7464, Sem 0.0876, dir -0.9746, norm 0.1406, swav 0.0000 LR: 4.677e-02 Score 96.921 Data time: 0.1902, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.5435 [2020-11-13 08:00:15,399][root][INFO] - ===> Epoch[439](11404/26): Loss -0.7462, Sem 0.0876, dir -0.9706, norm 0.1368, swav 0.0000 LR: 4.677e-02 Score 97.108 Data time: 0.2203, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.8185 [2020-11-13 08:00:21,227][root][INFO] - ===> Epoch[439](11405/26): Loss -0.7401, Sem 0.0923, dir -0.9678, norm 0.1355, swav 0.0000 LR: 4.676e-02 Score 96.792 Data time: 0.1288, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.6894 [2020-11-13 08:00:26,803][root][INFO] - ===> Epoch[439](11406/26): Loss -0.7191, Sem 0.0894, dir -0.9690, norm 0.1604, swav 0.0000 LR: 4.676e-02 Score 96.985 Data time: 0.1548, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.5001 [2020-11-13 08:00:33,114][root][INFO] - ===> Epoch[439](11407/26): Loss -0.7530, Sem 0.0849, dir -0.9687, norm 0.1308, swav 0.0000 LR: 4.676e-02 Score 97.061 Data time: 0.2438, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 6.2496 [2020-11-13 08:00:37,679][root][INFO] - ===> Epoch[439](11408/26): Loss -0.7323, Sem 0.0942, dir -0.9686, norm 0.1421, swav 0.0000 LR: 4.675e-02 Score 96.883 Data time: 0.1752, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 4.4436 [2020-11-13 08:00:43,828][root][INFO] - ===> Epoch[439](11409/26): Loss -0.7131, Sem 0.1027, dir -0.9679, norm 0.1522, swav 0.0000 LR: 4.675e-02 Score 96.519 Data time: 0.1846, Forward time: 2.2637, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 6.0513 [2020-11-13 08:00:50,665][root][INFO] - ===> Epoch[439](11410/26): Loss -0.7235, Sem 0.0940, dir -0.9731, norm 0.1557, swav 0.0000 LR: 4.674e-02 Score 96.731 Data time: 0.1679, Forward time: 2.2636, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 6.7272 [2020-11-13 08:00:55,328][root][INFO] - ===> Epoch[439](11411/26): Loss -0.7315, Sem 0.0924, dir -0.9695, norm 0.1455, swav 0.0000 LR: 4.674e-02 Score 96.789 Data time: 0.1735, Forward time: 2.2636, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 4.5929 [2020-11-13 08:01:00,057][root][INFO] - ===> Epoch[439](11412/26): Loss -0.7080, Sem 0.0991, dir -0.9650, norm 0.1579, swav 0.0000 LR: 4.673e-02 Score 96.619 Data time: 0.2297, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 4.6166 [2020-11-13 08:01:04,305][root][INFO] - ===> Epoch[439](11413/26): Loss -0.7298, Sem 0.0916, dir -0.9650, norm 0.1437, swav 0.0000 LR: 4.673e-02 Score 96.915 Data time: 0.1501, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 4.1297 [2020-11-13 08:01:10,136][root][INFO] - ===> Epoch[439](11414/26): Loss -0.7392, Sem 0.0862, dir -0.9681, norm 0.1427, swav 0.0000 LR: 4.672e-02 Score 96.961 Data time: 0.1830, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.7522 [2020-11-13 08:01:15,668][root][INFO] - ===> Epoch[440](11415/26): Loss -0.7445, Sem 0.0861, dir -0.9696, norm 0.1389, swav 0.0000 LR: 4.672e-02 Score 97.058 Data time: 0.2374, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.4237 [2020-11-13 08:01:21,160][root][INFO] - ===> Epoch[440](11416/26): Loss -0.7079, Sem 0.1073, dir -0.9688, norm 0.1536, swav 0.0000 LR: 4.671e-02 Score 96.361 Data time: 0.2729, Forward time: 2.2636, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3529 [2020-11-13 08:01:25,968][root][INFO] - ===> Epoch[440](11417/26): Loss -0.7483, Sem 0.0841, dir -0.9720, norm 0.1395, swav 0.0000 LR: 4.671e-02 Score 97.089 Data time: 0.2226, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 4.7001 [2020-11-13 08:01:31,271][root][INFO] - ===> Epoch[440](11418/26): Loss -0.7520, Sem 0.0833, dir -0.9724, norm 0.1372, swav 0.0000 LR: 4.670e-02 Score 97.067 Data time: 0.2201, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.1873 [2020-11-13 08:01:37,499][root][INFO] - ===> Epoch[440](11419/26): Loss -0.7170, Sem 0.0917, dir -0.9664, norm 0.1577, swav 0.0000 LR: 4.670e-02 Score 96.810 Data time: 0.1888, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.1034 [2020-11-13 08:01:43,077][root][INFO] - ===> Epoch[440](11420/26): Loss -0.7372, Sem 0.0858, dir -0.9683, norm 0.1452, swav 0.0000 LR: 4.669e-02 Score 97.057 Data time: 0.2737, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.4499 [2020-11-13 08:01:48,968][root][INFO] - ===> Epoch[440](11421/26): Loss -0.7497, Sem 0.0856, dir -0.9735, norm 0.1382, swav 0.0000 LR: 4.669e-02 Score 96.864 Data time: 0.2448, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.7415 [2020-11-13 08:01:54,944][root][INFO] - ===> Epoch[440](11422/26): Loss -0.7338, Sem 0.0847, dir -0.9736, norm 0.1552, swav 0.0000 LR: 4.668e-02 Score 97.077 Data time: 0.2062, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.8643 [2020-11-13 08:02:01,869][root][INFO] - ===> Epoch[440](11423/26): Loss -0.6885, Sem 0.1049, dir -0.9683, norm 0.1748, swav 0.0000 LR: 4.668e-02 Score 96.395 Data time: 0.2440, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.8106 [2020-11-13 08:02:06,924][root][INFO] - ===> Epoch[440](11424/26): Loss -0.7299, Sem 0.0895, dir -0.9671, norm 0.1478, swav 0.0000 LR: 4.667e-02 Score 96.906 Data time: 0.1981, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 4.9263 [2020-11-13 08:02:12,502][root][INFO] - ===> Epoch[440](11425/26): Loss -0.7356, Sem 0.0935, dir -0.9679, norm 0.1388, swav 0.0000 LR: 4.667e-02 Score 96.785 Data time: 0.2703, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.4531 [2020-11-13 08:02:18,751][root][INFO] - ===> Epoch[440](11426/26): Loss -0.7179, Sem 0.0963, dir -0.9684, norm 0.1542, swav 0.0000 LR: 4.666e-02 Score 96.634 Data time: 0.2939, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.1152 [2020-11-13 08:02:23,996][root][INFO] - ===> Epoch[440](11427/26): Loss -0.7316, Sem 0.0891, dir -0.9716, norm 0.1509, swav 0.0000 LR: 4.666e-02 Score 96.851 Data time: 0.2766, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1062 [2020-11-13 08:02:29,909][root][INFO] - ===> Epoch[440](11428/26): Loss -0.7415, Sem 0.0884, dir -0.9714, norm 0.1414, swav 0.0000 LR: 4.665e-02 Score 96.942 Data time: 0.1588, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.7904 [2020-11-13 08:02:34,609][root][INFO] - ===> Epoch[440](11429/26): Loss -0.7077, Sem 0.1038, dir -0.9648, norm 0.1533, swav 0.0000 LR: 4.665e-02 Score 96.481 Data time: 0.1953, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.6217 [2020-11-13 08:02:40,276][root][INFO] - ===> Epoch[440](11430/26): Loss -0.7163, Sem 0.0958, dir -0.9669, norm 0.1548, swav 0.0000 LR: 4.664e-02 Score 96.689 Data time: 0.2424, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.5675 [2020-11-13 08:02:46,855][root][INFO] - ===> Epoch[440](11431/26): Loss -0.7616, Sem 0.0767, dir -0.9716, norm 0.1333, swav 0.0000 LR: 4.664e-02 Score 97.360 Data time: 0.3276, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.4398 [2020-11-13 08:02:52,400][root][INFO] - ===> Epoch[440](11432/26): Loss -0.7145, Sem 0.0983, dir -0.9708, norm 0.1579, swav 0.0000 LR: 4.663e-02 Score 96.614 Data time: 0.2004, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.4098 [2020-11-13 08:02:57,025][root][INFO] - ===> Epoch[440](11433/26): Loss -0.7293, Sem 0.0902, dir -0.9675, norm 0.1479, swav 0.0000 LR: 4.663e-02 Score 96.879 Data time: 0.1359, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.5175 [2020-11-13 08:03:02,435][root][INFO] - ===> Epoch[440](11434/26): Loss -0.7466, Sem 0.0815, dir -0.9720, norm 0.1439, swav 0.0000 LR: 4.662e-02 Score 97.194 Data time: 0.1967, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.3149 [2020-11-13 08:03:10,003][root][INFO] - ===> Epoch[440](11435/26): Loss -0.7620, Sem 0.0732, dir -0.9742, norm 0.1390, swav 0.0000 LR: 4.662e-02 Score 97.467 Data time: 0.2684, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 7.4534 [2020-11-13 08:03:15,503][root][INFO] - ===> Epoch[440](11436/26): Loss -0.7306, Sem 0.0929, dir -0.9673, norm 0.1439, swav 0.0000 LR: 4.661e-02 Score 96.861 Data time: 0.2379, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3662 [2020-11-13 08:03:20,127][root][INFO] - ===> Epoch[440](11437/26): Loss -0.7075, Sem 0.0981, dir -0.9608, norm 0.1551, swav 0.0000 LR: 4.661e-02 Score 96.594 Data time: 0.2275, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.5000 [2020-11-13 08:03:26,774][root][INFO] - ===> Epoch[440](11438/26): Loss -0.7045, Sem 0.1113, dir -0.9728, norm 0.1570, swav 0.0000 LR: 4.660e-02 Score 95.915 Data time: 0.2255, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.5381 [2020-11-13 08:03:32,282][root][INFO] - ===> Epoch[440](11439/26): Loss -0.7327, Sem 0.0874, dir -0.9681, norm 0.1480, swav 0.0000 LR: 4.660e-02 Score 96.785 Data time: 0.2293, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.3874 [2020-11-13 08:03:38,765][root][INFO] - ===> Epoch[440](11440/26): Loss -0.7391, Sem 0.0911, dir -0.9711, norm 0.1410, swav 0.0000 LR: 4.659e-02 Score 97.015 Data time: 0.1780, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.3834 [2020-11-13 08:03:44,359][root][INFO] - ===> Epoch[441](11441/26): Loss -0.7172, Sem 0.0948, dir -0.9673, norm 0.1552, swav 0.0000 LR: 4.659e-02 Score 96.682 Data time: 0.3252, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.4989 [2020-11-13 08:03:50,624][root][INFO] - ===> Epoch[441](11442/26): Loss -0.7233, Sem 0.0963, dir -0.9690, norm 0.1494, swav 0.0000 LR: 4.658e-02 Score 96.699 Data time: 0.3058, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.1311 [2020-11-13 08:03:57,983][root][INFO] - ===> Epoch[441](11443/26): Loss -0.6981, Sem 0.1186, dir -0.9654, norm 0.1487, swav 0.0000 LR: 4.658e-02 Score 96.050 Data time: 0.2168, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 7.2254 [2020-11-13 08:04:04,300][root][INFO] - ===> Epoch[441](11444/26): Loss -0.7443, Sem 0.0909, dir -0.9743, norm 0.1391, swav 0.0000 LR: 4.657e-02 Score 96.870 Data time: 0.2832, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.2102 [2020-11-13 08:04:08,931][root][INFO] - ===> Epoch[441](11445/26): Loss -0.7222, Sem 0.1059, dir -0.9678, norm 0.1397, swav 0.0000 LR: 4.657e-02 Score 96.359 Data time: 0.2452, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.4985 [2020-11-13 08:04:14,919][root][INFO] - ===> Epoch[441](11446/26): Loss -0.7453, Sem 0.0923, dir -0.9669, norm 0.1293, swav 0.0000 LR: 4.656e-02 Score 96.899 Data time: 0.2011, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.8854 [2020-11-13 08:04:20,788][root][INFO] - ===> Epoch[441](11447/26): Loss -0.7581, Sem 0.0881, dir -0.9757, norm 0.1294, swav 0.0000 LR: 4.656e-02 Score 96.972 Data time: 0.1676, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.7687 [2020-11-13 08:04:26,084][root][INFO] - ===> Epoch[441](11448/26): Loss -0.7218, Sem 0.0974, dir -0.9641, norm 0.1448, swav 0.0000 LR: 4.655e-02 Score 96.605 Data time: 0.2480, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.2249 [2020-11-13 08:04:30,928][root][INFO] - ===> Epoch[441](11449/26): Loss -0.7397, Sem 0.0847, dir -0.9725, norm 0.1481, swav 0.0000 LR: 4.655e-02 Score 97.094 Data time: 0.2355, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.7304 [2020-11-13 08:04:35,988][root][INFO] - ===> Epoch[441](11450/26): Loss -0.7424, Sem 0.0856, dir -0.9707, norm 0.1427, swav 0.0000 LR: 4.654e-02 Score 96.996 Data time: 0.2024, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.9686 [2020-11-13 08:04:41,706][root][INFO] - ===> Epoch[441](11451/26): Loss -0.7194, Sem 0.0947, dir -0.9687, norm 0.1546, swav 0.0000 LR: 4.654e-02 Score 96.698 Data time: 0.1681, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.6249 [2020-11-13 08:04:48,532][root][INFO] - ===> Epoch[441](11452/26): Loss -0.7106, Sem 0.0953, dir -0.9666, norm 0.1607, swav 0.0000 LR: 4.653e-02 Score 96.695 Data time: 0.2641, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.7347 [2020-11-13 08:04:53,744][root][INFO] - ===> Epoch[441](11453/26): Loss -0.7152, Sem 0.1074, dir -0.9681, norm 0.1455, swav 0.0000 LR: 4.653e-02 Score 96.505 Data time: 0.2132, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.0678 [2020-11-13 08:04:59,804][root][INFO] - ===> Epoch[441](11454/26): Loss -0.7216, Sem 0.0928, dir -0.9658, norm 0.1514, swav 0.0000 LR: 4.652e-02 Score 96.948 Data time: 0.2393, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.9666 [2020-11-13 08:05:06,203][root][INFO] - ===> Epoch[441](11455/26): Loss -0.7544, Sem 0.0910, dir -0.9731, norm 0.1277, swav 0.0000 LR: 4.652e-02 Score 96.885 Data time: 0.2078, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.3073 [2020-11-13 08:05:11,228][root][INFO] - ===> Epoch[441](11456/26): Loss -0.7230, Sem 0.1033, dir -0.9704, norm 0.1442, swav 0.0000 LR: 4.652e-02 Score 96.368 Data time: 0.1972, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.9287 [2020-11-13 08:05:17,617][root][INFO] - ===> Epoch[441](11457/26): Loss -0.7397, Sem 0.0899, dir -0.9730, norm 0.1434, swav 0.0000 LR: 4.651e-02 Score 96.817 Data time: 0.2343, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.2958 [2020-11-13 08:05:22,425][root][INFO] - ===> Epoch[441](11458/26): Loss -0.7591, Sem 0.0809, dir -0.9697, norm 0.1297, swav 0.0000 LR: 4.651e-02 Score 97.225 Data time: 0.2326, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.6929 [2020-11-13 08:05:27,785][root][INFO] - ===> Epoch[441](11459/26): Loss -0.7295, Sem 0.0899, dir -0.9691, norm 0.1497, swav 0.0000 LR: 4.650e-02 Score 96.950 Data time: 0.2352, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.2592 [2020-11-13 08:05:33,517][root][INFO] - ===> Epoch[441](11460/26): Loss -0.7401, Sem 0.0894, dir -0.9743, norm 0.1448, swav 0.0000 LR: 4.650e-02 Score 96.946 Data time: 0.2208, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.6138 [2020-11-13 08:05:39,034][root][INFO] - ===> Epoch[441](11461/26): Loss -0.7186, Sem 0.0970, dir -0.9732, norm 0.1577, swav 0.0000 LR: 4.649e-02 Score 96.686 Data time: 0.2411, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.4166 [2020-11-13 08:05:44,332][root][INFO] - ===> Epoch[441](11462/26): Loss -0.7197, Sem 0.1035, dir -0.9704, norm 0.1472, swav 0.0000 LR: 4.649e-02 Score 96.515 Data time: 0.1853, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.1775 [2020-11-13 08:05:50,727][root][INFO] - ===> Epoch[441](11463/26): Loss -0.7166, Sem 0.0949, dir -0.9721, norm 0.1606, swav 0.0000 LR: 4.648e-02 Score 96.624 Data time: 0.2870, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.2968 [2020-11-13 08:05:56,166][root][INFO] - ===> Epoch[441](11464/26): Loss -0.7505, Sem 0.0841, dir -0.9690, norm 0.1344, swav 0.0000 LR: 4.648e-02 Score 97.021 Data time: 0.1675, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.3046 [2020-11-13 08:06:02,271][root][INFO] - ===> Epoch[441](11465/26): Loss -0.7467, Sem 0.0868, dir -0.9715, norm 0.1380, swav 0.0000 LR: 4.647e-02 Score 97.082 Data time: 0.3419, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.0168 [2020-11-13 08:06:08,348][root][INFO] - ===> Epoch[441](11466/26): Loss -0.7358, Sem 0.0952, dir -0.9678, norm 0.1369, swav 0.0000 LR: 4.647e-02 Score 96.853 Data time: 0.2354, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.9453 [2020-11-13 08:06:13,161][root][INFO] - ===> Epoch[442](11467/26): Loss -0.7486, Sem 0.0856, dir -0.9702, norm 0.1360, swav 0.0000 LR: 4.646e-02 Score 97.009 Data time: 0.2306, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 4.6950 [2020-11-13 08:06:19,398][root][INFO] - ===> Epoch[442](11468/26): Loss -0.7287, Sem 0.0934, dir -0.9703, norm 0.1482, swav 0.0000 LR: 4.646e-02 Score 96.901 Data time: 0.2247, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.1311 [2020-11-13 08:06:25,884][root][INFO] - ===> Epoch[442](11469/26): Loss -0.7228, Sem 0.0930, dir -0.9665, norm 0.1507, swav 0.0000 LR: 4.645e-02 Score 96.804 Data time: 0.2261, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.3777 [2020-11-13 08:06:31,696][root][INFO] - ===> Epoch[442](11470/26): Loss -0.7470, Sem 0.0856, dir -0.9725, norm 0.1399, swav 0.0000 LR: 4.645e-02 Score 97.030 Data time: 0.2703, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.7238 [2020-11-13 08:06:38,602][root][INFO] - ===> Epoch[442](11471/26): Loss -0.7423, Sem 0.0955, dir -0.9730, norm 0.1352, swav 0.0000 LR: 4.644e-02 Score 96.735 Data time: 0.2543, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.7750 [2020-11-13 08:06:45,098][root][INFO] - ===> Epoch[442](11472/26): Loss -0.7157, Sem 0.0981, dir -0.9669, norm 0.1531, swav 0.0000 LR: 4.644e-02 Score 96.648 Data time: 0.2312, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.3701 [2020-11-13 08:06:50,513][root][INFO] - ===> Epoch[442](11473/26): Loss -0.7167, Sem 0.1007, dir -0.9710, norm 0.1536, swav 0.0000 LR: 4.643e-02 Score 96.623 Data time: 0.1844, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.2864 [2020-11-13 08:06:56,997][root][INFO] - ===> Epoch[442](11474/26): Loss -0.7164, Sem 0.1011, dir -0.9703, norm 0.1529, swav 0.0000 LR: 4.643e-02 Score 96.477 Data time: 0.1893, Forward time: 2.2642, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.3918 [2020-11-13 08:07:02,246][root][INFO] - ===> Epoch[442](11475/26): Loss -0.7331, Sem 0.0841, dir -0.9680, norm 0.1507, swav 0.0000 LR: 4.642e-02 Score 97.050 Data time: 0.1434, Forward time: 2.2642, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.1325 [2020-11-13 08:07:06,869][root][INFO] - ===> Epoch[442](11476/26): Loss -0.7444, Sem 0.0949, dir -0.9711, norm 0.1317, swav 0.0000 LR: 4.642e-02 Score 96.593 Data time: 0.1778, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 4.5372 [2020-11-13 08:07:12,628][root][INFO] - ===> Epoch[442](11477/26): Loss -0.7275, Sem 0.0870, dir -0.9676, norm 0.1531, swav 0.0000 LR: 4.641e-02 Score 96.933 Data time: 0.1579, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.6626 [2020-11-13 08:07:18,384][root][INFO] - ===> Epoch[442](11478/26): Loss -0.7269, Sem 0.0961, dir -0.9670, norm 0.1440, swav 0.0000 LR: 4.641e-02 Score 96.446 Data time: 0.1488, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.6258 [2020-11-13 08:07:23,290][root][INFO] - ===> Epoch[442](11479/26): Loss -0.7577, Sem 0.0756, dir -0.9702, norm 0.1369, swav 0.0000 LR: 4.640e-02 Score 97.435 Data time: 0.1599, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.8370 [2020-11-13 08:07:28,478][root][INFO] - ===> Epoch[442](11480/26): Loss -0.7439, Sem 0.0837, dir -0.9704, norm 0.1427, swav 0.0000 LR: 4.640e-02 Score 97.164 Data time: 0.2351, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.1315 [2020-11-13 08:07:34,603][root][INFO] - ===> Epoch[442](11481/26): Loss -0.7320, Sem 0.0899, dir -0.9677, norm 0.1459, swav 0.0000 LR: 4.639e-02 Score 96.968 Data time: 0.2277, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.0052 [2020-11-13 08:07:39,984][root][INFO] - ===> Epoch[442](11482/26): Loss -0.7539, Sem 0.0829, dir -0.9756, norm 0.1389, swav 0.0000 LR: 4.639e-02 Score 97.069 Data time: 0.2831, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.2685 [2020-11-13 08:07:46,369][root][INFO] - ===> Epoch[442](11483/26): Loss -0.7562, Sem 0.0755, dir -0.9734, norm 0.1417, swav 0.0000 LR: 4.638e-02 Score 97.374 Data time: 0.2473, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.2798 [2020-11-13 08:07:51,633][root][INFO] - ===> Epoch[442](11484/26): Loss -0.7119, Sem 0.0975, dir -0.9668, norm 0.1574, swav 0.0000 LR: 4.638e-02 Score 96.743 Data time: 0.1968, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.1565 [2020-11-13 08:07:57,710][root][INFO] - ===> Epoch[442](11485/26): Loss -0.7578, Sem 0.0820, dir -0.9752, norm 0.1355, swav 0.0000 LR: 4.637e-02 Score 97.090 Data time: 0.2426, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.9784 [2020-11-13 08:08:02,930][root][INFO] - ===> Epoch[442](11486/26): Loss -0.6922, Sem 0.1070, dir -0.9667, norm 0.1675, swav 0.0000 LR: 4.637e-02 Score 96.372 Data time: 0.1854, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.1214 [2020-11-13 08:08:09,237][root][INFO] - ===> Epoch[442](11487/26): Loss -0.7415, Sem 0.0852, dir -0.9715, norm 0.1448, swav 0.0000 LR: 4.636e-02 Score 97.064 Data time: 0.2261, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.2217 [2020-11-13 08:08:15,808][root][INFO] - ===> Epoch[442](11488/26): Loss -0.7222, Sem 0.0899, dir -0.9644, norm 0.1523, swav 0.0000 LR: 4.636e-02 Score 96.853 Data time: 0.2015, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.4503 [2020-11-13 08:08:24,211][root][INFO] - ===> Epoch[442](11489/26): Loss -0.7215, Sem 0.0982, dir -0.9649, norm 0.1453, swav 0.0000 LR: 4.635e-02 Score 96.656 Data time: 0.1282, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 8.2926 [2020-11-13 08:08:29,593][root][INFO] - ===> Epoch[442](11490/26): Loss -0.7290, Sem 0.0864, dir -0.9661, norm 0.1507, swav 0.0000 LR: 4.635e-02 Score 97.043 Data time: 0.2223, Forward time: 2.2641, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3079 [2020-11-13 08:08:34,367][root][INFO] - ===> Epoch[442](11491/26): Loss -0.7123, Sem 0.1078, dir -0.9718, norm 0.1516, swav 0.0000 LR: 4.634e-02 Score 96.281 Data time: 0.1665, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.6397 [2020-11-13 08:08:39,081][root][INFO] - ===> Epoch[442](11492/26): Loss -0.7631, Sem 0.0800, dir -0.9750, norm 0.1319, swav 0.0000 LR: 4.634e-02 Score 97.192 Data time: 0.1664, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.5912 [2020-11-13 08:08:45,382][root][INFO] - ===> Epoch[443](11493/26): Loss -0.7409, Sem 0.0932, dir -0.9712, norm 0.1370, swav 0.0000 LR: 4.633e-02 Score 96.757 Data time: 0.1962, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.1945 [2020-11-13 08:08:51,728][root][INFO] - ===> Epoch[443](11494/26): Loss -0.7348, Sem 0.0862, dir -0.9688, norm 0.1478, swav 0.0000 LR: 4.633e-02 Score 96.948 Data time: 0.1911, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.2391 [2020-11-13 08:08:59,068][root][INFO] - ===> Epoch[443](11495/26): Loss -0.7358, Sem 0.0818, dir -0.9634, norm 0.1458, swav 0.0000 LR: 4.632e-02 Score 97.177 Data time: 0.1369, Forward time: 2.2639, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 7.2523 [2020-11-13 08:09:04,535][root][INFO] - ===> Epoch[443](11496/26): Loss -0.7649, Sem 0.0831, dir -0.9746, norm 0.1265, swav 0.0000 LR: 4.632e-02 Score 97.024 Data time: 0.1317, Forward time: 2.2639, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.3861 [2020-11-13 08:09:10,297][root][INFO] - ===> Epoch[443](11497/26): Loss -0.7384, Sem 0.0882, dir -0.9707, norm 0.1441, swav 0.0000 LR: 4.631e-02 Score 96.837 Data time: 0.1928, Forward time: 2.2639, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.6979 [2020-11-13 08:09:17,394][root][INFO] - ===> Epoch[443](11498/26): Loss -0.7480, Sem 0.0821, dir -0.9702, norm 0.1401, swav 0.0000 LR: 4.631e-02 Score 97.131 Data time: 0.1256, Forward time: 2.2638, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 6.9894 [2020-11-13 08:09:22,288][root][INFO] - ===> Epoch[443](11499/26): Loss -0.7459, Sem 0.0838, dir -0.9683, norm 0.1387, swav 0.0000 LR: 4.630e-02 Score 97.107 Data time: 0.1782, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.8167 [2020-11-13 08:09:28,261][root][INFO] - ===> Epoch[443](11500/26): Loss -0.7188, Sem 0.0903, dir -0.9687, norm 0.1595, swav 0.0000 LR: 4.630e-02 Score 96.863 Data time: 0.1521, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.8528 [2020-11-13 08:09:32,648][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 08:09:32,803][root][INFO] - ===> Start testing [2020-11-13 08:11:06,468][root][INFO] - 101/312: Data time: 0.0083, Iter time: 0.4502 Loss 0.087 (AVG: 0.632) Score 96.593 (AVG: 88.058) mIOU 66.623 mAP 72.126 mAcc 74.552 IOU: 82.310 96.896 63.625 75.841 90.700 87.071 69.739 56.580 46.923 80.694 19.274 70.844 49.655 65.510 54.181 43.125 92.013 53.242 80.593 53.636 mAP: 81.494 96.759 62.691 57.999 90.541 80.453 74.991 70.694 61.730 77.926 57.265 67.411 58.645 83.475 61.773 71.836 95.680 70.913 57.309 62.934 mAcc: 96.353 98.865 76.842 78.371 95.314 91.400 83.365 64.468 62.548 91.052 20.253 82.876 64.843 72.085 65.125 50.387 93.116 62.138 83.282 58.361 [2020-11-13 08:12:37,968][root][INFO] - 201/312: Data time: 0.0074, Iter time: 0.4552 Loss 1.178 (AVG: 0.576) Score 79.072 (AVG: 88.795) mIOU 70.518 mAP 75.904 mAcc 78.153 IOU: 83.604 96.411 59.568 76.738 91.571 88.532 69.547 60.807 56.273 77.760 21.887 69.779 54.309 74.964 54.189 65.277 93.750 71.455 92.281 51.655 mAP: 80.623 96.579 64.011 66.178 91.239 80.608 72.582 72.559 68.785 82.460 60.026 65.816 63.364 83.928 60.864 76.400 96.499 84.019 86.090 65.454 mAcc: 96.203 98.638 72.541 79.999 95.948 92.470 84.349 69.214 70.492 86.878 25.004 81.851 69.604 80.153 61.736 70.798 94.660 80.761 94.700 57.058 [2020-11-13 08:14:05,207][root][INFO] - 301/312: Data time: 0.0077, Iter time: 0.5377 Loss 0.151 (AVG: 0.540) Score 96.150 (AVG: 89.356) mIOU 70.872 mAP 75.849 mAcc 78.504 IOU: 83.835 96.422 61.917 81.028 92.252 86.871 72.107 63.338 58.676 79.170 24.610 67.671 56.218 73.422 58.215 56.331 94.183 69.545 89.429 52.196 mAP: 81.176 96.092 65.090 72.402 91.780 79.656 73.745 72.377 69.085 75.377 56.123 61.077 64.696 79.858 63.598 82.853 96.723 86.016 85.094 64.161 mAcc: 95.998 98.686 74.988 83.971 95.936 92.755 86.103 72.288 71.253 87.288 28.193 81.072 70.147 80.861 65.424 62.695 95.318 77.070 92.671 57.356 [2020-11-13 08:14:18,274][root][INFO] - 312/312: Data time: 0.0061, Iter time: 0.6948 Loss 0.962 (AVG: 0.537) Score 78.682 (AVG: 89.414) mIOU 71.094 mAP 75.797 mAcc 78.629 IOU: 83.809 96.441 62.577 81.258 92.185 86.598 72.543 63.351 60.042 80.353 24.355 67.769 57.722 71.714 59.353 56.331 94.183 69.464 89.420 52.402 mAP: 80.996 96.070 65.691 73.288 91.519 79.809 73.642 72.726 69.314 73.757 55.109 60.490 65.545 78.317 65.051 82.853 96.723 86.029 85.094 63.910 mAcc: 96.009 98.677 75.666 84.141 95.963 92.426 86.377 72.317 71.977 87.954 27.858 81.217 71.371 78.810 66.569 62.695 95.318 77.071 92.671 57.495 [2020-11-13 08:14:18,454][root][INFO] - Finished test. Elapsed time: 285.4702 [2020-11-13 08:14:28,775][root][INFO] - [2020-11-13 08:14:28,841][root][INFO] - ################################################################ [2020-11-13 08:14:28,841][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 08:14:28,841][root][INFO] - ################################################################ [2020-11-13 08:14:28,841][root][INFO] - cabinet : 0.283 0.502 0.712 [2020-11-13 08:14:28,841][root][INFO] - bed : 0.375 0.722 0.827 [2020-11-13 08:14:28,841][root][INFO] - chair : 0.737 0.886 0.924 [2020-11-13 08:14:28,841][root][INFO] - sofa : 0.467 0.696 0.838 [2020-11-13 08:14:28,841][root][INFO] - table : 0.450 0.674 0.793 [2020-11-13 08:14:28,841][root][INFO] - door : 0.246 0.448 0.604 [2020-11-13 08:14:28,841][root][INFO] - window : 0.223 0.411 0.601 [2020-11-13 08:14:28,841][root][INFO] - bookshelf : 0.204 0.547 0.748 [2020-11-13 08:14:28,841][root][INFO] - picture : 0.161 0.244 0.310 [2020-11-13 08:14:28,841][root][INFO] - counter : 0.108 0.331 0.627 [2020-11-13 08:14:28,841][root][INFO] - desk : 0.058 0.204 0.662 [2020-11-13 08:14:28,841][root][INFO] - curtain : 0.301 0.443 0.595 [2020-11-13 08:14:28,841][root][INFO] - refrigerator : 0.392 0.533 0.585 [2020-11-13 08:14:28,841][root][INFO] - shower curtain : 0.513 0.685 0.716 [2020-11-13 08:14:28,842][root][INFO] - toilet : 0.868 1.000 1.000 [2020-11-13 08:14:28,842][root][INFO] - sink : 0.391 0.675 0.845 [2020-11-13 08:14:28,842][root][INFO] - bathtub : 0.622 0.772 0.871 [2020-11-13 08:14:28,842][root][INFO] - otherfurniture : 0.395 0.529 0.660 [2020-11-13 08:14:28,842][root][INFO] - ---------------------------------------------------------------- [2020-11-13 08:14:28,842][root][INFO] - average : 0.377 0.572 0.718 [2020-11-13 08:14:28,842][root][INFO] - [2020-11-13 08:14:29,048][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 08:14:29,050][root][INFO] - Current best mIoU: 71.813 at iter 11000 [2020-11-13 08:14:32,104][root][INFO] - ===> Epoch[443](11501/26): Loss -0.7527, Sem 0.0917, dir -0.9751, norm 0.1308, swav 0.0000 LR: 4.629e-02 Score 96.769 Data time: 0.1024, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 3.0464 [2020-11-13 08:14:36,873][root][INFO] - ===> Epoch[443](11502/26): Loss -0.7502, Sem 0.0849, dir -0.9728, norm 0.1378, swav 0.0000 LR: 4.629e-02 Score 97.025 Data time: 0.2063, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 4.6536 [2020-11-13 08:14:42,310][root][INFO] - ===> Epoch[443](11503/26): Loss -0.7637, Sem 0.0845, dir -0.9738, norm 0.1256, swav 0.0000 LR: 4.628e-02 Score 97.000 Data time: 0.2064, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.3276 [2020-11-13 08:14:48,318][root][INFO] - ===> Epoch[443](11504/26): Loss -0.7429, Sem 0.0841, dir -0.9703, norm 0.1433, swav 0.0000 LR: 4.628e-02 Score 97.157 Data time: 0.2825, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.9176 [2020-11-13 08:14:55,131][root][INFO] - ===> Epoch[443](11505/26): Loss -0.7519, Sem 0.0800, dir -0.9660, norm 0.1341, swav 0.0000 LR: 4.628e-02 Score 97.201 Data time: 0.1932, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.6830 [2020-11-13 08:15:01,226][root][INFO] - ===> Epoch[443](11506/26): Loss -0.7735, Sem 0.0744, dir -0.9755, norm 0.1277, swav 0.0000 LR: 4.627e-02 Score 97.400 Data time: 0.1357, Forward time: 2.2636, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.9865 [2020-11-13 08:15:06,854][root][INFO] - ===> Epoch[443](11507/26): Loss -0.7636, Sem 0.0779, dir -0.9701, norm 0.1286, swav 0.0000 LR: 4.627e-02 Score 97.226 Data time: 0.1727, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.5803 [2020-11-13 08:15:14,148][root][INFO] - ===> Epoch[443](11508/26): Loss -0.7349, Sem 0.0878, dir -0.9691, norm 0.1464, swav 0.0000 LR: 4.626e-02 Score 97.019 Data time: 0.1923, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 7.1975 [2020-11-13 08:15:19,696][root][INFO] - ===> Epoch[443](11509/26): Loss -0.7258, Sem 0.0946, dir -0.9756, norm 0.1552, swav 0.0000 LR: 4.626e-02 Score 96.497 Data time: 0.1777, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.4280 [2020-11-13 08:15:25,073][root][INFO] - ===> Epoch[443](11510/26): Loss -0.7275, Sem 0.0973, dir -0.9706, norm 0.1458, swav 0.0000 LR: 4.625e-02 Score 96.630 Data time: 0.2352, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.2783 [2020-11-13 08:15:30,726][root][INFO] - ===> Epoch[443](11511/26): Loss -0.7583, Sem 0.0875, dir -0.9753, norm 0.1295, swav 0.0000 LR: 4.625e-02 Score 97.052 Data time: 0.2471, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.5376 [2020-11-13 08:15:35,410][root][INFO] - ===> Epoch[443](11512/26): Loss -0.7471, Sem 0.0815, dir -0.9671, norm 0.1385, swav 0.0000 LR: 4.624e-02 Score 97.107 Data time: 0.1823, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.5677 [2020-11-13 08:15:41,476][root][INFO] - ===> Epoch[443](11513/26): Loss -0.7339, Sem 0.0890, dir -0.9703, norm 0.1474, swav 0.0000 LR: 4.624e-02 Score 96.943 Data time: 0.2309, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.9656 [2020-11-13 08:15:47,170][root][INFO] - ===> Epoch[443](11514/26): Loss -0.7541, Sem 0.0782, dir -0.9692, norm 0.1369, swav 0.0000 LR: 4.623e-02 Score 97.349 Data time: 0.2676, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.5794 [2020-11-13 08:15:51,640][root][INFO] - ===> Epoch[443](11515/26): Loss -0.7376, Sem 0.0765, dir -0.9690, norm 0.1550, swav 0.0000 LR: 4.623e-02 Score 97.283 Data time: 0.2184, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 4.3494 [2020-11-13 08:15:56,954][root][INFO] - ===> Epoch[443](11516/26): Loss -0.7324, Sem 0.0774, dir -0.9698, norm 0.1600, swav 0.0000 LR: 4.622e-02 Score 97.346 Data time: 0.2450, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.2121 [2020-11-13 08:16:03,658][root][INFO] - ===> Epoch[443](11517/26): Loss -0.7059, Sem 0.1044, dir -0.9665, norm 0.1562, swav 0.0000 LR: 4.622e-02 Score 96.311 Data time: 0.2283, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.5584 [2020-11-13 08:16:09,188][root][INFO] - ===> Epoch[443](11518/26): Loss -0.7571, Sem 0.0818, dir -0.9720, norm 0.1332, swav 0.0000 LR: 4.621e-02 Score 97.097 Data time: 0.2450, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.4115 [2020-11-13 08:16:15,792][root][INFO] - ===> Epoch[444](11519/26): Loss -0.7241, Sem 0.0950, dir -0.9663, norm 0.1471, swav 0.0000 LR: 4.621e-02 Score 96.598 Data time: 0.3351, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.5053 [2020-11-13 08:16:21,298][root][INFO] - ===> Epoch[444](11520/26): Loss -0.7424, Sem 0.0820, dir -0.9678, norm 0.1434, swav 0.0000 LR: 4.620e-02 Score 97.061 Data time: 0.1853, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.3660 [2020-11-13 08:16:27,651][root][INFO] - ===> Epoch[444](11521/26): Loss -0.7319, Sem 0.0919, dir -0.9692, norm 0.1454, swav 0.0000 LR: 4.620e-02 Score 96.772 Data time: 0.2211, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.2563 [2020-11-13 08:16:32,921][root][INFO] - ===> Epoch[444](11522/26): Loss -0.7377, Sem 0.0956, dir -0.9742, norm 0.1409, swav 0.0000 LR: 4.619e-02 Score 96.729 Data time: 0.1959, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.1598 [2020-11-13 08:16:38,580][root][INFO] - ===> Epoch[444](11523/26): Loss -0.7308, Sem 0.0934, dir -0.9684, norm 0.1442, swav 0.0000 LR: 4.619e-02 Score 96.731 Data time: 0.2190, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5468 [2020-11-13 08:16:44,441][root][INFO] - ===> Epoch[444](11524/26): Loss -0.7138, Sem 0.0899, dir -0.9673, norm 0.1636, swav 0.0000 LR: 4.618e-02 Score 96.931 Data time: 0.2500, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.7394 [2020-11-13 08:16:49,187][root][INFO] - ===> Epoch[444](11525/26): Loss -0.7181, Sem 0.0887, dir -0.9649, norm 0.1582, swav 0.0000 LR: 4.618e-02 Score 96.821 Data time: 0.2128, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.6203 [2020-11-13 08:16:56,090][root][INFO] - ===> Epoch[444](11526/26): Loss -0.7483, Sem 0.0870, dir -0.9736, norm 0.1383, swav 0.0000 LR: 4.617e-02 Score 96.943 Data time: 0.1987, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.8021 [2020-11-13 08:17:01,444][root][INFO] - ===> Epoch[444](11527/26): Loss -0.7118, Sem 0.0953, dir -0.9662, norm 0.1591, swav 0.0000 LR: 4.617e-02 Score 96.726 Data time: 0.2163, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.2637 [2020-11-13 08:17:07,508][root][INFO] - ===> Epoch[444](11528/26): Loss -0.7261, Sem 0.0989, dir -0.9687, norm 0.1437, swav 0.0000 LR: 4.616e-02 Score 96.466 Data time: 0.1841, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.9447 [2020-11-13 08:17:12,959][root][INFO] - ===> Epoch[444](11529/26): Loss -0.7444, Sem 0.0812, dir -0.9692, norm 0.1435, swav 0.0000 LR: 4.616e-02 Score 97.230 Data time: 0.1784, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.3457 [2020-11-13 08:17:18,870][root][INFO] - ===> Epoch[444](11530/26): Loss -0.7399, Sem 0.0925, dir -0.9684, norm 0.1361, swav 0.0000 LR: 4.615e-02 Score 96.786 Data time: 0.1948, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.8223 [2020-11-13 08:17:24,040][root][INFO] - ===> Epoch[444](11531/26): Loss -0.7431, Sem 0.0885, dir -0.9714, norm 0.1398, swav 0.0000 LR: 4.615e-02 Score 97.038 Data time: 0.2148, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.0456 [2020-11-13 08:17:29,868][root][INFO] - ===> Epoch[444](11532/26): Loss -0.7113, Sem 0.0890, dir -0.9665, norm 0.1662, swav 0.0000 LR: 4.614e-02 Score 96.995 Data time: 0.2801, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.7032 [2020-11-13 08:17:34,874][root][INFO] - ===> Epoch[444](11533/26): Loss -0.7495, Sem 0.0951, dir -0.9738, norm 0.1292, swav 0.0000 LR: 4.614e-02 Score 96.822 Data time: 0.2457, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.8540 [2020-11-13 08:17:41,819][root][INFO] - ===> Epoch[444](11534/26): Loss -0.7512, Sem 0.0848, dir -0.9722, norm 0.1362, swav 0.0000 LR: 4.613e-02 Score 97.002 Data time: 0.2339, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.8363 [2020-11-13 08:17:47,197][root][INFO] - ===> Epoch[444](11535/26): Loss -0.7308, Sem 0.0968, dir -0.9718, norm 0.1442, swav 0.0000 LR: 4.613e-02 Score 96.587 Data time: 0.1960, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.2675 [2020-11-13 08:17:52,509][root][INFO] - ===> Epoch[444](11536/26): Loss -0.7368, Sem 0.0886, dir -0.9715, norm 0.1461, swav 0.0000 LR: 4.612e-02 Score 96.848 Data time: 0.2477, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.2107 [2020-11-13 08:17:58,131][root][INFO] - ===> Epoch[444](11537/26): Loss -0.7490, Sem 0.0905, dir -0.9704, norm 0.1310, swav 0.0000 LR: 4.612e-02 Score 96.884 Data time: 0.1443, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.5134 [2020-11-13 08:18:03,747][root][INFO] - ===> Epoch[444](11538/26): Loss -0.7605, Sem 0.0799, dir -0.9740, norm 0.1336, swav 0.0000 LR: 4.611e-02 Score 97.220 Data time: 0.2455, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.5294 [2020-11-13 08:18:08,751][root][INFO] - ===> Epoch[444](11539/26): Loss -0.7115, Sem 0.0927, dir -0.9683, norm 0.1641, swav 0.0000 LR: 4.611e-02 Score 96.930 Data time: 0.2182, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.8881 [2020-11-13 08:18:17,243][root][INFO] - ===> Epoch[444](11540/26): Loss -0.7362, Sem 0.0887, dir -0.9691, norm 0.1442, swav 0.0000 LR: 4.610e-02 Score 96.869 Data time: 0.1964, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 8.3769 [2020-11-13 08:18:22,561][root][INFO] - ===> Epoch[444](11541/26): Loss -0.7549, Sem 0.0889, dir -0.9732, norm 0.1294, swav 0.0000 LR: 4.610e-02 Score 96.928 Data time: 0.2456, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.2358 [2020-11-13 08:18:28,264][root][INFO] - ===> Epoch[444](11542/26): Loss -0.7390, Sem 0.0925, dir -0.9671, norm 0.1356, swav 0.0000 LR: 4.609e-02 Score 96.747 Data time: 0.2335, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5914 [2020-11-13 08:18:34,161][root][INFO] - ===> Epoch[444](11543/26): Loss -0.7142, Sem 0.0962, dir -0.9678, norm 0.1574, swav 0.0000 LR: 4.609e-02 Score 96.609 Data time: 0.2067, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.8004 [2020-11-13 08:18:40,000][root][INFO] - ===> Epoch[444](11544/26): Loss -0.7271, Sem 0.0980, dir -0.9732, norm 0.1481, swav 0.0000 LR: 4.608e-02 Score 96.444 Data time: 0.2049, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.7376 [2020-11-13 08:18:45,063][root][INFO] - ===> Epoch[445](11545/26): Loss -0.7426, Sem 0.0812, dir -0.9724, norm 0.1486, swav 0.0000 LR: 4.608e-02 Score 97.179 Data time: 0.2003, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 4.9693 [2020-11-13 08:18:50,264][root][INFO] - ===> Epoch[445](11546/26): Loss -0.7421, Sem 0.0852, dir -0.9696, norm 0.1423, swav 0.0000 LR: 4.607e-02 Score 97.086 Data time: 0.2259, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.1100 [2020-11-13 08:18:56,230][root][INFO] - ===> Epoch[445](11547/26): Loss -0.7367, Sem 0.0790, dir -0.9655, norm 0.1499, swav 0.0000 LR: 4.607e-02 Score 97.171 Data time: 0.2011, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.8394 [2020-11-13 08:19:01,823][root][INFO] - ===> Epoch[445](11548/26): Loss -0.7437, Sem 0.0839, dir -0.9714, norm 0.1438, swav 0.0000 LR: 4.606e-02 Score 97.097 Data time: 0.1813, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.4914 [2020-11-13 08:19:07,335][root][INFO] - ===> Epoch[445](11549/26): Loss -0.7219, Sem 0.0884, dir -0.9694, norm 0.1591, swav 0.0000 LR: 4.606e-02 Score 96.854 Data time: 0.1799, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.4278 [2020-11-13 08:19:14,313][root][INFO] - ===> Epoch[445](11550/26): Loss -0.7106, Sem 0.0941, dir -0.9681, norm 0.1634, swav 0.0000 LR: 4.605e-02 Score 96.842 Data time: 0.3106, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.8719 [2020-11-13 08:19:19,058][root][INFO] - ===> Epoch[445](11551/26): Loss -0.7208, Sem 0.0973, dir -0.9663, norm 0.1482, swav 0.0000 LR: 4.605e-02 Score 96.684 Data time: 0.1720, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 4.5987 [2020-11-13 08:19:24,895][root][INFO] - ===> Epoch[445](11552/26): Loss -0.7410, Sem 0.0875, dir -0.9733, norm 0.1448, swav 0.0000 LR: 4.604e-02 Score 96.951 Data time: 0.2237, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.7185 [2020-11-13 08:19:31,241][root][INFO] - ===> Epoch[445](11553/26): Loss -0.7360, Sem 0.0838, dir -0.9735, norm 0.1537, swav 0.0000 LR: 4.604e-02 Score 97.097 Data time: 0.1749, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.2314 [2020-11-13 08:19:36,901][root][INFO] - ===> Epoch[445](11554/26): Loss -0.7460, Sem 0.0771, dir -0.9688, norm 0.1457, swav 0.0000 LR: 4.603e-02 Score 97.358 Data time: 0.1585, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5417 [2020-11-13 08:19:42,942][root][INFO] - ===> Epoch[445](11555/26): Loss -0.7370, Sem 0.0855, dir -0.9694, norm 0.1469, swav 0.0000 LR: 4.603e-02 Score 96.988 Data time: 0.1570, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.9659 [2020-11-13 08:19:48,387][root][INFO] - ===> Epoch[445](11556/26): Loss -0.7523, Sem 0.0847, dir -0.9702, norm 0.1332, swav 0.0000 LR: 4.602e-02 Score 97.123 Data time: 0.1891, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.3763 [2020-11-13 08:19:54,047][root][INFO] - ===> Epoch[445](11557/26): Loss -0.7478, Sem 0.0784, dir -0.9718, norm 0.1456, swav 0.0000 LR: 4.602e-02 Score 97.281 Data time: 0.1710, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.5626 [2020-11-13 08:19:59,328][root][INFO] - ===> Epoch[445](11558/26): Loss -0.7348, Sem 0.0902, dir -0.9724, norm 0.1474, swav 0.0000 LR: 4.602e-02 Score 96.779 Data time: 0.1999, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1910 [2020-11-13 08:20:05,642][root][INFO] - ===> Epoch[445](11559/26): Loss -0.7359, Sem 0.0917, dir -0.9723, norm 0.1446, swav 0.0000 LR: 4.601e-02 Score 96.894 Data time: 0.3098, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.2395 [2020-11-13 08:20:12,482][root][INFO] - ===> Epoch[445](11560/26): Loss -0.7356, Sem 0.0815, dir -0.9704, norm 0.1534, swav 0.0000 LR: 4.601e-02 Score 97.104 Data time: 0.1690, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.7081 [2020-11-13 08:20:18,192][root][INFO] - ===> Epoch[445](11561/26): Loss -0.7144, Sem 0.1049, dir -0.9709, norm 0.1516, swav 0.0000 LR: 4.600e-02 Score 96.533 Data time: 0.2181, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.6100 [2020-11-13 08:20:23,574][root][INFO] - ===> Epoch[445](11562/26): Loss -0.7334, Sem 0.0854, dir -0.9655, norm 0.1467, swav 0.0000 LR: 4.600e-02 Score 96.890 Data time: 0.1875, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.2762 [2020-11-13 08:20:29,459][root][INFO] - ===> Epoch[445](11563/26): Loss -0.7174, Sem 0.0894, dir -0.9703, norm 0.1634, swav 0.0000 LR: 4.599e-02 Score 96.843 Data time: 0.2264, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.8058 [2020-11-13 08:20:34,881][root][INFO] - ===> Epoch[445](11564/26): Loss -0.7477, Sem 0.0827, dir -0.9716, norm 0.1412, swav 0.0000 LR: 4.599e-02 Score 97.099 Data time: 0.2264, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.3183 [2020-11-13 08:20:40,976][root][INFO] - ===> Epoch[445](11565/26): Loss -0.7474, Sem 0.0915, dir -0.9738, norm 0.1349, swav 0.0000 LR: 4.598e-02 Score 96.782 Data time: 0.1619, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.9938 [2020-11-13 08:20:46,581][root][INFO] - ===> Epoch[445](11566/26): Loss -0.7198, Sem 0.0911, dir -0.9688, norm 0.1578, swav 0.0000 LR: 4.598e-02 Score 96.814 Data time: 0.1994, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.5211 [2020-11-13 08:20:52,023][root][INFO] - ===> Epoch[445](11567/26): Loss -0.7501, Sem 0.0776, dir -0.9643, norm 0.1366, swav 0.0000 LR: 4.597e-02 Score 97.242 Data time: 0.1809, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3388 [2020-11-13 08:20:57,846][root][INFO] - ===> Epoch[445](11568/26): Loss -0.7491, Sem 0.0848, dir -0.9724, norm 0.1385, swav 0.0000 LR: 4.597e-02 Score 97.041 Data time: 0.2243, Forward time: 2.2634, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.7184 [2020-11-13 08:21:03,151][root][INFO] - ===> Epoch[445](11569/26): Loss -0.7412, Sem 0.0859, dir -0.9679, norm 0.1408, swav 0.0000 LR: 4.596e-02 Score 96.935 Data time: 0.2197, Forward time: 2.2634, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1880 [2020-11-13 08:21:09,409][root][INFO] - ===> Epoch[445](11570/26): Loss -0.7486, Sem 0.0729, dir -0.9702, norm 0.1487, swav 0.0000 LR: 4.596e-02 Score 97.494 Data time: 0.2942, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.1587 [2020-11-13 08:21:15,371][root][INFO] - ===> Epoch[446](11571/26): Loss -0.7219, Sem 0.0971, dir -0.9691, norm 0.1501, swav 0.0000 LR: 4.595e-02 Score 96.587 Data time: 0.2264, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.8451 [2020-11-13 08:21:21,722][root][INFO] - ===> Epoch[446](11572/26): Loss -0.7037, Sem 0.0953, dir -0.9706, norm 0.1717, swav 0.0000 LR: 4.595e-02 Score 96.623 Data time: 0.2359, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.2360 [2020-11-13 08:21:28,238][root][INFO] - ===> Epoch[446](11573/26): Loss -0.7597, Sem 0.0772, dir -0.9691, norm 0.1322, swav 0.0000 LR: 4.594e-02 Score 97.213 Data time: 0.2087, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.3929 [2020-11-13 08:21:34,090][root][INFO] - ===> Epoch[446](11574/26): Loss -0.7380, Sem 0.0944, dir -0.9688, norm 0.1364, swav 0.0000 LR: 4.594e-02 Score 96.840 Data time: 0.2718, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.7507 [2020-11-13 08:21:39,417][root][INFO] - ===> Epoch[446](11575/26): Loss -0.7209, Sem 0.0896, dir -0.9601, norm 0.1496, swav 0.0000 LR: 4.593e-02 Score 96.961 Data time: 0.1947, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.2093 [2020-11-13 08:21:44,516][root][INFO] - ===> Epoch[446](11576/26): Loss -0.7628, Sem 0.0765, dir -0.9728, norm 0.1334, swav 0.0000 LR: 4.593e-02 Score 97.400 Data time: 0.1735, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.0106 [2020-11-13 08:21:49,840][root][INFO] - ===> Epoch[446](11577/26): Loss -0.7198, Sem 0.0980, dir -0.9695, norm 0.1518, swav 0.0000 LR: 4.592e-02 Score 96.709 Data time: 0.2187, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.2059 [2020-11-13 08:21:57,147][root][INFO] - ===> Epoch[446](11578/26): Loss -0.7530, Sem 0.0782, dir -0.9706, norm 0.1394, swav 0.0000 LR: 4.592e-02 Score 97.260 Data time: 0.1872, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 7.1863 [2020-11-13 08:22:02,924][root][INFO] - ===> Epoch[446](11579/26): Loss -0.7417, Sem 0.0889, dir -0.9709, norm 0.1403, swav 0.0000 LR: 4.591e-02 Score 96.999 Data time: 0.2655, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.6640 [2020-11-13 08:22:08,702][root][INFO] - ===> Epoch[446](11580/26): Loss -0.7555, Sem 0.0771, dir -0.9705, norm 0.1378, swav 0.0000 LR: 4.591e-02 Score 97.322 Data time: 0.1921, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.6464 [2020-11-13 08:22:14,590][root][INFO] - ===> Epoch[446](11581/26): Loss -0.7609, Sem 0.0856, dir -0.9753, norm 0.1288, swav 0.0000 LR: 4.590e-02 Score 97.115 Data time: 0.1557, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.7949 [2020-11-13 08:22:20,008][root][INFO] - ===> Epoch[446](11582/26): Loss -0.7304, Sem 0.0955, dir -0.9715, norm 0.1455, swav 0.0000 LR: 4.590e-02 Score 96.828 Data time: 0.1784, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.3376 [2020-11-13 08:22:25,600][root][INFO] - ===> Epoch[446](11583/26): Loss -0.7234, Sem 0.0950, dir -0.9683, norm 0.1499, swav 0.0000 LR: 4.589e-02 Score 96.652 Data time: 0.2143, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.4913 [2020-11-13 08:22:31,146][root][INFO] - ===> Epoch[446](11584/26): Loss -0.7446, Sem 0.0807, dir -0.9703, norm 0.1451, swav 0.0000 LR: 4.589e-02 Score 97.134 Data time: 0.1661, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.4210 [2020-11-13 08:22:36,726][root][INFO] - ===> Epoch[446](11585/26): Loss -0.7592, Sem 0.0725, dir -0.9703, norm 0.1386, swav 0.0000 LR: 4.588e-02 Score 97.497 Data time: 0.1596, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.4873 [2020-11-13 08:22:41,558][root][INFO] - ===> Epoch[446](11586/26): Loss -0.7346, Sem 0.0942, dir -0.9672, norm 0.1385, swav 0.0000 LR: 4.588e-02 Score 96.636 Data time: 0.1988, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 4.7497 [2020-11-13 08:22:48,033][root][INFO] - ===> Epoch[446](11587/26): Loss -0.7116, Sem 0.1036, dir -0.9668, norm 0.1516, swav 0.0000 LR: 4.587e-02 Score 96.401 Data time: 0.1924, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 6.3673 [2020-11-13 08:22:53,835][root][INFO] - ===> Epoch[446](11588/26): Loss -0.7287, Sem 0.0926, dir -0.9691, norm 0.1478, swav 0.0000 LR: 4.587e-02 Score 96.731 Data time: 0.2500, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.7286 [2020-11-13 08:22:59,332][root][INFO] - ===> Epoch[446](11589/26): Loss -0.7523, Sem 0.0886, dir -0.9723, norm 0.1314, swav 0.0000 LR: 4.586e-02 Score 96.953 Data time: 0.2040, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.3566 [2020-11-13 08:23:05,811][root][INFO] - ===> Epoch[446](11590/26): Loss -0.7375, Sem 0.0923, dir -0.9732, norm 0.1434, swav 0.0000 LR: 4.586e-02 Score 96.805 Data time: 0.1736, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 6.3457 [2020-11-13 08:23:11,697][root][INFO] - ===> Epoch[446](11591/26): Loss -0.7319, Sem 0.0947, dir -0.9713, norm 0.1446, swav 0.0000 LR: 4.585e-02 Score 96.725 Data time: 0.2593, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.7908 [2020-11-13 08:23:16,538][root][INFO] - ===> Epoch[446](11592/26): Loss -0.7535, Sem 0.0885, dir -0.9754, norm 0.1334, swav 0.0000 LR: 4.585e-02 Score 97.023 Data time: 0.1785, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.7070 [2020-11-13 08:23:22,362][root][INFO] - ===> Epoch[446](11593/26): Loss -0.7237, Sem 0.1013, dir -0.9715, norm 0.1465, swav 0.0000 LR: 4.584e-02 Score 96.572 Data time: 0.1793, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.7480 [2020-11-13 08:23:28,506][root][INFO] - ===> Epoch[446](11594/26): Loss -0.7451, Sem 0.0933, dir -0.9740, norm 0.1356, swav 0.0000 LR: 4.584e-02 Score 96.801 Data time: 0.1806, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.0369 [2020-11-13 08:23:34,517][root][INFO] - ===> Epoch[446](11595/26): Loss -0.7478, Sem 0.0873, dir -0.9722, norm 0.1371, swav 0.0000 LR: 4.583e-02 Score 97.064 Data time: 0.1924, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.9250 [2020-11-13 08:23:40,331][root][INFO] - ===> Epoch[446](11596/26): Loss -0.7344, Sem 0.0860, dir -0.9687, norm 0.1482, swav 0.0000 LR: 4.583e-02 Score 96.944 Data time: 0.2664, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.7148 [2020-11-13 08:23:46,710][root][INFO] - ===> Epoch[447](11597/26): Loss -0.7568, Sem 0.0761, dir -0.9724, norm 0.1394, swav 0.0000 LR: 4.582e-02 Score 97.341 Data time: 0.3072, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 6.2728 [2020-11-13 08:23:52,119][root][INFO] - ===> Epoch[447](11598/26): Loss -0.7436, Sem 0.0897, dir -0.9699, norm 0.1366, swav 0.0000 LR: 4.582e-02 Score 97.050 Data time: 0.2266, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.2873 [2020-11-13 08:23:58,846][root][INFO] - ===> Epoch[447](11599/26): Loss -0.7346, Sem 0.1009, dir -0.9712, norm 0.1357, swav 0.0000 LR: 4.581e-02 Score 96.366 Data time: 0.2172, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 6.6218 [2020-11-13 08:24:04,318][root][INFO] - ===> Epoch[447](11600/26): Loss -0.7389, Sem 0.0975, dir -0.9707, norm 0.1343, swav 0.0000 LR: 4.581e-02 Score 96.643 Data time: 0.2147, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3503 [2020-11-13 08:24:10,613][root][INFO] - ===> Epoch[447](11601/26): Loss -0.7439, Sem 0.0893, dir -0.9696, norm 0.1363, swav 0.0000 LR: 4.580e-02 Score 96.962 Data time: 0.2081, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.1849 [2020-11-13 08:24:16,959][root][INFO] - ===> Epoch[447](11602/26): Loss -0.7146, Sem 0.0947, dir -0.9729, norm 0.1635, swav 0.0000 LR: 4.580e-02 Score 96.767 Data time: 0.2255, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.2224 [2020-11-13 08:24:22,907][root][INFO] - ===> Epoch[447](11603/26): Loss -0.7491, Sem 0.0838, dir -0.9744, norm 0.1414, swav 0.0000 LR: 4.579e-02 Score 97.055 Data time: 0.2396, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.8213 [2020-11-13 08:24:28,252][root][INFO] - ===> Epoch[447](11604/26): Loss -0.7408, Sem 0.0926, dir -0.9716, norm 0.1382, swav 0.0000 LR: 4.579e-02 Score 96.745 Data time: 0.1513, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.2081 [2020-11-13 08:24:33,012][root][INFO] - ===> Epoch[447](11605/26): Loss -0.7310, Sem 0.0938, dir -0.9660, norm 0.1412, swav 0.0000 LR: 4.578e-02 Score 96.746 Data time: 0.2188, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.6559 [2020-11-13 08:24:39,160][root][INFO] - ===> Epoch[447](11606/26): Loss -0.7387, Sem 0.0860, dir -0.9695, norm 0.1449, swav 0.0000 LR: 4.578e-02 Score 97.007 Data time: 0.1652, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.0191 [2020-11-13 08:24:43,772][root][INFO] - ===> Epoch[447](11607/26): Loss -0.7458, Sem 0.0880, dir -0.9716, norm 0.1379, swav 0.0000 LR: 4.577e-02 Score 96.921 Data time: 0.1642, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.4486 [2020-11-13 08:24:49,977][root][INFO] - ===> Epoch[447](11608/26): Loss -0.7318, Sem 0.0923, dir -0.9698, norm 0.1457, swav 0.0000 LR: 4.577e-02 Score 96.636 Data time: 0.1829, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.1227 [2020-11-13 08:24:56,698][root][INFO] - ===> Epoch[447](11609/26): Loss -0.7280, Sem 0.0989, dir -0.9714, norm 0.1444, swav 0.0000 LR: 4.576e-02 Score 96.559 Data time: 0.2538, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.5906 [2020-11-13 08:25:02,068][root][INFO] - ===> Epoch[447](11610/26): Loss -0.7590, Sem 0.0809, dir -0.9730, norm 0.1332, swav 0.0000 LR: 4.576e-02 Score 97.124 Data time: 0.2097, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.2444 [2020-11-13 08:25:07,748][root][INFO] - ===> Epoch[447](11611/26): Loss -0.7108, Sem 0.0886, dir -0.9644, norm 0.1650, swav 0.0000 LR: 4.576e-02 Score 96.977 Data time: 0.1845, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.5871 [2020-11-13 08:25:13,280][root][INFO] - ===> Epoch[447](11612/26): Loss -0.7460, Sem 0.0893, dir -0.9696, norm 0.1343, swav 0.0000 LR: 4.575e-02 Score 96.819 Data time: 0.1685, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.4240 [2020-11-13 08:25:18,600][root][INFO] - ===> Epoch[447](11613/26): Loss -0.7390, Sem 0.0980, dir -0.9743, norm 0.1372, swav 0.0000 LR: 4.575e-02 Score 96.761 Data time: 0.2406, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.2171 [2020-11-13 08:25:24,001][root][INFO] - ===> Epoch[447](11614/26): Loss -0.7395, Sem 0.0858, dir -0.9716, norm 0.1462, swav 0.0000 LR: 4.574e-02 Score 97.017 Data time: 0.2461, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.2820 [2020-11-13 08:25:30,266][root][INFO] - ===> Epoch[447](11615/26): Loss -0.7084, Sem 0.1062, dir -0.9668, norm 0.1523, swav 0.0000 LR: 4.574e-02 Score 96.425 Data time: 0.2379, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 6.1479 [2020-11-13 08:25:37,687][root][INFO] - ===> Epoch[447](11616/26): Loss -0.7065, Sem 0.1006, dir -0.9696, norm 0.1626, swav 0.0000 LR: 4.573e-02 Score 96.652 Data time: 0.2336, Forward time: 2.2635, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 7.2960 [2020-11-13 08:25:44,673][root][INFO] - ===> Epoch[447](11617/26): Loss -0.6822, Sem 0.1078, dir -0.9609, norm 0.1709, swav 0.0000 LR: 4.573e-02 Score 96.189 Data time: 0.3484, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.8754 [2020-11-13 08:25:51,386][root][INFO] - ===> Epoch[447](11618/26): Loss -0.7335, Sem 0.0970, dir -0.9730, norm 0.1426, swav 0.0000 LR: 4.572e-02 Score 96.554 Data time: 0.3169, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.5725 [2020-11-13 08:25:58,078][root][INFO] - ===> Epoch[447](11619/26): Loss -0.7170, Sem 0.1068, dir -0.9671, norm 0.1433, swav 0.0000 LR: 4.572e-02 Score 96.144 Data time: 0.2889, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.5695 [2020-11-13 08:26:03,889][root][INFO] - ===> Epoch[447](11620/26): Loss -0.7295, Sem 0.0895, dir -0.9712, norm 0.1522, swav 0.0000 LR: 4.571e-02 Score 96.959 Data time: 0.1806, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.7097 [2020-11-13 08:26:08,979][root][INFO] - ===> Epoch[447](11621/26): Loss -0.7526, Sem 0.0949, dir -0.9737, norm 0.1262, swav 0.0000 LR: 4.571e-02 Score 96.757 Data time: 0.2266, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.0147 [2020-11-13 08:26:14,489][root][INFO] - ===> Epoch[447](11622/26): Loss -0.7564, Sem 0.0779, dir -0.9725, norm 0.1382, swav 0.0000 LR: 4.570e-02 Score 97.398 Data time: 0.2367, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3936 [2020-11-13 08:26:19,994][root][INFO] - ===> Epoch[448](11623/26): Loss -0.7033, Sem 0.1116, dir -0.9652, norm 0.1503, swav 0.0000 LR: 4.570e-02 Score 96.211 Data time: 0.2133, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3906 [2020-11-13 08:26:25,273][root][INFO] - ===> Epoch[448](11624/26): Loss -0.7351, Sem 0.0895, dir -0.9671, norm 0.1424, swav 0.0000 LR: 4.569e-02 Score 96.847 Data time: 0.1401, Forward time: 2.2636, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.1651 [2020-11-13 08:26:30,597][root][INFO] - ===> Epoch[448](11625/26): Loss -0.7329, Sem 0.0974, dir -0.9710, norm 0.1407, swav 0.0000 LR: 4.569e-02 Score 96.604 Data time: 0.1885, Forward time: 2.2636, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.2462 [2020-11-13 08:26:36,996][root][INFO] - ===> Epoch[448](11626/26): Loss -0.7292, Sem 0.0961, dir -0.9680, norm 0.1427, swav 0.0000 LR: 4.568e-02 Score 96.771 Data time: 0.2350, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.3139 [2020-11-13 08:26:42,427][root][INFO] - ===> Epoch[448](11627/26): Loss -0.7617, Sem 0.0771, dir -0.9704, norm 0.1316, swav 0.0000 LR: 4.568e-02 Score 97.362 Data time: 0.1969, Forward time: 2.2636, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3165 [2020-11-13 08:26:49,206][root][INFO] - ===> Epoch[448](11628/26): Loss -0.7448, Sem 0.0889, dir -0.9722, norm 0.1384, swav 0.0000 LR: 4.567e-02 Score 96.866 Data time: 0.2068, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.6697 [2020-11-13 08:26:54,653][root][INFO] - ===> Epoch[448](11629/26): Loss -0.7427, Sem 0.0900, dir -0.9699, norm 0.1371, swav 0.0000 LR: 4.567e-02 Score 97.022 Data time: 0.2346, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.3618 [2020-11-13 08:27:00,263][root][INFO] - ===> Epoch[448](11630/26): Loss -0.7346, Sem 0.0914, dir -0.9707, norm 0.1447, swav 0.0000 LR: 4.566e-02 Score 96.769 Data time: 0.2958, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.5103 [2020-11-13 08:27:06,801][root][INFO] - ===> Epoch[448](11631/26): Loss -0.7224, Sem 0.0842, dir -0.9621, norm 0.1555, swav 0.0000 LR: 4.566e-02 Score 97.051 Data time: 0.2204, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.4159 [2020-11-13 08:27:11,938][root][INFO] - ===> Epoch[448](11632/26): Loss -0.7299, Sem 0.0947, dir -0.9719, norm 0.1472, swav 0.0000 LR: 4.565e-02 Score 96.602 Data time: 0.2513, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.0387 [2020-11-13 08:27:17,174][root][INFO] - ===> Epoch[448](11633/26): Loss -0.7451, Sem 0.0806, dir -0.9685, norm 0.1428, swav 0.0000 LR: 4.565e-02 Score 97.270 Data time: 0.2235, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1116 [2020-11-13 08:27:22,282][root][INFO] - ===> Epoch[448](11634/26): Loss -0.7355, Sem 0.0878, dir -0.9659, norm 0.1426, swav 0.0000 LR: 4.564e-02 Score 96.870 Data time: 0.2034, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.0055 [2020-11-13 08:27:28,140][root][INFO] - ===> Epoch[448](11635/26): Loss -0.7323, Sem 0.0968, dir -0.9746, norm 0.1455, swav 0.0000 LR: 4.564e-02 Score 96.845 Data time: 0.1687, Forward time: 2.2636, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.7718 [2020-11-13 08:27:33,316][root][INFO] - ===> Epoch[448](11636/26): Loss -0.7440, Sem 0.0865, dir -0.9742, norm 0.1436, swav 0.0000 LR: 4.563e-02 Score 97.044 Data time: 0.2539, Forward time: 2.2637, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1143 [2020-11-13 08:27:39,190][root][INFO] - ===> Epoch[448](11637/26): Loss -0.7060, Sem 0.0981, dir -0.9685, norm 0.1644, swav 0.0000 LR: 4.563e-02 Score 96.653 Data time: 0.2609, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.7771 [2020-11-13 08:27:44,084][root][INFO] - ===> Epoch[448](11638/26): Loss -0.7005, Sem 0.1118, dir -0.9698, norm 0.1575, swav 0.0000 LR: 4.562e-02 Score 96.460 Data time: 0.2293, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 4.7738 [2020-11-13 08:27:50,374][root][INFO] - ===> Epoch[448](11639/26): Loss -0.7468, Sem 0.0874, dir -0.9691, norm 0.1350, swav 0.0000 LR: 4.562e-02 Score 96.871 Data time: 0.1887, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.1744 [2020-11-13 08:27:55,710][root][INFO] - ===> Epoch[448](11640/26): Loss -0.7315, Sem 0.0898, dir -0.9676, norm 0.1464, swav 0.0000 LR: 4.561e-02 Score 96.943 Data time: 0.1705, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.2427 [2020-11-13 08:28:02,192][root][INFO] - ===> Epoch[448](11641/26): Loss -0.7272, Sem 0.1039, dir -0.9686, norm 0.1375, swav 0.0000 LR: 4.561e-02 Score 96.425 Data time: 0.2912, Forward time: 2.2637, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.4300 [2020-11-13 08:28:07,484][root][INFO] - ===> Epoch[448](11642/26): Loss -0.7219, Sem 0.0922, dir -0.9676, norm 0.1535, swav 0.0000 LR: 4.560e-02 Score 96.677 Data time: 0.2315, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.1574 [2020-11-13 08:28:12,703][root][INFO] - ===> Epoch[448](11643/26): Loss -0.7609, Sem 0.0805, dir -0.9708, norm 0.1294, swav 0.0000 LR: 4.560e-02 Score 97.232 Data time: 0.2072, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.1181 [2020-11-13 08:28:18,027][root][INFO] - ===> Epoch[448](11644/26): Loss -0.6967, Sem 0.1148, dir -0.9686, norm 0.1570, swav 0.0000 LR: 4.559e-02 Score 96.110 Data time: 0.2145, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.2336 [2020-11-13 08:28:22,835][root][INFO] - ===> Epoch[448](11645/26): Loss -0.7227, Sem 0.1043, dir -0.9688, norm 0.1418, swav 0.0000 LR: 4.559e-02 Score 96.562 Data time: 0.1490, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.6909 [2020-11-13 08:28:28,708][root][INFO] - ===> Epoch[448](11646/26): Loss -0.7230, Sem 0.0983, dir -0.9671, norm 0.1457, swav 0.0000 LR: 4.558e-02 Score 96.616 Data time: 0.2191, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.7980 [2020-11-13 08:28:34,747][root][INFO] - ===> Epoch[448](11647/26): Loss -0.7411, Sem 0.0901, dir -0.9733, norm 0.1422, swav 0.0000 LR: 4.558e-02 Score 96.972 Data time: 0.2029, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.9277 [2020-11-13 08:28:42,043][root][INFO] - ===> Epoch[448](11648/26): Loss -0.7282, Sem 0.0950, dir -0.9697, norm 0.1464, swav 0.0000 LR: 4.557e-02 Score 96.707 Data time: 0.2529, Forward time: 2.2638, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 7.1760 [2020-11-13 08:28:47,723][root][INFO] - ===> Epoch[449](11649/26): Loss -0.7354, Sem 0.0887, dir -0.9681, norm 0.1441, swav 0.0000 LR: 4.557e-02 Score 96.955 Data time: 0.2795, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5608 [2020-11-13 08:28:52,643][root][INFO] - ===> Epoch[449](11650/26): Loss -0.7179, Sem 0.1004, dir -0.9674, norm 0.1491, swav 0.0000 LR: 4.556e-02 Score 96.558 Data time: 0.2328, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.7897 [2020-11-13 08:28:59,103][root][INFO] - ===> Epoch[449](11651/26): Loss -0.7614, Sem 0.0855, dir -0.9738, norm 0.1269, swav 0.0000 LR: 4.556e-02 Score 97.052 Data time: 0.1697, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.3471 [2020-11-13 08:29:04,259][root][INFO] - ===> Epoch[449](11652/26): Loss -0.7272, Sem 0.0981, dir -0.9726, norm 0.1474, swav 0.0000 LR: 4.555e-02 Score 96.766 Data time: 0.2148, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.0683 [2020-11-13 08:29:09,710][root][INFO] - ===> Epoch[449](11653/26): Loss -0.7332, Sem 0.0867, dir -0.9707, norm 0.1508, swav 0.0000 LR: 4.555e-02 Score 97.045 Data time: 0.2122, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.3512 [2020-11-13 08:29:14,657][root][INFO] - ===> Epoch[449](11654/26): Loss -0.7441, Sem 0.0934, dir -0.9707, norm 0.1332, swav 0.0000 LR: 4.554e-02 Score 96.804 Data time: 0.2379, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.8338 [2020-11-13 08:29:20,334][root][INFO] - ===> Epoch[449](11655/26): Loss -0.7405, Sem 0.0903, dir -0.9694, norm 0.1387, swav 0.0000 LR: 4.554e-02 Score 96.806 Data time: 0.2728, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.5398 [2020-11-13 08:29:25,602][root][INFO] - ===> Epoch[449](11656/26): Loss -0.7545, Sem 0.0856, dir -0.9741, norm 0.1340, swav 0.0000 LR: 4.553e-02 Score 97.111 Data time: 0.1918, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.1436 [2020-11-13 08:29:30,760][root][INFO] - ===> Epoch[449](11657/26): Loss -0.7526, Sem 0.0891, dir -0.9721, norm 0.1303, swav 0.0000 LR: 4.553e-02 Score 96.895 Data time: 0.2057, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.0480 [2020-11-13 08:29:36,367][root][INFO] - ===> Epoch[449](11658/26): Loss -0.7492, Sem 0.0844, dir -0.9717, norm 0.1380, swav 0.0000 LR: 4.552e-02 Score 96.980 Data time: 0.2346, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.4894 [2020-11-13 08:29:41,148][root][INFO] - ===> Epoch[449](11659/26): Loss -0.7265, Sem 0.0977, dir -0.9688, norm 0.1446, swav 0.0000 LR: 4.552e-02 Score 96.795 Data time: 0.2064, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.6482 [2020-11-13 08:29:47,731][root][INFO] - ===> Epoch[449](11660/26): Loss -0.7386, Sem 0.0952, dir -0.9699, norm 0.1360, swav 0.0000 LR: 4.551e-02 Score 96.804 Data time: 0.3177, Forward time: 2.2639, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.4756 [2020-11-13 08:29:52,511][root][INFO] - ===> Epoch[449](11661/26): Loss -0.7222, Sem 0.0901, dir -0.9665, norm 0.1542, swav 0.0000 LR: 4.551e-02 Score 96.815 Data time: 0.1676, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 4.6349 [2020-11-13 08:29:57,814][root][INFO] - ===> Epoch[449](11662/26): Loss -0.7388, Sem 0.0869, dir -0.9703, norm 0.1446, swav 0.0000 LR: 4.550e-02 Score 96.961 Data time: 0.2052, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.1928 [2020-11-13 08:30:03,249][root][INFO] - ===> Epoch[449](11663/26): Loss -0.7462, Sem 0.0891, dir -0.9709, norm 0.1356, swav 0.0000 LR: 4.550e-02 Score 96.747 Data time: 0.2003, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.3261 [2020-11-13 08:30:09,868][root][INFO] - ===> Epoch[449](11664/26): Loss -0.7323, Sem 0.0914, dir -0.9704, norm 0.1467, swav 0.0000 LR: 4.549e-02 Score 96.847 Data time: 0.2522, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.5013 [2020-11-13 08:30:14,882][root][INFO] - ===> Epoch[449](11665/26): Loss -0.6969, Sem 0.1056, dir -0.9662, norm 0.1637, swav 0.0000 LR: 4.549e-02 Score 96.480 Data time: 0.2462, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 4.8762 [2020-11-13 08:30:20,943][root][INFO] - ===> Epoch[449](11666/26): Loss -0.7524, Sem 0.0829, dir -0.9687, norm 0.1334, swav 0.0000 LR: 4.549e-02 Score 97.085 Data time: 0.2122, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.9327 [2020-11-13 08:30:27,914][root][INFO] - ===> Epoch[449](11667/26): Loss -0.7236, Sem 0.0907, dir -0.9696, norm 0.1553, swav 0.0000 LR: 4.548e-02 Score 96.839 Data time: 0.1698, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.8537 [2020-11-13 08:30:34,165][root][INFO] - ===> Epoch[449](11668/26): Loss -0.7425, Sem 0.0894, dir -0.9697, norm 0.1378, swav 0.0000 LR: 4.548e-02 Score 96.892 Data time: 0.2398, Forward time: 2.2639, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.1888 [2020-11-13 08:30:40,934][root][INFO] - ===> Epoch[449](11669/26): Loss -0.7726, Sem 0.0762, dir -0.9736, norm 0.1249, swav 0.0000 LR: 4.547e-02 Score 97.350 Data time: 0.2087, Forward time: 2.2639, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.6373 [2020-11-13 08:30:47,147][root][INFO] - ===> Epoch[449](11670/26): Loss -0.7387, Sem 0.0809, dir -0.9659, norm 0.1463, swav 0.0000 LR: 4.547e-02 Score 97.150 Data time: 0.1863, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.1303 [2020-11-13 08:30:52,130][root][INFO] - ===> Epoch[449](11671/26): Loss -0.7594, Sem 0.0793, dir -0.9723, norm 0.1337, swav 0.0000 LR: 4.546e-02 Score 97.419 Data time: 0.1571, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.9096 [2020-11-13 08:30:57,903][root][INFO] - ===> Epoch[449](11672/26): Loss -0.7326, Sem 0.0879, dir -0.9725, norm 0.1519, swav 0.0000 LR: 4.546e-02 Score 96.905 Data time: 0.1678, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.6993 [2020-11-13 08:31:04,513][root][INFO] - ===> Epoch[449](11673/26): Loss -0.7224, Sem 0.0877, dir -0.9647, norm 0.1546, swav 0.0000 LR: 4.545e-02 Score 97.104 Data time: 0.1715, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.5273 [2020-11-13 08:31:10,732][root][INFO] - ===> Epoch[449](11674/26): Loss -0.7418, Sem 0.0881, dir -0.9729, norm 0.1430, swav 0.0000 LR: 4.545e-02 Score 96.969 Data time: 0.2153, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.1223 [2020-11-13 08:31:17,016][root][INFO] - ===> Epoch[450](11675/26): Loss -0.7141, Sem 0.0994, dir -0.9684, norm 0.1549, swav 0.0000 LR: 4.544e-02 Score 96.604 Data time: 0.3010, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.1903 [2020-11-13 08:31:21,643][root][INFO] - ===> Epoch[450](11676/26): Loss -0.7466, Sem 0.0803, dir -0.9685, norm 0.1416, swav 0.0000 LR: 4.544e-02 Score 97.270 Data time: 0.2198, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.4904 [2020-11-13 08:31:27,466][root][INFO] - ===> Epoch[450](11677/26): Loss -0.7413, Sem 0.0966, dir -0.9722, norm 0.1342, swav 0.0000 LR: 4.543e-02 Score 96.531 Data time: 0.1705, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.6890 [2020-11-13 08:31:33,097][root][INFO] - ===> Epoch[450](11678/26): Loss -0.7440, Sem 0.0808, dir -0.9728, norm 0.1479, swav 0.0000 LR: 4.543e-02 Score 97.053 Data time: 0.2710, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.5487 [2020-11-13 08:31:38,997][root][INFO] - ===> Epoch[450](11679/26): Loss -0.7490, Sem 0.0871, dir -0.9726, norm 0.1364, swav 0.0000 LR: 4.542e-02 Score 97.197 Data time: 0.3319, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.7669 [2020-11-13 08:31:44,847][root][INFO] - ===> Epoch[450](11680/26): Loss -0.7330, Sem 0.0910, dir -0.9700, norm 0.1461, swav 0.0000 LR: 4.542e-02 Score 96.832 Data time: 0.1855, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.7399 [2020-11-13 08:31:51,586][root][INFO] - ===> Epoch[450](11681/26): Loss -0.7479, Sem 0.0876, dir -0.9716, norm 0.1361, swav 0.0000 LR: 4.541e-02 Score 96.937 Data time: 0.2161, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.6540 [2020-11-13 08:31:56,196][root][INFO] - ===> Epoch[450](11682/26): Loss -0.7733, Sem 0.0704, dir -0.9702, norm 0.1266, swav 0.0000 LR: 4.541e-02 Score 97.634 Data time: 0.2192, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.5013 [2020-11-13 08:32:01,549][root][INFO] - ===> Epoch[450](11683/26): Loss -0.7586, Sem 0.0839, dir -0.9738, norm 0.1313, swav 0.0000 LR: 4.540e-02 Score 97.044 Data time: 0.2176, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.2553 [2020-11-13 08:32:06,731][root][INFO] - ===> Epoch[450](11684/26): Loss -0.7405, Sem 0.0937, dir -0.9711, norm 0.1369, swav 0.0000 LR: 4.540e-02 Score 96.738 Data time: 0.1989, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.0865 [2020-11-13 08:32:11,763][root][INFO] - ===> Epoch[450](11685/26): Loss -0.7446, Sem 0.0887, dir -0.9692, norm 0.1360, swav 0.0000 LR: 4.539e-02 Score 96.859 Data time: 0.1713, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.9242 [2020-11-13 08:32:17,283][root][INFO] - ===> Epoch[450](11686/26): Loss -0.7416, Sem 0.0811, dir -0.9698, norm 0.1471, swav 0.0000 LR: 4.539e-02 Score 97.246 Data time: 0.2223, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.4090 [2020-11-13 08:32:21,828][root][INFO] - ===> Epoch[450](11687/26): Loss -0.7208, Sem 0.0940, dir -0.9637, norm 0.1488, swav 0.0000 LR: 4.538e-02 Score 96.793 Data time: 0.1843, Forward time: 2.2637, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 4.4292 [2020-11-13 08:32:26,996][root][INFO] - ===> Epoch[450](11688/26): Loss -0.7522, Sem 0.0818, dir -0.9706, norm 0.1366, swav 0.0000 LR: 4.538e-02 Score 97.119 Data time: 0.1934, Forward time: 2.2637, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.0797 [2020-11-13 08:32:32,345][root][INFO] - ===> Epoch[450](11689/26): Loss -0.7483, Sem 0.0832, dir -0.9705, norm 0.1390, swav 0.0000 LR: 4.537e-02 Score 97.127 Data time: 0.2441, Forward time: 2.2637, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.2308 [2020-11-13 08:32:37,549][root][INFO] - ===> Epoch[450](11690/26): Loss -0.7631, Sem 0.0826, dir -0.9753, norm 0.1296, swav 0.0000 LR: 4.537e-02 Score 97.107 Data time: 0.2390, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.0691 [2020-11-13 08:32:42,836][root][INFO] - ===> Epoch[450](11691/26): Loss -0.7484, Sem 0.0871, dir -0.9715, norm 0.1360, swav 0.0000 LR: 4.536e-02 Score 96.907 Data time: 0.2115, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.1717 [2020-11-13 08:32:48,873][root][INFO] - ===> Epoch[450](11692/26): Loss -0.7574, Sem 0.0838, dir -0.9730, norm 0.1318, swav 0.0000 LR: 4.536e-02 Score 97.129 Data time: 0.2176, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.9286 [2020-11-13 08:32:55,391][root][INFO] - ===> Epoch[450](11693/26): Loss -0.7028, Sem 0.0992, dir -0.9680, norm 0.1661, swav 0.0000 LR: 4.535e-02 Score 96.427 Data time: 0.2979, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 6.4004 [2020-11-13 08:33:03,208][root][INFO] - ===> Epoch[450](11694/26): Loss -0.7339, Sem 0.0886, dir -0.9671, norm 0.1446, swav 0.0000 LR: 4.535e-02 Score 96.736 Data time: 0.1832, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 7.6858 [2020-11-13 08:33:08,890][root][INFO] - ===> Epoch[450](11695/26): Loss -0.7396, Sem 0.0947, dir -0.9700, norm 0.1357, swav 0.0000 LR: 4.534e-02 Score 96.773 Data time: 0.2081, Forward time: 2.2638, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.5998 [2020-11-13 08:33:14,446][root][INFO] - ===> Epoch[450](11696/26): Loss -0.7224, Sem 0.0946, dir -0.9676, norm 0.1506, swav 0.0000 LR: 4.534e-02 Score 96.742 Data time: 0.2726, Forward time: 2.2638, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.4526 [2020-11-13 08:33:20,959][root][INFO] - ===> Epoch[450](11697/26): Loss -0.7408, Sem 0.0980, dir -0.9708, norm 0.1320, swav 0.0000 LR: 4.533e-02 Score 96.623 Data time: 0.3057, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.3811 [2020-11-13 08:33:28,384][root][INFO] - ===> Epoch[450](11698/26): Loss -0.7712, Sem 0.0729, dir -0.9764, norm 0.1323, swav 0.0000 LR: 4.533e-02 Score 97.413 Data time: 0.2309, Forward time: 2.2639, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 7.3202 [2020-11-13 08:33:33,217][root][INFO] - ===> Epoch[450](11699/26): Loss -0.7419, Sem 0.0859, dir -0.9678, norm 0.1400, swav 0.0000 LR: 4.532e-02 Score 96.989 Data time: 0.2042, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 4.7399 [2020-11-13 08:33:38,879][root][INFO] - ===> Epoch[450](11700/26): Loss -0.7199, Sem 0.0903, dir -0.9702, norm 0.1600, swav 0.0000 LR: 4.532e-02 Score 96.662 Data time: 0.2091, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.5632 [2020-11-13 08:33:45,700][root][INFO] - ===> Epoch[451](11701/26): Loss -0.7518, Sem 0.0853, dir -0.9713, norm 0.1342, swav 0.0000 LR: 4.531e-02 Score 97.047 Data time: 0.3361, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.7346 [2020-11-13 08:33:52,507][root][INFO] - ===> Epoch[451](11702/26): Loss -0.7446, Sem 0.0839, dir -0.9704, norm 0.1418, swav 0.0000 LR: 4.531e-02 Score 97.137 Data time: 0.1771, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.6776 [2020-11-13 08:33:59,140][root][INFO] - ===> Epoch[451](11703/26): Loss -0.7440, Sem 0.0939, dir -0.9732, norm 0.1354, swav 0.0000 LR: 4.530e-02 Score 96.725 Data time: 0.2186, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.5297 [2020-11-13 08:34:05,218][root][INFO] - ===> Epoch[451](11704/26): Loss -0.7582, Sem 0.0858, dir -0.9727, norm 0.1287, swav 0.0000 LR: 4.530e-02 Score 96.948 Data time: 0.2623, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.9590 [2020-11-13 08:34:10,966][root][INFO] - ===> Epoch[451](11705/26): Loss -0.7411, Sem 0.0841, dir -0.9663, norm 0.1410, swav 0.0000 LR: 4.529e-02 Score 97.124 Data time: 0.1798, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.6246 [2020-11-13 08:34:18,358][root][INFO] - ===> Epoch[451](11706/26): Loss -0.7364, Sem 0.0901, dir -0.9723, norm 0.1459, swav 0.0000 LR: 4.529e-02 Score 96.941 Data time: 0.2044, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 7.3121 [2020-11-13 08:34:23,375][root][INFO] - ===> Epoch[451](11707/26): Loss -0.7381, Sem 0.0925, dir -0.9717, norm 0.1411, swav 0.0000 LR: 4.528e-02 Score 96.735 Data time: 0.2114, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.9038 [2020-11-13 08:34:28,826][root][INFO] - ===> Epoch[451](11708/26): Loss -0.7664, Sem 0.0773, dir -0.9760, norm 0.1323, swav 0.0000 LR: 4.528e-02 Score 97.213 Data time: 0.2640, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.3293 [2020-11-13 08:34:33,621][root][INFO] - ===> Epoch[451](11709/26): Loss -0.7651, Sem 0.0787, dir -0.9744, norm 0.1306, swav 0.0000 LR: 4.527e-02 Score 97.163 Data time: 0.2176, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.6944 [2020-11-13 08:34:38,681][root][INFO] - ===> Epoch[451](11710/26): Loss -0.7213, Sem 0.0952, dir -0.9669, norm 0.1504, swav 0.0000 LR: 4.527e-02 Score 96.655 Data time: 0.1983, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.9432 [2020-11-13 08:34:45,689][root][INFO] - ===> Epoch[451](11711/26): Loss -0.7394, Sem 0.0954, dir -0.9715, norm 0.1366, swav 0.0000 LR: 4.526e-02 Score 96.513 Data time: 0.2864, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.9390 [2020-11-13 08:34:51,032][root][INFO] - ===> Epoch[451](11712/26): Loss -0.7357, Sem 0.0835, dir -0.9664, norm 0.1472, swav 0.0000 LR: 4.526e-02 Score 97.192 Data time: 0.2524, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.1981 [2020-11-13 08:34:56,749][root][INFO] - ===> Epoch[451](11713/26): Loss -0.7361, Sem 0.0926, dir -0.9701, norm 0.1414, swav 0.0000 LR: 4.525e-02 Score 96.777 Data time: 0.2855, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.6130 [2020-11-13 08:35:02,381][root][INFO] - ===> Epoch[451](11714/26): Loss -0.7454, Sem 0.0900, dir -0.9715, norm 0.1361, swav 0.0000 LR: 4.525e-02 Score 96.865 Data time: 0.2445, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.5165 [2020-11-13 08:35:09,230][root][INFO] - ===> Epoch[451](11715/26): Loss -0.7367, Sem 0.0929, dir -0.9711, norm 0.1415, swav 0.0000 LR: 4.524e-02 Score 97.074 Data time: 0.2594, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.7539 [2020-11-13 08:35:14,746][root][INFO] - ===> Epoch[451](11716/26): Loss -0.7381, Sem 0.0820, dir -0.9683, norm 0.1481, swav 0.0000 LR: 4.524e-02 Score 97.093 Data time: 0.1902, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.4039 [2020-11-13 08:35:20,744][root][INFO] - ===> Epoch[451](11717/26): Loss -0.7319, Sem 0.0952, dir -0.9731, norm 0.1459, swav 0.0000 LR: 4.523e-02 Score 96.782 Data time: 0.2024, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.9255 [2020-11-13 08:35:26,144][root][INFO] - ===> Epoch[451](11718/26): Loss -0.7366, Sem 0.0920, dir -0.9700, norm 0.1414, swav 0.0000 LR: 4.523e-02 Score 96.908 Data time: 0.1897, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.3305 [2020-11-13 08:35:31,955][root][INFO] - ===> Epoch[451](11719/26): Loss -0.7512, Sem 0.0859, dir -0.9708, norm 0.1337, swav 0.0000 LR: 4.522e-02 Score 96.975 Data time: 0.2452, Forward time: 2.2642, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.7285 [2020-11-13 08:35:36,804][root][INFO] - ===> Epoch[451](11720/26): Loss -0.7519, Sem 0.0852, dir -0.9740, norm 0.1370, swav 0.0000 LR: 4.522e-02 Score 97.081 Data time: 0.2227, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 4.7371 [2020-11-13 08:35:42,503][root][INFO] - ===> Epoch[451](11721/26): Loss -0.7467, Sem 0.0805, dir -0.9675, norm 0.1403, swav 0.0000 LR: 4.521e-02 Score 97.152 Data time: 0.2914, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.5884 [2020-11-13 08:35:48,255][root][INFO] - ===> Epoch[451](11722/26): Loss -0.7142, Sem 0.0891, dir -0.9692, norm 0.1659, swav 0.0000 LR: 4.521e-02 Score 96.945 Data time: 0.2704, Forward time: 2.2643, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.6528 [2020-11-13 08:35:54,225][root][INFO] - ===> Epoch[451](11723/26): Loss -0.7321, Sem 0.0985, dir -0.9711, norm 0.1405, swav 0.0000 LR: 4.520e-02 Score 96.560 Data time: 0.2071, Forward time: 2.2643, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.8476 [2020-11-13 08:35:59,572][root][INFO] - ===> Epoch[451](11724/26): Loss -0.6931, Sem 0.1089, dir -0.9667, norm 0.1647, swav 0.0000 LR: 4.520e-02 Score 96.389 Data time: 0.2660, Forward time: 2.2643, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.2556 [2020-11-13 08:36:04,570][root][INFO] - ===> Epoch[451](11725/26): Loss -0.7400, Sem 0.0844, dir -0.9633, norm 0.1390, swav 0.0000 LR: 4.520e-02 Score 97.168 Data time: 0.2386, Forward time: 2.2643, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 4.8725 [2020-11-13 08:36:11,104][root][INFO] - ===> Epoch[451](11726/26): Loss -0.7222, Sem 0.0976, dir -0.9701, norm 0.1504, swav 0.0000 LR: 4.519e-02 Score 96.791 Data time: 0.1812, Forward time: 2.2643, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 6.4356 [2020-11-13 08:36:17,276][root][INFO] - ===> Epoch[452](11727/26): Loss -0.6915, Sem 0.1166, dir -0.9674, norm 0.1593, swav 0.0000 LR: 4.519e-02 Score 96.527 Data time: 0.2385, Forward time: 2.2643, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 6.0865 [2020-11-13 08:36:23,235][root][INFO] - ===> Epoch[452](11728/26): Loss -0.7208, Sem 0.0964, dir -0.9673, norm 0.1501, swav 0.0000 LR: 4.518e-02 Score 96.545 Data time: 0.2013, Forward time: 2.2643, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.8332 [2020-11-13 08:36:28,751][root][INFO] - ===> Epoch[452](11729/26): Loss -0.7409, Sem 0.0948, dir -0.9745, norm 0.1388, swav 0.0000 LR: 4.518e-02 Score 96.739 Data time: 0.1684, Forward time: 2.2643, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.3880 [2020-11-13 08:36:34,280][root][INFO] - ===> Epoch[452](11730/26): Loss -0.7349, Sem 0.0931, dir -0.9727, norm 0.1447, swav 0.0000 LR: 4.517e-02 Score 96.752 Data time: 0.1413, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.4365 [2020-11-13 08:36:40,205][root][INFO] - ===> Epoch[452](11731/26): Loss -0.7562, Sem 0.0800, dir -0.9757, norm 0.1394, swav 0.0000 LR: 4.517e-02 Score 97.202 Data time: 0.1872, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.8767 [2020-11-13 08:36:46,231][root][INFO] - ===> Epoch[452](11732/26): Loss -0.7428, Sem 0.0925, dir -0.9710, norm 0.1357, swav 0.0000 LR: 4.516e-02 Score 96.731 Data time: 0.2246, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.9284 [2020-11-13 08:36:51,931][root][INFO] - ===> Epoch[452](11733/26): Loss -0.7369, Sem 0.1005, dir -0.9706, norm 0.1332, swav 0.0000 LR: 4.516e-02 Score 96.560 Data time: 0.1729, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.5830 [2020-11-13 08:36:57,394][root][INFO] - ===> Epoch[452](11734/26): Loss -0.7313, Sem 0.0975, dir -0.9685, norm 0.1398, swav 0.0000 LR: 4.515e-02 Score 96.642 Data time: 0.2500, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.3899 [2020-11-13 08:37:02,933][root][INFO] - ===> Epoch[452](11735/26): Loss -0.7192, Sem 0.0911, dir -0.9721, norm 0.1618, swav 0.0000 LR: 4.515e-02 Score 96.954 Data time: 0.1443, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.4306 [2020-11-13 08:37:08,931][root][INFO] - ===> Epoch[452](11736/26): Loss -0.7533, Sem 0.0877, dir -0.9734, norm 0.1324, swav 0.0000 LR: 4.514e-02 Score 96.920 Data time: 0.2059, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.9018 [2020-11-13 08:37:14,936][root][INFO] - ===> Epoch[452](11737/26): Loss -0.7258, Sem 0.1020, dir -0.9727, norm 0.1450, swav 0.0000 LR: 4.514e-02 Score 96.605 Data time: 0.2553, Forward time: 2.2642, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.8808 [2020-11-13 08:37:20,422][root][INFO] - ===> Epoch[452](11738/26): Loss -0.7546, Sem 0.0874, dir -0.9725, norm 0.1304, swav 0.0000 LR: 4.513e-02 Score 96.983 Data time: 0.1367, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.3296 [2020-11-13 08:37:25,960][root][INFO] - ===> Epoch[452](11739/26): Loss -0.7566, Sem 0.0864, dir -0.9744, norm 0.1314, swav 0.0000 LR: 4.513e-02 Score 97.017 Data time: 0.2022, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.4464 [2020-11-13 08:37:32,448][root][INFO] - ===> Epoch[452](11740/26): Loss -0.7424, Sem 0.0824, dir -0.9658, norm 0.1410, swav 0.0000 LR: 4.512e-02 Score 97.230 Data time: 0.2420, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.3736 [2020-11-13 08:37:39,555][root][INFO] - ===> Epoch[452](11741/26): Loss -0.7131, Sem 0.0973, dir -0.9690, norm 0.1586, swav 0.0000 LR: 4.512e-02 Score 96.653 Data time: 0.1761, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.9671 [2020-11-13 08:37:45,442][root][INFO] - ===> Epoch[452](11742/26): Loss -0.7354, Sem 0.0922, dir -0.9672, norm 0.1397, swav 0.0000 LR: 4.511e-02 Score 96.705 Data time: 0.1645, Forward time: 2.2641, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.7761 [2020-11-13 08:37:52,296][root][INFO] - ===> Epoch[452](11743/26): Loss -0.7275, Sem 0.1000, dir -0.9689, norm 0.1414, swav 0.0000 LR: 4.511e-02 Score 96.538 Data time: 0.1249, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.7788 [2020-11-13 08:37:57,735][root][INFO] - ===> Epoch[452](11744/26): Loss -0.7348, Sem 0.0883, dir -0.9678, norm 0.1447, swav 0.0000 LR: 4.510e-02 Score 96.996 Data time: 0.2171, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3791 [2020-11-13 08:38:03,258][root][INFO] - ===> Epoch[452](11745/26): Loss -0.7129, Sem 0.1089, dir -0.9693, norm 0.1475, swav 0.0000 LR: 4.510e-02 Score 96.203 Data time: 0.2628, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.4052 [2020-11-13 08:38:08,781][root][INFO] - ===> Epoch[452](11746/26): Loss -0.7223, Sem 0.0970, dir -0.9673, norm 0.1480, swav 0.0000 LR: 4.509e-02 Score 96.551 Data time: 0.2520, Forward time: 2.2641, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.3815 [2020-11-13 08:38:16,044][root][INFO] - ===> Epoch[452](11747/26): Loss -0.7462, Sem 0.0946, dir -0.9727, norm 0.1319, swav 0.0000 LR: 4.509e-02 Score 96.742 Data time: 0.1794, Forward time: 2.2641, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 7.1378 [2020-11-13 08:38:21,354][root][INFO] - ===> Epoch[452](11748/26): Loss -0.7328, Sem 0.0919, dir -0.9683, norm 0.1437, swav 0.0000 LR: 4.508e-02 Score 96.881 Data time: 0.1703, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.2240 [2020-11-13 08:38:27,604][root][INFO] - ===> Epoch[452](11749/26): Loss -0.7534, Sem 0.0859, dir -0.9697, norm 0.1303, swav 0.0000 LR: 4.508e-02 Score 97.007 Data time: 0.1997, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.1600 [2020-11-13 08:38:32,852][root][INFO] - ===> Epoch[452](11750/26): Loss -0.7233, Sem 0.0988, dir -0.9677, norm 0.1456, swav 0.0000 LR: 4.507e-02 Score 96.494 Data time: 0.1750, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1562 [2020-11-13 08:38:38,423][root][INFO] - ===> Epoch[452](11751/26): Loss -0.7218, Sem 0.1001, dir -0.9676, norm 0.1457, swav 0.0000 LR: 4.507e-02 Score 96.532 Data time: 0.2200, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.4776 [2020-11-13 08:38:43,792][root][INFO] - ===> Epoch[452](11752/26): Loss -0.7531, Sem 0.0859, dir -0.9749, norm 0.1360, swav 0.0000 LR: 4.506e-02 Score 96.998 Data time: 0.2418, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.2641 [2020-11-13 08:38:48,597][root][INFO] - ===> Epoch[453](11753/26): Loss -0.7331, Sem 0.0887, dir -0.9682, norm 0.1463, swav 0.0000 LR: 4.506e-02 Score 96.896 Data time: 0.1821, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.6842 [2020-11-13 08:38:54,104][root][INFO] - ===> Epoch[453](11754/26): Loss -0.7286, Sem 0.0925, dir -0.9718, norm 0.1506, swav 0.0000 LR: 4.505e-02 Score 96.804 Data time: 0.2269, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.4115 [2020-11-13 08:38:59,468][root][INFO] - ===> Epoch[453](11755/26): Loss -0.7339, Sem 0.0877, dir -0.9695, norm 0.1479, swav 0.0000 LR: 4.505e-02 Score 97.020 Data time: 0.1379, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.2363 [2020-11-13 08:39:05,502][root][INFO] - ===> Epoch[453](11756/26): Loss -0.7332, Sem 0.0976, dir -0.9698, norm 0.1390, swav 0.0000 LR: 4.504e-02 Score 96.554 Data time: 0.2860, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.9482 [2020-11-13 08:39:10,255][root][INFO] - ===> Epoch[453](11757/26): Loss -0.7229, Sem 0.1005, dir -0.9689, norm 0.1455, swav 0.0000 LR: 4.504e-02 Score 96.448 Data time: 0.1638, Forward time: 2.2639, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.6062 [2020-11-13 08:39:16,442][root][INFO] - ===> Epoch[453](11758/26): Loss -0.7421, Sem 0.0867, dir -0.9704, norm 0.1416, swav 0.0000 LR: 4.503e-02 Score 97.078 Data time: 0.1680, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.0774 [2020-11-13 08:39:22,750][root][INFO] - ===> Epoch[453](11759/26): Loss -0.7407, Sem 0.0931, dir -0.9709, norm 0.1372, swav 0.0000 LR: 4.503e-02 Score 96.708 Data time: 0.1373, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.1876 [2020-11-13 08:39:27,323][root][INFO] - ===> Epoch[453](11760/26): Loss -0.7562, Sem 0.0843, dir -0.9749, norm 0.1344, swav 0.0000 LR: 4.502e-02 Score 97.003 Data time: 0.1578, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.4682 [2020-11-13 08:39:33,032][root][INFO] - ===> Epoch[453](11761/26): Loss -0.7338, Sem 0.1036, dir -0.9727, norm 0.1352, swav 0.0000 LR: 4.502e-02 Score 96.609 Data time: 0.1992, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.6366 [2020-11-13 08:39:37,928][root][INFO] - ===> Epoch[453](11762/26): Loss -0.7230, Sem 0.1032, dir -0.9691, norm 0.1429, swav 0.0000 LR: 4.501e-02 Score 96.500 Data time: 0.2330, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.7852 [2020-11-13 08:39:43,388][root][INFO] - ===> Epoch[453](11763/26): Loss -0.7455, Sem 0.0827, dir -0.9704, norm 0.1422, swav 0.0000 LR: 4.501e-02 Score 97.092 Data time: 0.2563, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.3295 [2020-11-13 08:39:49,290][root][INFO] - ===> Epoch[453](11764/26): Loss -0.7296, Sem 0.0949, dir -0.9707, norm 0.1462, swav 0.0000 LR: 4.500e-02 Score 96.724 Data time: 0.1627, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.4541 [2020-11-13 08:39:54,969][root][INFO] - ===> Epoch[453](11765/26): Loss -0.7353, Sem 0.0933, dir -0.9696, norm 0.1410, swav 0.0000 LR: 4.500e-02 Score 96.748 Data time: 0.1966, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.5831 [2020-11-13 08:40:01,720][root][INFO] - ===> Epoch[453](11766/26): Loss -0.7603, Sem 0.0803, dir -0.9715, norm 0.1309, swav 0.0000 LR: 4.499e-02 Score 97.137 Data time: 0.2602, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.6558 [2020-11-13 08:40:06,761][root][INFO] - ===> Epoch[453](11767/26): Loss -0.7694, Sem 0.0805, dir -0.9765, norm 0.1265, swav 0.0000 LR: 4.499e-02 Score 97.108 Data time: 0.2070, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.9022 [2020-11-13 08:40:12,111][root][INFO] - ===> Epoch[453](11768/26): Loss -0.7144, Sem 0.1059, dir -0.9704, norm 0.1501, swav 0.0000 LR: 4.498e-02 Score 96.409 Data time: 0.2136, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.2453 [2020-11-13 08:40:17,812][root][INFO] - ===> Epoch[453](11769/26): Loss -0.7269, Sem 0.0892, dir -0.9682, norm 0.1521, swav 0.0000 LR: 4.498e-02 Score 97.019 Data time: 0.1391, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.5882 [2020-11-13 08:40:23,812][root][INFO] - ===> Epoch[453](11770/26): Loss -0.7471, Sem 0.0910, dir -0.9717, norm 0.1336, swav 0.0000 LR: 4.497e-02 Score 96.668 Data time: 0.2042, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.9352 [2020-11-13 08:40:29,917][root][INFO] - ===> Epoch[453](11771/26): Loss -0.7430, Sem 0.0948, dir -0.9732, norm 0.1354, swav 0.0000 LR: 4.497e-02 Score 96.596 Data time: 0.2051, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.9978 [2020-11-13 08:40:35,554][root][INFO] - ===> Epoch[453](11772/26): Loss -0.7411, Sem 0.0929, dir -0.9707, norm 0.1367, swav 0.0000 LR: 4.496e-02 Score 96.699 Data time: 0.2221, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.5372 [2020-11-13 08:40:40,718][root][INFO] - ===> Epoch[453](11773/26): Loss -0.7507, Sem 0.0811, dir -0.9707, norm 0.1389, swav 0.0000 LR: 4.496e-02 Score 97.210 Data time: 0.1905, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.0465 [2020-11-13 08:40:46,055][root][INFO] - ===> Epoch[453](11774/26): Loss -0.7503, Sem 0.0865, dir -0.9694, norm 0.1325, swav 0.0000 LR: 4.495e-02 Score 97.012 Data time: 0.2164, Forward time: 2.2637, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.5351 [2020-11-13 08:40:51,839][root][INFO] - ===> Epoch[453](11775/26): Loss -0.7322, Sem 0.0839, dir -0.9641, norm 0.1480, swav 0.0000 LR: 4.495e-02 Score 97.102 Data time: 0.1492, Forward time: 2.2637, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.6712 [2020-11-13 08:40:56,770][root][INFO] - ===> Epoch[453](11776/26): Loss -0.7491, Sem 0.0797, dir -0.9723, norm 0.1435, swav 0.0000 LR: 4.494e-02 Score 97.222 Data time: 0.1834, Forward time: 2.2637, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.8635 [2020-11-13 08:41:02,515][root][INFO] - ===> Epoch[453](11777/26): Loss -0.7536, Sem 0.0932, dir -0.9743, norm 0.1275, swav 0.0000 LR: 4.494e-02 Score 96.945 Data time: 0.2251, Forward time: 2.2637, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.6270 [2020-11-13 08:41:08,981][root][INFO] - ===> Epoch[453](11778/26): Loss -0.7536, Sem 0.0824, dir -0.9723, norm 0.1363, swav 0.0000 LR: 4.493e-02 Score 97.237 Data time: 0.2241, Forward time: 2.2637, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.3435 [2020-11-13 08:41:16,089][root][INFO] - ===> Epoch[454](11779/26): Loss -0.7452, Sem 0.0851, dir -0.9711, norm 0.1408, swav 0.0000 LR: 4.493e-02 Score 96.974 Data time: 0.1659, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.9767 [2020-11-13 08:41:22,582][root][INFO] - ===> Epoch[454](11780/26): Loss -0.7393, Sem 0.0946, dir -0.9715, norm 0.1376, swav 0.0000 LR: 4.492e-02 Score 96.607 Data time: 0.2330, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.4123 [2020-11-13 08:41:28,280][root][INFO] - ===> Epoch[454](11781/26): Loss -0.7363, Sem 0.0933, dir -0.9708, norm 0.1412, swav 0.0000 LR: 4.492e-02 Score 96.766 Data time: 0.1789, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.5891 [2020-11-13 08:41:35,401][root][INFO] - ===> Epoch[454](11782/26): Loss -0.7524, Sem 0.0781, dir -0.9687, norm 0.1382, swav 0.0000 LR: 4.491e-02 Score 97.266 Data time: 0.2025, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 7.0170 [2020-11-13 08:41:41,841][root][INFO] - ===> Epoch[454](11783/26): Loss -0.7421, Sem 0.0875, dir -0.9711, norm 0.1415, swav 0.0000 LR: 4.491e-02 Score 97.047 Data time: 0.2573, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.3399 [2020-11-13 08:41:47,510][root][INFO] - ===> Epoch[454](11784/26): Loss -0.7722, Sem 0.0801, dir -0.9738, norm 0.1215, swav 0.0000 LR: 4.491e-02 Score 97.096 Data time: 0.2150, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5171 [2020-11-13 08:41:53,139][root][INFO] - ===> Epoch[454](11785/26): Loss -0.7530, Sem 0.0779, dir -0.9727, norm 0.1418, swav 0.0000 LR: 4.490e-02 Score 97.304 Data time: 0.2585, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5180 [2020-11-13 08:41:58,639][root][INFO] - ===> Epoch[454](11786/26): Loss -0.7155, Sem 0.1040, dir -0.9686, norm 0.1492, swav 0.0000 LR: 4.490e-02 Score 96.446 Data time: 0.2311, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3650 [2020-11-13 08:42:03,790][root][INFO] - ===> Epoch[454](11787/26): Loss -0.7514, Sem 0.0940, dir -0.9743, norm 0.1288, swav 0.0000 LR: 4.489e-02 Score 96.720 Data time: 0.1582, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 3.7142 [2020-11-13 08:42:09,371][root][INFO] - ===> Epoch[454](11788/26): Loss -0.7410, Sem 0.0896, dir -0.9694, norm 0.1388, swav 0.0000 LR: 4.489e-02 Score 96.763 Data time: 0.3443, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.4738 [2020-11-13 08:42:15,663][root][INFO] - ===> Epoch[454](11789/26): Loss -0.7568, Sem 0.0743, dir -0.9696, norm 0.1384, swav 0.0000 LR: 4.488e-02 Score 97.367 Data time: 0.2984, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.1918 [2020-11-13 08:42:21,744][root][INFO] - ===> Epoch[454](11790/26): Loss -0.7425, Sem 0.0788, dir -0.9721, norm 0.1508, swav 0.0000 LR: 4.488e-02 Score 97.279 Data time: 0.1384, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.9457 [2020-11-13 08:42:27,649][root][INFO] - ===> Epoch[454](11791/26): Loss -0.7272, Sem 0.0945, dir -0.9669, norm 0.1452, swav 0.0000 LR: 4.487e-02 Score 96.609 Data time: 0.2605, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.7928 [2020-11-13 08:42:33,828][root][INFO] - ===> Epoch[454](11792/26): Loss -0.7093, Sem 0.1125, dir -0.9693, norm 0.1475, swav 0.0000 LR: 4.487e-02 Score 96.146 Data time: 0.2136, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.0605 [2020-11-13 08:42:41,421][root][INFO] - ===> Epoch[454](11793/26): Loss -0.7514, Sem 0.0840, dir -0.9723, norm 0.1369, swav 0.0000 LR: 4.486e-02 Score 97.067 Data time: 0.2532, Forward time: 2.2638, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 7.4704 [2020-11-13 08:42:46,901][root][INFO] - ===> Epoch[454](11794/26): Loss -0.7379, Sem 0.0957, dir -0.9718, norm 0.1382, swav 0.0000 LR: 4.486e-02 Score 96.595 Data time: 0.1680, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.3592 [2020-11-13 08:42:52,476][root][INFO] - ===> Epoch[454](11795/26): Loss -0.7405, Sem 0.0879, dir -0.9724, norm 0.1439, swav 0.0000 LR: 4.485e-02 Score 97.008 Data time: 0.2482, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.5278 [2020-11-13 08:42:57,716][root][INFO] - ===> Epoch[454](11796/26): Loss -0.7282, Sem 0.0945, dir -0.9676, norm 0.1449, swav 0.0000 LR: 4.485e-02 Score 96.781 Data time: 0.2478, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1296 [2020-11-13 08:43:03,438][root][INFO] - ===> Epoch[454](11797/26): Loss -0.7542, Sem 0.0920, dir -0.9761, norm 0.1299, swav 0.0000 LR: 4.484e-02 Score 96.899 Data time: 0.1986, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.6200 [2020-11-13 08:43:08,025][root][INFO] - ===> Epoch[454](11798/26): Loss -0.7402, Sem 0.0941, dir -0.9694, norm 0.1351, swav 0.0000 LR: 4.484e-02 Score 96.786 Data time: 0.1670, Forward time: 2.2638, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.4743 [2020-11-13 08:43:13,251][root][INFO] - ===> Epoch[454](11799/26): Loss -0.7412, Sem 0.0839, dir -0.9723, norm 0.1471, swav 0.0000 LR: 4.483e-02 Score 97.069 Data time: 0.1105, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1593 [2020-11-13 08:43:18,534][root][INFO] - ===> Epoch[454](11800/26): Loss -0.7623, Sem 0.0802, dir -0.9746, norm 0.1321, swav 0.0000 LR: 4.483e-02 Score 97.260 Data time: 0.1745, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.2264 [2020-11-13 08:43:23,599][root][INFO] - ===> Epoch[454](11801/26): Loss -0.7495, Sem 0.0797, dir -0.9698, norm 0.1405, swav 0.0000 LR: 4.482e-02 Score 97.210 Data time: 0.1251, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.9607 [2020-11-13 08:43:29,937][root][INFO] - ===> Epoch[454](11802/26): Loss -0.7325, Sem 0.0828, dir -0.9684, norm 0.1531, swav 0.0000 LR: 4.482e-02 Score 97.090 Data time: 0.1841, Forward time: 2.2635, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.2649 [2020-11-13 08:43:35,158][root][INFO] - ===> Epoch[454](11803/26): Loss -0.7189, Sem 0.0940, dir -0.9682, norm 0.1554, swav 0.0000 LR: 4.481e-02 Score 96.711 Data time: 0.1865, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1183 [2020-11-13 08:43:41,768][root][INFO] - ===> Epoch[454](11804/26): Loss -0.7406, Sem 0.0899, dir -0.9726, norm 0.1421, swav 0.0000 LR: 4.481e-02 Score 96.835 Data time: 0.2068, Forward time: 2.2635, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.5168 [2020-11-13 08:43:47,117][root][INFO] - ===> Epoch[455](11805/26): Loss -0.7423, Sem 0.0872, dir -0.9697, norm 0.1402, swav 0.0000 LR: 4.480e-02 Score 96.987 Data time: 0.2506, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.2343 [2020-11-13 08:43:53,258][root][INFO] - ===> Epoch[455](11806/26): Loss -0.7399, Sem 0.0931, dir -0.9709, norm 0.1379, swav 0.0000 LR: 4.480e-02 Score 96.852 Data time: 0.2336, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.0166 [2020-11-13 08:43:58,584][root][INFO] - ===> Epoch[455](11807/26): Loss -0.7431, Sem 0.0985, dir -0.9732, norm 0.1317, swav 0.0000 LR: 4.479e-02 Score 96.511 Data time: 0.1584, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1932 [2020-11-13 08:44:03,938][root][INFO] - ===> Epoch[455](11808/26): Loss -0.7772, Sem 0.0713, dir -0.9739, norm 0.1253, swav 0.0000 LR: 4.479e-02 Score 97.431 Data time: 0.2474, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.2766 [2020-11-13 08:44:08,743][root][INFO] - ===> Epoch[455](11809/26): Loss -0.7443, Sem 0.0863, dir -0.9711, norm 0.1405, swav 0.0000 LR: 4.478e-02 Score 96.995 Data time: 0.1691, Forward time: 2.2635, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.6883 [2020-11-13 08:44:16,077][root][INFO] - ===> Epoch[455](11810/26): Loss -0.7139, Sem 0.1033, dir -0.9711, norm 0.1539, swav 0.0000 LR: 4.478e-02 Score 96.268 Data time: 0.2494, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 7.2404 [2020-11-13 08:44:21,590][root][INFO] - ===> Epoch[455](11811/26): Loss -0.7392, Sem 0.0866, dir -0.9680, norm 0.1422, swav 0.0000 LR: 4.477e-02 Score 96.942 Data time: 0.2373, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3940 [2020-11-13 08:44:29,302][root][INFO] - ===> Epoch[455](11812/26): Loss -0.7334, Sem 0.0860, dir -0.9682, norm 0.1487, swav 0.0000 LR: 4.477e-02 Score 97.031 Data time: 0.3128, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 7.5842 [2020-11-13 08:44:34,264][root][INFO] - ===> Epoch[455](11813/26): Loss -0.7351, Sem 0.0934, dir -0.9675, norm 0.1389, swav 0.0000 LR: 4.476e-02 Score 96.865 Data time: 0.2125, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.8200 [2020-11-13 08:44:39,533][root][INFO] - ===> Epoch[455](11814/26): Loss -0.7438, Sem 0.0871, dir -0.9706, norm 0.1397, swav 0.0000 LR: 4.476e-02 Score 96.975 Data time: 0.1444, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1660 [2020-11-13 08:44:44,587][root][INFO] - ===> Epoch[455](11815/26): Loss -0.7406, Sem 0.0783, dir -0.9644, norm 0.1455, swav 0.0000 LR: 4.475e-02 Score 97.175 Data time: 0.1937, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.9751 [2020-11-13 08:44:50,407][root][INFO] - ===> Epoch[455](11816/26): Loss -0.7486, Sem 0.0781, dir -0.9708, norm 0.1441, swav 0.0000 LR: 4.475e-02 Score 97.275 Data time: 0.2036, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.7274 [2020-11-13 08:44:55,854][root][INFO] - ===> Epoch[455](11817/26): Loss -0.7393, Sem 0.0953, dir -0.9699, norm 0.1354, swav 0.0000 LR: 4.474e-02 Score 96.759 Data time: 0.2504, Forward time: 2.2636, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.3301 [2020-11-13 08:45:01,856][root][INFO] - ===> Epoch[455](11818/26): Loss -0.7605, Sem 0.0791, dir -0.9717, norm 0.1321, swav 0.0000 LR: 4.474e-02 Score 97.246 Data time: 0.1757, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.8647 [2020-11-13 08:45:08,955][root][INFO] - ===> Epoch[455](11819/26): Loss -0.7407, Sem 0.0893, dir -0.9711, norm 0.1411, swav 0.0000 LR: 4.473e-02 Score 97.029 Data time: 0.1849, Forward time: 2.2635, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.9881 [2020-11-13 08:45:14,544][root][INFO] - ===> Epoch[455](11820/26): Loss -0.7613, Sem 0.0850, dir -0.9730, norm 0.1266, swav 0.0000 LR: 4.473e-02 Score 97.098 Data time: 0.2453, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.4884 [2020-11-13 08:45:21,119][root][INFO] - ===> Epoch[455](11821/26): Loss -0.7301, Sem 0.1000, dir -0.9749, norm 0.1448, swav 0.0000 LR: 4.472e-02 Score 96.488 Data time: 0.1839, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.4401 [2020-11-13 08:45:25,934][root][INFO] - ===> Epoch[455](11822/26): Loss -0.7490, Sem 0.0924, dir -0.9724, norm 0.1310, swav 0.0000 LR: 4.472e-02 Score 96.720 Data time: 0.2029, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.7018 [2020-11-13 08:45:31,874][root][INFO] - ===> Epoch[455](11823/26): Loss -0.7351, Sem 0.0899, dir -0.9702, norm 0.1453, swav 0.0000 LR: 4.471e-02 Score 96.791 Data time: 0.2766, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.8209 [2020-11-13 08:45:38,283][root][INFO] - ===> Epoch[455](11824/26): Loss -0.7359, Sem 0.0876, dir -0.9699, norm 0.1464, swav 0.0000 LR: 4.471e-02 Score 96.988 Data time: 0.2004, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.2907 [2020-11-13 08:45:44,754][root][INFO] - ===> Epoch[455](11825/26): Loss -0.7381, Sem 0.0960, dir -0.9719, norm 0.1378, swav 0.0000 LR: 4.470e-02 Score 96.595 Data time: 0.1696, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.3457 [2020-11-13 08:45:50,301][root][INFO] - ===> Epoch[455](11826/26): Loss -0.7266, Sem 0.0833, dir -0.9707, norm 0.1608, swav 0.0000 LR: 4.470e-02 Score 97.058 Data time: 0.1714, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.4781 [2020-11-13 08:45:56,275][root][INFO] - ===> Epoch[455](11827/26): Loss -0.7502, Sem 0.0838, dir -0.9698, norm 0.1358, swav 0.0000 LR: 4.469e-02 Score 97.018 Data time: 0.1857, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.8793 [2020-11-13 08:46:02,729][root][INFO] - ===> Epoch[455](11828/26): Loss -0.7561, Sem 0.0870, dir -0.9751, norm 0.1319, swav 0.0000 LR: 4.469e-02 Score 96.805 Data time: 0.2217, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.3582 [2020-11-13 08:46:10,453][root][INFO] - ===> Epoch[455](11829/26): Loss -0.7426, Sem 0.0835, dir -0.9716, norm 0.1455, swav 0.0000 LR: 4.468e-02 Score 97.055 Data time: 0.1734, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 7.6024 [2020-11-13 08:46:15,071][root][INFO] - ===> Epoch[455](11830/26): Loss -0.7305, Sem 0.0829, dir -0.9660, norm 0.1526, swav 0.0000 LR: 4.468e-02 Score 97.172 Data time: 0.1485, Forward time: 2.2635, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.5439 [2020-11-13 08:46:20,312][root][INFO] - ===> Epoch[456](11831/26): Loss -0.7541, Sem 0.0836, dir -0.9731, norm 0.1353, swav 0.0000 LR: 4.467e-02 Score 97.101 Data time: 0.2389, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1692 [2020-11-13 08:46:25,673][root][INFO] - ===> Epoch[456](11832/26): Loss -0.7120, Sem 0.1012, dir -0.9697, norm 0.1565, swav 0.0000 LR: 4.467e-02 Score 96.389 Data time: 0.1872, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.2373 [2020-11-13 08:46:32,022][root][INFO] - ===> Epoch[456](11833/26): Loss -0.7550, Sem 0.0813, dir -0.9745, norm 0.1383, swav 0.0000 LR: 4.466e-02 Score 97.115 Data time: 0.2318, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.2348 [2020-11-13 08:46:37,823][root][INFO] - ===> Epoch[456](11834/26): Loss -0.7344, Sem 0.0844, dir -0.9663, norm 0.1474, swav 0.0000 LR: 4.466e-02 Score 96.990 Data time: 0.2685, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.6762 [2020-11-13 08:46:44,006][root][INFO] - ===> Epoch[456](11835/26): Loss -0.7449, Sem 0.0797, dir -0.9671, norm 0.1425, swav 0.0000 LR: 4.465e-02 Score 97.274 Data time: 0.2311, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.0570 [2020-11-13 08:46:49,426][root][INFO] - ===> Epoch[456](11836/26): Loss -0.7437, Sem 0.0867, dir -0.9706, norm 0.1402, swav 0.0000 LR: 4.465e-02 Score 97.002 Data time: 0.1832, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.2978 [2020-11-13 08:46:54,563][root][INFO] - ===> Epoch[456](11837/26): Loss -0.7507, Sem 0.0899, dir -0.9725, norm 0.1319, swav 0.0000 LR: 4.464e-02 Score 96.912 Data time: 0.2024, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.0557 [2020-11-13 08:46:59,664][root][INFO] - ===> Epoch[456](11838/26): Loss -0.7460, Sem 0.0790, dir -0.9741, norm 0.1491, swav 0.0000 LR: 4.464e-02 Score 97.339 Data time: 0.1985, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 4.9884 [2020-11-13 08:47:05,767][root][INFO] - ===> Epoch[456](11839/26): Loss -0.7616, Sem 0.0810, dir -0.9698, norm 0.1272, swav 0.0000 LR: 4.463e-02 Score 97.144 Data time: 0.2790, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.0046 [2020-11-13 08:47:10,954][root][INFO] - ===> Epoch[456](11840/26): Loss -0.7525, Sem 0.0812, dir -0.9709, norm 0.1372, swav 0.0000 LR: 4.463e-02 Score 97.315 Data time: 0.1720, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.0553 [2020-11-13 08:47:16,378][root][INFO] - ===> Epoch[456](11841/26): Loss -0.7447, Sem 0.0913, dir -0.9752, norm 0.1392, swav 0.0000 LR: 4.462e-02 Score 96.846 Data time: 0.2151, Forward time: 2.2635, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.3447 [2020-11-13 08:47:22,716][root][INFO] - ===> Epoch[456](11842/26): Loss -0.7217, Sem 0.0969, dir -0.9709, norm 0.1524, swav 0.0000 LR: 4.462e-02 Score 96.747 Data time: 0.2393, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.2283 [2020-11-13 08:47:28,508][root][INFO] - ===> Epoch[456](11843/26): Loss -0.7335, Sem 0.0931, dir -0.9703, norm 0.1438, swav 0.0000 LR: 4.461e-02 Score 96.861 Data time: 0.1601, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.6781 [2020-11-13 08:47:33,722][root][INFO] - ===> Epoch[456](11844/26): Loss -0.7510, Sem 0.0880, dir -0.9700, norm 0.1311, swav 0.0000 LR: 4.461e-02 Score 96.855 Data time: 0.1542, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.1676 [2020-11-13 08:47:41,516][root][INFO] - ===> Epoch[456](11845/26): Loss -0.7297, Sem 0.0921, dir -0.9671, norm 0.1453, swav 0.0000 LR: 4.460e-02 Score 96.722 Data time: 0.1426, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 7.7400 [2020-11-13 08:47:47,195][root][INFO] - ===> Epoch[456](11846/26): Loss -0.7610, Sem 0.0802, dir -0.9739, norm 0.1327, swav 0.0000 LR: 4.460e-02 Score 97.228 Data time: 0.2289, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.6349 [2020-11-13 08:47:52,520][root][INFO] - ===> Epoch[456](11847/26): Loss -0.7537, Sem 0.0776, dir -0.9694, norm 0.1380, swav 0.0000 LR: 4.460e-02 Score 97.288 Data time: 0.1987, Forward time: 2.2634, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.2264 [2020-11-13 08:47:57,637][root][INFO] - ===> Epoch[456](11848/26): Loss -0.7522, Sem 0.0882, dir -0.9709, norm 0.1305, swav 0.0000 LR: 4.459e-02 Score 96.955 Data time: 0.2526, Forward time: 2.2634, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.0330 [2020-11-13 08:48:04,012][root][INFO] - ===> Epoch[456](11849/26): Loss -0.7445, Sem 0.0897, dir -0.9727, norm 0.1386, swav 0.0000 LR: 4.459e-02 Score 96.642 Data time: 0.3426, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.2540 [2020-11-13 08:48:09,520][root][INFO] - ===> Epoch[456](11850/26): Loss -0.7458, Sem 0.0842, dir -0.9704, norm 0.1405, swav 0.0000 LR: 4.458e-02 Score 97.003 Data time: 0.2129, Forward time: 2.2635, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.3792 [2020-11-13 08:48:15,454][root][INFO] - ===> Epoch[456](11851/26): Loss -0.7410, Sem 0.0859, dir -0.9689, norm 0.1420, swav 0.0000 LR: 4.458e-02 Score 97.019 Data time: 0.2628, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.8400 [2020-11-13 08:48:22,170][root][INFO] - ===> Epoch[456](11852/26): Loss -0.7425, Sem 0.0789, dir -0.9703, norm 0.1489, swav 0.0000 LR: 4.457e-02 Score 97.297 Data time: 0.2489, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.5863 [2020-11-13 08:48:26,913][root][INFO] - ===> Epoch[456](11853/26): Loss -0.7662, Sem 0.0785, dir -0.9740, norm 0.1293, swav 0.0000 LR: 4.457e-02 Score 97.185 Data time: 0.2090, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 4.6290 [2020-11-13 08:48:33,489][root][INFO] - ===> Epoch[456](11854/26): Loss -0.7494, Sem 0.0863, dir -0.9723, norm 0.1366, swav 0.0000 LR: 4.456e-02 Score 96.971 Data time: 0.1711, Forward time: 2.2636, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.4731 [2020-11-13 08:48:38,579][root][INFO] - ===> Epoch[456](11855/26): Loss -0.7465, Sem 0.0831, dir -0.9704, norm 0.1408, swav 0.0000 LR: 4.456e-02 Score 97.079 Data time: 0.2282, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.0488 [2020-11-13 08:48:43,939][root][INFO] - ===> Epoch[456](11856/26): Loss -0.7272, Sem 0.1000, dir -0.9707, norm 0.1435, swav 0.0000 LR: 4.455e-02 Score 96.498 Data time: 0.1788, Forward time: 2.2635, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.2396 [2020-11-13 08:48:50,084][root][INFO] - ===> Epoch[457](11857/26): Loss -0.7381, Sem 0.0941, dir -0.9721, norm 0.1399, swav 0.0000 LR: 4.455e-02 Score 96.474 Data time: 0.2825, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.0914 [2020-11-13 08:48:56,046][root][INFO] - ===> Epoch[457](11858/26): Loss -0.7469, Sem 0.0764, dir -0.9679, norm 0.1445, swav 0.0000 LR: 4.454e-02 Score 97.352 Data time: 0.2161, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.8299 [2020-11-13 08:49:01,274][root][INFO] - ===> Epoch[457](11859/26): Loss -0.7435, Sem 0.0910, dir -0.9727, norm 0.1382, swav 0.0000 LR: 4.454e-02 Score 96.639 Data time: 0.1751, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.1431 [2020-11-13 08:49:06,427][root][INFO] - ===> Epoch[457](11860/26): Loss -0.7508, Sem 0.0772, dir -0.9688, norm 0.1407, swav 0.0000 LR: 4.453e-02 Score 97.232 Data time: 0.2252, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.1048 [2020-11-13 08:49:12,796][root][INFO] - ===> Epoch[457](11861/26): Loss -0.7235, Sem 0.0895, dir -0.9702, norm 0.1572, swav 0.0000 LR: 4.453e-02 Score 96.882 Data time: 0.2138, Forward time: 2.2636, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.2644 [2020-11-13 08:49:17,432][root][INFO] - ===> Epoch[457](11862/26): Loss -0.7752, Sem 0.0731, dir -0.9768, norm 0.1285, swav 0.0000 LR: 4.452e-02 Score 97.392 Data time: 0.1787, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 4.5514 [2020-11-13 08:49:22,810][root][INFO] - ===> Epoch[457](11863/26): Loss -0.7536, Sem 0.0817, dir -0.9725, norm 0.1371, swav 0.0000 LR: 4.452e-02 Score 97.153 Data time: 0.2428, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3067 [2020-11-13 08:49:28,532][root][INFO] - ===> Epoch[457](11864/26): Loss -0.7667, Sem 0.0744, dir -0.9752, norm 0.1340, swav 0.0000 LR: 4.451e-02 Score 97.375 Data time: 0.1572, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.6097 [2020-11-13 08:49:34,118][root][INFO] - ===> Epoch[457](11865/26): Loss -0.7656, Sem 0.0811, dir -0.9751, norm 0.1283, swav 0.0000 LR: 4.451e-02 Score 97.202 Data time: 0.2268, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5050 [2020-11-13 08:49:40,373][root][INFO] - ===> Epoch[457](11866/26): Loss -0.7517, Sem 0.0780, dir -0.9693, norm 0.1395, swav 0.0000 LR: 4.450e-02 Score 97.249 Data time: 0.2483, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.1680 [2020-11-13 08:49:45,550][root][INFO] - ===> Epoch[457](11867/26): Loss -0.7021, Sem 0.0914, dir -0.9645, norm 0.1710, swav 0.0000 LR: 4.450e-02 Score 96.850 Data time: 0.1589, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.0496 [2020-11-13 08:49:51,804][root][INFO] - ===> Epoch[457](11868/26): Loss -0.7385, Sem 0.0937, dir -0.9705, norm 0.1382, swav 0.0000 LR: 4.449e-02 Score 96.692 Data time: 0.2761, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.2184 [2020-11-13 08:49:57,412][root][INFO] - ===> Epoch[457](11869/26): Loss -0.7216, Sem 0.0909, dir -0.9697, norm 0.1573, swav 0.0000 LR: 4.449e-02 Score 96.781 Data time: 0.2234, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.4967 [2020-11-13 08:50:04,039][root][INFO] - ===> Epoch[457](11870/26): Loss -0.7673, Sem 0.0763, dir -0.9744, norm 0.1307, swav 0.0000 LR: 4.448e-02 Score 97.383 Data time: 0.1979, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.5463 [2020-11-13 08:50:10,004][root][INFO] - ===> Epoch[457](11871/26): Loss -0.7386, Sem 0.0887, dir -0.9704, norm 0.1431, swav 0.0000 LR: 4.448e-02 Score 96.854 Data time: 0.2259, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.8922 [2020-11-13 08:50:15,420][root][INFO] - ===> Epoch[457](11872/26): Loss -0.7453, Sem 0.0887, dir -0.9733, norm 0.1392, swav 0.0000 LR: 4.447e-02 Score 96.779 Data time: 0.2232, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.3118 [2020-11-13 08:50:21,222][root][INFO] - ===> Epoch[457](11873/26): Loss -0.7652, Sem 0.0759, dir -0.9757, norm 0.1345, swav 0.0000 LR: 4.447e-02 Score 97.328 Data time: 0.2521, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.6968 [2020-11-13 08:50:28,370][root][INFO] - ===> Epoch[457](11874/26): Loss -0.7352, Sem 0.0913, dir -0.9688, norm 0.1423, swav 0.0000 LR: 4.446e-02 Score 96.908 Data time: 0.1923, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 7.0313 [2020-11-13 08:50:33,985][root][INFO] - ===> Epoch[457](11875/26): Loss -0.7510, Sem 0.0847, dir -0.9702, norm 0.1345, swav 0.0000 LR: 4.446e-02 Score 97.086 Data time: 0.2620, Forward time: 2.2637, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5311 [2020-11-13 08:50:39,477][root][INFO] - ===> Epoch[457](11876/26): Loss -0.7383, Sem 0.0835, dir -0.9670, norm 0.1452, swav 0.0000 LR: 4.445e-02 Score 97.066 Data time: 0.2816, Forward time: 2.2638, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3754 [2020-11-13 08:50:44,166][root][INFO] - ===> Epoch[457](11877/26): Loss -0.7707, Sem 0.0751, dir -0.9738, norm 0.1280, swav 0.0000 LR: 4.445e-02 Score 97.453 Data time: 0.1262, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.6008 [2020-11-13 08:50:49,884][root][INFO] - ===> Epoch[457](11878/26): Loss -0.7306, Sem 0.0932, dir -0.9682, norm 0.1443, swav 0.0000 LR: 4.444e-02 Score 96.652 Data time: 0.1662, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.6641 [2020-11-13 08:50:55,122][root][INFO] - ===> Epoch[457](11879/26): Loss -0.7667, Sem 0.0830, dir -0.9757, norm 0.1259, swav 0.0000 LR: 4.444e-02 Score 97.018 Data time: 0.1620, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.1543 [2020-11-13 08:51:01,081][root][INFO] - ===> Epoch[457](11880/26): Loss -0.7704, Sem 0.0744, dir -0.9743, norm 0.1295, swav 0.0000 LR: 4.443e-02 Score 97.355 Data time: 0.2219, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.9193 [2020-11-13 08:51:07,248][root][INFO] - ===> Epoch[457](11881/26): Loss -0.7394, Sem 0.0809, dir -0.9708, norm 0.1504, swav 0.0000 LR: 4.443e-02 Score 97.107 Data time: 0.1646, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.0629 [2020-11-13 08:51:12,945][root][INFO] - ===> Epoch[457](11882/26): Loss -0.7551, Sem 0.0822, dir -0.9730, norm 0.1356, swav 0.0000 LR: 4.442e-02 Score 97.129 Data time: 0.2305, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5950 [2020-11-13 08:51:18,809][root][INFO] - ===> Epoch[458](11883/26): Loss -0.7603, Sem 0.0754, dir -0.9718, norm 0.1361, swav 0.0000 LR: 4.442e-02 Score 97.314 Data time: 0.2669, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.7280 [2020-11-13 08:51:24,815][root][INFO] - ===> Epoch[458](11884/26): Loss -0.7377, Sem 0.0961, dir -0.9685, norm 0.1348, swav 0.0000 LR: 4.441e-02 Score 96.712 Data time: 0.2202, Forward time: 2.2636, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.8539 [2020-11-13 08:51:30,704][root][INFO] - ===> Epoch[458](11885/26): Loss -0.7461, Sem 0.0909, dir -0.9719, norm 0.1348, swav 0.0000 LR: 4.441e-02 Score 96.924 Data time: 0.2600, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.7914 [2020-11-13 08:51:35,552][root][INFO] - ===> Epoch[458](11886/26): Loss -0.7518, Sem 0.0855, dir -0.9711, norm 0.1338, swav 0.0000 LR: 4.440e-02 Score 97.137 Data time: 0.2015, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.7114 [2020-11-13 08:51:41,571][root][INFO] - ===> Epoch[458](11887/26): Loss -0.7400, Sem 0.0838, dir -0.9742, norm 0.1504, swav 0.0000 LR: 4.440e-02 Score 97.246 Data time: 0.1962, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.9273 [2020-11-13 08:51:46,324][root][INFO] - ===> Epoch[458](11888/26): Loss -0.7409, Sem 0.0747, dir -0.9681, norm 0.1525, swav 0.0000 LR: 4.439e-02 Score 97.401 Data time: 0.2053, Forward time: 2.2637, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.6380 [2020-11-13 08:51:52,928][root][INFO] - ===> Epoch[458](11889/26): Loss -0.7513, Sem 0.0817, dir -0.9734, norm 0.1403, swav 0.0000 LR: 4.439e-02 Score 97.075 Data time: 0.2016, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.5187 [2020-11-13 08:51:58,459][root][INFO] - ===> Epoch[458](11890/26): Loss -0.7799, Sem 0.0686, dir -0.9720, norm 0.1234, swav 0.0000 LR: 4.438e-02 Score 97.491 Data time: 0.2056, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.4029 [2020-11-13 08:52:04,336][root][INFO] - ===> Epoch[458](11891/26): Loss -0.7450, Sem 0.0898, dir -0.9695, norm 0.1347, swav 0.0000 LR: 4.438e-02 Score 96.876 Data time: 0.1958, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.7699 [2020-11-13 08:52:09,954][root][INFO] - ===> Epoch[458](11892/26): Loss -0.7567, Sem 0.0809, dir -0.9733, norm 0.1358, swav 0.0000 LR: 4.437e-02 Score 97.213 Data time: 0.2034, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.5154 [2020-11-13 08:52:16,154][root][INFO] - ===> Epoch[458](11893/26): Loss -0.7321, Sem 0.0846, dir -0.9687, norm 0.1520, swav 0.0000 LR: 4.437e-02 Score 97.070 Data time: 0.2681, Forward time: 2.2637, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.1043 [2020-11-13 08:52:21,647][root][INFO] - ===> Epoch[458](11894/26): Loss -0.7488, Sem 0.0927, dir -0.9736, norm 0.1322, swav 0.0000 LR: 4.436e-02 Score 96.703 Data time: 0.1683, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3598 [2020-11-13 08:52:27,096][root][INFO] - ===> Epoch[458](11895/26): Loss -0.7708, Sem 0.0826, dir -0.9741, norm 0.1207, swav 0.0000 LR: 4.436e-02 Score 97.158 Data time: 0.1520, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3619 [2020-11-13 08:52:32,533][root][INFO] - ===> Epoch[458](11896/26): Loss -0.7458, Sem 0.0884, dir -0.9701, norm 0.1358, swav 0.0000 LR: 4.435e-02 Score 96.882 Data time: 0.1989, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.3612 [2020-11-13 08:52:38,139][root][INFO] - ===> Epoch[458](11897/26): Loss -0.7263, Sem 0.0909, dir -0.9704, norm 0.1532, swav 0.0000 LR: 4.435e-02 Score 96.891 Data time: 0.1760, Forward time: 2.2635, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.5031 [2020-11-13 08:52:43,259][root][INFO] - ===> Epoch[458](11898/26): Loss -0.7399, Sem 0.0923, dir -0.9691, norm 0.1368, swav 0.0000 LR: 4.434e-02 Score 96.885 Data time: 0.2156, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.0486 [2020-11-13 08:52:49,331][root][INFO] - ===> Epoch[458](11899/26): Loss -0.7525, Sem 0.0861, dir -0.9702, norm 0.1316, swav 0.0000 LR: 4.434e-02 Score 96.986 Data time: 0.2264, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.9582 [2020-11-13 08:52:55,812][root][INFO] - ===> Epoch[458](11900/26): Loss -0.7423, Sem 0.0829, dir -0.9719, norm 0.1468, swav 0.0000 LR: 4.433e-02 Score 97.097 Data time: 0.2641, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.3853 [2020-11-13 08:53:00,918][root][INFO] - ===> Epoch[458](11901/26): Loss -0.7397, Sem 0.0880, dir -0.9694, norm 0.1417, swav 0.0000 LR: 4.433e-02 Score 96.932 Data time: 0.2049, Forward time: 2.2636, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.9954 [2020-11-13 08:53:06,989][root][INFO] - ===> Epoch[458](11902/26): Loss -0.7368, Sem 0.0896, dir -0.9737, norm 0.1472, swav 0.0000 LR: 4.432e-02 Score 96.882 Data time: 0.1289, Forward time: 2.2635, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.9309 [2020-11-13 08:53:12,445][root][INFO] - ===> Epoch[458](11903/26): Loss -0.7457, Sem 0.0832, dir -0.9702, norm 0.1413, swav 0.0000 LR: 4.432e-02 Score 96.945 Data time: 0.1683, Forward time: 2.2635, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.2731 [2020-11-13 08:53:18,363][root][INFO] - ===> Epoch[458](11904/26): Loss -0.7368, Sem 0.0860, dir -0.9728, norm 0.1500, swav 0.0000 LR: 4.431e-02 Score 96.918 Data time: 0.1374, Forward time: 2.2634, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.8412 [2020-11-13 08:53:24,163][root][INFO] - ===> Epoch[458](11905/26): Loss -0.7344, Sem 0.0904, dir -0.9710, norm 0.1462, swav 0.0000 LR: 4.431e-02 Score 97.029 Data time: 0.1337, Forward time: 2.2634, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.7617 [2020-11-13 08:53:31,559][root][INFO] - ===> Epoch[458](11906/26): Loss -0.7523, Sem 0.0782, dir -0.9711, norm 0.1405, swav 0.0000 LR: 4.430e-02 Score 97.291 Data time: 0.1636, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 7.3374 [2020-11-13 08:53:37,393][root][INFO] - ===> Epoch[458](11907/26): Loss -0.7380, Sem 0.0817, dir -0.9667, norm 0.1469, swav 0.0000 LR: 4.430e-02 Score 97.154 Data time: 0.1870, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.7541 [2020-11-13 08:53:43,368][root][INFO] - ===> Epoch[458](11908/26): Loss -0.7208, Sem 0.0906, dir -0.9705, norm 0.1592, swav 0.0000 LR: 4.429e-02 Score 96.802 Data time: 0.1191, Forward time: 2.2632, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.8461 [2020-11-13 08:53:49,463][root][INFO] - ===> Epoch[459](11909/26): Loss -0.7292, Sem 0.0841, dir -0.9677, norm 0.1545, swav 0.0000 LR: 4.429e-02 Score 97.011 Data time: 0.1613, Forward time: 2.2632, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 6.0304 [2020-11-13 08:53:54,901][root][INFO] - ===> Epoch[459](11910/26): Loss -0.7593, Sem 0.0820, dir -0.9720, norm 0.1307, swav 0.0000 LR: 4.428e-02 Score 97.188 Data time: 0.2379, Forward time: 2.2632, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.3566 [2020-11-13 08:53:59,733][root][INFO] - ===> Epoch[459](11911/26): Loss -0.7426, Sem 0.0987, dir -0.9742, norm 0.1329, swav 0.0000 LR: 4.428e-02 Score 96.574 Data time: 0.1815, Forward time: 2.2632, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.7235 [2020-11-13 08:54:05,532][root][INFO] - ===> Epoch[459](11912/26): Loss -0.7429, Sem 0.0942, dir -0.9719, norm 0.1349, swav 0.0000 LR: 4.428e-02 Score 96.725 Data time: 0.1412, Forward time: 2.2632, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.6909 [2020-11-13 08:54:11,482][root][INFO] - ===> Epoch[459](11913/26): Loss -0.7475, Sem 0.0880, dir -0.9717, norm 0.1361, swav 0.0000 LR: 4.427e-02 Score 97.128 Data time: 0.2369, Forward time: 2.2632, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.8526 [2020-11-13 08:54:16,894][root][INFO] - ===> Epoch[459](11914/26): Loss -0.7510, Sem 0.0889, dir -0.9732, norm 0.1332, swav 0.0000 LR: 4.427e-02 Score 96.924 Data time: 0.2206, Forward time: 2.2632, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.2995 [2020-11-13 08:54:22,955][root][INFO] - ===> Epoch[459](11915/26): Loss -0.7447, Sem 0.0929, dir -0.9724, norm 0.1348, swav 0.0000 LR: 4.426e-02 Score 96.828 Data time: 0.2511, Forward time: 2.2632, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.9505 [2020-11-13 08:54:28,346][root][INFO] - ===> Epoch[459](11916/26): Loss -0.7524, Sem 0.0871, dir -0.9742, norm 0.1348, swav 0.0000 LR: 4.426e-02 Score 96.991 Data time: 0.1908, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.2614 [2020-11-13 08:54:35,811][root][INFO] - ===> Epoch[459](11917/26): Loss -0.7553, Sem 0.0858, dir -0.9719, norm 0.1308, swav 0.0000 LR: 4.425e-02 Score 96.931 Data time: 0.2262, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 7.3305 [2020-11-13 08:54:41,025][root][INFO] - ===> Epoch[459](11918/26): Loss -0.7380, Sem 0.0978, dir -0.9726, norm 0.1369, swav 0.0000 LR: 4.425e-02 Score 96.623 Data time: 0.2078, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.1031 [2020-11-13 08:54:47,087][root][INFO] - ===> Epoch[459](11919/26): Loss -0.7387, Sem 0.0932, dir -0.9732, norm 0.1412, swav 0.0000 LR: 4.424e-02 Score 96.768 Data time: 0.2208, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.9503 [2020-11-13 08:54:54,197][root][INFO] - ===> Epoch[459](11920/26): Loss -0.7509, Sem 0.0862, dir -0.9744, norm 0.1373, swav 0.0000 LR: 4.424e-02 Score 97.064 Data time: 0.1670, Forward time: 2.2633, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 7.0094 [2020-11-13 08:55:00,013][root][INFO] - ===> Epoch[459](11921/26): Loss -0.7689, Sem 0.0744, dir -0.9737, norm 0.1304, swav 0.0000 LR: 4.423e-02 Score 97.393 Data time: 0.2249, Forward time: 2.2633, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.7159 [2020-11-13 08:55:05,036][root][INFO] - ===> Epoch[459](11922/26): Loss -0.7302, Sem 0.0816, dir -0.9621, norm 0.1503, swav 0.0000 LR: 4.423e-02 Score 97.262 Data time: 0.2008, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 4.8927 [2020-11-13 08:55:10,213][root][INFO] - ===> Epoch[459](11923/26): Loss -0.7630, Sem 0.0779, dir -0.9727, norm 0.1318, swav 0.0000 LR: 4.422e-02 Score 97.331 Data time: 0.2405, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.0486 [2020-11-13 08:55:16,217][root][INFO] - ===> Epoch[459](11924/26): Loss -0.7386, Sem 0.0859, dir -0.9722, norm 0.1478, swav 0.0000 LR: 4.422e-02 Score 97.039 Data time: 0.1929, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.8865 [2020-11-13 08:55:22,076][root][INFO] - ===> Epoch[459](11925/26): Loss -0.7496, Sem 0.0921, dir -0.9731, norm 0.1315, swav 0.0000 LR: 4.421e-02 Score 96.884 Data time: 0.3098, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.7581 [2020-11-13 08:55:27,899][root][INFO] - ===> Epoch[459](11926/26): Loss -0.7391, Sem 0.0868, dir -0.9711, norm 0.1451, swav 0.0000 LR: 4.421e-02 Score 96.971 Data time: 0.1908, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.7057 [2020-11-13 08:55:33,101][root][INFO] - ===> Epoch[459](11927/26): Loss -0.7437, Sem 0.0863, dir -0.9695, norm 0.1395, swav 0.0000 LR: 4.420e-02 Score 96.939 Data time: 0.1888, Forward time: 2.2633, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.1028 [2020-11-13 08:55:39,636][root][INFO] - ===> Epoch[459](11928/26): Loss -0.7331, Sem 0.0949, dir -0.9705, norm 0.1425, swav 0.0000 LR: 4.420e-02 Score 96.668 Data time: 0.2157, Forward time: 2.2633, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.4189 [2020-11-13 08:55:46,401][root][INFO] - ===> Epoch[459](11929/26): Loss -0.7436, Sem 0.0836, dir -0.9703, norm 0.1431, swav 0.0000 LR: 4.419e-02 Score 96.895 Data time: 0.3456, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.6556 [2020-11-13 08:55:52,335][root][INFO] - ===> Epoch[459](11930/26): Loss -0.7576, Sem 0.0811, dir -0.9744, norm 0.1356, swav 0.0000 LR: 4.419e-02 Score 97.205 Data time: 0.2377, Forward time: 2.2634, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.8248 [2020-11-13 08:56:00,230][root][INFO] - ===> Epoch[459](11931/26): Loss -0.7340, Sem 0.0943, dir -0.9708, norm 0.1425, swav 0.0000 LR: 4.418e-02 Score 96.775 Data time: 0.3009, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 7.7618 [2020-11-13 08:56:08,032][root][INFO] - ===> Epoch[459](11932/26): Loss -0.7245, Sem 0.0890, dir -0.9662, norm 0.1527, swav 0.0000 LR: 4.418e-02 Score 96.919 Data time: 0.3334, Forward time: 2.2636, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 7.6767 [2020-11-13 08:56:13,822][root][INFO] - ===> Epoch[459](11933/26): Loss -0.7298, Sem 0.0897, dir -0.9672, norm 0.1476, swav 0.0000 LR: 4.417e-02 Score 96.892 Data time: 0.1783, Forward time: 2.2635, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.6508 [2020-11-13 08:56:18,790][root][INFO] - ===> Epoch[459](11934/26): Loss -0.7376, Sem 0.0961, dir -0.9731, norm 0.1394, swav 0.0000 LR: 4.417e-02 Score 96.638 Data time: 0.1734, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 4.8668 [2020-11-13 08:56:23,962][root][INFO] - ===> Epoch[460](11935/26): Loss -0.7492, Sem 0.0739, dir -0.9720, norm 0.1489, swav 0.0000 LR: 4.416e-02 Score 97.426 Data time: 0.2131, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.0904 [2020-11-13 08:56:29,944][root][INFO] - ===> Epoch[460](11936/26): Loss -0.7568, Sem 0.0762, dir -0.9711, norm 0.1382, swav 0.0000 LR: 4.416e-02 Score 97.355 Data time: 0.2296, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.8623 [2020-11-13 08:56:35,567][root][INFO] - ===> Epoch[460](11937/26): Loss -0.7327, Sem 0.0889, dir -0.9697, norm 0.1481, swav 0.0000 LR: 4.415e-02 Score 97.041 Data time: 0.1561, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.5179 [2020-11-13 08:56:41,234][root][INFO] - ===> Epoch[460](11938/26): Loss -0.7762, Sem 0.0753, dir -0.9752, norm 0.1238, swav 0.0000 LR: 4.415e-02 Score 97.375 Data time: 0.2315, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.5758 [2020-11-13 08:56:46,972][root][INFO] - ===> Epoch[460](11939/26): Loss -0.7288, Sem 0.1029, dir -0.9667, norm 0.1350, swav 0.0000 LR: 4.414e-02 Score 96.505 Data time: 0.2725, Forward time: 2.2635, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.6114 [2020-11-13 08:56:52,539][root][INFO] - ===> Epoch[460](11940/26): Loss -0.7592, Sem 0.0869, dir -0.9754, norm 0.1293, swav 0.0000 LR: 4.414e-02 Score 97.154 Data time: 0.2651, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.4288 [2020-11-13 08:56:57,858][root][INFO] - ===> Epoch[460](11941/26): Loss -0.7283, Sem 0.0992, dir -0.9673, norm 0.1398, swav 0.0000 LR: 4.413e-02 Score 96.644 Data time: 0.2284, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.1985 [2020-11-13 08:57:05,064][root][INFO] - ===> Epoch[460](11942/26): Loss -0.7117, Sem 0.0944, dir -0.9717, norm 0.1656, swav 0.0000 LR: 4.413e-02 Score 96.753 Data time: 0.3820, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 7.1005 [2020-11-13 08:57:10,613][root][INFO] - ===> Epoch[460](11943/26): Loss -0.7482, Sem 0.0778, dir -0.9712, norm 0.1453, swav 0.0000 LR: 4.412e-02 Score 97.269 Data time: 0.2447, Forward time: 2.2637, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.4275 [2020-11-13 08:57:16,806][root][INFO] - ===> Epoch[460](11944/26): Loss -0.7352, Sem 0.0936, dir -0.9701, norm 0.1414, swav 0.0000 LR: 4.412e-02 Score 96.651 Data time: 0.1812, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.0708 [2020-11-13 08:57:22,836][root][INFO] - ===> Epoch[460](11945/26): Loss -0.7493, Sem 0.0853, dir -0.9720, norm 0.1374, swav 0.0000 LR: 4.411e-02 Score 97.023 Data time: 0.1684, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.9540 [2020-11-13 08:57:28,636][root][INFO] - ===> Epoch[460](11946/26): Loss -0.7418, Sem 0.0904, dir -0.9708, norm 0.1386, swav 0.0000 LR: 4.411e-02 Score 96.899 Data time: 0.1867, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.7241 [2020-11-13 08:57:33,938][root][INFO] - ===> Epoch[460](11947/26): Loss -0.7300, Sem 0.0963, dir -0.9726, norm 0.1463, swav 0.0000 LR: 4.410e-02 Score 96.501 Data time: 0.2039, Forward time: 2.2636, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.1720 [2020-11-13 08:57:40,103][root][INFO] - ===> Epoch[460](11948/26): Loss -0.7393, Sem 0.0977, dir -0.9753, norm 0.1383, swav 0.0000 LR: 4.410e-02 Score 96.657 Data time: 0.2738, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.0746 [2020-11-13 08:57:46,124][root][INFO] - ===> Epoch[460](11949/26): Loss -0.7302, Sem 0.0787, dir -0.9686, norm 0.1597, swav 0.0000 LR: 4.409e-02 Score 97.314 Data time: 0.1826, Forward time: 2.2636, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.9113 [2020-11-13 08:57:52,478][root][INFO] - ===> Epoch[460](11950/26): Loss -0.7304, Sem 0.0910, dir -0.9694, norm 0.1480, swav 0.0000 LR: 4.409e-02 Score 96.793 Data time: 0.3329, Forward time: 2.2637, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.2530 [2020-11-13 08:57:58,984][root][INFO] - ===> Epoch[460](11951/26): Loss -0.7367, Sem 0.0891, dir -0.9671, norm 0.1413, swav 0.0000 LR: 4.408e-02 Score 96.964 Data time: 0.2737, Forward time: 2.2638, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.3730 [2020-11-13 08:58:04,639][root][INFO] - ===> Epoch[460](11952/26): Loss -0.7601, Sem 0.0807, dir -0.9717, norm 0.1308, swav 0.0000 LR: 4.408e-02 Score 97.158 Data time: 0.2682, Forward time: 2.2639, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.5487 [2020-11-13 08:58:09,301][root][INFO] - ===> Epoch[460](11953/26): Loss -0.7635, Sem 0.0819, dir -0.9751, norm 0.1298, swav 0.0000 LR: 4.407e-02 Score 97.096 Data time: 0.2075, Forward time: 2.2639, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 4.5463 [2020-11-13 08:58:14,097][root][INFO] - ===> Epoch[460](11954/26): Loss -0.7457, Sem 0.0901, dir -0.9721, norm 0.1362, swav 0.0000 LR: 4.407e-02 Score 96.743 Data time: 0.1688, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 4.6896 [2020-11-13 08:58:18,647][root][INFO] - ===> Epoch[460](11955/26): Loss -0.7672, Sem 0.0733, dir -0.9724, norm 0.1319, swav 0.0000 LR: 4.406e-02 Score 97.372 Data time: 0.2226, Forward time: 2.2638, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 4.4857 [2020-11-13 08:58:24,398][root][INFO] - ===> Epoch[460](11956/26): Loss -0.7026, Sem 0.1087, dir -0.9678, norm 0.1566, swav 0.0000 LR: 4.406e-02 Score 96.235 Data time: 0.2708, Forward time: 2.2639, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.6482 [2020-11-13 08:58:31,156][root][INFO] - ===> Epoch[460](11957/26): Loss -0.7565, Sem 0.0807, dir -0.9734, norm 0.1363, swav 0.0000 LR: 4.405e-02 Score 97.144 Data time: 0.3276, Forward time: 2.2640, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.6504 [2020-11-13 08:58:37,265][root][INFO] - ===> Epoch[460](11958/26): Loss -0.7391, Sem 0.0912, dir -0.9709, norm 0.1406, swav 0.0000 LR: 4.405e-02 Score 96.889 Data time: 0.2354, Forward time: 2.2640, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.9745 [2020-11-13 08:58:42,686][root][INFO] - ===> Epoch[460](11959/26): Loss -0.7215, Sem 0.1060, dir -0.9649, norm 0.1374, swav 0.0000 LR: 4.404e-02 Score 96.529 Data time: 0.1538, Forward time: 2.2640, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.3017 [2020-11-13 08:58:47,278][root][INFO] - ===> Epoch[460](11960/26): Loss -0.7183, Sem 0.0957, dir -0.9703, norm 0.1563, swav 0.0000 LR: 4.404e-02 Score 96.659 Data time: 0.1848, Forward time: 2.2640, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 4.5543 [2020-11-13 08:58:51,959][root][INFO] - ===> Epoch[461](11961/26): Loss -0.7498, Sem 0.0899, dir -0.9723, norm 0.1326, swav 0.0000 LR: 4.403e-02 Score 96.941 Data time: 0.2355, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.5746 [2020-11-13 08:58:58,084][root][INFO] - ===> Epoch[461](11962/26): Loss -0.7436, Sem 0.0784, dir -0.9701, norm 0.1482, swav 0.0000 LR: 4.403e-02 Score 97.314 Data time: 0.2140, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.0207 [2020-11-13 08:59:04,155][root][INFO] - ===> Epoch[461](11963/26): Loss -0.7295, Sem 0.0895, dir -0.9661, norm 0.1470, swav 0.0000 LR: 4.402e-02 Score 96.877 Data time: 0.1646, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.9534 [2020-11-13 08:59:10,143][root][INFO] - ===> Epoch[461](11964/26): Loss -0.7295, Sem 0.0932, dir -0.9677, norm 0.1450, swav 0.0000 LR: 4.402e-02 Score 96.888 Data time: 0.1830, Forward time: 2.2639, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.9415 [2020-11-13 08:59:14,730][root][INFO] - ===> Epoch[461](11965/26): Loss -0.7223, Sem 0.0940, dir -0.9705, norm 0.1542, swav 0.0000 LR: 4.401e-02 Score 96.812 Data time: 0.2239, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.4982 [2020-11-13 08:59:20,073][root][INFO] - ===> Epoch[461](11966/26): Loss -0.7467, Sem 0.0853, dir -0.9731, norm 0.1411, swav 0.0000 LR: 4.401e-02 Score 96.989 Data time: 0.2525, Forward time: 2.2639, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.2570 [2020-11-13 08:59:26,176][root][INFO] - ===> Epoch[461](11967/26): Loss -0.7158, Sem 0.0898, dir -0.9700, norm 0.1644, swav 0.0000 LR: 4.400e-02 Score 96.843 Data time: 0.1822, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.9727 [2020-11-13 08:59:33,159][root][INFO] - ===> Epoch[461](11968/26): Loss -0.7413, Sem 0.0921, dir -0.9705, norm 0.1371, swav 0.0000 LR: 4.400e-02 Score 96.751 Data time: 0.2906, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.8920 [2020-11-13 08:59:38,962][root][INFO] - ===> Epoch[461](11969/26): Loss -0.7525, Sem 0.0796, dir -0.9726, norm 0.1406, swav 0.0000 LR: 4.399e-02 Score 97.175 Data time: 0.1871, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.6716 [2020-11-13 08:59:44,524][root][INFO] - ===> Epoch[461](11970/26): Loss -0.7383, Sem 0.0936, dir -0.9713, norm 0.1394, swav 0.0000 LR: 4.399e-02 Score 96.583 Data time: 0.2433, Forward time: 2.2640, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.4738 [2020-11-13 08:59:49,306][root][INFO] - ===> Epoch[461](11971/26): Loss -0.7671, Sem 0.0780, dir -0.9730, norm 0.1279, swav 0.0000 LR: 4.398e-02 Score 97.281 Data time: 0.2218, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.6718 [2020-11-13 08:59:54,699][root][INFO] - ===> Epoch[461](11972/26): Loss -0.7620, Sem 0.0728, dir -0.9726, norm 0.1377, swav 0.0000 LR: 4.398e-02 Score 97.484 Data time: 0.1837, Forward time: 2.2640, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.2798 [2020-11-13 08:59:59,221][root][INFO] - ===> Epoch[461](11973/26): Loss -0.7699, Sem 0.0784, dir -0.9733, norm 0.1249, swav 0.0000 LR: 4.397e-02 Score 97.234 Data time: 0.2113, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0051, Total iter time: 4.3923 [2020-11-13 09:00:04,531][root][INFO] - ===> Epoch[461](11974/26): Loss -0.7471, Sem 0.0923, dir -0.9749, norm 0.1355, swav 0.0000 LR: 4.397e-02 Score 96.842 Data time: 0.2091, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0051, Total iter time: 5.2166 [2020-11-13 09:00:09,794][root][INFO] - ===> Epoch[461](11975/26): Loss -0.7399, Sem 0.0937, dir -0.9682, norm 0.1346, swav 0.0000 LR: 4.396e-02 Score 96.838 Data time: 0.1895, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.1798 [2020-11-13 09:00:14,971][root][INFO] - ===> Epoch[461](11976/26): Loss -0.7540, Sem 0.0829, dir -0.9741, norm 0.1372, swav 0.0000 LR: 4.396e-02 Score 97.050 Data time: 0.2401, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.1106 [2020-11-13 09:00:20,950][root][INFO] - ===> Epoch[461](11977/26): Loss -0.7125, Sem 0.0966, dir -0.9680, norm 0.1589, swav 0.0000 LR: 4.395e-02 Score 96.817 Data time: 0.2684, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.8873 [2020-11-13 09:00:25,590][root][INFO] - ===> Epoch[461](11978/26): Loss -0.7666, Sem 0.0788, dir -0.9737, norm 0.1284, swav 0.0000 LR: 4.395e-02 Score 97.341 Data time: 0.1738, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 4.5144 [2020-11-13 09:00:32,432][root][INFO] - ===> Epoch[461](11979/26): Loss -0.7594, Sem 0.0803, dir -0.9729, norm 0.1333, swav 0.0000 LR: 4.394e-02 Score 97.142 Data time: 0.2934, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.7826 [2020-11-13 09:00:37,761][root][INFO] - ===> Epoch[461](11980/26): Loss -0.7654, Sem 0.0834, dir -0.9761, norm 0.1273, swav 0.0000 LR: 4.394e-02 Score 97.051 Data time: 0.2399, Forward time: 2.2640, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.2133 [2020-11-13 09:00:42,443][root][INFO] - ===> Epoch[461](11981/26): Loss -0.7183, Sem 0.0937, dir -0.9674, norm 0.1554, swav 0.0000 LR: 4.393e-02 Score 96.813 Data time: 0.2053, Forward time: 2.2640, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.5628 [2020-11-13 09:00:49,245][root][INFO] - ===> Epoch[461](11982/26): Loss -0.7480, Sem 0.0826, dir -0.9740, norm 0.1435, swav 0.0000 LR: 4.393e-02 Score 97.075 Data time: 0.2961, Forward time: 2.2641, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 6.7052 [2020-11-13 09:00:54,466][root][INFO] - ===> Epoch[461](11983/26): Loss -0.7716, Sem 0.0746, dir -0.9735, norm 0.1273, swav 0.0000 LR: 4.393e-02 Score 97.290 Data time: 0.1832, Forward time: 2.2640, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.1013 [2020-11-13 09:01:00,862][root][INFO] - ===> Epoch[461](11984/26): Loss -0.7524, Sem 0.0826, dir -0.9711, norm 0.1361, swav 0.0000 LR: 4.392e-02 Score 97.035 Data time: 0.2108, Forward time: 2.2640, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.3244 [2020-11-13 09:01:05,723][root][INFO] - ===> Epoch[461](11985/26): Loss -0.7482, Sem 0.0902, dir -0.9726, norm 0.1342, swav 0.0000 LR: 4.392e-02 Score 96.839 Data time: 0.1828, Forward time: 2.2640, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.7628 [2020-11-13 09:01:11,908][root][INFO] - ===> Epoch[461](11986/26): Loss -0.7498, Sem 0.0821, dir -0.9722, norm 0.1403, swav 0.0000 LR: 4.391e-02 Score 97.077 Data time: 0.1820, Forward time: 2.2640, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.0875 [2020-11-13 09:01:17,581][root][INFO] - ===> Epoch[462](11987/26): Loss -0.7298, Sem 0.0947, dir -0.9696, norm 0.1451, swav 0.0000 LR: 4.391e-02 Score 96.746 Data time: 0.2040, Forward time: 2.2640, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.5963 [2020-11-13 09:01:24,511][root][INFO] - ===> Epoch[462](11988/26): Loss -0.7431, Sem 0.0807, dir -0.9685, norm 0.1447, swav 0.0000 LR: 4.390e-02 Score 97.233 Data time: 0.1545, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.8355 [2020-11-13 09:01:30,011][root][INFO] - ===> Epoch[462](11989/26): Loss -0.7713, Sem 0.0759, dir -0.9760, norm 0.1288, swav 0.0000 LR: 4.390e-02 Score 97.194 Data time: 0.1958, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.4201 [2020-11-13 09:01:35,559][root][INFO] - ===> Epoch[462](11990/26): Loss -0.7594, Sem 0.0767, dir -0.9717, norm 0.1356, swav 0.0000 LR: 4.389e-02 Score 97.292 Data time: 0.2766, Forward time: 2.2640, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.4376 [2020-11-13 09:01:42,670][root][INFO] - ===> Epoch[462](11991/26): Loss -0.7279, Sem 0.0975, dir -0.9711, norm 0.1457, swav 0.0000 LR: 4.389e-02 Score 96.616 Data time: 0.3484, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.9993 [2020-11-13 09:01:49,152][root][INFO] - ===> Epoch[462](11992/26): Loss -0.7444, Sem 0.0959, dir -0.9732, norm 0.1329, swav 0.0000 LR: 4.388e-02 Score 96.933 Data time: 0.2067, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.3243 [2020-11-13 09:01:54,920][root][INFO] - ===> Epoch[462](11993/26): Loss -0.7523, Sem 0.0861, dir -0.9728, norm 0.1344, swav 0.0000 LR: 4.388e-02 Score 96.926 Data time: 0.2480, Forward time: 2.2641, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.6436 [2020-11-13 09:02:00,331][root][INFO] - ===> Epoch[462](11994/26): Loss -0.7486, Sem 0.0914, dir -0.9734, norm 0.1334, swav 0.0000 LR: 4.387e-02 Score 96.798 Data time: 0.2807, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.2960 [2020-11-13 09:02:05,508][root][INFO] - ===> Epoch[462](11995/26): Loss -0.7137, Sem 0.1080, dir -0.9675, norm 0.1458, swav 0.0000 LR: 4.387e-02 Score 96.681 Data time: 0.2464, Forward time: 2.2641, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.0600 [2020-11-13 09:02:12,126][root][INFO] - ===> Epoch[462](11996/26): Loss -0.7538, Sem 0.0893, dir -0.9723, norm 0.1292, swav 0.0000 LR: 4.386e-02 Score 96.816 Data time: 0.1479, Forward time: 2.2641, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.5174 [2020-11-13 09:02:17,948][root][INFO] - ===> Epoch[462](11997/26): Loss -0.7429, Sem 0.0876, dir -0.9723, norm 0.1418, swav 0.0000 LR: 4.386e-02 Score 96.787 Data time: 0.1558, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.7374 [2020-11-13 09:02:23,812][root][INFO] - ===> Epoch[462](11998/26): Loss -0.7401, Sem 0.0942, dir -0.9736, norm 0.1393, swav 0.0000 LR: 4.385e-02 Score 96.691 Data time: 0.1931, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.7732 [2020-11-13 09:02:29,502][root][INFO] - ===> Epoch[462](11999/26): Loss -0.7371, Sem 0.0944, dir -0.9721, norm 0.1406, swav 0.0000 LR: 4.385e-02 Score 96.675 Data time: 0.1835, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.6079 [2020-11-13 09:02:35,263][root][INFO] - ===> Epoch[462](12000/26): Loss -0.7387, Sem 0.0874, dir -0.9677, norm 0.1416, swav 0.0000 LR: 4.384e-02 Score 96.996 Data time: 0.1819, Forward time: 2.2640, Backward time: 3.1118, DDP time: 0.0051, Total iter time: 5.6783 [2020-11-13 09:02:37,250][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 09:02:37,346][root][INFO] - ===> Start testing [2020-11-13 09:04:16,792][root][INFO] - 101/312: Data time: 0.0086, Iter time: 0.3737 Loss 0.091 (AVG: 0.488) Score 97.044 (AVG: 89.608) mIOU 73.604 mAP 77.197 mAcc 81.524 IOU: 83.937 96.511 62.142 84.359 89.887 81.946 73.037 67.144 66.987 86.289 44.419 64.720 57.448 80.375 55.163 66.819 93.151 75.150 89.537 53.053 mAP: 81.508 96.859 67.603 84.310 90.153 80.177 70.036 77.715 70.558 67.751 59.283 61.850 73.631 83.158 59.296 82.455 96.218 88.234 88.764 64.376 mAcc: 95.498 98.811 78.946 91.181 94.128 88.694 78.384 77.467 74.372 90.377 53.094 77.355 80.229 86.942 63.351 73.651 94.957 80.943 93.519 58.579 [2020-11-13 09:05:47,834][root][INFO] - 201/312: Data time: 0.0532, Iter time: 0.3640 Loss 0.081 (AVG: 0.514) Score 97.757 (AVG: 89.507) mIOU 72.276 mAP 75.930 mAcc 79.850 IOU: 84.112 96.422 59.490 80.766 91.619 83.997 74.103 65.374 64.746 83.882 37.485 67.466 63.937 76.125 51.387 55.229 93.635 70.198 87.440 58.115 mAP: 81.798 96.040 65.086 74.910 90.834 80.437 72.888 73.458 72.335 70.209 56.845 60.961 71.637 83.853 61.172 80.033 96.170 85.433 79.292 65.204 mAcc: 95.266 98.806 76.185 87.398 95.348 88.771 81.169 77.499 73.238 88.292 45.688 80.290 80.995 84.328 58.788 59.298 95.350 75.520 90.607 64.174 [2020-11-13 09:07:15,268][root][INFO] - 301/312: Data time: 0.0045, Iter time: 0.2689 Loss 1.556 (AVG: 0.530) Score 80.675 (AVG: 89.455) mIOU 71.891 mAP 76.098 mAcc 79.449 IOU: 84.058 96.244 59.249 80.484 92.147 85.432 73.011 63.868 61.180 83.387 33.305 65.645 62.718 73.319 55.455 60.075 93.071 69.644 88.924 56.599 mAP: 81.735 96.118 64.679 73.628 91.489 82.557 73.038 72.620 69.379 72.529 57.851 58.674 70.856 80.817 62.946 82.587 96.417 86.411 83.261 64.370 mAcc: 95.322 98.824 75.371 86.147 95.476 90.273 80.927 75.914 71.509 88.391 38.887 76.300 81.409 80.848 61.695 64.192 95.092 76.561 92.674 63.159 [2020-11-13 09:07:24,214][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3317 Loss 0.404 (AVG: 0.523) Score 92.771 (AVG: 89.559) mIOU 72.127 mAP 76.205 mAcc 79.633 IOU: 84.187 96.273 60.297 80.476 92.215 85.617 73.361 63.808 61.635 83.151 32.988 66.716 63.120 73.319 55.866 61.258 93.212 69.723 88.870 56.457 mAP: 81.835 96.198 65.086 73.628 91.504 82.924 73.629 72.674 69.149 72.431 56.542 59.500 71.374 80.817 63.583 83.114 96.413 85.913 83.574 64.208 mAcc: 95.366 98.831 76.041 86.147 95.496 90.756 81.479 75.828 71.975 88.118 38.321 76.854 81.179 80.848 62.494 65.394 95.213 76.718 92.652 62.957 [2020-11-13 09:07:24,215][root][INFO] - Finished test. Elapsed time: 286.8669 [2020-11-13 09:07:36,479][root][INFO] - [2020-11-13 09:07:36,479][root][INFO] - ################################################################ [2020-11-13 09:07:36,479][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 09:07:36,479][root][INFO] - ################################################################ [2020-11-13 09:07:36,480][root][INFO] - cabinet : 0.271 0.514 0.697 [2020-11-13 09:07:36,480][root][INFO] - bed : 0.361 0.730 0.845 [2020-11-13 09:07:36,480][root][INFO] - chair : 0.733 0.880 0.915 [2020-11-13 09:07:36,480][root][INFO] - sofa : 0.434 0.666 0.839 [2020-11-13 09:07:36,480][root][INFO] - table : 0.440 0.660 0.769 [2020-11-13 09:07:36,480][root][INFO] - door : 0.274 0.492 0.625 [2020-11-13 09:07:36,480][root][INFO] - window : 0.225 0.417 0.605 [2020-11-13 09:07:36,480][root][INFO] - bookshelf : 0.203 0.538 0.794 [2020-11-13 09:07:36,480][root][INFO] - picture : 0.224 0.352 0.439 [2020-11-13 09:07:36,480][root][INFO] - counter : 0.079 0.270 0.559 [2020-11-13 09:07:36,480][root][INFO] - desk : 0.085 0.288 0.724 [2020-11-13 09:07:36,480][root][INFO] - curtain : 0.257 0.461 0.636 [2020-11-13 09:07:36,480][root][INFO] - refrigerator : 0.386 0.579 0.582 [2020-11-13 09:07:36,480][root][INFO] - shower curtain : 0.474 0.673 0.703 [2020-11-13 09:07:36,480][root][INFO] - toilet : 0.850 1.000 1.000 [2020-11-13 09:07:36,480][root][INFO] - sink : 0.421 0.719 0.885 [2020-11-13 09:07:36,480][root][INFO] - bathtub : 0.648 0.805 0.871 [2020-11-13 09:07:36,480][root][INFO] - otherfurniture : 0.392 0.542 0.658 [2020-11-13 09:07:36,480][root][INFO] - ---------------------------------------------------------------- [2020-11-13 09:07:36,480][root][INFO] - average : 0.375 0.588 0.730 [2020-11-13 09:07:36,480][root][INFO] - [2020-11-13 09:07:36,605][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 09:07:40,915][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 09:07:41,015][root][INFO] - Current best mIoU: 72.127 at iter 12000 [2020-11-13 09:07:44,408][root][INFO] - ===> Epoch[462](12001/26): Loss -0.7394, Sem 0.0878, dir -0.9695, norm 0.1423, swav 0.0000 LR: 4.384e-02 Score 97.006 Data time: 0.1705, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 3.3879 [2020-11-13 09:07:49,247][root][INFO] - ===> Epoch[462](12002/26): Loss -0.7542, Sem 0.0789, dir -0.9714, norm 0.1383, swav 0.0000 LR: 4.383e-02 Score 97.320 Data time: 0.2697, Forward time: 2.2639, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.7598 [2020-11-13 09:07:54,901][root][INFO] - ===> Epoch[462](12003/26): Loss -0.7455, Sem 0.0830, dir -0.9707, norm 0.1422, swav 0.0000 LR: 4.383e-02 Score 97.138 Data time: 0.1470, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.5460 [2020-11-13 09:07:59,848][root][INFO] - ===> Epoch[462](12004/26): Loss -0.7302, Sem 0.0942, dir -0.9712, norm 0.1468, swav 0.0000 LR: 4.382e-02 Score 96.715 Data time: 0.1755, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 4.8659 [2020-11-13 09:08:06,051][root][INFO] - ===> Epoch[462](12005/26): Loss -0.7497, Sem 0.0918, dir -0.9739, norm 0.1324, swav 0.0000 LR: 4.382e-02 Score 96.777 Data time: 0.3134, Forward time: 2.2639, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 6.1166 [2020-11-13 09:08:11,352][root][INFO] - ===> Epoch[462](12006/26): Loss -0.7467, Sem 0.0839, dir -0.9750, norm 0.1443, swav 0.0000 LR: 4.381e-02 Score 97.092 Data time: 0.2434, Forward time: 2.2639, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.1693 [2020-11-13 09:08:16,598][root][INFO] - ===> Epoch[462](12007/26): Loss -0.7659, Sem 0.0803, dir -0.9712, norm 0.1250, swav 0.0000 LR: 4.381e-02 Score 97.129 Data time: 0.1625, Forward time: 2.2639, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.1140 [2020-11-13 09:08:23,527][root][INFO] - ===> Epoch[462](12008/26): Loss -0.7491, Sem 0.0877, dir -0.9740, norm 0.1372, swav 0.0000 LR: 4.380e-02 Score 96.981 Data time: 0.1949, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.8598 [2020-11-13 09:08:29,738][root][INFO] - ===> Epoch[462](12009/26): Loss -0.7427, Sem 0.0892, dir -0.9699, norm 0.1380, swav 0.0000 LR: 4.380e-02 Score 96.965 Data time: 0.2254, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.1043 [2020-11-13 09:08:36,059][root][INFO] - ===> Epoch[462](12010/26): Loss -0.7378, Sem 0.0882, dir -0.9696, norm 0.1436, swav 0.0000 LR: 4.379e-02 Score 96.908 Data time: 0.1913, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.1977 [2020-11-13 09:08:42,969][root][INFO] - ===> Epoch[462](12011/26): Loss -0.7216, Sem 0.0936, dir -0.9689, norm 0.1537, swav 0.0000 LR: 4.379e-02 Score 96.752 Data time: 0.2886, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.8116 [2020-11-13 09:08:48,004][root][INFO] - ===> Epoch[462](12012/26): Loss -0.7518, Sem 0.0838, dir -0.9719, norm 0.1363, swav 0.0000 LR: 4.378e-02 Score 96.862 Data time: 0.2158, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 4.9029 [2020-11-13 09:08:53,612][root][INFO] - ===> Epoch[463](12013/26): Loss -0.7601, Sem 0.0794, dir -0.9767, norm 0.1373, swav 0.0000 LR: 4.378e-02 Score 97.283 Data time: 0.2296, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.4921 [2020-11-13 09:09:00,315][root][INFO] - ===> Epoch[463](12014/26): Loss -0.7464, Sem 0.0832, dir -0.9697, norm 0.1401, swav 0.0000 LR: 4.377e-02 Score 97.061 Data time: 0.2519, Forward time: 2.2640, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.5921 [2020-11-13 09:09:06,280][root][INFO] - ===> Epoch[463](12015/26): Loss -0.7601, Sem 0.0782, dir -0.9702, norm 0.1319, swav 0.0000 LR: 4.377e-02 Score 97.280 Data time: 0.1861, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.8133 [2020-11-13 09:09:11,382][root][INFO] - ===> Epoch[463](12016/26): Loss -0.7383, Sem 0.1035, dir -0.9709, norm 0.1291, swav 0.0000 LR: 4.376e-02 Score 96.821 Data time: 0.2059, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 4.9980 [2020-11-13 09:09:17,341][root][INFO] - ===> Epoch[463](12017/26): Loss -0.7733, Sem 0.0742, dir -0.9753, norm 0.1278, swav 0.0000 LR: 4.376e-02 Score 97.390 Data time: 0.2377, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.8487 [2020-11-13 09:09:24,017][root][INFO] - ===> Epoch[463](12018/26): Loss -0.7234, Sem 0.0953, dir -0.9666, norm 0.1479, swav 0.0000 LR: 4.375e-02 Score 96.890 Data time: 0.2022, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 6.5531 [2020-11-13 09:09:28,565][root][INFO] - ===> Epoch[463](12019/26): Loss -0.7253, Sem 0.0964, dir -0.9704, norm 0.1487, swav 0.0000 LR: 4.375e-02 Score 96.686 Data time: 0.1379, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 4.4444 [2020-11-13 09:09:34,697][root][INFO] - ===> Epoch[463](12020/26): Loss -0.7378, Sem 0.0823, dir -0.9691, norm 0.1490, swav 0.0000 LR: 4.374e-02 Score 97.180 Data time: 0.1941, Forward time: 2.2638, Backward time: 3.1118, DDP time: 0.0051, Total iter time: 6.0561 [2020-11-13 09:09:39,835][root][INFO] - ===> Epoch[463](12021/26): Loss -0.7706, Sem 0.0764, dir -0.9747, norm 0.1277, swav 0.0000 LR: 4.374e-02 Score 97.327 Data time: 0.2466, Forward time: 2.2639, Backward time: 3.1117, DDP time: 0.0051, Total iter time: 5.0405 [2020-11-13 09:09:44,713][root][INFO] - ===> Epoch[463](12022/26): Loss -0.7553, Sem 0.0844, dir -0.9722, norm 0.1324, swav 0.0000 LR: 4.373e-02 Score 96.935 Data time: 0.2145, Forward time: 2.2639, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 4.7789 [2020-11-13 09:09:50,275][root][INFO] - ===> Epoch[463](12023/26): Loss -0.7698, Sem 0.0793, dir -0.9736, norm 0.1245, swav 0.0000 LR: 4.373e-02 Score 97.190 Data time: 0.1643, Forward time: 2.2638, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 5.4524 [2020-11-13 09:09:55,321][root][INFO] - ===> Epoch[463](12024/26): Loss -0.7276, Sem 0.0939, dir -0.9708, norm 0.1494, swav 0.0000 LR: 4.372e-02 Score 96.749 Data time: 0.2179, Forward time: 2.2638, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 4.9567 [2020-11-13 09:10:00,416][root][INFO] - ===> Epoch[463](12025/26): Loss -0.7459, Sem 0.0909, dir -0.9698, norm 0.1330, swav 0.0000 LR: 4.372e-02 Score 96.813 Data time: 0.2365, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.9554 [2020-11-13 09:10:06,507][root][INFO] - ===> Epoch[463](12026/26): Loss -0.7512, Sem 0.0941, dir -0.9732, norm 0.1280, swav 0.0000 LR: 4.371e-02 Score 96.778 Data time: 0.2125, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.9567 [2020-11-13 09:10:12,464][root][INFO] - ===> Epoch[463](12027/26): Loss -0.7501, Sem 0.0824, dir -0.9716, norm 0.1391, swav 0.0000 LR: 4.371e-02 Score 97.054 Data time: 0.2196, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.8515 [2020-11-13 09:10:17,863][root][INFO] - ===> Epoch[463](12028/26): Loss -0.7313, Sem 0.1033, dir -0.9693, norm 0.1347, swav 0.0000 LR: 4.370e-02 Score 96.536 Data time: 0.2013, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.2816 [2020-11-13 09:10:24,494][root][INFO] - ===> Epoch[463](12029/26): Loss -0.7483, Sem 0.0863, dir -0.9719, norm 0.1373, swav 0.0000 LR: 4.370e-02 Score 97.023 Data time: 0.2159, Forward time: 2.2638, Backward time: 3.1116, DDP time: 0.0051, Total iter time: 6.5227 [2020-11-13 09:10:29,001][root][INFO] - ===> Epoch[463](12030/26): Loss -0.7529, Sem 0.0823, dir -0.9704, norm 0.1352, swav 0.0000 LR: 4.369e-02 Score 97.196 Data time: 0.1820, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.3937 [2020-11-13 09:10:33,890][root][INFO] - ===> Epoch[463](12031/26): Loss -0.7404, Sem 0.0896, dir -0.9715, norm 0.1414, swav 0.0000 LR: 4.369e-02 Score 96.908 Data time: 0.2025, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.8061 [2020-11-13 09:10:40,710][root][INFO] - ===> Epoch[463](12032/26): Loss -0.7198, Sem 0.1036, dir -0.9691, norm 0.1457, swav 0.0000 LR: 4.368e-02 Score 96.268 Data time: 0.2560, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 6.7199 [2020-11-13 09:10:46,368][root][INFO] - ===> Epoch[463](12033/26): Loss -0.7447, Sem 0.0877, dir -0.9720, norm 0.1396, swav 0.0000 LR: 4.368e-02 Score 96.996 Data time: 0.1800, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.5163 [2020-11-13 09:10:51,805][root][INFO] - ===> Epoch[463](12034/26): Loss -0.7616, Sem 0.0795, dir -0.9725, norm 0.1314, swav 0.0000 LR: 4.367e-02 Score 97.261 Data time: 0.1634, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 5.3190 [2020-11-13 09:10:56,870][root][INFO] - ===> Epoch[463](12035/26): Loss -0.7472, Sem 0.0888, dir -0.9729, norm 0.1369, swav 0.0000 LR: 4.367e-02 Score 96.997 Data time: 0.2121, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.9494 [2020-11-13 09:11:01,490][root][INFO] - ===> Epoch[463](12036/26): Loss -0.7473, Sem 0.0820, dir -0.9721, norm 0.1429, swav 0.0000 LR: 4.366e-02 Score 97.134 Data time: 0.2138, Forward time: 2.2637, Backward time: 3.1114, DDP time: 0.0051, Total iter time: 4.4937 [2020-11-13 09:11:06,763][root][INFO] - ===> Epoch[463](12037/26): Loss -0.7271, Sem 0.0902, dir -0.9712, norm 0.1539, swav 0.0000 LR: 4.366e-02 Score 96.818 Data time: 0.2201, Forward time: 2.2638, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.1605 [2020-11-13 09:11:14,106][root][INFO] - ===> Epoch[463](12038/26): Loss -0.7320, Sem 0.0926, dir -0.9714, norm 0.1469, swav 0.0000 LR: 4.365e-02 Score 96.770 Data time: 0.2282, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 7.2071 [2020-11-13 09:11:21,103][root][INFO] - ===> Epoch[464](12039/26): Loss -0.7614, Sem 0.0727, dir -0.9715, norm 0.1374, swav 0.0000 LR: 4.365e-02 Score 97.541 Data time: 0.2339, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 6.8650 [2020-11-13 09:11:25,941][root][INFO] - ===> Epoch[464](12040/26): Loss -0.7385, Sem 0.0864, dir -0.9680, norm 0.1431, swav 0.0000 LR: 4.364e-02 Score 97.036 Data time: 0.2304, Forward time: 2.2638, Backward time: 3.1115, DDP time: 0.0051, Total iter time: 4.7153 [2020-11-13 09:11:32,015][root][INFO] - ===> Epoch[464](12041/26): Loss -0.7424, Sem 0.0849, dir -0.9700, norm 0.1428, swav 0.0000 LR: 4.364e-02 Score 97.064 Data time: 0.3065, Forward time: 2.2639, Backward time: 3.1114, DDP time: 0.0051, Total iter time: 5.9539 [2020-11-13 09:11:37,944][root][INFO] - ===> Epoch[464](12042/26): Loss -0.7506, Sem 0.0823, dir -0.9671, norm 0.1342, swav 0.0000 LR: 4.363e-02 Score 97.065 Data time: 0.3318, Forward time: 2.2639, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.7975 [2020-11-13 09:11:43,444][root][INFO] - ===> Epoch[464](12043/26): Loss -0.7425, Sem 0.0872, dir -0.9689, norm 0.1392, swav 0.0000 LR: 4.363e-02 Score 96.937 Data time: 0.2522, Forward time: 2.2640, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.3751 [2020-11-13 09:11:48,488][root][INFO] - ===> Epoch[464](12044/26): Loss -0.7480, Sem 0.0900, dir -0.9714, norm 0.1335, swav 0.0000 LR: 4.362e-02 Score 96.797 Data time: 0.1901, Forward time: 2.2639, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 4.9205 [2020-11-13 09:11:53,901][root][INFO] - ===> Epoch[464](12045/26): Loss -0.7405, Sem 0.0947, dir -0.9716, norm 0.1364, swav 0.0000 LR: 4.362e-02 Score 96.644 Data time: 0.1822, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.2988 [2020-11-13 09:11:59,625][root][INFO] - ===> Epoch[464](12046/26): Loss -0.7452, Sem 0.0860, dir -0.9727, norm 0.1415, swav 0.0000 LR: 4.361e-02 Score 96.931 Data time: 0.2166, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.5997 [2020-11-13 09:12:05,199][root][INFO] - ===> Epoch[464](12047/26): Loss -0.7812, Sem 0.0774, dir -0.9764, norm 0.1178, swav 0.0000 LR: 4.361e-02 Score 97.231 Data time: 0.2735, Forward time: 2.2640, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.4402 [2020-11-13 09:12:10,523][root][INFO] - ===> Epoch[464](12048/26): Loss -0.7509, Sem 0.0837, dir -0.9727, norm 0.1381, swav 0.0000 LR: 4.360e-02 Score 97.074 Data time: 0.2416, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.2109 [2020-11-13 09:12:16,612][root][INFO] - ===> Epoch[464](12049/26): Loss -0.7440, Sem 0.0785, dir -0.9667, norm 0.1442, swav 0.0000 LR: 4.360e-02 Score 97.329 Data time: 0.2749, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.9896 [2020-11-13 09:12:22,765][root][INFO] - ===> Epoch[464](12050/26): Loss -0.7493, Sem 0.0812, dir -0.9719, norm 0.1414, swav 0.0000 LR: 4.359e-02 Score 97.057 Data time: 0.2531, Forward time: 2.2641, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 6.0266 [2020-11-13 09:12:27,970][root][INFO] - ===> Epoch[464](12051/26): Loss -0.7483, Sem 0.0884, dir -0.9687, norm 0.1320, swav 0.0000 LR: 4.359e-02 Score 96.913 Data time: 0.1883, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.0956 [2020-11-13 09:12:33,604][root][INFO] - ===> Epoch[464](12052/26): Loss -0.7192, Sem 0.0938, dir -0.9690, norm 0.1561, swav 0.0000 LR: 4.358e-02 Score 96.678 Data time: 0.2072, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.5640 [2020-11-13 09:12:38,817][root][INFO] - ===> Epoch[464](12053/26): Loss -0.7439, Sem 0.0925, dir -0.9744, norm 0.1380, swav 0.0000 LR: 4.358e-02 Score 96.784 Data time: 0.2113, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.1055 [2020-11-13 09:12:43,973][root][INFO] - ===> Epoch[464](12054/26): Loss -0.7354, Sem 0.0925, dir -0.9701, norm 0.1421, swav 0.0000 LR: 4.357e-02 Score 96.884 Data time: 0.2060, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.0498 [2020-11-13 09:12:49,428][root][INFO] - ===> Epoch[464](12055/26): Loss -0.7469, Sem 0.0804, dir -0.9706, norm 0.1433, swav 0.0000 LR: 4.357e-02 Score 97.179 Data time: 0.2079, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.3622 [2020-11-13 09:12:54,718][root][INFO] - ===> Epoch[464](12056/26): Loss -0.7479, Sem 0.0851, dir -0.9695, norm 0.1364, swav 0.0000 LR: 4.357e-02 Score 97.109 Data time: 0.2441, Forward time: 2.2641, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.1775 [2020-11-13 09:13:00,178][root][INFO] - ===> Epoch[464](12057/26): Loss -0.7828, Sem 0.0713, dir -0.9760, norm 0.1218, swav 0.0000 LR: 4.356e-02 Score 97.394 Data time: 0.1687, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3185 [2020-11-13 09:13:06,795][root][INFO] - ===> Epoch[464](12058/26): Loss -0.7419, Sem 0.0896, dir -0.9707, norm 0.1391, swav 0.0000 LR: 4.356e-02 Score 97.034 Data time: 0.1798, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.5335 [2020-11-13 09:13:12,566][root][INFO] - ===> Epoch[464](12059/26): Loss -0.7415, Sem 0.0806, dir -0.9703, norm 0.1481, swav 0.0000 LR: 4.355e-02 Score 97.191 Data time: 0.2063, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.6763 [2020-11-13 09:13:18,288][root][INFO] - ===> Epoch[464](12060/26): Loss -0.7568, Sem 0.0792, dir -0.9713, norm 0.1352, swav 0.0000 LR: 4.355e-02 Score 97.277 Data time: 0.2652, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.6292 [2020-11-13 09:13:23,863][root][INFO] - ===> Epoch[464](12061/26): Loss -0.7451, Sem 0.0892, dir -0.9692, norm 0.1348, swav 0.0000 LR: 4.354e-02 Score 96.870 Data time: 0.1817, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.4604 [2020-11-13 09:13:28,845][root][INFO] - ===> Epoch[464](12062/26): Loss -0.7589, Sem 0.0816, dir -0.9727, norm 0.1323, swav 0.0000 LR: 4.354e-02 Score 97.228 Data time: 0.1638, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.8675 [2020-11-13 09:13:34,971][root][INFO] - ===> Epoch[464](12063/26): Loss -0.7610, Sem 0.0850, dir -0.9753, norm 0.1294, swav 0.0000 LR: 4.353e-02 Score 97.022 Data time: 0.2983, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.0255 [2020-11-13 09:13:41,443][root][INFO] - ===> Epoch[464](12064/26): Loss -0.7149, Sem 0.0941, dir -0.9673, norm 0.1583, swav 0.0000 LR: 4.353e-02 Score 96.643 Data time: 0.2056, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.3515 [2020-11-13 09:13:47,077][root][INFO] - ===> Epoch[465](12065/26): Loss -0.7493, Sem 0.0867, dir -0.9668, norm 0.1309, swav 0.0000 LR: 4.352e-02 Score 96.889 Data time: 0.1964, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.5351 [2020-11-13 09:13:53,109][root][INFO] - ===> Epoch[465](12066/26): Loss -0.7321, Sem 0.0840, dir -0.9648, norm 0.1487, swav 0.0000 LR: 4.352e-02 Score 97.079 Data time: 0.2563, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.9492 [2020-11-13 09:13:58,418][root][INFO] - ===> Epoch[465](12067/26): Loss -0.7524, Sem 0.0847, dir -0.9738, norm 0.1367, swav 0.0000 LR: 4.351e-02 Score 97.044 Data time: 0.1723, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.1812 [2020-11-13 09:14:03,262][root][INFO] - ===> Epoch[465](12068/26): Loss -0.7542, Sem 0.0838, dir -0.9734, norm 0.1354, swav 0.0000 LR: 4.351e-02 Score 97.114 Data time: 0.1586, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.7663 [2020-11-13 09:14:10,459][root][INFO] - ===> Epoch[465](12069/26): Loss -0.7598, Sem 0.0736, dir -0.9741, norm 0.1406, swav 0.0000 LR: 4.350e-02 Score 97.441 Data time: 0.2406, Forward time: 2.2639, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 7.1109 [2020-11-13 09:14:16,807][root][INFO] - ===> Epoch[465](12070/26): Loss -0.7494, Sem 0.0922, dir -0.9741, norm 0.1325, swav 0.0000 LR: 4.350e-02 Score 96.545 Data time: 0.1931, Forward time: 2.2639, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 6.2444 [2020-11-13 09:14:23,304][root][INFO] - ===> Epoch[465](12071/26): Loss -0.7526, Sem 0.0855, dir -0.9731, norm 0.1350, swav 0.0000 LR: 4.349e-02 Score 97.033 Data time: 0.1792, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.4064 [2020-11-13 09:14:28,827][root][INFO] - ===> Epoch[465](12072/26): Loss -0.7380, Sem 0.0876, dir -0.9721, norm 0.1464, swav 0.0000 LR: 4.349e-02 Score 96.952 Data time: 0.2472, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.4315 [2020-11-13 09:14:34,000][root][INFO] - ===> Epoch[465](12073/26): Loss -0.7621, Sem 0.0827, dir -0.9728, norm 0.1281, swav 0.0000 LR: 4.348e-02 Score 97.147 Data time: 0.1944, Forward time: 2.2639, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.0582 [2020-11-13 09:14:40,476][root][INFO] - ===> Epoch[465](12074/26): Loss -0.7321, Sem 0.0898, dir -0.9716, norm 0.1497, swav 0.0000 LR: 4.348e-02 Score 96.861 Data time: 0.2457, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.4074 [2020-11-13 09:14:47,093][root][INFO] - ===> Epoch[465](12075/26): Loss -0.7631, Sem 0.0741, dir -0.9722, norm 0.1349, swav 0.0000 LR: 4.347e-02 Score 97.375 Data time: 0.2172, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.4844 [2020-11-13 09:14:52,199][root][INFO] - ===> Epoch[465](12076/26): Loss -0.7525, Sem 0.0806, dir -0.9703, norm 0.1372, swav 0.0000 LR: 4.347e-02 Score 97.132 Data time: 0.2405, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.0004 [2020-11-13 09:14:58,446][root][INFO] - ===> Epoch[465](12077/26): Loss -0.7367, Sem 0.0843, dir -0.9675, norm 0.1465, swav 0.0000 LR: 4.346e-02 Score 97.110 Data time: 0.2597, Forward time: 2.2640, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.1396 [2020-11-13 09:15:03,838][root][INFO] - ===> Epoch[465](12078/26): Loss -0.7567, Sem 0.0766, dir -0.9734, norm 0.1401, swav 0.0000 LR: 4.346e-02 Score 97.284 Data time: 0.2590, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.2576 [2020-11-13 09:15:10,062][root][INFO] - ===> Epoch[465](12079/26): Loss -0.7497, Sem 0.0868, dir -0.9729, norm 0.1364, swav 0.0000 LR: 4.345e-02 Score 96.872 Data time: 0.1673, Forward time: 2.2640, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.1308 [2020-11-13 09:15:15,993][root][INFO] - ===> Epoch[465](12080/26): Loss -0.7449, Sem 0.0831, dir -0.9697, norm 0.1418, swav 0.0000 LR: 4.345e-02 Score 97.084 Data time: 0.1901, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.8682 [2020-11-13 09:15:21,391][root][INFO] - ===> Epoch[465](12081/26): Loss -0.7333, Sem 0.0890, dir -0.9673, norm 0.1450, swav 0.0000 LR: 4.344e-02 Score 96.861 Data time: 0.2009, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.3206 [2020-11-13 09:15:26,647][root][INFO] - ===> Epoch[465](12082/26): Loss -0.7479, Sem 0.0922, dir -0.9700, norm 0.1299, swav 0.0000 LR: 4.344e-02 Score 96.889 Data time: 0.2314, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.1485 [2020-11-13 09:15:32,977][root][INFO] - ===> Epoch[465](12083/26): Loss -0.7461, Sem 0.0791, dir -0.9706, norm 0.1455, swav 0.0000 LR: 4.343e-02 Score 97.282 Data time: 0.2161, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.9676 [2020-11-13 09:15:39,446][root][INFO] - ===> Epoch[465](12084/26): Loss -0.7484, Sem 0.0794, dir -0.9713, norm 0.1435, swav 0.0000 LR: 4.343e-02 Score 97.256 Data time: 0.2645, Forward time: 2.2640, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.3702 [2020-11-13 09:15:45,293][root][INFO] - ===> Epoch[465](12085/26): Loss -0.7245, Sem 0.0863, dir -0.9640, norm 0.1531, swav 0.0000 LR: 4.342e-02 Score 97.094 Data time: 0.1496, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.7012 [2020-11-13 09:15:50,426][root][INFO] - ===> Epoch[465](12086/26): Loss -0.7638, Sem 0.0770, dir -0.9761, norm 0.1352, swav 0.0000 LR: 4.342e-02 Score 97.360 Data time: 0.1801, Forward time: 2.2639, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.0613 [2020-11-13 09:15:55,507][root][INFO] - ===> Epoch[465](12087/26): Loss -0.7369, Sem 0.0892, dir -0.9658, norm 0.1397, swav 0.0000 LR: 4.341e-02 Score 96.958 Data time: 0.3001, Forward time: 2.2639, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 4.9755 [2020-11-13 09:16:01,976][root][INFO] - ===> Epoch[465](12088/26): Loss -0.7503, Sem 0.0850, dir -0.9714, norm 0.1361, swav 0.0000 LR: 4.341e-02 Score 97.003 Data time: 0.2611, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 6.3720 [2020-11-13 09:16:07,599][root][INFO] - ===> Epoch[465](12089/26): Loss -0.7462, Sem 0.0811, dir -0.9705, norm 0.1433, swav 0.0000 LR: 4.340e-02 Score 97.155 Data time: 0.1850, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.4789 [2020-11-13 09:16:14,890][root][INFO] - ===> Epoch[465](12090/26): Loss -0.7481, Sem 0.0863, dir -0.9749, norm 0.1405, swav 0.0000 LR: 4.340e-02 Score 96.872 Data time: 0.2378, Forward time: 2.2640, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 7.1921 [2020-11-13 09:16:20,382][root][INFO] - ===> Epoch[466](12091/26): Loss -0.7247, Sem 0.0873, dir -0.9699, norm 0.1579, swav 0.0000 LR: 4.339e-02 Score 96.982 Data time: 0.2624, Forward time: 2.2640, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.3791 [2020-11-13 09:16:25,413][root][INFO] - ===> Epoch[466](12092/26): Loss -0.7641, Sem 0.0709, dir -0.9701, norm 0.1351, swav 0.0000 LR: 4.339e-02 Score 97.465 Data time: 0.2319, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 4.8864 [2020-11-13 09:16:30,412][root][INFO] - ===> Epoch[466](12093/26): Loss -0.7540, Sem 0.0810, dir -0.9715, norm 0.1364, swav 0.0000 LR: 4.338e-02 Score 97.162 Data time: 0.2101, Forward time: 2.2640, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 4.8920 [2020-11-13 09:16:36,073][root][INFO] - ===> Epoch[466](12094/26): Loss -0.7625, Sem 0.0764, dir -0.9719, norm 0.1330, swav 0.0000 LR: 4.338e-02 Score 97.310 Data time: 0.2783, Forward time: 2.2641, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.5647 [2020-11-13 09:16:41,879][root][INFO] - ===> Epoch[466](12095/26): Loss -0.7397, Sem 0.0813, dir -0.9700, norm 0.1490, swav 0.0000 LR: 4.337e-02 Score 97.178 Data time: 0.2328, Forward time: 2.2641, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.6953 [2020-11-13 09:16:47,055][root][INFO] - ===> Epoch[466](12096/26): Loss -0.7548, Sem 0.0807, dir -0.9736, norm 0.1381, swav 0.0000 LR: 4.337e-02 Score 97.165 Data time: 0.2508, Forward time: 2.2641, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.0685 [2020-11-13 09:16:52,788][root][INFO] - ===> Epoch[466](12097/26): Loss -0.7477, Sem 0.0907, dir -0.9718, norm 0.1335, swav 0.0000 LR: 4.336e-02 Score 96.763 Data time: 0.2788, Forward time: 2.2642, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.6018 [2020-11-13 09:16:58,390][root][INFO] - ===> Epoch[466](12098/26): Loss -0.7612, Sem 0.0833, dir -0.9714, norm 0.1269, swav 0.0000 LR: 4.336e-02 Score 97.006 Data time: 0.2110, Forward time: 2.2642, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4757 [2020-11-13 09:17:04,044][root][INFO] - ===> Epoch[466](12099/26): Loss -0.7304, Sem 0.1070, dir -0.9722, norm 0.1347, swav 0.0000 LR: 4.335e-02 Score 96.325 Data time: 0.1639, Forward time: 2.2641, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.5440 [2020-11-13 09:17:09,011][root][INFO] - ===> Epoch[466](12100/26): Loss -0.7487, Sem 0.0891, dir -0.9699, norm 0.1321, swav 0.0000 LR: 4.335e-02 Score 96.834 Data time: 0.1747, Forward time: 2.2641, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.8909 [2020-11-13 09:17:14,930][root][INFO] - ===> Epoch[466](12101/26): Loss -0.7378, Sem 0.0905, dir -0.9728, norm 0.1445, swav 0.0000 LR: 4.334e-02 Score 96.671 Data time: 0.2206, Forward time: 2.2641, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.8194 [2020-11-13 09:17:20,594][root][INFO] - ===> Epoch[466](12102/26): Loss -0.7347, Sem 0.0910, dir -0.9717, norm 0.1460, swav 0.0000 LR: 4.334e-02 Score 96.850 Data time: 0.2635, Forward time: 2.2641, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.5483 [2020-11-13 09:17:26,984][root][INFO] - ===> Epoch[466](12103/26): Loss -0.7282, Sem 0.1024, dir -0.9740, norm 0.1434, swav 0.0000 LR: 4.333e-02 Score 96.584 Data time: 0.1879, Forward time: 2.2641, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.2598 [2020-11-13 09:17:32,224][root][INFO] - ===> Epoch[466](12104/26): Loss -0.7533, Sem 0.0796, dir -0.9745, norm 0.1416, swav 0.0000 LR: 4.333e-02 Score 97.348 Data time: 0.1549, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.1430 [2020-11-13 09:17:37,683][root][INFO] - ===> Epoch[466](12105/26): Loss -0.7149, Sem 0.0982, dir -0.9682, norm 0.1551, swav 0.0000 LR: 4.332e-02 Score 96.536 Data time: 0.1984, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3806 [2020-11-13 09:17:42,992][root][INFO] - ===> Epoch[466](12106/26): Loss -0.7373, Sem 0.0988, dir -0.9705, norm 0.1343, swav 0.0000 LR: 4.332e-02 Score 96.511 Data time: 0.2365, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.2019 [2020-11-13 09:17:48,358][root][INFO] - ===> Epoch[466](12107/26): Loss -0.7555, Sem 0.0785, dir -0.9708, norm 0.1369, swav 0.0000 LR: 4.331e-02 Score 97.241 Data time: 0.1761, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.2615 [2020-11-13 09:17:54,062][root][INFO] - ===> Epoch[466](12108/26): Loss -0.7411, Sem 0.0942, dir -0.9700, norm 0.1348, swav 0.0000 LR: 4.331e-02 Score 97.072 Data time: 0.1629, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.6352 [2020-11-13 09:18:00,927][root][INFO] - ===> Epoch[466](12109/26): Loss -0.7317, Sem 0.0927, dir -0.9672, norm 0.1428, swav 0.0000 LR: 4.330e-02 Score 96.784 Data time: 0.2197, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.8043 [2020-11-13 09:18:06,548][root][INFO] - ===> Epoch[466](12110/26): Loss -0.7612, Sem 0.0799, dir -0.9724, norm 0.1313, swav 0.0000 LR: 4.330e-02 Score 97.205 Data time: 0.2419, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.5116 [2020-11-13 09:18:11,553][root][INFO] - ===> Epoch[466](12111/26): Loss -0.7342, Sem 0.0856, dir -0.9672, norm 0.1474, swav 0.0000 LR: 4.329e-02 Score 97.150 Data time: 0.2481, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.8787 [2020-11-13 09:18:17,209][root][INFO] - ===> Epoch[466](12112/26): Loss -0.7442, Sem 0.0910, dir -0.9748, norm 0.1395, swav 0.0000 LR: 4.329e-02 Score 96.797 Data time: 0.2514, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.5535 [2020-11-13 09:18:23,113][root][INFO] - ===> Epoch[466](12113/26): Loss -0.7264, Sem 0.0928, dir -0.9674, norm 0.1483, swav 0.0000 LR: 4.328e-02 Score 96.823 Data time: 0.2909, Forward time: 2.2641, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.7976 [2020-11-13 09:18:28,465][root][INFO] - ===> Epoch[466](12114/26): Loss -0.7420, Sem 0.0941, dir -0.9717, norm 0.1356, swav 0.0000 LR: 4.328e-02 Score 96.703 Data time: 0.1774, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.2314 [2020-11-13 09:18:35,160][root][INFO] - ===> Epoch[466](12115/26): Loss -0.7460, Sem 0.0942, dir -0.9726, norm 0.1325, swav 0.0000 LR: 4.327e-02 Score 96.701 Data time: 0.1770, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.5900 [2020-11-13 09:18:40,974][root][INFO] - ===> Epoch[466](12116/26): Loss -0.7187, Sem 0.0962, dir -0.9663, norm 0.1514, swav 0.0000 LR: 4.327e-02 Score 96.702 Data time: 0.1427, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.7082 [2020-11-13 09:18:47,091][root][INFO] - ===> Epoch[467](12117/26): Loss -0.7371, Sem 0.0982, dir -0.9716, norm 0.1362, swav 0.0000 LR: 4.326e-02 Score 96.905 Data time: 0.2244, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.0521 [2020-11-13 09:18:53,088][root][INFO] - ===> Epoch[467](12118/26): Loss -0.7217, Sem 0.1143, dir -0.9740, norm 0.1380, swav 0.0000 LR: 4.326e-02 Score 96.347 Data time: 0.2258, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.9043 [2020-11-13 09:18:57,378][root][INFO] - ===> Epoch[467](12119/26): Loss -0.7425, Sem 0.0878, dir -0.9709, norm 0.1407, swav 0.0000 LR: 4.325e-02 Score 96.885 Data time: 0.2211, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.1853 [2020-11-13 09:19:03,324][root][INFO] - ===> Epoch[467](12120/26): Loss -0.7370, Sem 0.0864, dir -0.9689, norm 0.1456, swav 0.0000 LR: 4.325e-02 Score 97.000 Data time: 0.2845, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.8470 [2020-11-13 09:19:09,611][root][INFO] - ===> Epoch[467](12121/26): Loss -0.7296, Sem 0.0998, dir -0.9686, norm 0.1392, swav 0.0000 LR: 4.324e-02 Score 96.552 Data time: 0.2095, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.1557 [2020-11-13 09:19:16,644][root][INFO] - ===> Epoch[467](12122/26): Loss -0.7377, Sem 0.0878, dir -0.9687, norm 0.1432, swav 0.0000 LR: 4.324e-02 Score 96.818 Data time: 0.2320, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.9397 [2020-11-13 09:19:22,139][root][INFO] - ===> Epoch[467](12123/26): Loss -0.7442, Sem 0.0868, dir -0.9731, norm 0.1422, swav 0.0000 LR: 4.323e-02 Score 97.058 Data time: 0.1885, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.3795 [2020-11-13 09:19:27,553][root][INFO] - ===> Epoch[467](12124/26): Loss -0.7480, Sem 0.0917, dir -0.9704, norm 0.1306, swav 0.0000 LR: 4.323e-02 Score 96.856 Data time: 0.2549, Forward time: 2.2640, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.3161 [2020-11-13 09:19:32,809][root][INFO] - ===> Epoch[467](12125/26): Loss -0.7416, Sem 0.0850, dir -0.9718, norm 0.1452, swav 0.0000 LR: 4.322e-02 Score 97.277 Data time: 0.2346, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.1417 [2020-11-13 09:19:37,637][root][INFO] - ===> Epoch[467](12126/26): Loss -0.7344, Sem 0.0900, dir -0.9702, norm 0.1458, swav 0.0000 LR: 4.322e-02 Score 96.975 Data time: 0.2263, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.7079 [2020-11-13 09:19:43,266][root][INFO] - ===> Epoch[467](12127/26): Loss -0.7339, Sem 0.0989, dir -0.9738, norm 0.1410, swav 0.0000 LR: 4.321e-02 Score 96.631 Data time: 0.1952, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.5169 [2020-11-13 09:19:50,064][root][INFO] - ===> Epoch[467](12128/26): Loss -0.7444, Sem 0.0865, dir -0.9709, norm 0.1399, swav 0.0000 LR: 4.321e-02 Score 96.996 Data time: 0.2925, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.6819 [2020-11-13 09:19:56,967][root][INFO] - ===> Epoch[467](12129/26): Loss -0.7517, Sem 0.0922, dir -0.9780, norm 0.1342, swav 0.0000 LR: 4.320e-02 Score 96.788 Data time: 0.2480, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.7607 [2020-11-13 09:20:01,859][root][INFO] - ===> Epoch[467](12130/26): Loss -0.7462, Sem 0.0764, dir -0.9705, norm 0.1480, swav 0.0000 LR: 4.320e-02 Score 97.391 Data time: 0.1652, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.7584 [2020-11-13 09:20:06,786][root][INFO] - ===> Epoch[467](12131/26): Loss -0.7565, Sem 0.0747, dir -0.9719, norm 0.1407, swav 0.0000 LR: 4.319e-02 Score 97.426 Data time: 0.1861, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.8463 [2020-11-13 09:20:11,700][root][INFO] - ===> Epoch[467](12132/26): Loss -0.7671, Sem 0.0686, dir -0.9717, norm 0.1359, swav 0.0000 LR: 4.319e-02 Score 97.656 Data time: 0.1519, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.7964 [2020-11-13 09:20:17,220][root][INFO] - ===> Epoch[467](12133/26): Loss -0.7507, Sem 0.0860, dir -0.9738, norm 0.1371, swav 0.0000 LR: 4.318e-02 Score 96.991 Data time: 0.1665, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4642 [2020-11-13 09:20:22,567][root][INFO] - ===> Epoch[467](12134/26): Loss -0.7232, Sem 0.0963, dir -0.9666, norm 0.1470, swav 0.0000 LR: 4.318e-02 Score 96.695 Data time: 0.2118, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.2531 [2020-11-13 09:20:28,139][root][INFO] - ===> Epoch[467](12135/26): Loss -0.7423, Sem 0.0888, dir -0.9741, norm 0.1431, swav 0.0000 LR: 4.317e-02 Score 96.827 Data time: 0.2524, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4872 [2020-11-13 09:20:36,172][root][INFO] - ===> Epoch[467](12136/26): Loss -0.7391, Sem 0.0913, dir -0.9716, norm 0.1413, swav 0.0000 LR: 4.317e-02 Score 96.881 Data time: 0.1937, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 7.9050 [2020-11-13 09:20:41,636][root][INFO] - ===> Epoch[467](12137/26): Loss -0.7471, Sem 0.0920, dir -0.9735, norm 0.1344, swav 0.0000 LR: 4.317e-02 Score 96.838 Data time: 0.1745, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.3865 [2020-11-13 09:20:46,782][root][INFO] - ===> Epoch[467](12138/26): Loss -0.7392, Sem 0.0845, dir -0.9681, norm 0.1444, swav 0.0000 LR: 4.316e-02 Score 97.028 Data time: 0.1925, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.0771 [2020-11-13 09:20:51,798][root][INFO] - ===> Epoch[467](12139/26): Loss -0.7577, Sem 0.0767, dir -0.9727, norm 0.1384, swav 0.0000 LR: 4.316e-02 Score 97.299 Data time: 0.1916, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.9037 [2020-11-13 09:20:57,565][root][INFO] - ===> Epoch[467](12140/26): Loss -0.7461, Sem 0.0829, dir -0.9688, norm 0.1398, swav 0.0000 LR: 4.315e-02 Score 97.123 Data time: 0.2280, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.6464 [2020-11-13 09:21:03,087][root][INFO] - ===> Epoch[467](12141/26): Loss -0.7430, Sem 0.0875, dir -0.9705, norm 0.1400, swav 0.0000 LR: 4.315e-02 Score 96.950 Data time: 0.2464, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.4107 [2020-11-13 09:21:08,645][root][INFO] - ===> Epoch[467](12142/26): Loss -0.7367, Sem 0.0892, dir -0.9686, norm 0.1427, swav 0.0000 LR: 4.314e-02 Score 96.912 Data time: 0.2058, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4370 [2020-11-13 09:21:14,178][root][INFO] - ===> Epoch[468](12143/26): Loss -0.7259, Sem 0.0841, dir -0.9663, norm 0.1564, swav 0.0000 LR: 4.314e-02 Score 97.156 Data time: 0.2109, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4136 [2020-11-13 09:21:19,702][root][INFO] - ===> Epoch[468](12144/26): Loss -0.7456, Sem 0.0809, dir -0.9748, norm 0.1483, swav 0.0000 LR: 4.313e-02 Score 97.142 Data time: 0.2516, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4068 [2020-11-13 09:21:26,081][root][INFO] - ===> Epoch[468](12145/26): Loss -0.7461, Sem 0.0855, dir -0.9731, norm 0.1415, swav 0.0000 LR: 4.313e-02 Score 97.065 Data time: 0.2228, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 6.2411 [2020-11-13 09:21:32,075][root][INFO] - ===> Epoch[468](12146/26): Loss -0.7339, Sem 0.0859, dir -0.9700, norm 0.1502, swav 0.0000 LR: 4.312e-02 Score 97.054 Data time: 0.1798, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.8596 [2020-11-13 09:21:37,954][root][INFO] - ===> Epoch[468](12147/26): Loss -0.7223, Sem 0.0955, dir -0.9703, norm 0.1526, swav 0.0000 LR: 4.312e-02 Score 96.786 Data time: 0.1814, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.7749 [2020-11-13 09:21:43,634][root][INFO] - ===> Epoch[468](12148/26): Loss -0.7445, Sem 0.0860, dir -0.9700, norm 0.1395, swav 0.0000 LR: 4.311e-02 Score 97.053 Data time: 0.1751, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.5927 [2020-11-13 09:21:49,070][root][INFO] - ===> Epoch[468](12149/26): Loss -0.7661, Sem 0.0827, dir -0.9749, norm 0.1261, swav 0.0000 LR: 4.311e-02 Score 96.954 Data time: 0.1950, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3373 [2020-11-13 09:21:54,696][root][INFO] - ===> Epoch[468](12150/26): Loss -0.7437, Sem 0.0966, dir -0.9707, norm 0.1304, swav 0.0000 LR: 4.310e-02 Score 96.707 Data time: 0.1780, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.5270 [2020-11-13 09:22:00,216][root][INFO] - ===> Epoch[468](12151/26): Loss -0.7185, Sem 0.0941, dir -0.9667, norm 0.1541, swav 0.0000 LR: 4.310e-02 Score 96.646 Data time: 0.2028, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4343 [2020-11-13 09:22:06,989][root][INFO] - ===> Epoch[468](12152/26): Loss -0.7274, Sem 0.0870, dir -0.9718, norm 0.1574, swav 0.0000 LR: 4.309e-02 Score 96.992 Data time: 0.1666, Forward time: 2.2638, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.6363 [2020-11-13 09:22:12,809][root][INFO] - ===> Epoch[468](12153/26): Loss -0.7378, Sem 0.0851, dir -0.9688, norm 0.1459, swav 0.0000 LR: 4.309e-02 Score 97.040 Data time: 0.1702, Forward time: 2.2637, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.7285 [2020-11-13 09:22:17,990][root][INFO] - ===> Epoch[468](12154/26): Loss -0.7478, Sem 0.0843, dir -0.9719, norm 0.1399, swav 0.0000 LR: 4.308e-02 Score 97.020 Data time: 0.2086, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.0618 [2020-11-13 09:22:23,249][root][INFO] - ===> Epoch[468](12155/26): Loss -0.7511, Sem 0.0808, dir -0.9715, norm 0.1396, swav 0.0000 LR: 4.308e-02 Score 97.206 Data time: 0.1843, Forward time: 2.2637, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.1526 [2020-11-13 09:22:28,467][root][INFO] - ===> Epoch[468](12156/26): Loss -0.7583, Sem 0.0765, dir -0.9760, norm 0.1413, swav 0.0000 LR: 4.307e-02 Score 97.407 Data time: 0.2567, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.0873 [2020-11-13 09:22:34,834][root][INFO] - ===> Epoch[468](12157/26): Loss -0.7507, Sem 0.0838, dir -0.9737, norm 0.1392, swav 0.0000 LR: 4.307e-02 Score 97.120 Data time: 0.2162, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.2469 [2020-11-13 09:22:42,758][root][INFO] - ===> Epoch[468](12158/26): Loss -0.7385, Sem 0.0907, dir -0.9737, norm 0.1445, swav 0.0000 LR: 4.306e-02 Score 96.750 Data time: 0.2627, Forward time: 2.2638, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 7.7925 [2020-11-13 09:22:47,768][root][INFO] - ===> Epoch[468](12159/26): Loss -0.7375, Sem 0.0863, dir -0.9698, norm 0.1460, swav 0.0000 LR: 4.306e-02 Score 97.029 Data time: 0.1665, Forward time: 2.2638, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 4.8857 [2020-11-13 09:22:53,243][root][INFO] - ===> Epoch[468](12160/26): Loss -0.7586, Sem 0.0826, dir -0.9728, norm 0.1316, swav 0.0000 LR: 4.305e-02 Score 97.140 Data time: 0.1634, Forward time: 2.2637, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.3702 [2020-11-13 09:22:57,809][root][INFO] - ===> Epoch[468](12161/26): Loss -0.7493, Sem 0.0903, dir -0.9744, norm 0.1347, swav 0.0000 LR: 4.305e-02 Score 96.906 Data time: 0.1887, Forward time: 2.2637, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.5102 [2020-11-13 09:23:03,577][root][INFO] - ===> Epoch[468](12162/26): Loss -0.7377, Sem 0.0960, dir -0.9702, norm 0.1366, swav 0.0000 LR: 4.304e-02 Score 96.716 Data time: 0.2392, Forward time: 2.2637, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.6595 [2020-11-13 09:23:09,577][root][INFO] - ===> Epoch[468](12163/26): Loss -0.7314, Sem 0.0930, dir -0.9728, norm 0.1484, swav 0.0000 LR: 4.304e-02 Score 96.672 Data time: 0.2202, Forward time: 2.2637, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.8772 [2020-11-13 09:23:16,004][root][INFO] - ===> Epoch[468](12164/26): Loss -0.7540, Sem 0.0827, dir -0.9707, norm 0.1341, swav 0.0000 LR: 4.303e-02 Score 97.050 Data time: 0.3073, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.3118 [2020-11-13 09:23:21,724][root][INFO] - ===> Epoch[468](12165/26): Loss -0.7380, Sem 0.0832, dir -0.9677, norm 0.1465, swav 0.0000 LR: 4.303e-02 Score 97.151 Data time: 0.2259, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.5974 [2020-11-13 09:23:26,213][root][INFO] - ===> Epoch[468](12166/26): Loss -0.7385, Sem 0.0896, dir -0.9670, norm 0.1389, swav 0.0000 LR: 4.302e-02 Score 96.901 Data time: 0.2275, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.3855 [2020-11-13 09:23:32,082][root][INFO] - ===> Epoch[468](12167/26): Loss -0.7607, Sem 0.0780, dir -0.9724, norm 0.1337, swav 0.0000 LR: 4.302e-02 Score 97.359 Data time: 0.2182, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.7597 [2020-11-13 09:23:38,034][root][INFO] - ===> Epoch[468](12168/26): Loss -0.7357, Sem 0.0798, dir -0.9721, norm 0.1566, swav 0.0000 LR: 4.301e-02 Score 97.263 Data time: 0.2389, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.8272 [2020-11-13 09:23:45,360][root][INFO] - ===> Epoch[469](12169/26): Loss -0.7491, Sem 0.0870, dir -0.9723, norm 0.1363, swav 0.0000 LR: 4.301e-02 Score 96.999 Data time: 0.3890, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 7.2248 [2020-11-13 09:23:50,344][root][INFO] - ===> Epoch[469](12170/26): Loss -0.7400, Sem 0.0845, dir -0.9684, norm 0.1438, swav 0.0000 LR: 4.300e-02 Score 97.064 Data time: 0.1866, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.8740 [2020-11-13 09:23:57,419][root][INFO] - ===> Epoch[469](12171/26): Loss -0.7476, Sem 0.0813, dir -0.9711, norm 0.1422, swav 0.0000 LR: 4.300e-02 Score 97.251 Data time: 0.2326, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.9646 [2020-11-13 09:24:03,104][root][INFO] - ===> Epoch[469](12172/26): Loss -0.7419, Sem 0.0761, dir -0.9716, norm 0.1536, swav 0.0000 LR: 4.299e-02 Score 97.331 Data time: 0.1650, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.5718 [2020-11-13 09:24:08,482][root][INFO] - ===> Epoch[469](12173/26): Loss -0.7393, Sem 0.0838, dir -0.9701, norm 0.1470, swav 0.0000 LR: 4.299e-02 Score 97.013 Data time: 0.1919, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.2922 [2020-11-13 09:24:14,036][root][INFO] - ===> Epoch[469](12174/26): Loss -0.7556, Sem 0.0846, dir -0.9698, norm 0.1296, swav 0.0000 LR: 4.298e-02 Score 96.969 Data time: 0.1943, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.4633 [2020-11-13 09:24:19,028][root][INFO] - ===> Epoch[469](12175/26): Loss -0.7455, Sem 0.0786, dir -0.9712, norm 0.1471, swav 0.0000 LR: 4.298e-02 Score 97.268 Data time: 0.2343, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.8721 [2020-11-13 09:24:24,690][root][INFO] - ===> Epoch[469](12176/26): Loss -0.7470, Sem 0.0908, dir -0.9707, norm 0.1329, swav 0.0000 LR: 4.297e-02 Score 96.712 Data time: 0.2626, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.5521 [2020-11-13 09:24:30,757][root][INFO] - ===> Epoch[469](12177/26): Loss -0.7042, Sem 0.1035, dir -0.9683, norm 0.1607, swav 0.0000 LR: 4.297e-02 Score 96.301 Data time: 0.2062, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.9462 [2020-11-13 09:24:36,389][root][INFO] - ===> Epoch[469](12178/26): Loss -0.7468, Sem 0.0856, dir -0.9707, norm 0.1382, swav 0.0000 LR: 4.296e-02 Score 96.981 Data time: 0.2438, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.5263 [2020-11-13 09:24:42,420][root][INFO] - ===> Epoch[469](12179/26): Loss -0.7768, Sem 0.0771, dir -0.9777, norm 0.1239, swav 0.0000 LR: 4.296e-02 Score 97.398 Data time: 0.1822, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.8982 [2020-11-13 09:24:48,573][root][INFO] - ===> Epoch[469](12180/26): Loss -0.7470, Sem 0.0878, dir -0.9713, norm 0.1365, swav 0.0000 LR: 4.295e-02 Score 96.970 Data time: 0.1962, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.0936 [2020-11-13 09:24:54,847][root][INFO] - ===> Epoch[469](12181/26): Loss -0.7546, Sem 0.0840, dir -0.9754, norm 0.1367, swav 0.0000 LR: 4.295e-02 Score 97.208 Data time: 0.2182, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.1554 [2020-11-13 09:25:00,153][root][INFO] - ===> Epoch[469](12182/26): Loss -0.7353, Sem 0.0907, dir -0.9702, norm 0.1443, swav 0.0000 LR: 4.294e-02 Score 96.951 Data time: 0.1848, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.1931 [2020-11-13 09:25:05,591][root][INFO] - ===> Epoch[469](12183/26): Loss -0.7452, Sem 0.0862, dir -0.9709, norm 0.1396, swav 0.0000 LR: 4.294e-02 Score 96.971 Data time: 0.2111, Forward time: 2.2638, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.3206 [2020-11-13 09:25:11,182][root][INFO] - ===> Epoch[469](12184/26): Loss -0.7471, Sem 0.0828, dir -0.9723, norm 0.1424, swav 0.0000 LR: 4.293e-02 Score 97.196 Data time: 0.2201, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.4903 [2020-11-13 09:25:16,510][root][INFO] - ===> Epoch[469](12185/26): Loss -0.7299, Sem 0.0888, dir -0.9685, norm 0.1499, swav 0.0000 LR: 4.293e-02 Score 97.000 Data time: 0.2011, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.2364 [2020-11-13 09:25:21,891][root][INFO] - ===> Epoch[469](12186/26): Loss -0.7642, Sem 0.0772, dir -0.9713, norm 0.1299, swav 0.0000 LR: 4.292e-02 Score 97.293 Data time: 0.1321, Forward time: 2.2637, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.2963 [2020-11-13 09:25:26,097][root][INFO] - ===> Epoch[469](12187/26): Loss -0.7651, Sem 0.0733, dir -0.9708, norm 0.1324, swav 0.0000 LR: 4.292e-02 Score 97.494 Data time: 0.1740, Forward time: 2.2637, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.1583 [2020-11-13 09:25:31,228][root][INFO] - ===> Epoch[469](12188/26): Loss -0.7601, Sem 0.0794, dir -0.9729, norm 0.1334, swav 0.0000 LR: 4.291e-02 Score 97.167 Data time: 0.1982, Forward time: 2.2636, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.0278 [2020-11-13 09:25:37,601][root][INFO] - ===> Epoch[469](12189/26): Loss -0.7456, Sem 0.0874, dir -0.9725, norm 0.1395, swav 0.0000 LR: 4.291e-02 Score 96.946 Data time: 0.2065, Forward time: 2.2636, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 6.2726 [2020-11-13 09:25:43,199][root][INFO] - ===> Epoch[469](12190/26): Loss -0.7606, Sem 0.0774, dir -0.9732, norm 0.1352, swav 0.0000 LR: 4.290e-02 Score 97.275 Data time: 0.2696, Forward time: 2.2637, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.4847 [2020-11-13 09:25:49,374][root][INFO] - ===> Epoch[469](12191/26): Loss -0.7620, Sem 0.0814, dir -0.9751, norm 0.1318, swav 0.0000 LR: 4.290e-02 Score 97.130 Data time: 0.2989, Forward time: 2.2637, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 6.0386 [2020-11-13 09:25:55,419][root][INFO] - ===> Epoch[469](12192/26): Loss -0.7408, Sem 0.0967, dir -0.9739, norm 0.1364, swav 0.0000 LR: 4.289e-02 Score 96.594 Data time: 0.2838, Forward time: 2.2638, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 5.8930 [2020-11-13 09:26:01,127][root][INFO] - ===> Epoch[469](12193/26): Loss -0.7489, Sem 0.0828, dir -0.9709, norm 0.1392, swav 0.0000 LR: 4.289e-02 Score 97.201 Data time: 0.2348, Forward time: 2.2638, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 5.5944 [2020-11-13 09:26:06,504][root][INFO] - ===> Epoch[469](12194/26): Loss -0.7628, Sem 0.0787, dir -0.9736, norm 0.1321, swav 0.0000 LR: 4.288e-02 Score 97.263 Data time: 0.3156, Forward time: 2.2639, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.2590 [2020-11-13 09:26:13,459][root][INFO] - ===> Epoch[470](12195/26): Loss -0.7386, Sem 0.0861, dir -0.9710, norm 0.1463, swav 0.0000 LR: 4.288e-02 Score 96.960 Data time: 0.3314, Forward time: 2.2640, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 6.8548 [2020-11-13 09:26:18,912][root][INFO] - ===> Epoch[470](12196/26): Loss -0.7322, Sem 0.0856, dir -0.9693, norm 0.1516, swav 0.0000 LR: 4.287e-02 Score 97.000 Data time: 0.1698, Forward time: 2.2639, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.3318 [2020-11-13 09:26:25,009][root][INFO] - ===> Epoch[470](12197/26): Loss -0.7383, Sem 0.0830, dir -0.9721, norm 0.1507, swav 0.0000 LR: 4.287e-02 Score 97.041 Data time: 0.1995, Forward time: 2.2639, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 6.0298 [2020-11-13 09:26:30,306][root][INFO] - ===> Epoch[470](12198/26): Loss -0.7486, Sem 0.0902, dir -0.9705, norm 0.1317, swav 0.0000 LR: 4.286e-02 Score 96.945 Data time: 0.1875, Forward time: 2.2639, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.2133 [2020-11-13 09:26:35,475][root][INFO] - ===> Epoch[470](12199/26): Loss -0.7477, Sem 0.0880, dir -0.9646, norm 0.1289, swav 0.0000 LR: 4.286e-02 Score 96.996 Data time: 0.2515, Forward time: 2.2639, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 5.0750 [2020-11-13 09:26:40,464][root][INFO] - ===> Epoch[470](12200/26): Loss -0.7692, Sem 0.0762, dir -0.9744, norm 0.1289, swav 0.0000 LR: 4.285e-02 Score 97.160 Data time: 0.1684, Forward time: 2.2639, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 4.8710 [2020-11-13 09:26:45,530][root][INFO] - ===> Epoch[470](12201/26): Loss -0.7476, Sem 0.0828, dir -0.9735, norm 0.1431, swav 0.0000 LR: 4.285e-02 Score 97.173 Data time: 0.2601, Forward time: 2.2639, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 4.9807 [2020-11-13 09:26:52,776][root][INFO] - ===> Epoch[470](12202/26): Loss -0.7526, Sem 0.0838, dir -0.9744, norm 0.1381, swav 0.0000 LR: 4.284e-02 Score 97.081 Data time: 0.3560, Forward time: 2.2640, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 7.1331 [2020-11-13 09:26:57,499][root][INFO] - ===> Epoch[470](12203/26): Loss -0.7572, Sem 0.0777, dir -0.9725, norm 0.1376, swav 0.0000 LR: 4.284e-02 Score 97.255 Data time: 0.1876, Forward time: 2.2640, Backward time: 3.1104, DDP time: 0.0051, Total iter time: 4.5783 [2020-11-13 09:27:03,519][root][INFO] - ===> Epoch[470](12204/26): Loss -0.7599, Sem 0.0893, dir -0.9730, norm 0.1237, swav 0.0000 LR: 4.283e-02 Score 96.807 Data time: 0.2123, Forward time: 2.2640, Backward time: 3.1104, DDP time: 0.0051, Total iter time: 5.9139 [2020-11-13 09:27:10,068][root][INFO] - ===> Epoch[470](12205/26): Loss -0.7465, Sem 0.0886, dir -0.9731, norm 0.1379, swav 0.0000 LR: 4.283e-02 Score 96.914 Data time: 0.2136, Forward time: 2.2640, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 6.4419 [2020-11-13 09:27:16,547][root][INFO] - ===> Epoch[470](12206/26): Loss -0.7382, Sem 0.0875, dir -0.9681, norm 0.1424, swav 0.0000 LR: 4.282e-02 Score 96.963 Data time: 0.2713, Forward time: 2.2640, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 6.3761 [2020-11-13 09:27:22,800][root][INFO] - ===> Epoch[470](12207/26): Loss -0.7577, Sem 0.0799, dir -0.9741, norm 0.1366, swav 0.0000 LR: 4.282e-02 Score 97.209 Data time: 0.1973, Forward time: 2.2640, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 6.1203 [2020-11-13 09:27:31,138][root][INFO] - ===> Epoch[470](12208/26): Loss -0.7387, Sem 0.0912, dir -0.9722, norm 0.1423, swav 0.0000 LR: 4.281e-02 Score 96.770 Data time: 0.2706, Forward time: 2.2641, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 8.2245 [2020-11-13 09:27:36,308][root][INFO] - ===> Epoch[470](12209/26): Loss -0.7573, Sem 0.0757, dir -0.9707, norm 0.1376, swav 0.0000 LR: 4.281e-02 Score 97.412 Data time: 0.2211, Forward time: 2.2641, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.0381 [2020-11-13 09:27:42,298][root][INFO] - ===> Epoch[470](12210/26): Loss -0.7357, Sem 0.0888, dir -0.9692, norm 0.1447, swav 0.0000 LR: 4.280e-02 Score 96.965 Data time: 0.1844, Forward time: 2.2641, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 5.8775 [2020-11-13 09:27:47,385][root][INFO] - ===> Epoch[470](12211/26): Loss -0.7493, Sem 0.0823, dir -0.9692, norm 0.1377, swav 0.0000 LR: 4.280e-02 Score 97.188 Data time: 0.1857, Forward time: 2.2640, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.0314 [2020-11-13 09:27:53,230][root][INFO] - ===> Epoch[470](12212/26): Loss -0.7531, Sem 0.0813, dir -0.9720, norm 0.1376, swav 0.0000 LR: 4.279e-02 Score 97.119 Data time: 0.1835, Forward time: 2.2640, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 5.7268 [2020-11-13 09:27:58,231][root][INFO] - ===> Epoch[470](12213/26): Loss -0.7516, Sem 0.0947, dir -0.9715, norm 0.1252, swav 0.0000 LR: 4.279e-02 Score 96.603 Data time: 0.1932, Forward time: 2.2640, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 4.9022 [2020-11-13 09:28:04,560][root][INFO] - ===> Epoch[470](12214/26): Loss -0.7723, Sem 0.0739, dir -0.9737, norm 0.1275, swav 0.0000 LR: 4.278e-02 Score 97.457 Data time: 0.2944, Forward time: 2.2641, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 6.2362 [2020-11-13 09:28:10,228][root][INFO] - ===> Epoch[470](12215/26): Loss -0.7454, Sem 0.0923, dir -0.9733, norm 0.1357, swav 0.0000 LR: 4.278e-02 Score 96.781 Data time: 0.1831, Forward time: 2.2640, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.5407 [2020-11-13 09:28:15,911][root][INFO] - ===> Epoch[470](12216/26): Loss -0.7501, Sem 0.0874, dir -0.9712, norm 0.1337, swav 0.0000 LR: 4.277e-02 Score 96.822 Data time: 0.2133, Forward time: 2.2640, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.5973 [2020-11-13 09:28:21,256][root][INFO] - ===> Epoch[470](12217/26): Loss -0.7412, Sem 0.0908, dir -0.9711, norm 0.1391, swav 0.0000 LR: 4.277e-02 Score 96.909 Data time: 0.1743, Forward time: 2.2640, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.2590 [2020-11-13 09:28:26,662][root][INFO] - ===> Epoch[470](12218/26): Loss -0.7464, Sem 0.0858, dir -0.9713, norm 0.1391, swav 0.0000 LR: 4.276e-02 Score 96.930 Data time: 0.2750, Forward time: 2.2640, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 5.3387 [2020-11-13 09:28:33,438][root][INFO] - ===> Epoch[470](12219/26): Loss -0.7579, Sem 0.0831, dir -0.9727, norm 0.1316, swav 0.0000 LR: 4.276e-02 Score 97.088 Data time: 0.3264, Forward time: 2.2641, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 6.6586 [2020-11-13 09:28:39,257][root][INFO] - ===> Epoch[470](12220/26): Loss -0.7347, Sem 0.0871, dir -0.9724, norm 0.1505, swav 0.0000 LR: 4.275e-02 Score 97.010 Data time: 0.1678, Forward time: 2.2641, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.6791 [2020-11-13 09:28:44,121][root][INFO] - ===> Epoch[471](12221/26): Loss -0.7487, Sem 0.0893, dir -0.9734, norm 0.1354, swav 0.0000 LR: 4.275e-02 Score 96.801 Data time: 0.1981, Forward time: 2.2641, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 4.7609 [2020-11-13 09:28:51,093][root][INFO] - ===> Epoch[471](12222/26): Loss -0.7469, Sem 0.0856, dir -0.9716, norm 0.1391, swav 0.0000 LR: 4.274e-02 Score 96.959 Data time: 0.2049, Forward time: 2.2641, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 6.8710 [2020-11-13 09:28:56,759][root][INFO] - ===> Epoch[471](12223/26): Loss -0.7478, Sem 0.0874, dir -0.9736, norm 0.1384, swav 0.0000 LR: 4.274e-02 Score 96.882 Data time: 0.2485, Forward time: 2.2641, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 5.5463 [2020-11-13 09:29:03,484][root][INFO] - ===> Epoch[471](12224/26): Loss -0.7463, Sem 0.0831, dir -0.9702, norm 0.1408, swav 0.0000 LR: 4.274e-02 Score 97.134 Data time: 0.2484, Forward time: 2.2642, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 6.6142 [2020-11-13 09:29:10,747][root][INFO] - ===> Epoch[471](12225/26): Loss -0.7368, Sem 0.0912, dir -0.9702, norm 0.1422, swav 0.0000 LR: 4.273e-02 Score 96.852 Data time: 0.1847, Forward time: 2.2641, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 7.1520 [2020-11-13 09:29:15,842][root][INFO] - ===> Epoch[471](12226/26): Loss -0.7355, Sem 0.0881, dir -0.9714, norm 0.1477, swav 0.0000 LR: 4.273e-02 Score 96.893 Data time: 0.2355, Forward time: 2.2641, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 4.9930 [2020-11-13 09:29:22,631][root][INFO] - ===> Epoch[471](12227/26): Loss -0.7213, Sem 0.1011, dir -0.9686, norm 0.1462, swav 0.0000 LR: 4.272e-02 Score 96.430 Data time: 0.1681, Forward time: 2.2641, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 6.6819 [2020-11-13 09:29:27,614][root][INFO] - ===> Epoch[471](12228/26): Loss -0.7658, Sem 0.0730, dir -0.9708, norm 0.1319, swav 0.0000 LR: 4.272e-02 Score 97.471 Data time: 0.1831, Forward time: 2.2641, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.8958 [2020-11-13 09:29:33,330][root][INFO] - ===> Epoch[471](12229/26): Loss -0.7335, Sem 0.0866, dir -0.9731, norm 0.1530, swav 0.0000 LR: 4.271e-02 Score 97.068 Data time: 0.1810, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.6179 [2020-11-13 09:29:39,210][root][INFO] - ===> Epoch[471](12230/26): Loss -0.7429, Sem 0.0895, dir -0.9730, norm 0.1407, swav 0.0000 LR: 4.271e-02 Score 96.882 Data time: 0.1738, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.8088 [2020-11-13 09:29:44,962][root][INFO] - ===> Epoch[471](12231/26): Loss -0.7565, Sem 0.0830, dir -0.9718, norm 0.1324, swav 0.0000 LR: 4.270e-02 Score 97.070 Data time: 0.1608, Forward time: 2.2640, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.6664 [2020-11-13 09:29:51,370][root][INFO] - ===> Epoch[471](12232/26): Loss -0.7618, Sem 0.0915, dir -0.9761, norm 0.1228, swav 0.0000 LR: 4.270e-02 Score 97.023 Data time: 0.1657, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 6.3326 [2020-11-13 09:29:56,831][root][INFO] - ===> Epoch[471](12233/26): Loss -0.7476, Sem 0.0810, dir -0.9724, norm 0.1438, swav 0.0000 LR: 4.269e-02 Score 97.290 Data time: 0.2395, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3679 [2020-11-13 09:30:01,957][root][INFO] - ===> Epoch[471](12234/26): Loss -0.7550, Sem 0.0934, dir -0.9747, norm 0.1264, swav 0.0000 LR: 4.269e-02 Score 96.766 Data time: 0.2355, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.0074 [2020-11-13 09:30:07,271][root][INFO] - ===> Epoch[471](12235/26): Loss -0.7484, Sem 0.0814, dir -0.9713, norm 0.1415, swav 0.0000 LR: 4.268e-02 Score 97.178 Data time: 0.2149, Forward time: 2.2640, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 5.2162 [2020-11-13 09:30:14,287][root][INFO] - ===> Epoch[471](12236/26): Loss -0.7402, Sem 0.0873, dir -0.9697, norm 0.1422, swav 0.0000 LR: 4.268e-02 Score 96.976 Data time: 0.1733, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.9124 [2020-11-13 09:30:19,743][root][INFO] - ===> Epoch[471](12237/26): Loss -0.7576, Sem 0.0865, dir -0.9707, norm 0.1266, swav 0.0000 LR: 4.267e-02 Score 97.117 Data time: 0.1964, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3445 [2020-11-13 09:30:25,265][root][INFO] - ===> Epoch[471](12238/26): Loss -0.7717, Sem 0.0780, dir -0.9705, norm 0.1208, swav 0.0000 LR: 4.267e-02 Score 97.182 Data time: 0.1436, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.4185 [2020-11-13 09:30:31,169][root][INFO] - ===> Epoch[471](12239/26): Loss -0.7466, Sem 0.0885, dir -0.9741, norm 0.1390, swav 0.0000 LR: 4.266e-02 Score 96.883 Data time: 0.1900, Forward time: 2.2638, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.8267 [2020-11-13 09:30:36,854][root][INFO] - ===> Epoch[471](12240/26): Loss -0.7252, Sem 0.0902, dir -0.9708, norm 0.1554, swav 0.0000 LR: 4.266e-02 Score 96.842 Data time: 0.1928, Forward time: 2.2638, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.5706 [2020-11-13 09:30:44,418][root][INFO] - ===> Epoch[471](12241/26): Loss -0.7365, Sem 0.0909, dir -0.9734, norm 0.1460, swav 0.0000 LR: 4.265e-02 Score 96.667 Data time: 0.2716, Forward time: 2.2639, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.8216 [2020-11-13 09:30:49,526][root][INFO] - ===> Epoch[471](12242/26): Loss -0.7598, Sem 0.0791, dir -0.9747, norm 0.1357, swav 0.0000 LR: 4.265e-02 Score 97.155 Data time: 0.2435, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 4.9669 [2020-11-13 09:30:56,249][root][INFO] - ===> Epoch[471](12243/26): Loss -0.7663, Sem 0.0847, dir -0.9761, norm 0.1252, swav 0.0000 LR: 4.264e-02 Score 97.034 Data time: 0.2077, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.0305 [2020-11-13 09:31:00,763][root][INFO] - ===> Epoch[471](12244/26): Loss -0.7310, Sem 0.0957, dir -0.9685, norm 0.1418, swav 0.0000 LR: 4.264e-02 Score 96.877 Data time: 0.1959, Forward time: 2.2639, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.3990 [2020-11-13 09:31:07,376][root][INFO] - ===> Epoch[471](12245/26): Loss -0.7568, Sem 0.0849, dir -0.9743, norm 0.1326, swav 0.0000 LR: 4.263e-02 Score 96.851 Data time: 0.1940, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.4635 [2020-11-13 09:31:12,890][root][INFO] - ===> Epoch[471](12246/26): Loss -0.7508, Sem 0.0800, dir -0.9653, norm 0.1346, swav 0.0000 LR: 4.263e-02 Score 97.307 Data time: 0.1793, Forward time: 2.2638, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3894 [2020-11-13 09:31:20,140][root][INFO] - ===> Epoch[472](12247/26): Loss -0.7512, Sem 0.0886, dir -0.9754, norm 0.1356, swav 0.0000 LR: 4.262e-02 Score 96.870 Data time: 0.2551, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 6.1607 [2020-11-13 09:31:25,606][root][INFO] - ===> Epoch[472](12248/26): Loss -0.7527, Sem 0.0794, dir -0.9689, norm 0.1369, swav 0.0000 LR: 4.262e-02 Score 97.287 Data time: 0.1883, Forward time: 2.2639, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.3310 [2020-11-13 09:31:32,731][root][INFO] - ===> Epoch[472](12249/26): Loss -0.7267, Sem 0.1046, dir -0.9696, norm 0.1383, swav 0.0000 LR: 4.261e-02 Score 96.275 Data time: 0.1531, Forward time: 2.2638, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 6.7180 [2020-11-13 09:31:39,616][root][INFO] - ===> Epoch[472](12250/26): Loss -0.7593, Sem 0.0743, dir -0.9741, norm 0.1405, swav 0.0000 LR: 4.261e-02 Score 97.351 Data time: 0.1464, Forward time: 2.2638, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.8212 [2020-11-13 09:31:46,274][root][INFO] - ===> Epoch[472](12251/26): Loss -0.7380, Sem 0.1055, dir -0.9702, norm 0.1268, swav 0.0000 LR: 4.260e-02 Score 96.419 Data time: 0.1428, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 6.5831 [2020-11-13 09:31:52,265][root][INFO] - ===> Epoch[472](12252/26): Loss -0.7307, Sem 0.0945, dir -0.9710, norm 0.1458, swav 0.0000 LR: 4.260e-02 Score 96.760 Data time: 0.1754, Forward time: 2.2637, Backward time: 3.1114, DDP time: 0.0051, Total iter time: 5.9015 [2020-11-13 09:31:57,829][root][INFO] - ===> Epoch[472](12253/26): Loss -0.7509, Sem 0.0836, dir -0.9748, norm 0.1403, swav 0.0000 LR: 4.259e-02 Score 97.093 Data time: 0.2184, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.4430 [2020-11-13 09:32:03,858][root][INFO] - ===> Epoch[472](12254/26): Loss -0.7574, Sem 0.0792, dir -0.9736, norm 0.1370, swav 0.0000 LR: 4.259e-02 Score 97.250 Data time: 0.2710, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.8998 [2020-11-13 09:32:09,119][root][INFO] - ===> Epoch[472](12255/26): Loss -0.7315, Sem 0.0933, dir -0.9707, norm 0.1459, swav 0.0000 LR: 4.258e-02 Score 96.805 Data time: 0.2013, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.1584 [2020-11-13 09:32:14,783][root][INFO] - ===> Epoch[472](12256/26): Loss -0.7481, Sem 0.0851, dir -0.9676, norm 0.1343, swav 0.0000 LR: 4.258e-02 Score 96.956 Data time: 0.2913, Forward time: 2.2638, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.0671 [2020-11-13 09:32:20,096][root][INFO] - ===> Epoch[472](12257/26): Loss -0.7559, Sem 0.0840, dir -0.9741, norm 0.1341, swav 0.0000 LR: 4.257e-02 Score 97.204 Data time: 0.2260, Forward time: 2.2638, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.1251 [2020-11-13 09:32:26,314][root][INFO] - ===> Epoch[472](12258/26): Loss -0.7653, Sem 0.0792, dir -0.9733, norm 0.1287, swav 0.0000 LR: 4.257e-02 Score 97.248 Data time: 0.1884, Forward time: 2.2637, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.9834 [2020-11-13 09:32:33,398][root][INFO] - ===> Epoch[472](12259/26): Loss -0.7522, Sem 0.0846, dir -0.9727, norm 0.1360, swav 0.0000 LR: 4.256e-02 Score 97.029 Data time: 0.1764, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 6.9868 [2020-11-13 09:32:38,618][root][INFO] - ===> Epoch[472](12260/26): Loss -0.7459, Sem 0.0874, dir -0.9732, norm 0.1400, swav 0.0000 LR: 4.256e-02 Score 97.040 Data time: 0.1851, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.1236 [2020-11-13 09:32:43,699][root][INFO] - ===> Epoch[472](12261/26): Loss -0.7447, Sem 0.0894, dir -0.9730, norm 0.1388, swav 0.0000 LR: 4.255e-02 Score 96.837 Data time: 0.1419, Forward time: 2.2636, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 4.9799 [2020-11-13 09:32:49,330][root][INFO] - ===> Epoch[472](12262/26): Loss -0.7380, Sem 0.0851, dir -0.9720, norm 0.1488, swav 0.0000 LR: 4.255e-02 Score 97.138 Data time: 0.2151, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.4830 [2020-11-13 09:32:54,766][root][INFO] - ===> Epoch[472](12263/26): Loss -0.7219, Sem 0.0965, dir -0.9672, norm 0.1488, swav 0.0000 LR: 4.254e-02 Score 96.617 Data time: 0.1968, Forward time: 2.2637, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.3254 [2020-11-13 09:33:00,587][root][INFO] - ===> Epoch[472](12264/26): Loss -0.7483, Sem 0.0856, dir -0.9728, norm 0.1389, swav 0.0000 LR: 4.254e-02 Score 96.989 Data time: 0.1607, Forward time: 2.2636, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 5.7162 [2020-11-13 09:33:06,012][root][INFO] - ===> Epoch[472](12265/26): Loss -0.7537, Sem 0.0850, dir -0.9720, norm 0.1333, swav 0.0000 LR: 4.253e-02 Score 97.190 Data time: 0.1415, Forward time: 2.2636, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 4.0103 [2020-11-13 09:33:16,278][root][INFO] - ===> Epoch[472](12266/26): Loss -0.7330, Sem 0.0979, dir -0.9685, norm 0.1377, swav 0.0000 LR: 4.253e-02 Score 96.463 Data time: 0.2490, Forward time: 2.2636, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 6.1544 [2020-11-13 09:33:22,343][root][INFO] - ===> Epoch[472](12267/26): Loss -0.7679, Sem 0.0808, dir -0.9749, norm 0.1261, swav 0.0000 LR: 4.252e-02 Score 97.177 Data time: 0.1879, Forward time: 2.2636, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 5.6250 [2020-11-13 09:33:28,576][root][INFO] - ===> Epoch[472](12268/26): Loss -0.7415, Sem 0.0851, dir -0.9704, norm 0.1437, swav 0.0000 LR: 4.252e-02 Score 97.129 Data time: 0.1820, Forward time: 2.2636, Backward time: 3.1113, DDP time: 0.0051, Total iter time: 6.1398 [2020-11-13 09:33:32,962][root][INFO] - ===> Epoch[472](12269/26): Loss -0.7551, Sem 0.0880, dir -0.9726, norm 0.1295, swav 0.0000 LR: 4.251e-02 Score 96.877 Data time: 0.2128, Forward time: 2.2636, Backward time: 3.1112, DDP time: 0.0051, Total iter time: 4.2628 [2020-11-13 09:33:38,064][root][INFO] - ===> Epoch[472](12270/26): Loss -0.7428, Sem 0.0941, dir -0.9711, norm 0.1342, swav 0.0000 LR: 4.251e-02 Score 96.638 Data time: 0.2786, Forward time: 2.2636, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.0127 [2020-11-13 09:33:43,603][root][INFO] - ===> Epoch[472](12271/26): Loss -0.7300, Sem 0.1046, dir -0.9683, norm 0.1338, swav 0.0000 LR: 4.250e-02 Score 96.368 Data time: 0.1580, Forward time: 2.2636, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.3855 [2020-11-13 09:33:49,047][root][INFO] - ===> Epoch[472](12272/26): Loss -0.7848, Sem 0.0678, dir -0.9724, norm 0.1198, swav 0.0000 LR: 4.250e-02 Score 97.643 Data time: 0.1993, Forward time: 2.2635, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.1761 [2020-11-13 09:33:54,708][root][INFO] - ===> Epoch[473](12273/26): Loss -0.7451, Sem 0.0892, dir -0.9730, norm 0.1388, swav 0.0000 LR: 4.249e-02 Score 96.856 Data time: 0.2553, Forward time: 2.2636, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.2866 [2020-11-13 09:34:01,524][root][INFO] - ===> Epoch[473](12274/26): Loss -0.7584, Sem 0.0844, dir -0.9745, norm 0.1317, swav 0.0000 LR: 4.249e-02 Score 96.987 Data time: 0.2348, Forward time: 2.2636, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 6.6823 [2020-11-13 09:34:07,407][root][INFO] - ===> Epoch[473](12275/26): Loss -0.7523, Sem 0.0811, dir -0.9730, norm 0.1396, swav 0.0000 LR: 4.248e-02 Score 97.233 Data time: 0.2725, Forward time: 2.2636, Backward time: 3.1111, DDP time: 0.0051, Total iter time: 5.7607 [2020-11-13 09:34:12,191][root][INFO] - ===> Epoch[473](12276/26): Loss -0.7536, Sem 0.0758, dir -0.9744, norm 0.1450, swav 0.0000 LR: 4.248e-02 Score 97.328 Data time: 0.1847, Forward time: 2.2636, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 4.6727 [2020-11-13 09:34:17,526][root][INFO] - ===> Epoch[473](12277/26): Loss -0.7434, Sem 0.0846, dir -0.9728, norm 0.1448, swav 0.0000 LR: 4.247e-02 Score 97.031 Data time: 0.2142, Forward time: 2.2636, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.2323 [2020-11-13 09:34:23,238][root][INFO] - ===> Epoch[473](12278/26): Loss -0.7430, Sem 0.0878, dir -0.9698, norm 0.1390, swav 0.0000 LR: 4.247e-02 Score 96.963 Data time: 0.1937, Forward time: 2.2636, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.6019 [2020-11-13 09:34:28,854][root][INFO] - ===> Epoch[473](12279/26): Loss -0.7415, Sem 0.0870, dir -0.9673, norm 0.1387, swav 0.0000 LR: 4.246e-02 Score 97.001 Data time: 0.2009, Forward time: 2.2636, Backward time: 3.1110, DDP time: 0.0051, Total iter time: 5.5085 [2020-11-13 09:34:34,566][root][INFO] - ===> Epoch[473](12280/26): Loss -0.7584, Sem 0.0763, dir -0.9705, norm 0.1358, swav 0.0000 LR: 4.246e-02 Score 97.312 Data time: 0.2676, Forward time: 2.2636, Backward time: 3.1109, DDP time: 0.0051, Total iter time: 5.6279 [2020-11-13 09:34:41,229][root][INFO] - ===> Epoch[473](12281/26): Loss -0.7271, Sem 0.0855, dir -0.9712, norm 0.1586, swav 0.0000 LR: 4.245e-02 Score 97.074 Data time: 0.1884, Forward time: 2.2636, Backward time: 3.1108, DDP time: 0.0051, Total iter time: 4.0396 [2020-11-13 09:34:45,669][root][INFO] - ===> Epoch[473](12282/26): Loss -0.7573, Sem 0.0772, dir -0.9719, norm 0.1374, swav 0.0000 LR: 4.245e-02 Score 97.287 Data time: 0.2010, Forward time: 2.2636, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 4.3170 [2020-11-13 09:34:51,614][root][INFO] - ===> Epoch[473](12283/26): Loss -0.7578, Sem 0.0795, dir -0.9738, norm 0.1364, swav 0.0000 LR: 4.244e-02 Score 97.360 Data time: 0.4065, Forward time: 2.2637, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 5.8336 [2020-11-13 09:34:57,349][root][INFO] - ===> Epoch[473](12284/26): Loss -0.7430, Sem 0.0906, dir -0.9694, norm 0.1359, swav 0.0000 LR: 4.244e-02 Score 96.875 Data time: 0.2097, Forward time: 2.2637, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 5.5891 [2020-11-13 09:35:04,083][root][INFO] - ===> Epoch[473](12285/26): Loss -0.7405, Sem 0.0816, dir -0.9718, norm 0.1497, swav 0.0000 LR: 4.243e-02 Score 97.116 Data time: 0.4187, Forward time: 2.2637, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 6.6393 [2020-11-13 09:35:10,284][root][INFO] - ===> Epoch[473](12286/26): Loss -0.7394, Sem 0.0920, dir -0.9726, norm 0.1412, swav 0.0000 LR: 4.243e-02 Score 96.505 Data time: 0.2661, Forward time: 2.2638, Backward time: 3.1107, DDP time: 0.0051, Total iter time: 6.0919 [2020-11-13 09:35:14,958][root][INFO] - ===> Epoch[473](12287/26): Loss -0.7733, Sem 0.0701, dir -0.9740, norm 0.1306, swav 0.0000 LR: 4.242e-02 Score 97.532 Data time: 0.2200, Forward time: 2.2638, Backward time: 3.1106, DDP time: 0.0051, Total iter time: 4.5470 [2020-11-13 09:35:19,869][root][INFO] - ===> Epoch[473](12288/26): Loss -0.7802, Sem 0.0714, dir -0.9746, norm 0.1229, swav 0.0000 LR: 4.242e-02 Score 97.483 Data time: 0.1310, Forward time: 2.2637, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 4.4305 [2020-11-13 09:35:25,714][root][INFO] - ===> Epoch[473](12289/26): Loss -0.7614, Sem 0.0811, dir -0.9735, norm 0.1311, swav 0.0000 LR: 4.241e-02 Score 97.186 Data time: 0.4680, Forward time: 2.2637, Backward time: 3.1105, DDP time: 0.0051, Total iter time: 5.4120 [2020-11-13 09:35:36,241][root][INFO] - ===> Epoch[473](12290/26): Loss -0.7607, Sem 0.0911, dir -0.9727, norm 0.1210, swav 0.0000 LR: 4.241e-02 Score 96.747 Data time: 0.2084, Forward time: 2.2637, Backward time: 3.1104, DDP time: 0.0051, Total iter time: 4.9110 [2020-11-13 09:35:42,091][root][INFO] - ===> Epoch[473](12291/26): Loss -0.7027, Sem 0.0978, dir -0.9681, norm 0.1676, swav 0.0000 LR: 4.240e-02 Score 96.507 Data time: 0.2396, Forward time: 2.2637, Backward time: 3.1103, DDP time: 0.0051, Total iter time: 4.2697 [2020-11-13 09:35:47,167][root][INFO] - ===> Epoch[473](12292/26): Loss -0.7588, Sem 0.0810, dir -0.9715, norm 0.1316, swav 0.0000 LR: 4.240e-02 Score 97.190 Data time: 0.2025, Forward time: 2.2637, Backward time: 3.1103, DDP time: 0.0051, Total iter time: 4.9451 [2020-11-13 09:35:52,646][root][INFO] - ===> Epoch[473](12293/26): Loss -0.7338, Sem 0.0884, dir -0.9656, norm 0.1434, swav 0.0000 LR: 4.239e-02 Score 96.959 Data time: 0.2611, Forward time: 2.2636, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 4.1768 [2020-11-13 09:35:58,174][root][INFO] - ===> Epoch[473](12294/26): Loss -0.7581, Sem 0.0870, dir -0.9742, norm 0.1292, swav 0.0000 LR: 4.239e-02 Score 96.972 Data time: 0.1817, Forward time: 2.2636, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 5.4101 [2020-11-13 09:36:03,430][root][INFO] - ===> Epoch[473](12295/26): Loss -0.7498, Sem 0.0816, dir -0.9695, norm 0.1381, swav 0.0000 LR: 4.238e-02 Score 97.117 Data time: 0.1952, Forward time: 2.2636, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 4.9523 [2020-11-13 09:36:09,018][root][INFO] - ===> Epoch[473](12296/26): Loss -0.7557, Sem 0.0861, dir -0.9736, norm 0.1319, swav 0.0000 LR: 4.238e-02 Score 96.936 Data time: 0.2158, Forward time: 2.2636, Backward time: 3.1101, DDP time: 0.0051, Total iter time: 5.4804 [2020-11-13 09:36:14,673][root][INFO] - ===> Epoch[473](12297/26): Loss -0.7544, Sem 0.0867, dir -0.9736, norm 0.1325, swav 0.0000 LR: 4.237e-02 Score 96.879 Data time: 0.1211, Forward time: 2.2636, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 5.2746 [2020-11-13 09:36:19,377][root][INFO] - ===> Epoch[473](12298/26): Loss -0.7365, Sem 0.0909, dir -0.9696, norm 0.1422, swav 0.0000 LR: 4.237e-02 Score 96.543 Data time: 0.1935, Forward time: 2.2636, Backward time: 3.1101, DDP time: 0.0051, Total iter time: 4.6436 [2020-11-13 09:36:25,184][root][INFO] - ===> Epoch[474](12299/26): Loss -0.7535, Sem 0.0842, dir -0.9709, norm 0.1332, swav 0.0000 LR: 4.236e-02 Score 97.010 Data time: 0.1599, Forward time: 2.2635, Backward time: 3.1101, DDP time: 0.0051, Total iter time: 5.0932 [2020-11-13 09:36:31,317][root][INFO] - ===> Epoch[474](12300/26): Loss -0.7408, Sem 0.0882, dir -0.9688, norm 0.1398, swav 0.0000 LR: 4.236e-02 Score 96.842 Data time: 0.2251, Forward time: 2.2636, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.4236 [2020-11-13 09:36:36,228][root][INFO] - ===> Epoch[474](12301/26): Loss -0.7554, Sem 0.0830, dir -0.9736, norm 0.1351, swav 0.0000 LR: 4.235e-02 Score 97.003 Data time: 0.2331, Forward time: 2.2636, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 4.7957 [2020-11-13 09:36:42,041][root][INFO] - ===> Epoch[474](12302/26): Loss -0.7481, Sem 0.0881, dir -0.9724, norm 0.1362, swav 0.0000 LR: 4.235e-02 Score 96.886 Data time: 0.1782, Forward time: 2.2636, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.7011 [2020-11-13 09:36:47,382][root][INFO] - ===> Epoch[474](12303/26): Loss -0.7836, Sem 0.0754, dir -0.9781, norm 0.1192, swav 0.0000 LR: 4.234e-02 Score 97.284 Data time: 0.2075, Forward time: 2.2635, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 5.1704 [2020-11-13 09:36:52,886][root][INFO] - ===> Epoch[474](12304/26): Loss -0.7713, Sem 0.0784, dir -0.9743, norm 0.1247, swav 0.0000 LR: 4.234e-02 Score 97.185 Data time: 0.1673, Forward time: 2.2635, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 4.9992 [2020-11-13 09:36:58,867][root][INFO] - ===> Epoch[474](12305/26): Loss -0.7738, Sem 0.0808, dir -0.9780, norm 0.1234, swav 0.0000 LR: 4.233e-02 Score 97.052 Data time: 0.1666, Forward time: 2.2635, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.7863 [2020-11-13 09:37:04,668][root][INFO] - ===> Epoch[474](12306/26): Loss -0.7591, Sem 0.0823, dir -0.9770, norm 0.1356, swav 0.0000 LR: 4.233e-02 Score 96.995 Data time: 0.1550, Forward time: 2.2634, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.7235 [2020-11-13 09:37:10,048][root][INFO] - ===> Epoch[474](12307/26): Loss -0.7245, Sem 0.1027, dir -0.9693, norm 0.1420, swav 0.0000 LR: 4.232e-02 Score 96.613 Data time: 0.1665, Forward time: 2.2634, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.2836 [2020-11-13 09:37:15,959][root][INFO] - ===> Epoch[474](12308/26): Loss -0.7558, Sem 0.0819, dir -0.9743, norm 0.1366, swav 0.0000 LR: 4.232e-02 Score 97.150 Data time: 0.1782, Forward time: 2.2633, Backward time: 3.1101, DDP time: 0.0051, Total iter time: 5.7744 [2020-11-13 09:37:22,294][root][INFO] - ===> Epoch[474](12309/26): Loss -0.7626, Sem 0.0815, dir -0.9739, norm 0.1299, swav 0.0000 LR: 4.231e-02 Score 97.109 Data time: 0.1780, Forward time: 2.2633, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 6.0939 [2020-11-13 09:37:28,836][root][INFO] - ===> Epoch[474](12310/26): Loss -0.7428, Sem 0.0868, dir -0.9677, norm 0.1380, swav 0.0000 LR: 4.231e-02 Score 96.940 Data time: 0.1933, Forward time: 2.2633, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 6.4449 [2020-11-13 09:37:33,931][root][INFO] - ===> Epoch[474](12311/26): Loss -0.7588, Sem 0.0810, dir -0.9728, norm 0.1330, swav 0.0000 LR: 4.230e-02 Score 97.129 Data time: 0.1966, Forward time: 2.2633, Backward time: 3.1102, DDP time: 0.0051, Total iter time: 4.9796 [2020-11-13 09:37:38,604][root][INFO] - ===> Epoch[474](12312/26): Loss -0.7477, Sem 0.0790, dir -0.9730, norm 0.1463, swav 0.0000 LR: 4.230e-02 Score 97.223 Data time: 0.1652, Forward time: 2.2633, Backward time: 3.1101, DDP time: 0.0051, Total iter time: 4.5499 [2020-11-13 09:37:43,747][root][INFO] - ===> Epoch[474](12313/26): Loss -0.7493, Sem 0.0847, dir -0.9691, norm 0.1352, swav 0.0000 LR: 4.229e-02 Score 97.085 Data time: 0.2614, Forward time: 2.2633, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 4.3789 [2020-11-13 09:37:48,683][root][INFO] - ===> Epoch[474](12314/26): Loss -0.7492, Sem 0.0806, dir -0.9716, norm 0.1417, swav 0.0000 LR: 4.229e-02 Score 97.133 Data time: 0.1872, Forward time: 2.2633, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 4.8172 [2020-11-13 09:37:54,219][root][INFO] - ===> Epoch[474](12315/26): Loss -0.7503, Sem 0.0857, dir -0.9742, norm 0.1382, swav 0.0000 LR: 4.228e-02 Score 96.934 Data time: 0.1472, Forward time: 2.2632, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.4160 [2020-11-13 09:37:59,910][root][INFO] - ===> Epoch[474](12316/26): Loss -0.7460, Sem 0.0819, dir -0.9716, norm 0.1437, swav 0.0000 LR: 4.228e-02 Score 97.189 Data time: 0.1710, Forward time: 2.2632, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.6002 [2020-11-13 09:38:05,866][root][INFO] - ===> Epoch[474](12317/26): Loss -0.7582, Sem 0.0859, dir -0.9745, norm 0.1303, swav 0.0000 LR: 4.227e-02 Score 97.059 Data time: 0.2378, Forward time: 2.2632, Backward time: 3.1100, DDP time: 0.0051, Total iter time: 5.8442 [2020-11-13 09:38:10,537][root][INFO] - ===> Epoch[474](12318/26): Loss -0.7470, Sem 0.0942, dir -0.9719, norm 0.1307, swav 0.0000 LR: 4.227e-02 Score 96.729 Data time: 0.1660, Forward time: 2.2632, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 4.5508 [2020-11-13 09:38:25,882][root][INFO] - ===> Epoch[474](12319/26): Loss -0.7430, Sem 0.0914, dir -0.9725, norm 0.1381, swav 0.0000 LR: 4.226e-02 Score 96.740 Data time: 0.1134, Forward time: 2.2631, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 3.0981 [2020-11-13 09:38:31,462][root][INFO] - ===> Epoch[474](12320/26): Loss -0.7598, Sem 0.0652, dir -0.9711, norm 0.1461, swav 0.0000 LR: 4.226e-02 Score 97.774 Data time: 0.2426, Forward time: 2.2631, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 5.4062 [2020-11-13 09:38:36,164][root][INFO] - ===> Epoch[474](12321/26): Loss -0.7619, Sem 0.0837, dir -0.9729, norm 0.1273, swav 0.0000 LR: 4.226e-02 Score 97.095 Data time: 0.1981, Forward time: 2.2631, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 4.5942 [2020-11-13 09:38:41,538][root][INFO] - ===> Epoch[474](12322/26): Loss -0.7573, Sem 0.0752, dir -0.9723, norm 0.1398, swav 0.0000 LR: 4.225e-02 Score 97.459 Data time: 0.1566, Forward time: 2.2630, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.2697 [2020-11-13 09:38:46,750][root][INFO] - ===> Epoch[474](12323/26): Loss -0.7370, Sem 0.0926, dir -0.9717, norm 0.1421, swav 0.0000 LR: 4.225e-02 Score 96.740 Data time: 0.1170, Forward time: 2.2630, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 3.0258 [2020-11-13 09:38:52,112][root][INFO] - ===> Epoch[474](12324/26): Loss -0.7374, Sem 0.0998, dir -0.9708, norm 0.1336, swav 0.0000 LR: 4.224e-02 Score 96.734 Data time: 0.5486, Forward time: 2.2630, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.3089 [2020-11-13 09:38:58,505][root][INFO] - ===> Epoch[475](12325/26): Loss -0.7512, Sem 0.0866, dir -0.9711, norm 0.1333, swav 0.0000 LR: 4.224e-02 Score 97.061 Data time: 0.1568, Forward time: 2.2630, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.2138 [2020-11-13 09:39:06,026][root][INFO] - ===> Epoch[475](12326/26): Loss -0.7449, Sem 0.0844, dir -0.9707, norm 0.1414, swav 0.0000 LR: 4.223e-02 Score 97.084 Data time: 0.1820, Forward time: 2.2629, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 7.4300 [2020-11-13 09:39:12,049][root][INFO] - ===> Epoch[475](12327/26): Loss -0.7519, Sem 0.0824, dir -0.9694, norm 0.1351, swav 0.0000 LR: 4.223e-02 Score 97.113 Data time: 0.1803, Forward time: 2.2629, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 5.9135 [2020-11-13 09:39:17,543][root][INFO] - ===> Epoch[475](12328/26): Loss -0.7611, Sem 0.0857, dir -0.9745, norm 0.1277, swav 0.0000 LR: 4.222e-02 Score 97.016 Data time: 0.1802, Forward time: 2.2629, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 5.3837 [2020-11-13 09:39:28,421][root][INFO] - ===> Epoch[475](12329/26): Loss -0.7618, Sem 0.0781, dir -0.9724, norm 0.1325, swav 0.0000 LR: 4.222e-02 Score 97.298 Data time: 0.1853, Forward time: 2.2629, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 3.8556 [2020-11-13 09:39:34,748][root][INFO] - ===> Epoch[475](12330/26): Loss -0.7505, Sem 0.0821, dir -0.9705, norm 0.1379, swav 0.0000 LR: 4.221e-02 Score 97.094 Data time: 0.2731, Forward time: 2.2629, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 6.0862 [2020-11-13 09:39:40,815][root][INFO] - ===> Epoch[475](12331/26): Loss -0.7680, Sem 0.0737, dir -0.9728, norm 0.1310, swav 0.0000 LR: 4.221e-02 Score 97.504 Data time: 0.2037, Forward time: 2.2629, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.1845 [2020-11-13 09:39:47,294][root][INFO] - ===> Epoch[475](12332/26): Loss -0.7656, Sem 0.0785, dir -0.9721, norm 0.1280, swav 0.0000 LR: 4.220e-02 Score 97.209 Data time: 0.2038, Forward time: 2.2629, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 6.3753 [2020-11-13 09:39:52,843][root][INFO] - ===> Epoch[475](12333/26): Loss -0.7353, Sem 0.0936, dir -0.9716, norm 0.1427, swav 0.0000 LR: 4.220e-02 Score 96.774 Data time: 0.2080, Forward time: 2.2629, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.4487 [2020-11-13 09:39:58,567][root][INFO] - ===> Epoch[475](12334/26): Loss -0.7654, Sem 0.0812, dir -0.9697, norm 0.1231, swav 0.0000 LR: 4.219e-02 Score 97.229 Data time: 0.2185, Forward time: 2.2629, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.1868 [2020-11-13 09:40:04,378][root][INFO] - ===> Epoch[475](12335/26): Loss -0.7514, Sem 0.0882, dir -0.9731, norm 0.1335, swav 0.0000 LR: 4.219e-02 Score 96.866 Data time: 0.2245, Forward time: 2.2629, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 4.8548 [2020-11-13 09:40:09,516][root][INFO] - ===> Epoch[475](12336/26): Loss -0.7328, Sem 0.0846, dir -0.9685, norm 0.1511, swav 0.0000 LR: 4.218e-02 Score 97.047 Data time: 0.1975, Forward time: 2.2629, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.0196 [2020-11-13 09:40:15,343][root][INFO] - ===> Epoch[475](12337/26): Loss -0.7433, Sem 0.0861, dir -0.9688, norm 0.1394, swav 0.0000 LR: 4.218e-02 Score 97.015 Data time: 0.2325, Forward time: 2.2629, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.7325 [2020-11-13 09:40:20,731][root][INFO] - ===> Epoch[475](12338/26): Loss -0.7582, Sem 0.0853, dir -0.9751, norm 0.1316, swav 0.0000 LR: 4.217e-02 Score 97.005 Data time: 0.1498, Forward time: 2.2629, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.2579 [2020-11-13 09:40:25,437][root][INFO] - ===> Epoch[475](12339/26): Loss -0.7608, Sem 0.0774, dir -0.9711, norm 0.1329, swav 0.0000 LR: 4.217e-02 Score 97.246 Data time: 0.1588, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.6289 [2020-11-13 09:40:31,623][root][INFO] - ===> Epoch[475](12340/26): Loss -0.7630, Sem 0.0841, dir -0.9749, norm 0.1278, swav 0.0000 LR: 4.216e-02 Score 97.091 Data time: 0.1465, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.1140 [2020-11-13 09:40:36,833][root][INFO] - ===> Epoch[475](12341/26): Loss -0.7422, Sem 0.0909, dir -0.9712, norm 0.1381, swav 0.0000 LR: 4.216e-02 Score 96.691 Data time: 0.2029, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.1598 [2020-11-13 09:40:45,367][root][INFO] - ===> Epoch[475](12342/26): Loss -0.7386, Sem 0.0831, dir -0.9684, norm 0.1468, swav 0.0000 LR: 4.215e-02 Score 97.083 Data time: 0.2258, Forward time: 2.2627, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 8.4820 [2020-11-13 09:40:51,960][root][INFO] - ===> Epoch[475](12343/26): Loss -0.7381, Sem 0.0878, dir -0.9709, norm 0.1450, swav 0.0000 LR: 4.215e-02 Score 97.054 Data time: 0.2328, Forward time: 2.2627, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 6.4716 [2020-11-13 09:40:57,498][root][INFO] - ===> Epoch[475](12344/26): Loss -0.7446, Sem 0.0813, dir -0.9683, norm 0.1424, swav 0.0000 LR: 4.214e-02 Score 97.037 Data time: 0.1703, Forward time: 2.2627, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 5.4159 [2020-11-13 09:41:03,447][root][INFO] - ===> Epoch[475](12345/26): Loss -0.7777, Sem 0.0747, dir -0.9744, norm 0.1220, swav 0.0000 LR: 4.214e-02 Score 97.370 Data time: 0.2197, Forward time: 2.2627, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 5.8845 [2020-11-13 09:41:09,086][root][INFO] - ===> Epoch[475](12346/26): Loss -0.7517, Sem 0.0888, dir -0.9723, norm 0.1319, swav 0.0000 LR: 4.213e-02 Score 96.951 Data time: 0.2291, Forward time: 2.2627, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 5.5307 [2020-11-13 09:41:15,494][root][INFO] - ===> Epoch[475](12347/26): Loss -0.7374, Sem 0.0880, dir -0.9691, norm 0.1437, swav 0.0000 LR: 4.213e-02 Score 96.961 Data time: 0.2496, Forward time: 2.2627, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 6.2773 [2020-11-13 09:41:20,601][root][INFO] - ===> Epoch[475](12348/26): Loss -0.7902, Sem 0.0678, dir -0.9767, norm 0.1188, swav 0.0000 LR: 4.212e-02 Score 97.568 Data time: 0.2352, Forward time: 2.2627, Backward time: 3.1099, DDP time: 0.0051, Total iter time: 4.9875 [2020-11-13 09:41:26,137][root][INFO] - ===> Epoch[475](12349/26): Loss -0.7123, Sem 0.1003, dir -0.9657, norm 0.1531, swav 0.0000 LR: 4.212e-02 Score 96.544 Data time: 0.2295, Forward time: 2.2628, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 5.4281 [2020-11-13 09:41:30,795][root][INFO] - ===> Epoch[475](12350/26): Loss -0.7651, Sem 0.0827, dir -0.9749, norm 0.1271, swav 0.0000 LR: 4.211e-02 Score 97.100 Data time: 0.2282, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 4.5368 [2020-11-13 09:41:36,492][root][INFO] - ===> Epoch[476](12351/26): Loss -0.7353, Sem 0.0879, dir -0.9709, norm 0.1477, swav 0.0000 LR: 4.211e-02 Score 96.941 Data time: 0.2661, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.5913 [2020-11-13 09:41:42,801][root][INFO] - ===> Epoch[476](12352/26): Loss -0.7595, Sem 0.0776, dir -0.9744, norm 0.1374, swav 0.0000 LR: 4.210e-02 Score 97.215 Data time: 0.2424, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 6.1806 [2020-11-13 09:41:48,204][root][INFO] - ===> Epoch[476](12353/26): Loss -0.7532, Sem 0.0666, dir -0.9726, norm 0.1528, swav 0.0000 LR: 4.210e-02 Score 97.676 Data time: 0.1798, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.3018 [2020-11-13 09:41:54,091][root][INFO] - ===> Epoch[476](12354/26): Loss -0.7554, Sem 0.0813, dir -0.9752, norm 0.1384, swav 0.0000 LR: 4.209e-02 Score 97.069 Data time: 0.2311, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.7999 [2020-11-13 09:42:00,748][root][INFO] - ===> Epoch[476](12355/26): Loss -0.7468, Sem 0.0831, dir -0.9683, norm 0.1384, swav 0.0000 LR: 4.209e-02 Score 97.085 Data time: 0.1905, Forward time: 2.2628, Backward time: 3.1098, DDP time: 0.0051, Total iter time: 6.5361 [2020-11-13 09:42:06,208][root][INFO] - ===> Epoch[476](12356/26): Loss -0.7167, Sem 0.0937, dir -0.9680, norm 0.1577, swav 0.0000 LR: 4.208e-02 Score 96.860 Data time: 0.2327, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.3724 [2020-11-13 09:42:11,961][root][INFO] - ===> Epoch[476](12357/26): Loss -0.7675, Sem 0.0782, dir -0.9716, norm 0.1259, swav 0.0000 LR: 4.208e-02 Score 97.201 Data time: 0.2272, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.6288 [2020-11-13 09:42:17,312][root][INFO] - ===> Epoch[476](12358/26): Loss -0.7600, Sem 0.0798, dir -0.9728, norm 0.1330, swav 0.0000 LR: 4.207e-02 Score 97.235 Data time: 0.2368, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.2456 [2020-11-13 09:42:22,632][root][INFO] - ===> Epoch[476](12359/26): Loss -0.7505, Sem 0.0841, dir -0.9744, norm 0.1399, swav 0.0000 LR: 4.207e-02 Score 97.085 Data time: 0.1695, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.2074 [2020-11-13 09:42:28,549][root][INFO] - ===> Epoch[476](12360/26): Loss -0.7488, Sem 0.0840, dir -0.9735, norm 0.1407, swav 0.0000 LR: 4.206e-02 Score 96.965 Data time: 0.2491, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.8315 [2020-11-13 09:42:33,612][root][INFO] - ===> Epoch[476](12361/26): Loss -0.7723, Sem 0.0776, dir -0.9749, norm 0.1251, swav 0.0000 LR: 4.206e-02 Score 97.247 Data time: 0.2244, Forward time: 2.2628, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 4.9516 [2020-11-13 09:42:38,370][root][INFO] - ===> Epoch[476](12362/26): Loss -0.7701, Sem 0.0770, dir -0.9743, norm 0.1273, swav 0.0000 LR: 4.205e-02 Score 97.234 Data time: 0.2222, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.6574 [2020-11-13 09:42:44,316][root][INFO] - ===> Epoch[476](12363/26): Loss -0.7542, Sem 0.0781, dir -0.9710, norm 0.1387, swav 0.0000 LR: 4.205e-02 Score 97.240 Data time: 0.1563, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.8308 [2020-11-13 09:42:49,528][root][INFO] - ===> Epoch[476](12364/26): Loss -0.7590, Sem 0.0778, dir -0.9724, norm 0.1356, swav 0.0000 LR: 4.204e-02 Score 97.245 Data time: 0.1734, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.1661 [2020-11-13 09:42:56,358][root][INFO] - ===> Epoch[476](12365/26): Loss -0.7648, Sem 0.0804, dir -0.9735, norm 0.1283, swav 0.0000 LR: 4.204e-02 Score 97.184 Data time: 0.2227, Forward time: 2.2627, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 6.7349 [2020-11-13 09:43:02,615][root][INFO] - ===> Epoch[476](12366/26): Loss -0.7421, Sem 0.0826, dir -0.9686, norm 0.1438, swav 0.0000 LR: 4.203e-02 Score 97.041 Data time: 0.2081, Forward time: 2.2627, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 6.1270 [2020-11-13 09:43:08,012][root][INFO] - ===> Epoch[476](12367/26): Loss -0.7670, Sem 0.0792, dir -0.9749, norm 0.1288, swav 0.0000 LR: 4.203e-02 Score 97.186 Data time: 0.1898, Forward time: 2.2627, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.2975 [2020-11-13 09:43:13,132][root][INFO] - ===> Epoch[476](12368/26): Loss -0.7367, Sem 0.0886, dir -0.9723, norm 0.1470, swav 0.0000 LR: 4.202e-02 Score 96.999 Data time: 0.2308, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.0280 [2020-11-13 09:43:19,135][root][INFO] - ===> Epoch[476](12369/26): Loss -0.7589, Sem 0.0804, dir -0.9763, norm 0.1370, swav 0.0000 LR: 4.202e-02 Score 97.134 Data time: 0.2398, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.8769 [2020-11-13 09:43:24,747][root][INFO] - ===> Epoch[476](12370/26): Loss -0.7495, Sem 0.0882, dir -0.9728, norm 0.1351, swav 0.0000 LR: 4.201e-02 Score 96.767 Data time: 0.1837, Forward time: 2.2627, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.4791 [2020-11-13 09:43:30,435][root][INFO] - ===> Epoch[476](12371/26): Loss -0.7652, Sem 0.0759, dir -0.9715, norm 0.1304, swav 0.0000 LR: 4.201e-02 Score 97.313 Data time: 0.1952, Forward time: 2.2627, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.5982 [2020-11-13 09:43:35,679][root][INFO] - ===> Epoch[476](12372/26): Loss -0.7560, Sem 0.0796, dir -0.9690, norm 0.1334, swav 0.0000 LR: 4.200e-02 Score 97.282 Data time: 0.2121, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.1232 [2020-11-13 09:43:41,492][root][INFO] - ===> Epoch[476](12373/26): Loss -0.7392, Sem 0.0801, dir -0.9708, norm 0.1515, swav 0.0000 LR: 4.200e-02 Score 97.201 Data time: 0.1863, Forward time: 2.2627, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 5.7064 [2020-11-13 09:43:47,717][root][INFO] - ===> Epoch[476](12374/26): Loss -0.7427, Sem 0.0842, dir -0.9723, norm 0.1454, swav 0.0000 LR: 4.199e-02 Score 97.012 Data time: 0.2820, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.0954 [2020-11-13 09:43:53,144][root][INFO] - ===> Epoch[476](12375/26): Loss -0.7369, Sem 0.0932, dir -0.9712, norm 0.1411, swav 0.0000 LR: 4.199e-02 Score 96.688 Data time: 0.1843, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.2904 [2020-11-13 09:43:58,631][root][INFO] - ===> Epoch[476](12376/26): Loss -0.7565, Sem 0.0823, dir -0.9689, norm 0.1301, swav 0.0000 LR: 4.198e-02 Score 97.052 Data time: 0.1561, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.3882 [2020-11-13 09:44:05,025][root][INFO] - ===> Epoch[477](12377/26): Loss -0.7427, Sem 0.0870, dir -0.9724, norm 0.1427, swav 0.0000 LR: 4.198e-02 Score 97.010 Data time: 0.2816, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.3132 [2020-11-13 09:44:10,778][root][INFO] - ===> Epoch[477](12378/26): Loss -0.7270, Sem 0.0929, dir -0.9705, norm 0.1507, swav 0.0000 LR: 4.197e-02 Score 96.897 Data time: 0.2361, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.6253 [2020-11-13 09:44:16,491][root][INFO] - ===> Epoch[477](12379/26): Loss -0.7571, Sem 0.0781, dir -0.9708, norm 0.1357, swav 0.0000 LR: 4.197e-02 Score 97.317 Data time: 0.2747, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.5923 [2020-11-13 09:44:22,737][root][INFO] - ===> Epoch[477](12380/26): Loss -0.7598, Sem 0.0767, dir -0.9724, norm 0.1359, swav 0.0000 LR: 4.196e-02 Score 97.298 Data time: 0.2326, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.8764 [2020-11-13 09:44:27,927][root][INFO] - ===> Epoch[477](12381/26): Loss -0.7430, Sem 0.0826, dir -0.9691, norm 0.1435, swav 0.0000 LR: 4.196e-02 Score 97.144 Data time: 0.1517, Forward time: 2.2628, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.0793 [2020-11-13 09:44:34,235][root][INFO] - ===> Epoch[477](12382/26): Loss -0.7467, Sem 0.0820, dir -0.9709, norm 0.1423, swav 0.0000 LR: 4.195e-02 Score 97.114 Data time: 0.2078, Forward time: 2.2628, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.2732 [2020-11-13 09:44:40,488][root][INFO] - ===> Epoch[477](12383/26): Loss -0.7351, Sem 0.0927, dir -0.9694, norm 0.1417, swav 0.0000 LR: 4.195e-02 Score 97.029 Data time: 0.2142, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.1648 [2020-11-13 09:44:46,646][root][INFO] - ===> Epoch[477](12384/26): Loss -0.7827, Sem 0.0729, dir -0.9775, norm 0.1219, swav 0.0000 LR: 4.194e-02 Score 97.461 Data time: 0.2381, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 6.0688 [2020-11-13 09:44:51,587][root][INFO] - ===> Epoch[477](12385/26): Loss -0.7489, Sem 0.0855, dir -0.9695, norm 0.1351, swav 0.0000 LR: 4.194e-02 Score 96.957 Data time: 0.2264, Forward time: 2.2628, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 4.8188 [2020-11-13 09:44:56,547][root][INFO] - ===> Epoch[477](12386/26): Loss -0.7462, Sem 0.0829, dir -0.9717, norm 0.1427, swav 0.0000 LR: 4.193e-02 Score 97.028 Data time: 0.1644, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.8552 [2020-11-13 09:45:03,757][root][INFO] - ===> Epoch[477](12387/26): Loss -0.7508, Sem 0.0854, dir -0.9732, norm 0.1370, swav 0.0000 LR: 4.193e-02 Score 97.073 Data time: 0.1740, Forward time: 2.2628, Backward time: 3.1097, DDP time: 0.0051, Total iter time: 7.1167 [2020-11-13 09:45:08,348][root][INFO] - ===> Epoch[477](12388/26): Loss -0.7757, Sem 0.0792, dir -0.9763, norm 0.1215, swav 0.0000 LR: 4.192e-02 Score 97.165 Data time: 0.1925, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 4.5084 [2020-11-13 09:45:13,020][root][INFO] - ===> Epoch[477](12389/26): Loss -0.7642, Sem 0.0800, dir -0.9745, norm 0.1303, swav 0.0000 LR: 4.192e-02 Score 96.976 Data time: 0.1862, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.5444 [2020-11-13 09:45:18,586][root][INFO] - ===> Epoch[477](12390/26): Loss -0.7271, Sem 0.0834, dir -0.9724, norm 0.1619, swav 0.0000 LR: 4.191e-02 Score 97.133 Data time: 0.2909, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.4781 [2020-11-13 09:45:25,532][root][INFO] - ===> Epoch[477](12391/26): Loss -0.7757, Sem 0.0759, dir -0.9748, norm 0.1232, swav 0.0000 LR: 4.191e-02 Score 97.373 Data time: 0.1886, Forward time: 2.2627, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.8246 [2020-11-13 09:45:30,038][root][INFO] - ===> Epoch[477](12392/26): Loss -0.7656, Sem 0.0913, dir -0.9746, norm 0.1177, swav 0.0000 LR: 4.190e-02 Score 96.756 Data time: 0.2070, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.4231 [2020-11-13 09:45:35,307][root][INFO] - ===> Epoch[477](12393/26): Loss -0.7496, Sem 0.0866, dir -0.9683, norm 0.1322, swav 0.0000 LR: 4.190e-02 Score 97.118 Data time: 0.2647, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.1575 [2020-11-13 09:45:40,640][root][INFO] - ===> Epoch[477](12394/26): Loss -0.7622, Sem 0.0808, dir -0.9754, norm 0.1325, swav 0.0000 LR: 4.189e-02 Score 97.149 Data time: 0.1612, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.2247 [2020-11-13 09:45:46,164][root][INFO] - ===> Epoch[477](12395/26): Loss -0.7831, Sem 0.0761, dir -0.9767, norm 0.1175, swav 0.0000 LR: 4.189e-02 Score 97.428 Data time: 0.1821, Forward time: 2.2627, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.4421 [2020-11-13 09:45:50,922][root][INFO] - ===> Epoch[477](12396/26): Loss -0.7398, Sem 0.0973, dir -0.9726, norm 0.1355, swav 0.0000 LR: 4.188e-02 Score 96.570 Data time: 0.1864, Forward time: 2.2627, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.6992 [2020-11-13 09:45:56,766][root][INFO] - ===> Epoch[477](12397/26): Loss -0.7766, Sem 0.0687, dir -0.9748, norm 0.1295, swav 0.0000 LR: 4.188e-02 Score 97.628 Data time: 0.2220, Forward time: 2.2627, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.7631 [2020-11-13 09:46:02,970][root][INFO] - ===> Epoch[477](12398/26): Loss -0.7500, Sem 0.0855, dir -0.9709, norm 0.1355, swav 0.0000 LR: 4.187e-02 Score 97.015 Data time: 0.2304, Forward time: 2.2627, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 6.0891 [2020-11-13 09:46:09,647][root][INFO] - ===> Epoch[477](12399/26): Loss -0.7305, Sem 0.0887, dir -0.9676, norm 0.1485, swav 0.0000 LR: 4.187e-02 Score 96.852 Data time: 0.1880, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.5576 [2020-11-13 09:46:16,576][root][INFO] - ===> Epoch[477](12400/26): Loss -0.7331, Sem 0.0853, dir -0.9685, norm 0.1501, swav 0.0000 LR: 4.186e-02 Score 97.041 Data time: 0.3188, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.8536 [2020-11-13 09:46:21,316][root][INFO] - ===> Epoch[477](12401/26): Loss -0.7560, Sem 0.0849, dir -0.9736, norm 0.1328, swav 0.0000 LR: 4.186e-02 Score 96.986 Data time: 0.1696, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 4.6087 [2020-11-13 09:46:26,934][root][INFO] - ===> Epoch[477](12402/26): Loss -0.7557, Sem 0.0924, dir -0.9725, norm 0.1245, swav 0.0000 LR: 4.185e-02 Score 96.660 Data time: 0.2084, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.5297 [2020-11-13 09:46:32,631][root][INFO] - ===> Epoch[478](12403/26): Loss -0.7492, Sem 0.0823, dir -0.9733, norm 0.1418, swav 0.0000 LR: 4.185e-02 Score 97.206 Data time: 0.1862, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.5835 [2020-11-13 09:46:37,987][root][INFO] - ===> Epoch[478](12404/26): Loss -0.7642, Sem 0.0766, dir -0.9725, norm 0.1317, swav 0.0000 LR: 4.184e-02 Score 97.294 Data time: 0.1990, Forward time: 2.2627, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.2685 [2020-11-13 09:46:45,503][root][INFO] - ===> Epoch[478](12405/26): Loss -0.7234, Sem 0.0980, dir -0.9692, norm 0.1478, swav 0.0000 LR: 4.184e-02 Score 96.683 Data time: 0.1755, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 7.4165 [2020-11-13 09:46:50,685][root][INFO] - ===> Epoch[478](12406/26): Loss -0.7530, Sem 0.0761, dir -0.9690, norm 0.1399, swav 0.0000 LR: 4.183e-02 Score 97.338 Data time: 0.2117, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.0958 [2020-11-13 09:46:56,207][root][INFO] - ===> Epoch[478](12407/26): Loss -0.7464, Sem 0.0859, dir -0.9712, norm 0.1389, swav 0.0000 LR: 4.183e-02 Score 96.887 Data time: 0.1904, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.4189 [2020-11-13 09:47:01,443][root][INFO] - ===> Epoch[478](12408/26): Loss -0.7517, Sem 0.0784, dir -0.9717, norm 0.1416, swav 0.0000 LR: 4.182e-02 Score 97.277 Data time: 0.2469, Forward time: 2.2627, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.1488 [2020-11-13 09:47:08,035][root][INFO] - ===> Epoch[478](12409/26): Loss -0.7458, Sem 0.0870, dir -0.9696, norm 0.1368, swav 0.0000 LR: 4.182e-02 Score 97.004 Data time: 0.2050, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.4433 [2020-11-13 09:47:14,118][root][INFO] - ===> Epoch[478](12410/26): Loss -0.7290, Sem 0.0948, dir -0.9703, norm 0.1465, swav 0.0000 LR: 4.181e-02 Score 96.803 Data time: 0.2316, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.9735 [2020-11-13 09:47:19,916][root][INFO] - ===> Epoch[478](12411/26): Loss -0.7475, Sem 0.0888, dir -0.9735, norm 0.1373, swav 0.0000 LR: 4.181e-02 Score 96.806 Data time: 0.2718, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.6807 [2020-11-13 09:47:25,491][root][INFO] - ===> Epoch[478](12412/26): Loss -0.7464, Sem 0.0924, dir -0.9753, norm 0.1365, swav 0.0000 LR: 4.180e-02 Score 97.128 Data time: 0.2972, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.4437 [2020-11-13 09:47:30,775][root][INFO] - ===> Epoch[478](12413/26): Loss -0.7599, Sem 0.0746, dir -0.9702, norm 0.1357, swav 0.0000 LR: 4.180e-02 Score 97.440 Data time: 0.2072, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.1600 [2020-11-13 09:47:36,851][root][INFO] - ===> Epoch[478](12414/26): Loss -0.7505, Sem 0.0829, dir -0.9741, norm 0.1407, swav 0.0000 LR: 4.179e-02 Score 97.056 Data time: 0.2386, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.9540 [2020-11-13 09:47:43,779][root][INFO] - ===> Epoch[478](12415/26): Loss -0.7668, Sem 0.0770, dir -0.9739, norm 0.1301, swav 0.0000 LR: 4.179e-02 Score 97.289 Data time: 0.1687, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.8022 [2020-11-13 09:47:49,652][root][INFO] - ===> Epoch[478](12416/26): Loss -0.7379, Sem 0.0921, dir -0.9728, norm 0.1427, swav 0.0000 LR: 4.178e-02 Score 96.763 Data time: 0.2408, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.7900 [2020-11-13 09:47:54,458][root][INFO] - ===> Epoch[478](12417/26): Loss -0.7354, Sem 0.0974, dir -0.9734, norm 0.1407, swav 0.0000 LR: 4.178e-02 Score 96.321 Data time: 0.1491, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.6869 [2020-11-13 09:48:00,576][root][INFO] - ===> Epoch[478](12418/26): Loss -0.7693, Sem 0.0781, dir -0.9742, norm 0.1269, swav 0.0000 LR: 4.177e-02 Score 97.298 Data time: 0.1943, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.0345 [2020-11-13 09:48:06,364][root][INFO] - ===> Epoch[478](12419/26): Loss -0.7659, Sem 0.0878, dir -0.9726, norm 0.1189, swav 0.0000 LR: 4.177e-02 Score 97.026 Data time: 0.2300, Forward time: 2.2627, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.6799 [2020-11-13 09:48:12,604][root][INFO] - ===> Epoch[478](12420/26): Loss -0.7533, Sem 0.0811, dir -0.9718, norm 0.1374, swav 0.0000 LR: 4.176e-02 Score 97.129 Data time: 0.2616, Forward time: 2.2628, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.1398 [2020-11-13 09:48:19,779][root][INFO] - ===> Epoch[478](12421/26): Loss -0.7667, Sem 0.0780, dir -0.9738, norm 0.1291, swav 0.0000 LR: 4.176e-02 Score 97.370 Data time: 0.3886, Forward time: 2.2629, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 7.0427 [2020-11-13 09:48:24,048][root][INFO] - ===> Epoch[478](12422/26): Loss -0.7674, Sem 0.0890, dir -0.9755, norm 0.1191, swav 0.0000 LR: 4.175e-02 Score 96.803 Data time: 0.2011, Forward time: 2.2629, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 4.0989 [2020-11-13 09:48:29,047][root][INFO] - ===> Epoch[478](12423/26): Loss -0.7692, Sem 0.0791, dir -0.9753, norm 0.1270, swav 0.0000 LR: 4.175e-02 Score 97.281 Data time: 0.2419, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.9015 [2020-11-13 09:48:34,342][root][INFO] - ===> Epoch[478](12424/26): Loss -0.7580, Sem 0.0796, dir -0.9735, norm 0.1359, swav 0.0000 LR: 4.174e-02 Score 97.253 Data time: 0.1290, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.1736 [2020-11-13 09:48:40,244][root][INFO] - ===> Epoch[478](12425/26): Loss -0.7515, Sem 0.0801, dir -0.9722, norm 0.1406, swav 0.0000 LR: 4.174e-02 Score 97.169 Data time: 0.2236, Forward time: 2.2628, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.8384 [2020-11-13 09:48:44,900][root][INFO] - ===> Epoch[478](12426/26): Loss -0.7398, Sem 0.0949, dir -0.9705, norm 0.1358, swav 0.0000 LR: 4.173e-02 Score 96.715 Data time: 0.2321, Forward time: 2.2628, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.5408 [2020-11-13 09:48:50,980][root][INFO] - ===> Epoch[478](12427/26): Loss -0.7467, Sem 0.0892, dir -0.9710, norm 0.1351, swav 0.0000 LR: 4.173e-02 Score 96.996 Data time: 0.2786, Forward time: 2.2629, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.9694 [2020-11-13 09:48:58,561][root][INFO] - ===> Epoch[478](12428/26): Loss -0.7664, Sem 0.0856, dir -0.9741, norm 0.1220, swav 0.0000 LR: 4.172e-02 Score 96.992 Data time: 0.2297, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 7.4604 [2020-11-13 09:49:04,135][root][INFO] - ===> Epoch[479](12429/26): Loss -0.7596, Sem 0.0824, dir -0.9728, norm 0.1308, swav 0.0000 LR: 4.172e-02 Score 97.009 Data time: 0.1393, Forward time: 2.2629, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.4510 [2020-11-13 09:49:09,602][root][INFO] - ===> Epoch[479](12430/26): Loss -0.7568, Sem 0.0839, dir -0.9723, norm 0.1316, swav 0.0000 LR: 4.171e-02 Score 97.047 Data time: 0.1696, Forward time: 2.2629, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.4085 [2020-11-13 09:49:16,311][root][INFO] - ===> Epoch[479](12431/26): Loss -0.7580, Sem 0.0789, dir -0.9731, norm 0.1362, swav 0.0000 LR: 4.171e-02 Score 97.235 Data time: 0.3029, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 6.0374 [2020-11-13 09:49:22,341][root][INFO] - ===> Epoch[479](12432/26): Loss -0.7531, Sem 0.0818, dir -0.9697, norm 0.1348, swav 0.0000 LR: 4.170e-02 Score 97.232 Data time: 0.1955, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.8975 [2020-11-13 09:49:27,078][root][INFO] - ===> Epoch[479](12433/26): Loss -0.7818, Sem 0.0803, dir -0.9750, norm 0.1130, swav 0.0000 LR: 4.170e-02 Score 97.133 Data time: 0.1734, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.6227 [2020-11-13 09:49:32,019][root][INFO] - ===> Epoch[479](12434/26): Loss -0.7503, Sem 0.0772, dir -0.9724, norm 0.1449, swav 0.0000 LR: 4.170e-02 Score 97.317 Data time: 0.2140, Forward time: 2.2629, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 4.8545 [2020-11-13 09:49:37,183][root][INFO] - ===> Epoch[479](12435/26): Loss -0.7629, Sem 0.0809, dir -0.9731, norm 0.1294, swav 0.0000 LR: 4.169e-02 Score 97.157 Data time: 0.2225, Forward time: 2.2629, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.0510 [2020-11-13 09:49:43,051][root][INFO] - ===> Epoch[479](12436/26): Loss -0.7470, Sem 0.0886, dir -0.9719, norm 0.1363, swav 0.0000 LR: 4.169e-02 Score 97.070 Data time: 0.2155, Forward time: 2.2629, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.7273 [2020-11-13 09:49:49,555][root][INFO] - ===> Epoch[479](12437/26): Loss -0.7164, Sem 0.0990, dir -0.9667, norm 0.1513, swav 0.0000 LR: 4.168e-02 Score 96.629 Data time: 0.1611, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 6.3727 [2020-11-13 09:49:55,571][root][INFO] - ===> Epoch[479](12438/26): Loss -0.7302, Sem 0.0908, dir -0.9707, norm 0.1497, swav 0.0000 LR: 4.168e-02 Score 96.800 Data time: 0.2887, Forward time: 2.2629, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.9071 [2020-11-13 09:50:00,851][root][INFO] - ===> Epoch[479](12439/26): Loss -0.7463, Sem 0.0766, dir -0.9694, norm 0.1466, swav 0.0000 LR: 4.167e-02 Score 97.238 Data time: 0.2280, Forward time: 2.2629, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.1798 [2020-11-13 09:50:06,299][root][INFO] - ===> Epoch[479](12440/26): Loss -0.7596, Sem 0.0826, dir -0.9721, norm 0.1299, swav 0.0000 LR: 4.167e-02 Score 97.158 Data time: 0.1925, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.6043 [2020-11-13 09:50:12,966][root][INFO] - ===> Epoch[479](12441/26): Loss -0.7698, Sem 0.0755, dir -0.9767, norm 0.1313, swav 0.0000 LR: 4.166e-02 Score 97.343 Data time: 0.2914, Forward time: 2.2630, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.5451 [2020-11-13 09:50:18,491][root][INFO] - ===> Epoch[479](12442/26): Loss -0.7542, Sem 0.0844, dir -0.9720, norm 0.1334, swav 0.0000 LR: 4.166e-02 Score 97.101 Data time: 0.2087, Forward time: 2.2630, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.4096 [2020-11-13 09:50:25,496][root][INFO] - ===> Epoch[479](12443/26): Loss -0.7425, Sem 0.0939, dir -0.9692, norm 0.1327, swav 0.0000 LR: 4.165e-02 Score 96.545 Data time: 0.1827, Forward time: 2.2630, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.8796 [2020-11-13 09:50:30,648][root][INFO] - ===> Epoch[479](12444/26): Loss -0.7304, Sem 0.0845, dir -0.9652, norm 0.1503, swav 0.0000 LR: 4.165e-02 Score 97.021 Data time: 0.1887, Forward time: 2.2630, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.0646 [2020-11-13 09:50:37,254][root][INFO] - ===> Epoch[479](12445/26): Loss -0.7599, Sem 0.0819, dir -0.9741, norm 0.1323, swav 0.0000 LR: 4.164e-02 Score 97.221 Data time: 0.1434, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.3850 [2020-11-13 09:50:42,736][root][INFO] - ===> Epoch[479](12446/26): Loss -0.7603, Sem 0.0821, dir -0.9741, norm 0.1317, swav 0.0000 LR: 4.164e-02 Score 97.127 Data time: 0.1834, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.3323 [2020-11-13 09:51:00,179][root][INFO] - ===> Epoch[479](12447/26): Loss -0.7698, Sem 0.0748, dir -0.9737, norm 0.1291, swav 0.0000 LR: 4.163e-02 Score 97.412 Data time: 0.1419, Forward time: 2.2629, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.3376 [2020-11-13 09:51:55,087][root][INFO] - ===> Epoch[479](12448/26): Loss -0.7482, Sem 0.0820, dir -0.9679, norm 0.1377, swav 0.0000 LR: 4.163e-02 Score 97.177 Data time: 18.4760, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 25.2877 [2020-11-13 09:52:06,603][root][INFO] - ===> Epoch[479](12449/26): Loss -0.7680, Sem 0.0790, dir -0.9740, norm 0.1271, swav 0.0000 LR: 4.162e-02 Score 97.308 Data time: 1.5921, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.1890 [2020-11-13 09:52:13,043][root][INFO] - ===> Epoch[479](12450/26): Loss -0.7573, Sem 0.0858, dir -0.9716, norm 0.1285, swav 0.0000 LR: 4.162e-02 Score 96.848 Data time: 0.2088, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.3313 [2020-11-13 09:52:27,035][root][INFO] - ===> Epoch[479](12451/26): Loss -0.7573, Sem 0.0856, dir -0.9753, norm 0.1325, swav 0.0000 LR: 4.161e-02 Score 96.914 Data time: 0.1193, Forward time: 2.2629, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 3.6616 [2020-11-13 09:52:41,412][root][INFO] - ===> Epoch[479](12452/26): Loss -0.7506, Sem 0.0807, dir -0.9721, norm 0.1408, swav 0.0000 LR: 4.161e-02 Score 97.150 Data time: 2.6543, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 10.1866 [2020-11-13 09:52:46,227][root][INFO] - ===> Epoch[479](12453/26): Loss -0.7237, Sem 0.0939, dir -0.9712, norm 0.1535, swav 0.0000 LR: 4.160e-02 Score 96.653 Data time: 0.2109, Forward time: 2.2629, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.6519 [2020-11-13 09:52:51,674][root][INFO] - ===> Epoch[479](12454/26): Loss -0.7575, Sem 0.0756, dir -0.9694, norm 0.1362, swav 0.0000 LR: 4.160e-02 Score 97.249 Data time: 0.1762, Forward time: 2.2629, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.3471 [2020-11-13 09:52:59,672][root][INFO] - ===> Epoch[480](12455/26): Loss -0.7423, Sem 0.0931, dir -0.9706, norm 0.1352, swav 0.0000 LR: 4.159e-02 Score 96.860 Data time: 0.1229, Forward time: 2.2628, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 3.6080 [2020-11-13 09:53:05,488][root][INFO] - ===> Epoch[480](12456/26): Loss -0.7529, Sem 0.0804, dir -0.9723, norm 0.1389, swav 0.0000 LR: 4.159e-02 Score 97.072 Data time: 0.1940, Forward time: 2.2628, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.6932 [2020-11-13 09:53:10,212][root][INFO] - ===> Epoch[480](12457/26): Loss -0.7600, Sem 0.0888, dir -0.9724, norm 0.1236, swav 0.0000 LR: 4.158e-02 Score 97.020 Data time: 0.1964, Forward time: 2.2628, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.5847 [2020-11-13 09:53:14,524][root][INFO] - ===> Epoch[480](12458/26): Loss -0.7505, Sem 0.0854, dir -0.9694, norm 0.1335, swav 0.0000 LR: 4.158e-02 Score 96.980 Data time: 0.1578, Forward time: 2.2628, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.1918 [2020-11-13 09:53:28,859][root][INFO] - ===> Epoch[480](12459/26): Loss -0.7727, Sem 0.0759, dir -0.9758, norm 0.1272, swav 0.0000 LR: 4.157e-02 Score 97.332 Data time: 2.7239, Forward time: 2.2628, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 8.2293 [2020-11-13 09:53:34,171][root][INFO] - ===> Epoch[480](12460/26): Loss -0.7737, Sem 0.0674, dir -0.9722, norm 0.1311, swav 0.0000 LR: 4.157e-02 Score 97.573 Data time: 0.1149, Forward time: 2.2627, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.1869 [2020-11-13 09:53:40,974][root][INFO] - ===> Epoch[480](12461/26): Loss -0.7681, Sem 0.0779, dir -0.9751, norm 0.1290, swav 0.0000 LR: 4.156e-02 Score 97.221 Data time: 0.1813, Forward time: 2.2627, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.7218 [2020-11-13 09:53:47,051][root][INFO] - ===> Epoch[480](12462/26): Loss -0.7700, Sem 0.0787, dir -0.9774, norm 0.1288, swav 0.0000 LR: 4.156e-02 Score 97.203 Data time: 0.2180, Forward time: 2.2627, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.9851 [2020-11-13 09:53:52,826][root][INFO] - ===> Epoch[480](12463/26): Loss -0.7411, Sem 0.0884, dir -0.9735, norm 0.1440, swav 0.0000 LR: 4.155e-02 Score 96.975 Data time: 0.2524, Forward time: 2.2627, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.6762 [2020-11-13 09:54:09,860][root][INFO] - ===> Epoch[480](12464/26): Loss -0.7470, Sem 0.0842, dir -0.9731, norm 0.1419, swav 0.0000 LR: 4.155e-02 Score 97.058 Data time: 0.1568, Forward time: 2.2627, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.0270 [2020-11-13 09:55:29,318][root][INFO] - ===> Epoch[480](12465/26): Loss -0.7538, Sem 0.0857, dir -0.9714, norm 0.1318, swav 0.0000 LR: 4.154e-02 Score 97.008 Data time: 50.1519, Forward time: 2.2627, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 57.0524 [2020-11-13 09:55:36,274][root][INFO] - ===> Epoch[480](12466/26): Loss -0.7416, Sem 0.0879, dir -0.9708, norm 0.1413, swav 0.0000 LR: 4.154e-02 Score 96.913 Data time: 0.2169, Forward time: 2.2627, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.8254 [2020-11-13 09:55:41,780][root][INFO] - ===> Epoch[480](12467/26): Loss -0.7452, Sem 0.0829, dir -0.9692, norm 0.1412, swav 0.0000 LR: 4.153e-02 Score 97.048 Data time: 0.2171, Forward time: 2.2627, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.3787 [2020-11-13 09:55:47,436][root][INFO] - ===> Epoch[480](12468/26): Loss -0.7725, Sem 0.0731, dir -0.9735, norm 0.1278, swav 0.0000 LR: 4.153e-02 Score 97.514 Data time: 0.1187, Forward time: 2.2627, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.5112 [2020-11-13 09:55:52,203][root][INFO] - ===> Epoch[480](12469/26): Loss -0.7518, Sem 0.0826, dir -0.9726, norm 0.1381, swav 0.0000 LR: 4.152e-02 Score 97.134 Data time: 0.1714, Forward time: 2.2626, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 3.9321 [2020-11-13 09:56:06,059][root][INFO] - ===> Epoch[480](12470/26): Loss -0.7434, Sem 0.0830, dir -0.9713, norm 0.1450, swav 0.0000 LR: 4.152e-02 Score 97.100 Data time: 0.1408, Forward time: 2.2626, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 9.3473 [2020-11-13 09:56:11,006][root][INFO] - ===> Epoch[480](12471/26): Loss -0.7450, Sem 0.0915, dir -0.9708, norm 0.1342, swav 0.0000 LR: 4.151e-02 Score 96.784 Data time: 0.1488, Forward time: 2.2625, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.8437 [2020-11-13 09:56:18,466][root][INFO] - ===> Epoch[480](12472/26): Loss -0.7600, Sem 0.0814, dir -0.9724, norm 0.1310, swav 0.0000 LR: 4.151e-02 Score 97.159 Data time: 0.2098, Forward time: 2.2625, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 7.3861 [2020-11-13 09:56:23,740][root][INFO] - ===> Epoch[480](12473/26): Loss -0.7519, Sem 0.0835, dir -0.9739, norm 0.1385, swav 0.0000 LR: 4.150e-02 Score 96.940 Data time: 0.1866, Forward time: 2.2625, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.1442 [2020-11-13 09:56:29,683][root][INFO] - ===> Epoch[480](12474/26): Loss -0.7457, Sem 0.0900, dir -0.9750, norm 0.1393, swav 0.0000 LR: 4.150e-02 Score 96.888 Data time: 0.1741, Forward time: 2.2625, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.8254 [2020-11-13 09:56:35,116][root][INFO] - ===> Epoch[480](12475/26): Loss -0.7896, Sem 0.0744, dir -0.9769, norm 0.1129, swav 0.0000 LR: 4.149e-02 Score 97.454 Data time: 0.2123, Forward time: 2.2625, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.3220 [2020-11-13 09:56:39,903][root][INFO] - ===> Epoch[480](12476/26): Loss -0.7577, Sem 0.0785, dir -0.9731, norm 0.1368, swav 0.0000 LR: 4.149e-02 Score 97.170 Data time: 0.1833, Forward time: 2.2625, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.6462 [2020-11-13 09:56:45,739][root][INFO] - ===> Epoch[480](12477/26): Loss -0.7577, Sem 0.0807, dir -0.9730, norm 0.1346, swav 0.0000 LR: 4.148e-02 Score 97.175 Data time: 0.2721, Forward time: 2.2625, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.7421 [2020-11-13 09:56:51,363][root][INFO] - ===> Epoch[480](12478/26): Loss -0.7523, Sem 0.0781, dir -0.9711, norm 0.1407, swav 0.0000 LR: 4.148e-02 Score 97.360 Data time: 0.1330, Forward time: 2.2625, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.4944 [2020-11-13 09:56:56,202][root][INFO] - ===> Epoch[480](12479/26): Loss -0.7504, Sem 0.0867, dir -0.9739, norm 0.1367, swav 0.0000 LR: 4.147e-02 Score 97.030 Data time: 0.1839, Forward time: 2.2624, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.7589 [2020-11-13 09:57:01,619][root][INFO] - ===> Epoch[480](12480/26): Loss -0.7578, Sem 0.0791, dir -0.9735, norm 0.1365, swav 0.0000 LR: 4.147e-02 Score 97.154 Data time: 0.1410, Forward time: 2.2624, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.2940 [2020-11-13 09:57:07,008][root][INFO] - ===> Epoch[481](12481/26): Loss -0.7164, Sem 0.0820, dir -0.9700, norm 0.1716, swav 0.0000 LR: 4.146e-02 Score 97.279 Data time: 0.1860, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.2992 [2020-11-13 09:57:12,021][root][INFO] - ===> Epoch[481](12482/26): Loss -0.7572, Sem 0.0875, dir -0.9712, norm 0.1265, swav 0.0000 LR: 4.146e-02 Score 97.105 Data time: 0.1692, Forward time: 2.2623, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.8651 [2020-11-13 09:57:17,046][root][INFO] - ===> Epoch[481](12483/26): Loss -0.7502, Sem 0.0864, dir -0.9717, norm 0.1351, swav 0.0000 LR: 4.145e-02 Score 96.994 Data time: 0.2669, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 4.4399 [2020-11-13 09:57:22,522][root][INFO] - ===> Epoch[481](12484/26): Loss -0.7600, Sem 0.0736, dir -0.9742, norm 0.1406, swav 0.0000 LR: 4.145e-02 Score 97.504 Data time: 0.1962, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.3527 [2020-11-13 09:57:28,279][root][INFO] - ===> Epoch[481](12485/26): Loss -0.7592, Sem 0.0842, dir -0.9748, norm 0.1315, swav 0.0000 LR: 4.144e-02 Score 97.005 Data time: 0.2061, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.6585 [2020-11-13 09:57:34,402][root][INFO] - ===> Epoch[481](12486/26): Loss -0.7749, Sem 0.0749, dir -0.9736, norm 0.1239, swav 0.0000 LR: 4.144e-02 Score 97.355 Data time: 0.3025, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.9932 [2020-11-13 09:57:40,106][root][INFO] - ===> Epoch[481](12487/26): Loss -0.7611, Sem 0.0762, dir -0.9741, norm 0.1369, swav 0.0000 LR: 4.143e-02 Score 97.340 Data time: 0.2532, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.5788 [2020-11-13 09:57:45,363][root][INFO] - ===> Epoch[481](12488/26): Loss -0.7405, Sem 0.0863, dir -0.9703, norm 0.1435, swav 0.0000 LR: 4.143e-02 Score 97.033 Data time: 0.2374, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.1056 [2020-11-13 09:58:06,397][root][INFO] - ===> Epoch[481](12489/26): Loss -0.7353, Sem 0.0884, dir -0.9714, norm 0.1477, swav 0.0000 LR: 4.142e-02 Score 96.798 Data time: 0.2004, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.8258 [2020-11-13 09:58:12,779][root][INFO] - ===> Epoch[481](12490/26): Loss -0.7497, Sem 0.0879, dir -0.9735, norm 0.1359, swav 0.0000 LR: 4.142e-02 Score 96.900 Data time: 0.4239, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.2211 [2020-11-13 09:58:27,795][root][INFO] - ===> Epoch[481](12491/26): Loss -0.7660, Sem 0.0798, dir -0.9727, norm 0.1269, swav 0.0000 LR: 4.141e-02 Score 97.156 Data time: 0.1357, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.2311 [2020-11-13 09:58:49,957][root][INFO] - ===> Epoch[481](12492/26): Loss -0.7715, Sem 0.0765, dir -0.9718, norm 0.1238, swav 0.0000 LR: 4.141e-02 Score 97.235 Data time: 6.7377, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 13.4014 [2020-11-13 09:58:57,467][root][INFO] - ===> Epoch[481](12493/26): Loss -0.7507, Sem 0.0881, dir -0.9734, norm 0.1346, swav 0.0000 LR: 4.140e-02 Score 96.733 Data time: 2.0903, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 7.3895 [2020-11-13 09:59:03,083][root][INFO] - ===> Epoch[481](12494/26): Loss -0.7579, Sem 0.0784, dir -0.9707, norm 0.1345, swav 0.0000 LR: 4.140e-02 Score 97.279 Data time: 0.2091, Forward time: 2.2622, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.5199 [2020-11-13 09:59:09,094][root][INFO] - ===> Epoch[481](12495/26): Loss -0.7580, Sem 0.0787, dir -0.9746, norm 0.1380, swav 0.0000 LR: 4.139e-02 Score 97.207 Data time: 0.2864, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.9292 [2020-11-13 09:59:13,998][root][INFO] - ===> Epoch[481](12496/26): Loss -0.7688, Sem 0.0738, dir -0.9749, norm 0.1323, swav 0.0000 LR: 4.139e-02 Score 97.368 Data time: 0.2013, Forward time: 2.2623, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.7874 [2020-11-13 09:59:20,349][root][INFO] - ===> Epoch[481](12497/26): Loss -0.7584, Sem 0.0827, dir -0.9753, norm 0.1343, swav 0.0000 LR: 4.138e-02 Score 97.083 Data time: 0.2926, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.2386 [2020-11-13 09:59:25,882][root][INFO] - ===> Epoch[481](12498/26): Loss -0.7732, Sem 0.0878, dir -0.9764, norm 0.1155, swav 0.0000 LR: 4.138e-02 Score 96.815 Data time: 0.1850, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.4040 [2020-11-13 09:59:30,809][root][INFO] - ===> Epoch[481](12499/26): Loss -0.7634, Sem 0.0791, dir -0.9740, norm 0.1315, swav 0.0000 LR: 4.137e-02 Score 97.212 Data time: 0.2112, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.8309 [2020-11-13 09:59:36,100][root][INFO] - ===> Epoch[481](12500/26): Loss -0.7495, Sem 0.0839, dir -0.9682, norm 0.1348, swav 0.0000 LR: 4.137e-02 Score 97.039 Data time: 0.2232, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.1322 [2020-11-13 09:59:44,866][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 09:59:45,091][root][INFO] - ===> Start testing [2020-11-13 10:01:28,857][root][INFO] - 101/312: Data time: 0.0057, Iter time: 0.1797 Loss 0.031 (AVG: 0.487) Score 98.971 (AVG: 90.774) mIOU 74.089 mAP 76.450 mAcc 81.078 IOU: 84.003 96.936 68.540 84.932 93.965 91.937 82.329 69.728 62.669 75.837 35.141 75.937 68.917 74.617 50.746 49.012 95.739 72.053 87.777 60.969 mAP: 82.926 96.766 69.007 78.190 91.953 77.072 81.610 77.258 67.165 65.787 51.212 62.184 66.001 88.827 54.281 84.028 97.178 88.181 79.318 70.054 mAcc: 96.418 98.606 78.036 87.681 97.206 98.338 89.612 80.103 67.906 83.231 41.186 86.773 85.798 89.646 56.768 53.544 96.821 76.619 92.368 64.896 [2020-11-13 10:03:00,422][root][INFO] - 201/312: Data time: 0.0069, Iter time: 0.1523 Loss 0.363 (AVG: 0.480) Score 89.120 (AVG: 90.597) mIOU 72.869 mAP 77.044 mAcc 80.648 IOU: 84.627 96.764 66.597 85.698 93.703 89.342 78.938 67.469 62.237 78.662 32.669 73.232 67.409 69.388 50.715 54.683 93.432 68.819 86.026 56.970 mAP: 82.102 96.359 68.992 77.141 90.854 79.606 79.326 74.290 69.024 71.249 57.174 64.777 70.373 81.369 61.804 81.820 97.326 86.730 82.649 67.914 mAcc: 95.741 98.536 78.489 88.059 97.051 94.629 86.899 79.880 67.905 87.307 46.177 86.126 87.181 82.618 54.288 59.058 94.573 74.006 92.553 61.883 [2020-11-13 10:04:30,305][root][INFO] - 301/312: Data time: 0.0075, Iter time: 0.4721 Loss 1.415 (AVG: 0.545) Score 80.583 (AVG: 89.696) mIOU 71.429 mAP 76.412 mAcc 79.495 IOU: 84.169 96.535 63.347 82.335 92.308 88.021 75.615 63.699 61.999 79.707 27.742 67.149 64.326 71.755 49.927 57.248 92.625 69.209 87.515 53.357 mAP: 81.248 96.099 66.980 73.490 90.265 82.030 74.801 72.628 69.077 75.771 54.699 61.084 71.719 82.014 57.565 83.953 97.276 86.107 85.132 66.294 mAcc: 95.750 98.540 77.860 85.349 96.055 94.660 84.980 74.758 69.611 88.956 35.168 82.164 84.174 83.193 53.838 63.348 95.186 75.459 93.739 57.108 [2020-11-13 10:04:42,228][root][INFO] - 312/312: Data time: 0.0025, Iter time: 0.2423 Loss 1.075 (AVG: 0.548) Score 76.162 (AVG: 89.635) mIOU 71.224 mAP 76.345 mAcc 79.369 IOU: 84.264 96.515 62.472 82.629 92.189 86.757 76.094 63.537 61.348 79.528 28.734 65.978 64.449 71.949 49.657 57.225 92.625 69.143 87.515 51.871 mAP: 81.260 96.009 66.475 73.981 90.221 81.311 74.856 72.623 69.095 75.729 55.312 59.957 71.491 82.097 58.284 83.953 97.276 86.021 85.132 65.823 mAcc: 95.806 98.539 77.527 85.726 96.067 93.882 85.392 74.572 69.124 89.493 36.285 80.829 84.260 83.312 53.252 63.348 95.186 75.440 93.739 55.602 [2020-11-13 10:04:42,230][root][INFO] - Finished test. Elapsed time: 297.1365 [2020-11-13 10:04:54,442][root][INFO] - [2020-11-13 10:04:54,443][root][INFO] - ################################################################ [2020-11-13 10:04:54,443][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 10:04:54,443][root][INFO] - ################################################################ [2020-11-13 10:04:54,443][root][INFO] - cabinet : 0.276 0.522 0.703 [2020-11-13 10:04:54,443][root][INFO] - bed : 0.369 0.724 0.840 [2020-11-13 10:04:54,443][root][INFO] - chair : 0.735 0.888 0.923 [2020-11-13 10:04:54,443][root][INFO] - sofa : 0.448 0.671 0.847 [2020-11-13 10:04:54,443][root][INFO] - table : 0.468 0.670 0.776 [2020-11-13 10:04:54,443][root][INFO] - door : 0.269 0.476 0.600 [2020-11-13 10:04:54,443][root][INFO] - window : 0.199 0.367 0.592 [2020-11-13 10:04:54,443][root][INFO] - bookshelf : 0.241 0.600 0.756 [2020-11-13 10:04:54,443][root][INFO] - picture : 0.201 0.313 0.414 [2020-11-13 10:04:54,443][root][INFO] - counter : 0.109 0.338 0.620 [2020-11-13 10:04:54,443][root][INFO] - desk : 0.101 0.368 0.788 [2020-11-13 10:04:54,443][root][INFO] - curtain : 0.312 0.526 0.648 [2020-11-13 10:04:54,443][root][INFO] - refrigerator : 0.315 0.407 0.476 [2020-11-13 10:04:54,443][root][INFO] - shower curtain : 0.492 0.675 0.709 [2020-11-13 10:04:54,443][root][INFO] - toilet : 0.854 0.983 0.983 [2020-11-13 10:04:54,444][root][INFO] - sink : 0.408 0.676 0.845 [2020-11-13 10:04:54,444][root][INFO] - bathtub : 0.555 0.748 0.841 [2020-11-13 10:04:54,444][root][INFO] - otherfurniture : 0.379 0.522 0.649 [2020-11-13 10:04:54,444][root][INFO] - ---------------------------------------------------------------- [2020-11-13 10:04:54,444][root][INFO] - average : 0.374 0.582 0.723 [2020-11-13 10:04:54,444][root][INFO] - [2020-11-13 10:04:54,560][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 10:04:54,561][root][INFO] - Current best mIoU: 72.127 at iter 12000 [2020-11-13 10:04:58,286][root][INFO] - ===> Epoch[481](12501/26): Loss -0.7698, Sem 0.0798, dir -0.9744, norm 0.1247, swav 0.0000 LR: 4.136e-02 Score 97.286 Data time: 0.1528, Forward time: 2.2623, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 3.7187 [2020-11-13 10:05:03,861][root][INFO] - ===> Epoch[481](12502/26): Loss -0.7516, Sem 0.0885, dir -0.9695, norm 0.1295, swav 0.0000 LR: 4.136e-02 Score 97.036 Data time: 0.2200, Forward time: 2.2623, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.4544 [2020-11-13 10:05:09,324][root][INFO] - ===> Epoch[481](12503/26): Loss -0.7366, Sem 0.0902, dir -0.9724, norm 0.1456, swav 0.0000 LR: 4.135e-02 Score 96.669 Data time: 0.2079, Forward time: 2.2623, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.3446 [2020-11-13 10:05:14,737][root][INFO] - ===> Epoch[481](12504/26): Loss -0.7621, Sem 0.0813, dir -0.9672, norm 0.1238, swav 0.0000 LR: 4.135e-02 Score 97.120 Data time: 0.2633, Forward time: 2.2624, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.3008 [2020-11-13 10:05:20,799][root][INFO] - ===> Epoch[481](12505/26): Loss -0.7251, Sem 0.1046, dir -0.9687, norm 0.1390, swav 0.0000 LR: 4.134e-02 Score 96.292 Data time: 0.1471, Forward time: 2.2623, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.9419 [2020-11-13 10:05:26,856][root][INFO] - ===> Epoch[481](12506/26): Loss -0.7323, Sem 0.0907, dir -0.9710, norm 0.1479, swav 0.0000 LR: 4.134e-02 Score 96.781 Data time: 0.2770, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.0013 [2020-11-13 10:05:32,848][root][INFO] - ===> Epoch[482](12507/26): Loss -0.7522, Sem 0.0793, dir -0.9729, norm 0.1414, swav 0.0000 LR: 4.133e-02 Score 97.161 Data time: 0.2182, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.8729 [2020-11-13 10:05:39,595][root][INFO] - ===> Epoch[482](12508/26): Loss -0.7631, Sem 0.0820, dir -0.9730, norm 0.1279, swav 0.0000 LR: 4.133e-02 Score 97.133 Data time: 0.2594, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.6440 [2020-11-13 10:05:44,506][root][INFO] - ===> Epoch[482](12509/26): Loss -0.7797, Sem 0.0791, dir -0.9775, norm 0.1187, swav 0.0000 LR: 4.132e-02 Score 97.143 Data time: 0.1834, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.7778 [2020-11-13 10:05:51,158][root][INFO] - ===> Epoch[482](12510/26): Loss -0.7760, Sem 0.0756, dir -0.9706, norm 0.1191, swav 0.0000 LR: 4.132e-02 Score 97.304 Data time: 0.2028, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.5430 [2020-11-13 10:05:57,775][root][INFO] - ===> Epoch[482](12511/26): Loss -0.7482, Sem 0.0879, dir -0.9696, norm 0.1336, swav 0.0000 LR: 4.131e-02 Score 96.988 Data time: 0.1818, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.4945 [2020-11-13 10:06:13,085][root][INFO] - ===> Epoch[482](12512/26): Loss -0.7596, Sem 0.0845, dir -0.9739, norm 0.1298, swav 0.0000 LR: 4.131e-02 Score 97.015 Data time: 0.1479, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 4.2431 [2020-11-13 10:06:18,207][root][INFO] - ===> Epoch[482](12513/26): Loss -0.7434, Sem 0.0869, dir -0.9721, norm 0.1418, swav 0.0000 LR: 4.130e-02 Score 96.902 Data time: 0.1799, Forward time: 2.2623, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.0228 [2020-11-13 10:06:24,558][root][INFO] - ===> Epoch[482](12514/26): Loss -0.7374, Sem 0.0936, dir -0.9713, norm 0.1403, swav 0.0000 LR: 4.130e-02 Score 96.542 Data time: 0.3883, Forward time: 2.2623, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.2288 [2020-11-13 10:06:55,880][root][INFO] - ===> Epoch[482](12515/26): Loss -0.7434, Sem 0.0864, dir -0.9719, norm 0.1421, swav 0.0000 LR: 4.129e-02 Score 96.877 Data time: 0.1859, Forward time: 2.2623, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.8375 [2020-11-13 10:07:05,809][root][INFO] - ===> Epoch[482](12516/26): Loss -0.7744, Sem 0.0741, dir -0.9744, norm 0.1259, swav 0.0000 LR: 4.129e-02 Score 97.409 Data time: 2.1846, Forward time: 2.2623, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.8636 [2020-11-13 10:07:14,035][root][INFO] - ===> Epoch[482](12517/26): Loss -0.7607, Sem 0.0766, dir -0.9736, norm 0.1363, swav 0.0000 LR: 4.128e-02 Score 97.237 Data time: 0.2853, Forward time: 2.2623, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 8.1215 [2020-11-13 10:07:20,000][root][INFO] - ===> Epoch[482](12518/26): Loss -0.7691, Sem 0.0860, dir -0.9755, norm 0.1204, swav 0.0000 LR: 4.128e-02 Score 97.014 Data time: 0.1312, Forward time: 2.2623, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.8341 [2020-11-13 10:07:25,853][root][INFO] - ===> Epoch[482](12519/26): Loss -0.7470, Sem 0.0798, dir -0.9680, norm 0.1413, swav 0.0000 LR: 4.127e-02 Score 97.234 Data time: 0.1385, Forward time: 2.2622, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.7682 [2020-11-13 10:07:31,645][root][INFO] - ===> Epoch[482](12520/26): Loss -0.7773, Sem 0.0712, dir -0.9764, norm 0.1280, swav 0.0000 LR: 4.127e-02 Score 97.505 Data time: 0.1746, Forward time: 2.2622, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.7339 [2020-11-13 10:07:36,732][root][INFO] - ===> Epoch[482](12521/26): Loss -0.7456, Sem 0.0848, dir -0.9691, norm 0.1387, swav 0.0000 LR: 4.126e-02 Score 97.007 Data time: 0.2210, Forward time: 2.2622, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.9699 [2020-11-13 10:07:42,234][root][INFO] - ===> Epoch[482](12522/26): Loss -0.7238, Sem 0.0855, dir -0.9679, norm 0.1586, swav 0.0000 LR: 4.126e-02 Score 97.054 Data time: 0.2387, Forward time: 2.2622, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.3737 [2020-11-13 10:07:48,763][root][INFO] - ===> Epoch[482](12523/26): Loss -0.7534, Sem 0.0878, dir -0.9733, norm 0.1321, swav 0.0000 LR: 4.125e-02 Score 97.017 Data time: 0.1966, Forward time: 2.2622, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.4025 [2020-11-13 10:07:53,832][root][INFO] - ===> Epoch[482](12524/26): Loss -0.7662, Sem 0.0766, dir -0.9759, norm 0.1331, swav 0.0000 LR: 4.125e-02 Score 97.316 Data time: 0.2387, Forward time: 2.2622, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.9961 [2020-11-13 10:08:00,454][root][INFO] - ===> Epoch[482](12525/26): Loss -0.7426, Sem 0.0775, dir -0.9702, norm 0.1501, swav 0.0000 LR: 4.124e-02 Score 97.238 Data time: 0.1854, Forward time: 2.2622, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.5093 [2020-11-13 10:08:06,128][root][INFO] - ===> Epoch[482](12526/26): Loss -0.7595, Sem 0.0791, dir -0.9712, norm 0.1327, swav 0.0000 LR: 4.124e-02 Score 97.273 Data time: 0.1589, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.5906 [2020-11-13 10:08:12,241][root][INFO] - ===> Epoch[482](12527/26): Loss -0.7608, Sem 0.0836, dir -0.9761, norm 0.1317, swav 0.0000 LR: 4.123e-02 Score 97.044 Data time: 0.1746, Forward time: 2.2621, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.0589 [2020-11-13 10:08:17,617][root][INFO] - ===> Epoch[482](12528/26): Loss -0.7454, Sem 0.0841, dir -0.9699, norm 0.1404, swav 0.0000 LR: 4.123e-02 Score 97.081 Data time: 0.2011, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.2902 [2020-11-13 10:08:22,749][root][INFO] - ===> Epoch[482](12529/26): Loss -0.7371, Sem 0.0849, dir -0.9732, norm 0.1512, swav 0.0000 LR: 4.122e-02 Score 97.257 Data time: 0.2031, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.0312 [2020-11-13 10:08:27,587][root][INFO] - ===> Epoch[482](12530/26): Loss -0.7570, Sem 0.0828, dir -0.9742, norm 0.1345, swav 0.0000 LR: 4.122e-02 Score 97.082 Data time: 0.1499, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 4.6898 [2020-11-13 10:08:33,582][root][INFO] - ===> Epoch[482](12531/26): Loss -0.7652, Sem 0.0735, dir -0.9706, norm 0.1318, swav 0.0000 LR: 4.121e-02 Score 97.416 Data time: 0.2104, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.9201 [2020-11-13 10:08:39,194][root][INFO] - ===> Epoch[482](12532/26): Loss -0.7415, Sem 0.0840, dir -0.9682, norm 0.1427, swav 0.0000 LR: 4.121e-02 Score 97.028 Data time: 0.2334, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.4873 [2020-11-13 10:08:45,377][root][INFO] - ===> Epoch[483](12533/26): Loss -0.7369, Sem 0.0951, dir -0.9718, norm 0.1398, swav 0.0000 LR: 4.120e-02 Score 96.625 Data time: 0.2306, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.0518 [2020-11-13 10:08:50,454][root][INFO] - ===> Epoch[483](12534/26): Loss -0.7575, Sem 0.0752, dir -0.9683, norm 0.1356, swav 0.0000 LR: 4.120e-02 Score 97.405 Data time: 0.2321, Forward time: 2.2621, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.9732 [2020-11-13 10:08:56,263][root][INFO] - ===> Epoch[483](12535/26): Loss -0.7378, Sem 0.0874, dir -0.9676, norm 0.1424, swav 0.0000 LR: 4.119e-02 Score 96.871 Data time: 0.2268, Forward time: 2.2621, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.6733 [2020-11-13 10:09:03,335][root][INFO] - ===> Epoch[483](12536/26): Loss -0.7579, Sem 0.0896, dir -0.9746, norm 0.1271, swav 0.0000 LR: 4.119e-02 Score 96.777 Data time: 0.2356, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.9772 [2020-11-13 10:09:08,464][root][INFO] - ===> Epoch[483](12537/26): Loss -0.7520, Sem 0.0742, dir -0.9717, norm 0.1456, swav 0.0000 LR: 4.118e-02 Score 97.409 Data time: 0.2056, Forward time: 2.2621, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.0249 [2020-11-13 10:09:14,021][root][INFO] - ===> Epoch[483](12538/26): Loss -0.7662, Sem 0.0793, dir -0.9728, norm 0.1273, swav 0.0000 LR: 4.118e-02 Score 97.147 Data time: 0.1905, Forward time: 2.2621, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.4483 [2020-11-13 10:09:21,288][root][INFO] - ===> Epoch[483](12539/26): Loss -0.7396, Sem 0.0906, dir -0.9706, norm 0.1404, swav 0.0000 LR: 4.117e-02 Score 96.719 Data time: 0.2047, Forward time: 2.2621, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 7.1748 [2020-11-13 10:09:25,670][root][INFO] - ===> Epoch[483](12540/26): Loss -0.7730, Sem 0.0725, dir -0.9724, norm 0.1270, swav 0.0000 LR: 4.117e-02 Score 97.554 Data time: 0.1546, Forward time: 2.2620, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 4.2523 [2020-11-13 10:09:30,245][root][INFO] - ===> Epoch[483](12541/26): Loss -0.7446, Sem 0.0858, dir -0.9721, norm 0.1416, swav 0.0000 LR: 4.116e-02 Score 97.093 Data time: 0.2068, Forward time: 2.2620, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.4821 [2020-11-13 10:09:36,419][root][INFO] - ===> Epoch[483](12542/26): Loss -0.7598, Sem 0.0829, dir -0.9703, norm 0.1276, swav 0.0000 LR: 4.116e-02 Score 97.120 Data time: 0.2107, Forward time: 2.2620, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.0782 [2020-11-13 10:09:41,477][root][INFO] - ===> Epoch[483](12543/26): Loss -0.7191, Sem 0.0888, dir -0.9661, norm 0.1582, swav 0.0000 LR: 4.115e-02 Score 96.971 Data time: 0.1712, Forward time: 2.2620, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.9559 [2020-11-13 10:09:46,662][root][INFO] - ===> Epoch[483](12544/26): Loss -0.7406, Sem 0.0874, dir -0.9710, norm 0.1431, swav 0.0000 LR: 4.115e-02 Score 96.858 Data time: 0.1821, Forward time: 2.2620, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.0779 [2020-11-13 10:09:51,943][root][INFO] - ===> Epoch[483](12545/26): Loss -0.7531, Sem 0.0801, dir -0.9728, norm 0.1396, swav 0.0000 LR: 4.114e-02 Score 97.218 Data time: 0.1841, Forward time: 2.2619, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.1506 [2020-11-13 10:09:57,755][root][INFO] - ===> Epoch[483](12546/26): Loss -0.7496, Sem 0.0869, dir -0.9738, norm 0.1373, swav 0.0000 LR: 4.114e-02 Score 96.813 Data time: 0.2789, Forward time: 2.2620, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.7103 [2020-11-13 10:10:04,466][root][INFO] - ===> Epoch[483](12547/26): Loss -0.7574, Sem 0.0776, dir -0.9736, norm 0.1386, swav 0.0000 LR: 4.113e-02 Score 97.229 Data time: 0.2590, Forward time: 2.2620, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.5863 [2020-11-13 10:10:11,451][root][INFO] - ===> Epoch[483](12548/26): Loss -0.7510, Sem 0.0864, dir -0.9744, norm 0.1370, swav 0.0000 LR: 4.113e-02 Score 96.913 Data time: 0.2594, Forward time: 2.2620, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.8659 [2020-11-13 10:10:16,914][root][INFO] - ===> Epoch[483](12549/26): Loss -0.7613, Sem 0.0800, dir -0.9720, norm 0.1308, swav 0.0000 LR: 4.112e-02 Score 97.271 Data time: 0.1594, Forward time: 2.2620, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.3228 [2020-11-13 10:10:22,598][root][INFO] - ===> Epoch[483](12550/26): Loss -0.7769, Sem 0.0736, dir -0.9782, norm 0.1277, swav 0.0000 LR: 4.112e-02 Score 97.417 Data time: 0.2126, Forward time: 2.2620, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.5863 [2020-11-13 10:10:29,060][root][INFO] - ===> Epoch[483](12551/26): Loss -0.7514, Sem 0.0896, dir -0.9744, norm 0.1335, swav 0.0000 LR: 4.111e-02 Score 96.809 Data time: 0.1945, Forward time: 2.2620, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.3281 [2020-11-13 10:10:35,509][root][INFO] - ===> Epoch[483](12552/26): Loss -0.7675, Sem 0.0745, dir -0.9719, norm 0.1299, swav 0.0000 LR: 4.111e-02 Score 97.307 Data time: 0.2176, Forward time: 2.2620, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.3313 [2020-11-13 10:10:40,672][root][INFO] - ===> Epoch[483](12553/26): Loss -0.7749, Sem 0.0742, dir -0.9737, norm 0.1245, swav 0.0000 LR: 4.110e-02 Score 97.462 Data time: 0.1814, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.0511 [2020-11-13 10:10:46,434][root][INFO] - ===> Epoch[483](12554/26): Loss -0.7624, Sem 0.0784, dir -0.9747, norm 0.1339, swav 0.0000 LR: 4.110e-02 Score 97.281 Data time: 0.1844, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.6527 [2020-11-13 10:10:52,261][root][INFO] - ===> Epoch[483](12555/26): Loss -0.7359, Sem 0.0919, dir -0.9718, norm 0.1440, swav 0.0000 LR: 4.109e-02 Score 96.669 Data time: 0.1916, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.7080 [2020-11-13 10:10:57,629][root][INFO] - ===> Epoch[483](12556/26): Loss -0.7461, Sem 0.0792, dir -0.9736, norm 0.1482, swav 0.0000 LR: 4.109e-02 Score 97.283 Data time: 0.2233, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.2623 [2020-11-13 10:11:03,955][root][INFO] - ===> Epoch[483](12557/26): Loss -0.7811, Sem 0.0728, dir -0.9763, norm 0.1225, swav 0.0000 LR: 4.108e-02 Score 97.494 Data time: 0.1945, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.2118 [2020-11-13 10:11:10,861][root][INFO] - ===> Epoch[483](12558/26): Loss -0.7545, Sem 0.0825, dir -0.9715, norm 0.1345, swav 0.0000 LR: 4.108e-02 Score 97.125 Data time: 0.2366, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.8014 [2020-11-13 10:11:15,281][root][INFO] - ===> Epoch[484](12559/26): Loss -0.7778, Sem 0.0724, dir -0.9756, norm 0.1254, swav 0.0000 LR: 4.107e-02 Score 97.489 Data time: 0.1853, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.3021 [2020-11-13 10:11:22,309][root][INFO] - ===> Epoch[484](12560/26): Loss -0.7508, Sem 0.0766, dir -0.9702, norm 0.1428, swav 0.0000 LR: 4.107e-02 Score 97.409 Data time: 0.1663, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.9291 [2020-11-13 10:11:27,472][root][INFO] - ===> Epoch[484](12561/26): Loss -0.7603, Sem 0.0816, dir -0.9705, norm 0.1287, swav 0.0000 LR: 4.106e-02 Score 97.136 Data time: 0.2334, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.0798 [2020-11-13 10:11:32,986][root][INFO] - ===> Epoch[484](12562/26): Loss -0.7790, Sem 0.0676, dir -0.9712, norm 0.1246, swav 0.0000 LR: 4.106e-02 Score 97.677 Data time: 0.2730, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.4096 [2020-11-13 10:11:38,840][root][INFO] - ===> Epoch[484](12563/26): Loss -0.7348, Sem 0.0997, dir -0.9707, norm 0.1362, swav 0.0000 LR: 4.105e-02 Score 96.617 Data time: 0.2291, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.7508 [2020-11-13 10:11:44,301][root][INFO] - ===> Epoch[484](12564/26): Loss -0.7653, Sem 0.0725, dir -0.9717, norm 0.1339, swav 0.0000 LR: 4.105e-02 Score 97.489 Data time: 0.2500, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.3633 [2020-11-13 10:11:49,757][root][INFO] - ===> Epoch[484](12565/26): Loss -0.7665, Sem 0.0787, dir -0.9744, norm 0.1292, swav 0.0000 LR: 4.104e-02 Score 97.292 Data time: 0.2026, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.3567 [2020-11-13 10:11:54,374][root][INFO] - ===> Epoch[484](12566/26): Loss -0.7524, Sem 0.0768, dir -0.9706, norm 0.1414, swav 0.0000 LR: 4.104e-02 Score 97.282 Data time: 0.1751, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.5106 [2020-11-13 10:12:01,127][root][INFO] - ===> Epoch[484](12567/26): Loss -0.7691, Sem 0.0748, dir -0.9750, norm 0.1310, swav 0.0000 LR: 4.103e-02 Score 97.338 Data time: 0.1828, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.6801 [2020-11-13 10:12:09,064][root][INFO] - ===> Epoch[484](12568/26): Loss -0.7580, Sem 0.0775, dir -0.9729, norm 0.1374, swav 0.0000 LR: 4.103e-02 Score 97.328 Data time: 0.2234, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 7.8649 [2020-11-13 10:12:14,625][root][INFO] - ===> Epoch[484](12569/26): Loss -0.7684, Sem 0.0777, dir -0.9766, norm 0.1306, swav 0.0000 LR: 4.103e-02 Score 97.134 Data time: 0.2907, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.4282 [2020-11-13 10:12:20,995][root][INFO] - ===> Epoch[484](12570/26): Loss -0.7564, Sem 0.0844, dir -0.9743, norm 0.1335, swav 0.0000 LR: 4.102e-02 Score 96.993 Data time: 0.2468, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.2366 [2020-11-13 10:12:27,884][root][INFO] - ===> Epoch[484](12571/26): Loss -0.7456, Sem 0.0906, dir -0.9751, norm 0.1389, swav 0.0000 LR: 4.102e-02 Score 96.689 Data time: 0.2279, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.7756 [2020-11-13 10:12:34,142][root][INFO] - ===> Epoch[484](12572/26): Loss -0.7493, Sem 0.0917, dir -0.9734, norm 0.1324, swav 0.0000 LR: 4.101e-02 Score 96.735 Data time: 0.3121, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.1602 [2020-11-13 10:12:39,544][root][INFO] - ===> Epoch[484](12573/26): Loss -0.7412, Sem 0.1021, dir -0.9738, norm 0.1306, swav 0.0000 LR: 4.101e-02 Score 96.575 Data time: 0.2044, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.2735 [2020-11-13 10:12:44,663][root][INFO] - ===> Epoch[484](12574/26): Loss -0.7505, Sem 0.0879, dir -0.9687, norm 0.1303, swav 0.0000 LR: 4.100e-02 Score 97.012 Data time: 0.2257, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.0227 [2020-11-13 10:12:51,023][root][INFO] - ===> Epoch[484](12575/26): Loss -0.7156, Sem 0.1013, dir -0.9699, norm 0.1530, swav 0.0000 LR: 4.100e-02 Score 96.416 Data time: 0.2978, Forward time: 2.2620, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.2531 [2020-11-13 10:12:56,823][root][INFO] - ===> Epoch[484](12576/26): Loss -0.7420, Sem 0.0840, dir -0.9714, norm 0.1453, swav 0.0000 LR: 4.099e-02 Score 97.033 Data time: 0.2060, Forward time: 2.2620, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.6672 [2020-11-13 10:13:03,646][root][INFO] - ===> Epoch[484](12577/26): Loss -0.7575, Sem 0.0886, dir -0.9762, norm 0.1301, swav 0.0000 LR: 4.099e-02 Score 96.889 Data time: 0.2299, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.7413 [2020-11-13 10:13:08,965][root][INFO] - ===> Epoch[484](12578/26): Loss -0.7923, Sem 0.0662, dir -0.9748, norm 0.1163, swav 0.0000 LR: 4.098e-02 Score 97.752 Data time: 0.2033, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.1993 [2020-11-13 10:13:15,602][root][INFO] - ===> Epoch[484](12579/26): Loss -0.7572, Sem 0.0790, dir -0.9750, norm 0.1387, swav 0.0000 LR: 4.098e-02 Score 97.158 Data time: 0.2081, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.5478 [2020-11-13 10:13:20,848][root][INFO] - ===> Epoch[484](12580/26): Loss -0.6676, Sem 0.1654, dir -0.9688, norm 0.1358, swav 0.0000 LR: 4.097e-02 Score 95.978 Data time: 0.2318, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.1626 [2020-11-13 10:13:26,833][root][INFO] - ===> Epoch[484](12581/26): Loss -0.7425, Sem 0.0944, dir -0.9689, norm 0.1320, swav 0.0000 LR: 4.097e-02 Score 96.657 Data time: 0.2828, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.8734 [2020-11-13 10:13:32,362][root][INFO] - ===> Epoch[484](12582/26): Loss -0.7694, Sem 0.0816, dir -0.9739, norm 0.1229, swav 0.0000 LR: 4.096e-02 Score 97.116 Data time: 0.2381, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.4171 [2020-11-13 10:13:38,185][root][INFO] - ===> Epoch[484](12583/26): Loss -0.7584, Sem 0.0829, dir -0.9712, norm 0.1298, swav 0.0000 LR: 4.096e-02 Score 97.098 Data time: 0.2147, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.7288 [2020-11-13 10:13:42,955][root][INFO] - ===> Epoch[484](12584/26): Loss -0.7576, Sem 0.0800, dir -0.9731, norm 0.1355, swav 0.0000 LR: 4.095e-02 Score 97.216 Data time: 0.2245, Forward time: 2.2621, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.6844 [2020-11-13 10:13:49,078][root][INFO] - ===> Epoch[485](12585/26): Loss -0.7570, Sem 0.0837, dir -0.9732, norm 0.1324, swav 0.0000 LR: 4.095e-02 Score 97.102 Data time: 0.2279, Forward time: 2.2621, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.0220 [2020-11-13 10:13:56,274][root][INFO] - ===> Epoch[485](12586/26): Loss -0.7453, Sem 0.0856, dir -0.9706, norm 0.1397, swav 0.0000 LR: 4.094e-02 Score 97.105 Data time: 0.1920, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 7.1073 [2020-11-13 10:14:02,147][root][INFO] - ===> Epoch[485](12587/26): Loss -0.7554, Sem 0.0838, dir -0.9741, norm 0.1349, swav 0.0000 LR: 4.094e-02 Score 97.116 Data time: 0.2437, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.7779 [2020-11-13 10:14:06,856][root][INFO] - ===> Epoch[485](12588/26): Loss -0.7261, Sem 0.0918, dir -0.9727, norm 0.1548, swav 0.0000 LR: 4.093e-02 Score 96.860 Data time: 0.2326, Forward time: 2.2621, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.5908 [2020-11-13 10:14:12,313][root][INFO] - ===> Epoch[485](12589/26): Loss -0.7612, Sem 0.0896, dir -0.9774, norm 0.1265, swav 0.0000 LR: 4.093e-02 Score 96.767 Data time: 0.2911, Forward time: 2.2621, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.3495 [2020-11-13 10:14:17,921][root][INFO] - ===> Epoch[485](12590/26): Loss -0.7347, Sem 0.0979, dir -0.9703, norm 0.1377, swav 0.0000 LR: 4.092e-02 Score 96.505 Data time: 0.2814, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.4877 [2020-11-13 10:14:23,187][root][INFO] - ===> Epoch[485](12591/26): Loss -0.7428, Sem 0.0928, dir -0.9721, norm 0.1366, swav 0.0000 LR: 4.092e-02 Score 96.788 Data time: 0.2235, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.1462 [2020-11-13 10:14:29,171][root][INFO] - ===> Epoch[485](12592/26): Loss -0.7379, Sem 0.0966, dir -0.9732, norm 0.1387, swav 0.0000 LR: 4.091e-02 Score 96.745 Data time: 0.1426, Forward time: 2.2621, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.8756 [2020-11-13 10:14:34,425][root][INFO] - ===> Epoch[485](12593/26): Loss -0.7530, Sem 0.0781, dir -0.9705, norm 0.1394, swav 0.0000 LR: 4.091e-02 Score 97.371 Data time: 0.2209, Forward time: 2.2621, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.1737 [2020-11-13 10:14:42,275][root][INFO] - ===> Epoch[485](12594/26): Loss -0.7520, Sem 0.0792, dir -0.9726, norm 0.1415, swav 0.0000 LR: 4.090e-02 Score 97.284 Data time: 0.4014, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 7.7423 [2020-11-13 10:14:48,801][root][INFO] - ===> Epoch[485](12595/26): Loss -0.7300, Sem 0.0976, dir -0.9736, norm 0.1460, swav 0.0000 LR: 4.090e-02 Score 96.640 Data time: 0.3137, Forward time: 2.2623, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.4055 [2020-11-13 10:14:54,946][root][INFO] - ===> Epoch[485](12596/26): Loss -0.7554, Sem 0.0784, dir -0.9711, norm 0.1374, swav 0.0000 LR: 4.089e-02 Score 97.161 Data time: 0.1854, Forward time: 2.2623, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.9831 [2020-11-13 10:15:00,602][root][INFO] - ===> Epoch[485](12597/26): Loss -0.7544, Sem 0.0797, dir -0.9731, norm 0.1390, swav 0.0000 LR: 4.089e-02 Score 97.172 Data time: 0.1891, Forward time: 2.2623, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.5414 [2020-11-13 10:15:05,480][root][INFO] - ===> Epoch[485](12598/26): Loss -0.7480, Sem 0.0772, dir -0.9656, norm 0.1403, swav 0.0000 LR: 4.088e-02 Score 97.477 Data time: 0.2396, Forward time: 2.2623, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.7625 [2020-11-13 10:15:12,316][root][INFO] - ===> Epoch[485](12599/26): Loss -0.7510, Sem 0.0802, dir -0.9683, norm 0.1371, swav 0.0000 LR: 4.088e-02 Score 97.225 Data time: 0.2420, Forward time: 2.2623, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.7217 [2020-11-13 10:15:18,960][root][INFO] - ===> Epoch[485](12600/26): Loss -0.7287, Sem 0.0847, dir -0.9708, norm 0.1574, swav 0.0000 LR: 4.087e-02 Score 97.072 Data time: 0.3136, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.5380 [2020-11-13 10:15:25,074][root][INFO] - ===> Epoch[485](12601/26): Loss -0.7410, Sem 0.0849, dir -0.9690, norm 0.1432, swav 0.0000 LR: 4.087e-02 Score 97.080 Data time: 0.2477, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.9768 [2020-11-13 10:15:30,531][root][INFO] - ===> Epoch[485](12602/26): Loss -0.7345, Sem 0.0912, dir -0.9709, norm 0.1453, swav 0.0000 LR: 4.086e-02 Score 96.834 Data time: 0.1998, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.3302 [2020-11-13 10:15:36,229][root][INFO] - ===> Epoch[485](12603/26): Loss -0.7685, Sem 0.0816, dir -0.9727, norm 0.1226, swav 0.0000 LR: 4.086e-02 Score 97.265 Data time: 0.1832, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.6088 [2020-11-13 10:15:41,986][root][INFO] - ===> Epoch[485](12604/26): Loss -0.7364, Sem 0.0877, dir -0.9690, norm 0.1449, swav 0.0000 LR: 4.085e-02 Score 96.960 Data time: 0.2242, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.6805 [2020-11-13 10:15:47,692][root][INFO] - ===> Epoch[485](12605/26): Loss -0.7430, Sem 0.0886, dir -0.9703, norm 0.1387, swav 0.0000 LR: 4.085e-02 Score 96.838 Data time: 0.1961, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.6050 [2020-11-13 10:15:53,295][root][INFO] - ===> Epoch[485](12606/26): Loss -0.7198, Sem 0.0885, dir -0.9718, norm 0.1635, swav 0.0000 LR: 4.084e-02 Score 96.897 Data time: 0.2239, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.5121 [2020-11-13 10:15:58,725][root][INFO] - ===> Epoch[485](12607/26): Loss -0.7347, Sem 0.0977, dir -0.9700, norm 0.1377, swav 0.0000 LR: 4.084e-02 Score 96.548 Data time: 0.1585, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.3203 [2020-11-13 10:16:04,206][root][INFO] - ===> Epoch[485](12608/26): Loss -0.7221, Sem 0.0927, dir -0.9681, norm 0.1533, swav 0.0000 LR: 4.083e-02 Score 96.841 Data time: 0.2349, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.3946 [2020-11-13 10:16:10,189][root][INFO] - ===> Epoch[485](12609/26): Loss -0.7452, Sem 0.0876, dir -0.9713, norm 0.1385, swav 0.0000 LR: 4.083e-02 Score 96.893 Data time: 0.2967, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.8770 [2020-11-13 10:16:15,389][root][INFO] - ===> Epoch[485](12610/26): Loss -0.7367, Sem 0.0932, dir -0.9704, norm 0.1406, swav 0.0000 LR: 4.082e-02 Score 96.717 Data time: 0.2166, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.0865 [2020-11-13 10:16:20,448][root][INFO] - ===> Epoch[486](12611/26): Loss -0.7523, Sem 0.0966, dir -0.9777, norm 0.1288, swav 0.0000 LR: 4.082e-02 Score 96.793 Data time: 0.2422, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.9552 [2020-11-13 10:16:26,151][root][INFO] - ===> Epoch[486](12612/26): Loss -0.7441, Sem 0.0871, dir -0.9711, norm 0.1400, swav 0.0000 LR: 4.081e-02 Score 96.902 Data time: 0.2263, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.5779 [2020-11-13 10:16:32,586][root][INFO] - ===> Epoch[486](12613/26): Loss -0.7396, Sem 0.0869, dir -0.9704, norm 0.1440, swav 0.0000 LR: 4.081e-02 Score 96.928 Data time: 0.2238, Forward time: 2.2625, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.3180 [2020-11-13 10:16:38,264][root][INFO] - ===> Epoch[486](12614/26): Loss -0.7549, Sem 0.0833, dir -0.9708, norm 0.1326, swav 0.0000 LR: 4.080e-02 Score 97.084 Data time: 0.1655, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.5758 [2020-11-13 10:16:44,337][root][INFO] - ===> Epoch[486](12615/26): Loss -0.7161, Sem 0.0960, dir -0.9676, norm 0.1556, swav 0.0000 LR: 4.080e-02 Score 96.664 Data time: 0.2270, Forward time: 2.2625, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.9683 [2020-11-13 10:16:49,997][root][INFO] - ===> Epoch[486](12616/26): Loss -0.7550, Sem 0.0756, dir -0.9714, norm 0.1409, swav 0.0000 LR: 4.079e-02 Score 97.436 Data time: 0.1416, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.5303 [2020-11-13 10:16:55,445][root][INFO] - ===> Epoch[486](12617/26): Loss -0.7535, Sem 0.0775, dir -0.9686, norm 0.1375, swav 0.0000 LR: 4.079e-02 Score 97.316 Data time: 0.2012, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.3539 [2020-11-13 10:17:01,222][root][INFO] - ===> Epoch[486](12618/26): Loss -0.7581, Sem 0.0886, dir -0.9744, norm 0.1277, swav 0.0000 LR: 4.078e-02 Score 96.954 Data time: 0.2431, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.6822 [2020-11-13 10:17:07,829][root][INFO] - ===> Epoch[486](12619/26): Loss -0.7315, Sem 0.0906, dir -0.9692, norm 0.1471, swav 0.0000 LR: 4.078e-02 Score 96.782 Data time: 0.2277, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.4782 [2020-11-13 10:17:12,827][root][INFO] - ===> Epoch[486](12620/26): Loss -0.7609, Sem 0.0791, dir -0.9739, norm 0.1340, swav 0.0000 LR: 4.077e-02 Score 97.217 Data time: 0.1972, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 4.8643 [2020-11-13 10:17:18,294][root][INFO] - ===> Epoch[486](12621/26): Loss -0.7359, Sem 0.0869, dir -0.9726, norm 0.1498, swav 0.0000 LR: 4.077e-02 Score 97.107 Data time: 0.1899, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.3725 [2020-11-13 10:17:23,882][root][INFO] - ===> Epoch[486](12622/26): Loss -0.7455, Sem 0.0813, dir -0.9717, norm 0.1450, swav 0.0000 LR: 4.076e-02 Score 97.158 Data time: 0.2440, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.4877 [2020-11-13 10:17:30,528][root][INFO] - ===> Epoch[486](12623/26): Loss -0.7149, Sem 0.1163, dir -0.9715, norm 0.1404, swav 0.0000 LR: 4.076e-02 Score 96.156 Data time: 0.3287, Forward time: 2.2625, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.5248 [2020-11-13 10:17:37,888][root][INFO] - ===> Epoch[486](12624/26): Loss -0.7441, Sem 0.0802, dir -0.9701, norm 0.1459, swav 0.0000 LR: 4.075e-02 Score 97.186 Data time: 0.1626, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 7.2226 [2020-11-13 10:17:43,089][root][INFO] - ===> Epoch[486](12625/26): Loss -0.7581, Sem 0.0831, dir -0.9731, norm 0.1319, swav 0.0000 LR: 4.075e-02 Score 97.267 Data time: 0.1858, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.1227 [2020-11-13 10:17:48,915][root][INFO] - ===> Epoch[486](12626/26): Loss -0.7460, Sem 0.0915, dir -0.9745, norm 0.1369, swav 0.0000 LR: 4.074e-02 Score 96.867 Data time: 0.1876, Forward time: 2.2624, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.7066 [2020-11-13 10:17:53,659][root][INFO] - ===> Epoch[486](12627/26): Loss -0.7578, Sem 0.0885, dir -0.9694, norm 0.1231, swav 0.0000 LR: 4.074e-02 Score 96.778 Data time: 0.1851, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 4.6768 [2020-11-13 10:17:59,138][root][INFO] - ===> Epoch[486](12628/26): Loss -0.7180, Sem 0.1082, dir -0.9726, norm 0.1465, swav 0.0000 LR: 4.073e-02 Score 96.388 Data time: 0.2523, Forward time: 2.2624, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.3713 [2020-11-13 10:18:04,294][root][INFO] - ===> Epoch[486](12629/26): Loss -0.7648, Sem 0.0869, dir -0.9747, norm 0.1229, swav 0.0000 LR: 4.073e-02 Score 96.984 Data time: 0.1927, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.0441 [2020-11-13 10:18:09,113][root][INFO] - ===> Epoch[486](12630/26): Loss -0.7374, Sem 0.0911, dir -0.9680, norm 0.1395, swav 0.0000 LR: 4.072e-02 Score 96.831 Data time: 0.1950, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.7136 [2020-11-13 10:18:14,548][root][INFO] - ===> Epoch[486](12631/26): Loss -0.7637, Sem 0.0833, dir -0.9723, norm 0.1254, swav 0.0000 LR: 4.072e-02 Score 97.130 Data time: 0.1974, Forward time: 2.2624, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.3329 [2020-11-13 10:18:19,898][root][INFO] - ===> Epoch[486](12632/26): Loss -0.7541, Sem 0.0791, dir -0.9693, norm 0.1361, swav 0.0000 LR: 4.071e-02 Score 97.281 Data time: 0.2517, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.2422 [2020-11-13 10:18:26,757][root][INFO] - ===> Epoch[486](12633/26): Loss -0.7508, Sem 0.0853, dir -0.9738, norm 0.1376, swav 0.0000 LR: 4.071e-02 Score 97.062 Data time: 0.3148, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.7528 [2020-11-13 10:18:32,204][root][INFO] - ===> Epoch[486](12634/26): Loss -0.7485, Sem 0.0900, dir -0.9734, norm 0.1349, swav 0.0000 LR: 4.070e-02 Score 96.820 Data time: 0.1807, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.3193 [2020-11-13 10:18:37,985][root][INFO] - ===> Epoch[486](12635/26): Loss -0.7516, Sem 0.0810, dir -0.9687, norm 0.1360, swav 0.0000 LR: 4.070e-02 Score 97.238 Data time: 0.2704, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.6830 [2020-11-13 10:18:43,472][root][INFO] - ===> Epoch[486](12636/26): Loss -0.7285, Sem 0.0889, dir -0.9729, norm 0.1555, swav 0.0000 LR: 4.069e-02 Score 97.010 Data time: 0.2546, Forward time: 2.2625, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.3917 [2020-11-13 10:18:49,382][root][INFO] - ===> Epoch[487](12637/26): Loss -0.7284, Sem 0.0944, dir -0.9698, norm 0.1469, swav 0.0000 LR: 4.069e-02 Score 96.516 Data time: 0.1825, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.7958 [2020-11-13 10:18:54,875][root][INFO] - ===> Epoch[487](12638/26): Loss -0.7729, Sem 0.0777, dir -0.9739, norm 0.1233, swav 0.0000 LR: 4.068e-02 Score 97.248 Data time: 0.1831, Forward time: 2.2625, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.3901 [2020-11-13 10:18:59,938][root][INFO] - ===> Epoch[487](12639/26): Loss -0.7572, Sem 0.0885, dir -0.9752, norm 0.1296, swav 0.0000 LR: 4.068e-02 Score 96.871 Data time: 0.1748, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 4.9685 [2020-11-13 10:19:06,406][root][INFO] - ===> Epoch[487](12640/26): Loss -0.7328, Sem 0.0934, dir -0.9705, norm 0.1443, swav 0.0000 LR: 4.067e-02 Score 96.785 Data time: 0.2208, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.3834 [2020-11-13 10:19:11,934][root][INFO] - ===> Epoch[487](12641/26): Loss -0.7350, Sem 0.0895, dir -0.9706, norm 0.1461, swav 0.0000 LR: 4.067e-02 Score 96.900 Data time: 0.2075, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.4253 [2020-11-13 10:19:17,982][root][INFO] - ===> Epoch[487](12642/26): Loss -0.7674, Sem 0.0766, dir -0.9747, norm 0.1308, swav 0.0000 LR: 4.066e-02 Score 97.258 Data time: 0.2155, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.9554 [2020-11-13 10:19:23,494][root][INFO] - ===> Epoch[487](12643/26): Loss -0.7626, Sem 0.0789, dir -0.9726, norm 0.1311, swav 0.0000 LR: 4.066e-02 Score 97.348 Data time: 0.1680, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.4114 [2020-11-13 10:19:29,170][root][INFO] - ===> Epoch[487](12644/26): Loss -0.7322, Sem 0.0877, dir -0.9701, norm 0.1501, swav 0.0000 LR: 4.065e-02 Score 97.068 Data time: 0.2507, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.6168 [2020-11-13 10:19:34,635][root][INFO] - ===> Epoch[487](12645/26): Loss -0.7123, Sem 0.1106, dir -0.9680, norm 0.1450, swav 0.0000 LR: 4.065e-02 Score 96.430 Data time: 0.2612, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.3389 [2020-11-13 10:19:39,103][root][INFO] - ===> Epoch[487](12646/26): Loss -0.7703, Sem 0.0750, dir -0.9755, norm 0.1303, swav 0.0000 LR: 4.064e-02 Score 97.312 Data time: 0.1912, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.3648 [2020-11-13 10:19:44,130][root][INFO] - ===> Epoch[487](12647/26): Loss -0.7382, Sem 0.0959, dir -0.9748, norm 0.1407, swav 0.0000 LR: 4.064e-02 Score 96.853 Data time: 0.1970, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.9299 [2020-11-13 10:19:49,320][root][INFO] - ===> Epoch[487](12648/26): Loss -0.7559, Sem 0.0749, dir -0.9696, norm 0.1387, swav 0.0000 LR: 4.063e-02 Score 97.392 Data time: 0.2523, Forward time: 2.2624, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.1176 [2020-11-13 10:19:54,843][root][INFO] - ===> Epoch[487](12649/26): Loss -0.7234, Sem 0.0977, dir -0.9694, norm 0.1483, swav 0.0000 LR: 4.063e-02 Score 96.686 Data time: 0.2413, Forward time: 2.2624, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.3965 [2020-11-13 10:20:01,059][root][INFO] - ===> Epoch[487](12650/26): Loss -0.7548, Sem 0.0778, dir -0.9715, norm 0.1389, swav 0.0000 LR: 4.062e-02 Score 97.282 Data time: 0.2907, Forward time: 2.2625, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.1180 [2020-11-13 10:20:06,396][root][INFO] - ===> Epoch[487](12651/26): Loss -0.7423, Sem 0.0912, dir -0.9668, norm 0.1333, swav 0.0000 LR: 4.062e-02 Score 96.862 Data time: 0.1565, Forward time: 2.2625, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.1639 [2020-11-13 10:20:12,431][root][INFO] - ===> Epoch[487](12652/26): Loss -0.7434, Sem 0.0770, dir -0.9700, norm 0.1496, swav 0.0000 LR: 4.061e-02 Score 97.327 Data time: 0.2707, Forward time: 2.2625, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.9530 [2020-11-13 10:20:18,937][root][INFO] - ===> Epoch[487](12653/26): Loss -0.7674, Sem 0.0766, dir -0.9748, norm 0.1308, swav 0.0000 LR: 4.061e-02 Score 97.311 Data time: 0.2825, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.3996 [2020-11-13 10:20:23,843][root][INFO] - ===> Epoch[487](12654/26): Loss -0.7320, Sem 0.1031, dir -0.9733, norm 0.1382, swav 0.0000 LR: 4.060e-02 Score 96.426 Data time: 0.1834, Forward time: 2.2625, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.7794 [2020-11-13 10:20:29,876][root][INFO] - ===> Epoch[487](12655/26): Loss -0.7547, Sem 0.0894, dir -0.9735, norm 0.1294, swav 0.0000 LR: 4.060e-02 Score 97.114 Data time: 0.2043, Forward time: 2.2625, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.9291 [2020-11-13 10:20:36,060][root][INFO] - ===> Epoch[487](12656/26): Loss -0.7105, Sem 0.1099, dir -0.9721, norm 0.1517, swav 0.0000 LR: 4.059e-02 Score 96.190 Data time: 0.1654, Forward time: 2.2625, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.0690 [2020-11-13 10:20:41,401][root][INFO] - ===> Epoch[487](12657/26): Loss -0.7621, Sem 0.0795, dir -0.9750, norm 0.1335, swav 0.0000 LR: 4.059e-02 Score 97.316 Data time: 0.2262, Forward time: 2.2625, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.2673 [2020-11-13 10:20:47,812][root][INFO] - ===> Epoch[487](12658/26): Loss -0.7364, Sem 0.0932, dir -0.9695, norm 0.1398, swav 0.0000 LR: 4.058e-02 Score 96.895 Data time: 0.3043, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.2881 [2020-11-13 10:20:55,918][root][INFO] - ===> Epoch[487](12659/26): Loss -0.7442, Sem 0.0884, dir -0.9701, norm 0.1375, swav 0.0000 LR: 4.058e-02 Score 97.027 Data time: 0.2694, Forward time: 2.2626, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 7.9759 [2020-11-13 10:21:02,158][root][INFO] - ===> Epoch[487](12660/26): Loss -0.7532, Sem 0.0858, dir -0.9717, norm 0.1326, swav 0.0000 LR: 4.057e-02 Score 96.994 Data time: 0.2599, Forward time: 2.2626, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.1210 [2020-11-13 10:21:08,202][root][INFO] - ===> Epoch[487](12661/26): Loss -0.7421, Sem 0.0837, dir -0.9729, norm 0.1471, swav 0.0000 LR: 4.057e-02 Score 97.110 Data time: 0.2888, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.9037 [2020-11-13 10:21:14,466][root][INFO] - ===> Epoch[487](12662/26): Loss -0.7191, Sem 0.0911, dir -0.9695, norm 0.1593, swav 0.0000 LR: 4.056e-02 Score 96.801 Data time: 0.2906, Forward time: 2.2628, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.1357 [2020-11-13 10:21:19,798][root][INFO] - ===> Epoch[488](12663/26): Loss -0.7599, Sem 0.0829, dir -0.9727, norm 0.1299, swav 0.0000 LR: 4.056e-02 Score 97.180 Data time: 0.1816, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.2063 [2020-11-13 10:21:25,378][root][INFO] - ===> Epoch[488](12664/26): Loss -0.7471, Sem 0.0814, dir -0.9702, norm 0.1417, swav 0.0000 LR: 4.055e-02 Score 97.167 Data time: 0.2497, Forward time: 2.2628, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.5092 [2020-11-13 10:21:30,697][root][INFO] - ===> Epoch[488](12665/26): Loss -0.7602, Sem 0.0811, dir -0.9740, norm 0.1327, swav 0.0000 LR: 4.055e-02 Score 97.182 Data time: 0.2256, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.2031 [2020-11-13 10:21:36,511][root][INFO] - ===> Epoch[488](12666/26): Loss -0.7346, Sem 0.0876, dir -0.9696, norm 0.1474, swav 0.0000 LR: 4.054e-02 Score 97.009 Data time: 0.1690, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.7149 [2020-11-13 10:21:42,599][root][INFO] - ===> Epoch[488](12667/26): Loss -0.7393, Sem 0.0931, dir -0.9732, norm 0.1407, swav 0.0000 LR: 4.054e-02 Score 96.694 Data time: 0.2645, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.0410 [2020-11-13 10:21:48,906][root][INFO] - ===> Epoch[488](12668/26): Loss -0.7354, Sem 0.0933, dir -0.9715, norm 0.1428, swav 0.0000 LR: 4.053e-02 Score 96.831 Data time: 0.2545, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.1742 [2020-11-13 10:21:54,466][root][INFO] - ===> Epoch[488](12669/26): Loss -0.7552, Sem 0.0830, dir -0.9752, norm 0.1370, swav 0.0000 LR: 4.053e-02 Score 97.070 Data time: 0.1904, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.4530 [2020-11-13 10:22:00,616][root][INFO] - ===> Epoch[488](12670/26): Loss -0.7390, Sem 0.0869, dir -0.9705, norm 0.1446, swav 0.0000 LR: 4.052e-02 Score 97.002 Data time: 0.2296, Forward time: 2.2628, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.0570 [2020-11-13 10:22:07,075][root][INFO] - ===> Epoch[488](12671/26): Loss -0.7800, Sem 0.0722, dir -0.9747, norm 0.1225, swav 0.0000 LR: 4.052e-02 Score 97.425 Data time: 0.2759, Forward time: 2.2628, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.3377 [2020-11-13 10:22:11,772][root][INFO] - ===> Epoch[488](12672/26): Loss -0.7714, Sem 0.0751, dir -0.9731, norm 0.1267, swav 0.0000 LR: 4.051e-02 Score 97.403 Data time: 0.2383, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.5686 [2020-11-13 10:22:16,858][root][INFO] - ===> Epoch[488](12673/26): Loss -0.7885, Sem 0.0759, dir -0.9791, norm 0.1148, swav 0.0000 LR: 4.051e-02 Score 97.255 Data time: 0.2321, Forward time: 2.2629, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.0107 [2020-11-13 10:22:21,795][root][INFO] - ===> Epoch[488](12674/26): Loss -0.7336, Sem 0.0959, dir -0.9701, norm 0.1406, swav 0.0000 LR: 4.050e-02 Score 96.723 Data time: 0.1745, Forward time: 2.2628, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.8226 [2020-11-13 10:22:27,602][root][INFO] - ===> Epoch[488](12675/26): Loss -0.7453, Sem 0.0916, dir -0.9707, norm 0.1338, swav 0.0000 LR: 4.050e-02 Score 96.757 Data time: 0.2682, Forward time: 2.2628, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.7053 [2020-11-13 10:22:34,793][root][INFO] - ===> Epoch[488](12676/26): Loss -0.7364, Sem 0.0853, dir -0.9689, norm 0.1473, swav 0.0000 LR: 4.049e-02 Score 96.969 Data time: 0.1464, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 3.8105 [2020-11-13 10:22:41,246][root][INFO] - ===> Epoch[488](12677/26): Loss -0.7419, Sem 0.0889, dir -0.9710, norm 0.1403, swav 0.0000 LR: 4.049e-02 Score 96.880 Data time: 0.2948, Forward time: 2.2629, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.3497 [2020-11-13 10:22:47,469][root][INFO] - ===> Epoch[488](12678/26): Loss -0.7513, Sem 0.0829, dir -0.9753, norm 0.1410, swav 0.0000 LR: 4.048e-02 Score 97.124 Data time: 0.2799, Forward time: 2.2629, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.1166 [2020-11-13 10:22:52,297][root][INFO] - ===> Epoch[488](12679/26): Loss -0.7587, Sem 0.0808, dir -0.9722, norm 0.1327, swav 0.0000 LR: 4.048e-02 Score 96.924 Data time: 0.2359, Forward time: 2.2630, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.7100 [2020-11-13 10:22:57,686][root][INFO] - ===> Epoch[488](12680/26): Loss -0.7389, Sem 0.0798, dir -0.9661, norm 0.1473, swav 0.0000 LR: 4.047e-02 Score 97.201 Data time: 0.2088, Forward time: 2.2629, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.2758 [2020-11-13 10:23:03,474][root][INFO] - ===> Epoch[488](12681/26): Loss -0.7651, Sem 0.0835, dir -0.9738, norm 0.1251, swav 0.0000 LR: 4.047e-02 Score 97.009 Data time: 0.2343, Forward time: 2.2630, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.1396 [2020-11-13 10:23:08,703][root][INFO] - ===> Epoch[488](12682/26): Loss -0.7618, Sem 0.0780, dir -0.9743, norm 0.1346, swav 0.0000 LR: 4.046e-02 Score 97.298 Data time: 0.1902, Forward time: 2.2630, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.1358 [2020-11-13 10:23:15,518][root][INFO] - ===> Epoch[488](12683/26): Loss -0.7482, Sem 0.0827, dir -0.9720, norm 0.1410, swav 0.0000 LR: 4.046e-02 Score 97.124 Data time: 0.1391, Forward time: 2.2629, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 3.6340 [2020-11-13 10:23:22,101][root][INFO] - ===> Epoch[488](12684/26): Loss -0.7575, Sem 0.0792, dir -0.9717, norm 0.1349, swav 0.0000 LR: 4.045e-02 Score 97.214 Data time: 0.2200, Forward time: 2.2630, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8993 [2020-11-13 10:23:27,080][root][INFO] - ===> Epoch[488](12685/26): Loss -0.7462, Sem 0.0904, dir -0.9720, norm 0.1353, swav 0.0000 LR: 4.045e-02 Score 96.692 Data time: 0.1710, Forward time: 2.2629, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 4.8843 [2020-11-13 10:23:33,025][root][INFO] - ===> Epoch[488](12686/26): Loss -0.7577, Sem 0.0777, dir -0.9727, norm 0.1374, swav 0.0000 LR: 4.044e-02 Score 97.325 Data time: 0.2267, Forward time: 2.2629, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8644 [2020-11-13 10:23:38,603][root][INFO] - ===> Epoch[488](12687/26): Loss -0.7408, Sem 0.0872, dir -0.9716, norm 0.1436, swav 0.0000 LR: 4.044e-02 Score 97.014 Data time: 0.2457, Forward time: 2.2629, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.4850 [2020-11-13 10:23:43,912][root][INFO] - ===> Epoch[488](12688/26): Loss -0.7743, Sem 0.0728, dir -0.9738, norm 0.1267, swav 0.0000 LR: 4.043e-02 Score 97.468 Data time: 0.2740, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.1822 [2020-11-13 10:23:48,752][root][INFO] - ===> Epoch[489](12689/26): Loss -0.7727, Sem 0.0783, dir -0.9737, norm 0.1227, swav 0.0000 LR: 4.043e-02 Score 97.238 Data time: 0.1444, Forward time: 2.2629, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 4.7383 [2020-11-13 10:23:55,666][root][INFO] - ===> Epoch[489](12690/26): Loss -0.7529, Sem 0.0843, dir -0.9712, norm 0.1341, swav 0.0000 LR: 4.042e-02 Score 97.132 Data time: 0.3256, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.8189 [2020-11-13 10:24:01,510][root][INFO] - ===> Epoch[489](12691/26): Loss -0.7549, Sem 0.0865, dir -0.9729, norm 0.1315, swav 0.0000 LR: 4.042e-02 Score 97.092 Data time: 0.2781, Forward time: 2.2631, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.6976 [2020-11-13 10:24:06,467][root][INFO] - ===> Epoch[489](12692/26): Loss -0.7624, Sem 0.0785, dir -0.9757, norm 0.1348, swav 0.0000 LR: 4.041e-02 Score 97.292 Data time: 0.1538, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.8275 [2020-11-13 10:24:23,868][root][INFO] - ===> Epoch[489](12693/26): Loss -0.7545, Sem 0.0836, dir -0.9744, norm 0.1363, swav 0.0000 LR: 4.041e-02 Score 97.108 Data time: 0.2098, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.2745 [2020-11-13 10:24:29,176][root][INFO] - ===> Epoch[489](12694/26): Loss -0.7498, Sem 0.0815, dir -0.9734, norm 0.1420, swav 0.0000 LR: 4.040e-02 Score 97.129 Data time: 0.4202, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.1904 [2020-11-13 10:24:36,452][root][INFO] - ===> Epoch[489](12695/26): Loss -0.7465, Sem 0.0821, dir -0.9687, norm 0.1402, swav 0.0000 LR: 4.040e-02 Score 97.217 Data time: 1.3871, Forward time: 2.2631, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.5612 [2020-11-13 10:24:47,318][root][INFO] - ===> Epoch[489](12696/26): Loss -0.7148, Sem 0.0909, dir -0.9683, norm 0.1626, swav 0.0000 LR: 4.039e-02 Score 96.954 Data time: 3.5727, Forward time: 2.2631, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 7.8983 [2020-11-13 10:25:34,750][root][INFO] - ===> Epoch[489](12697/26): Loss -0.7683, Sem 0.0809, dir -0.9749, norm 0.1256, swav 0.0000 LR: 4.039e-02 Score 97.140 Data time: 1.8709, Forward time: 2.2630, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 6.6120 [2020-11-13 10:25:47,270][root][INFO] - ===> Epoch[489](12698/26): Loss -0.7512, Sem 0.0841, dir -0.9702, norm 0.1349, swav 0.0000 LR: 4.038e-02 Score 96.975 Data time: 0.5128, Forward time: 2.2630, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.3684 [2020-11-13 10:25:53,837][root][INFO] - ===> Epoch[489](12699/26): Loss -0.7552, Sem 0.0773, dir -0.9690, norm 0.1365, swav 0.0000 LR: 4.038e-02 Score 97.254 Data time: 0.3086, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.5001 [2020-11-13 10:26:20,845][root][INFO] - ===> Epoch[489](12700/26): Loss -0.7709, Sem 0.0773, dir -0.9751, norm 0.1269, swav 0.0000 LR: 4.037e-02 Score 97.289 Data time: 0.1412, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 7.9226 [2020-11-13 10:26:26,947][root][INFO] - ===> Epoch[489](12701/26): Loss -0.7494, Sem 0.0950, dir -0.9737, norm 0.1294, swav 0.0000 LR: 4.037e-02 Score 96.436 Data time: 0.2431, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.9857 [2020-11-13 10:26:32,555][root][INFO] - ===> Epoch[489](12702/26): Loss -0.7595, Sem 0.0715, dir -0.9676, norm 0.1366, swav 0.0000 LR: 4.036e-02 Score 97.478 Data time: 0.1883, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.5078 [2020-11-13 10:26:37,023][root][INFO] - ===> Epoch[489](12703/26): Loss -0.7866, Sem 0.0729, dir -0.9792, norm 0.1197, swav 0.0000 LR: 4.036e-02 Score 97.449 Data time: 0.1922, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.4124 [2020-11-13 10:26:43,206][root][INFO] - ===> Epoch[489](12704/26): Loss -0.7456, Sem 0.0904, dir -0.9746, norm 0.1386, swav 0.0000 LR: 4.035e-02 Score 97.071 Data time: 0.2505, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.2736 [2020-11-13 10:26:48,393][root][INFO] - ===> Epoch[489](12705/26): Loss -0.7446, Sem 0.0905, dir -0.9720, norm 0.1369, swav 0.0000 LR: 4.035e-02 Score 96.826 Data time: 0.1746, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.0621 [2020-11-13 10:26:54,507][root][INFO] - ===> Epoch[489](12706/26): Loss -0.7282, Sem 0.0925, dir -0.9690, norm 0.1483, swav 0.0000 LR: 4.034e-02 Score 96.737 Data time: 0.1522, Forward time: 2.2629, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.0361 [2020-11-13 10:27:00,588][root][INFO] - ===> Epoch[489](12707/26): Loss -0.7369, Sem 0.0974, dir -0.9720, norm 0.1377, swav 0.0000 LR: 4.034e-02 Score 96.518 Data time: 0.1475, Forward time: 2.2629, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.9529 [2020-11-13 10:27:06,032][root][INFO] - ===> Epoch[489](12708/26): Loss -0.7890, Sem 0.0702, dir -0.9783, norm 0.1190, swav 0.0000 LR: 4.033e-02 Score 97.510 Data time: 0.2094, Forward time: 2.2629, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.4256 [2020-11-13 10:27:11,295][root][INFO] - ===> Epoch[489](12709/26): Loss -0.7620, Sem 0.0821, dir -0.9711, norm 0.1270, swav 0.0000 LR: 4.033e-02 Score 97.125 Data time: 0.1831, Forward time: 2.2629, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.1496 [2020-11-13 10:27:16,179][root][INFO] - ===> Epoch[489](12710/26): Loss -0.7448, Sem 0.0966, dir -0.9762, norm 0.1348, swav 0.0000 LR: 4.032e-02 Score 96.631 Data time: 0.1512, Forward time: 2.2628, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.6508 [2020-11-13 10:27:22,560][root][INFO] - ===> Epoch[489](12711/26): Loss -0.7378, Sem 0.0765, dir -0.9662, norm 0.1518, swav 0.0000 LR: 4.032e-02 Score 97.254 Data time: 0.1575, Forward time: 2.2628, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.2608 [2020-11-13 10:27:28,995][root][INFO] - ===> Epoch[489](12712/26): Loss -0.7555, Sem 0.0776, dir -0.9724, norm 0.1393, swav 0.0000 LR: 4.031e-02 Score 97.282 Data time: 0.2753, Forward time: 2.2628, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.8943 [2020-11-13 10:27:34,589][root][INFO] - ===> Epoch[489](12713/26): Loss -0.7552, Sem 0.0791, dir -0.9706, norm 0.1363, swav 0.0000 LR: 4.031e-02 Score 97.223 Data time: 0.2059, Forward time: 2.2629, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.4597 [2020-11-13 10:27:39,536][root][INFO] - ===> Epoch[489](12714/26): Loss -0.7651, Sem 0.0813, dir -0.9751, norm 0.1287, swav 0.0000 LR: 4.030e-02 Score 97.196 Data time: 0.1818, Forward time: 2.2628, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.8450 [2020-11-13 10:27:44,824][root][INFO] - ===> Epoch[490](12715/26): Loss -0.7530, Sem 0.0833, dir -0.9746, norm 0.1384, swav 0.0000 LR: 4.030e-02 Score 97.037 Data time: 0.2614, Forward time: 2.2629, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.1987 [2020-11-13 10:27:49,881][root][INFO] - ===> Epoch[490](12716/26): Loss -0.7695, Sem 0.0771, dir -0.9743, norm 0.1277, swav 0.0000 LR: 4.029e-02 Score 97.193 Data time: 0.2038, Forward time: 2.2628, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.9547 [2020-11-13 10:27:55,709][root][INFO] - ===> Epoch[490](12717/26): Loss -0.7499, Sem 0.0834, dir -0.9734, norm 0.1401, swav 0.0000 LR: 4.029e-02 Score 97.084 Data time: 0.2117, Forward time: 2.2628, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.7360 [2020-11-13 10:28:01,471][root][INFO] - ===> Epoch[490](12718/26): Loss -0.7556, Sem 0.0872, dir -0.9762, norm 0.1334, swav 0.0000 LR: 4.028e-02 Score 96.876 Data time: 0.2092, Forward time: 2.2628, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.6571 [2020-11-13 10:28:06,841][root][INFO] - ===> Epoch[490](12719/26): Loss -0.7415, Sem 0.0925, dir -0.9692, norm 0.1351, swav 0.0000 LR: 4.028e-02 Score 96.761 Data time: 0.1402, Forward time: 2.2628, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.2845 [2020-11-13 10:28:12,485][root][INFO] - ===> Epoch[490](12720/26): Loss -0.7346, Sem 0.0872, dir -0.9700, norm 0.1482, swav 0.0000 LR: 4.027e-02 Score 96.948 Data time: 0.1870, Forward time: 2.2628, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.5693 [2020-11-13 10:28:17,927][root][INFO] - ===> Epoch[490](12721/26): Loss -0.7499, Sem 0.0838, dir -0.9705, norm 0.1368, swav 0.0000 LR: 4.027e-02 Score 97.046 Data time: 0.2618, Forward time: 2.2628, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.3310 [2020-11-13 10:28:22,894][root][INFO] - ===> Epoch[490](12722/26): Loss -0.7571, Sem 0.0831, dir -0.9718, norm 0.1316, swav 0.0000 LR: 4.026e-02 Score 97.045 Data time: 0.1980, Forward time: 2.2628, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.8514 [2020-11-13 10:28:29,869][root][INFO] - ===> Epoch[490](12723/26): Loss -0.7553, Sem 0.0840, dir -0.9739, norm 0.1347, swav 0.0000 LR: 4.026e-02 Score 96.991 Data time: 0.3305, Forward time: 2.2629, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.8850 [2020-11-13 10:28:36,001][root][INFO] - ===> Epoch[490](12724/26): Loss -0.7699, Sem 0.0740, dir -0.9706, norm 0.1267, swav 0.0000 LR: 4.025e-02 Score 97.366 Data time: 0.1969, Forward time: 2.2629, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.0113 [2020-11-13 10:28:42,404][root][INFO] - ===> Epoch[490](12725/26): Loss -0.7515, Sem 0.0837, dir -0.9747, norm 0.1395, swav 0.0000 LR: 4.025e-02 Score 97.050 Data time: 0.2080, Forward time: 2.2629, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.2771 [2020-11-13 10:28:48,598][root][INFO] - ===> Epoch[490](12726/26): Loss -0.7872, Sem 0.0718, dir -0.9757, norm 0.1168, swav 0.0000 LR: 4.024e-02 Score 97.475 Data time: 0.2477, Forward time: 2.2629, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.0836 [2020-11-13 10:28:55,758][root][INFO] - ===> Epoch[490](12727/26): Loss -0.7610, Sem 0.0861, dir -0.9743, norm 0.1272, swav 0.0000 LR: 4.024e-02 Score 96.944 Data time: 0.3463, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 7.0388 [2020-11-13 10:29:02,029][root][INFO] - ===> Epoch[490](12728/26): Loss -0.7622, Sem 0.0765, dir -0.9749, norm 0.1362, swav 0.0000 LR: 4.023e-02 Score 97.415 Data time: 0.1735, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.1317 [2020-11-13 10:29:08,460][root][INFO] - ===> Epoch[490](12729/26): Loss -0.7515, Sem 0.0894, dir -0.9747, norm 0.1338, swav 0.0000 LR: 4.023e-02 Score 96.894 Data time: 0.2391, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.3276 [2020-11-13 10:29:13,976][root][INFO] - ===> Epoch[490](12730/26): Loss -0.7670, Sem 0.0812, dir -0.9734, norm 0.1252, swav 0.0000 LR: 4.022e-02 Score 97.225 Data time: 0.2313, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.3989 [2020-11-13 10:29:19,989][root][INFO] - ===> Epoch[490](12731/26): Loss -0.7719, Sem 0.0717, dir -0.9749, norm 0.1313, swav 0.0000 LR: 4.022e-02 Score 97.463 Data time: 0.1901, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.8973 [2020-11-13 10:29:26,697][root][INFO] - ===> Epoch[490](12732/26): Loss -0.7481, Sem 0.0852, dir -0.9695, norm 0.1362, swav 0.0000 LR: 4.021e-02 Score 97.052 Data time: 0.2780, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.6348 [2020-11-13 10:29:32,204][root][INFO] - ===> Epoch[490](12733/26): Loss -0.7415, Sem 0.0822, dir -0.9716, norm 0.1479, swav 0.0000 LR: 4.021e-02 Score 97.144 Data time: 0.2189, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.3703 [2020-11-13 10:29:36,964][root][INFO] - ===> Epoch[490](12734/26): Loss -0.7579, Sem 0.0849, dir -0.9696, norm 0.1268, swav 0.0000 LR: 4.020e-02 Score 97.092 Data time: 0.1780, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.6437 [2020-11-13 10:29:41,580][root][INFO] - ===> Epoch[490](12735/26): Loss -0.7686, Sem 0.0785, dir -0.9753, norm 0.1282, swav 0.0000 LR: 4.020e-02 Score 97.257 Data time: 0.1819, Forward time: 2.2630, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.5072 [2020-11-13 10:29:47,642][root][INFO] - ===> Epoch[490](12736/26): Loss -0.7617, Sem 0.0745, dir -0.9722, norm 0.1360, swav 0.0000 LR: 4.019e-02 Score 97.408 Data time: 0.1717, Forward time: 2.2629, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.9530 [2020-11-13 10:29:53,917][root][INFO] - ===> Epoch[490](12737/26): Loss -0.7568, Sem 0.0828, dir -0.9729, norm 0.1333, swav 0.0000 LR: 4.019e-02 Score 97.110 Data time: 0.2188, Forward time: 2.2629, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.1870 [2020-11-13 10:30:00,571][root][INFO] - ===> Epoch[490](12738/26): Loss -0.7491, Sem 0.0919, dir -0.9732, norm 0.1323, swav 0.0000 LR: 4.018e-02 Score 96.849 Data time: 0.2023, Forward time: 2.2629, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.5294 [2020-11-13 10:30:06,782][root][INFO] - ===> Epoch[490](12739/26): Loss -0.7630, Sem 0.0792, dir -0.9715, norm 0.1293, swav 0.0000 LR: 4.018e-02 Score 97.212 Data time: 0.2522, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.0910 [2020-11-13 10:30:13,624][root][INFO] - ===> Epoch[490](12740/26): Loss -0.7743, Sem 0.0708, dir -0.9689, norm 0.1238, swav 0.0000 LR: 4.017e-02 Score 97.504 Data time: 0.3350, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.7280 [2020-11-13 10:30:19,842][root][INFO] - ===> Epoch[491](12741/26): Loss -0.7939, Sem 0.0733, dir -0.9766, norm 0.1093, swav 0.0000 LR: 4.017e-02 Score 97.463 Data time: 0.2302, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.1084 [2020-11-13 10:30:25,457][root][INFO] - ===> Epoch[491](12742/26): Loss -0.7447, Sem 0.0949, dir -0.9695, norm 0.1299, swav 0.0000 LR: 4.016e-02 Score 96.709 Data time: 0.2012, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.5020 [2020-11-13 10:30:36,719][root][INFO] - ===> Epoch[491](12743/26): Loss -0.7736, Sem 0.0789, dir -0.9766, norm 0.1241, swav 0.0000 LR: 4.016e-02 Score 97.218 Data time: 0.2238, Forward time: 2.2631, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.4983 [2020-11-13 10:30:40,990][root][INFO] - ===> Epoch[491](12744/26): Loss -0.7747, Sem 0.0812, dir -0.9751, norm 0.1192, swav 0.0000 LR: 4.015e-02 Score 97.269 Data time: 0.1360, Forward time: 2.2630, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.1377 [2020-11-13 10:30:46,420][root][INFO] - ===> Epoch[491](12745/26): Loss -0.7770, Sem 0.0701, dir -0.9748, norm 0.1277, swav 0.0000 LR: 4.015e-02 Score 97.547 Data time: 0.2383, Forward time: 2.2630, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.3514 [2020-11-13 10:30:53,060][root][INFO] - ===> Epoch[491](12746/26): Loss -0.7574, Sem 0.0838, dir -0.9725, norm 0.1313, swav 0.0000 LR: 4.014e-02 Score 97.162 Data time: 0.2725, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.5262 [2020-11-13 10:30:58,236][root][INFO] - ===> Epoch[491](12747/26): Loss -0.7602, Sem 0.0805, dir -0.9749, norm 0.1342, swav 0.0000 LR: 4.014e-02 Score 97.153 Data time: 0.2259, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.0494 [2020-11-13 10:31:04,209][root][INFO] - ===> Epoch[491](12748/26): Loss -0.7760, Sem 0.0742, dir -0.9716, norm 0.1214, swav 0.0000 LR: 4.013e-02 Score 97.312 Data time: 0.2742, Forward time: 2.2631, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.8264 [2020-11-13 10:31:10,350][root][INFO] - ===> Epoch[491](12749/26): Loss -0.7422, Sem 0.0886, dir -0.9711, norm 0.1403, swav 0.0000 LR: 4.013e-02 Score 97.035 Data time: 0.1664, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.0283 [2020-11-13 10:31:16,170][root][INFO] - ===> Epoch[491](12750/26): Loss -0.7501, Sem 0.0918, dir -0.9719, norm 0.1301, swav 0.0000 LR: 4.012e-02 Score 96.697 Data time: 0.2150, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.7476 [2020-11-13 10:31:23,022][root][INFO] - ===> Epoch[491](12751/26): Loss -0.7089, Sem 0.0964, dir -0.9698, norm 0.1646, swav 0.0000 LR: 4.012e-02 Score 96.601 Data time: 0.2092, Forward time: 2.2631, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.7274 [2020-11-13 10:31:27,622][root][INFO] - ===> Epoch[491](12752/26): Loss -0.7483, Sem 0.0826, dir -0.9658, norm 0.1349, swav 0.0000 LR: 4.011e-02 Score 97.229 Data time: 0.2176, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.5014 [2020-11-13 10:31:33,934][root][INFO] - ===> Epoch[491](12753/26): Loss -0.7504, Sem 0.0832, dir -0.9718, norm 0.1382, swav 0.0000 LR: 4.011e-02 Score 97.128 Data time: 0.3092, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.2105 [2020-11-13 10:31:39,232][root][INFO] - ===> Epoch[491](12754/26): Loss -0.7538, Sem 0.0788, dir -0.9718, norm 0.1391, swav 0.0000 LR: 4.010e-02 Score 97.205 Data time: 0.2641, Forward time: 2.2631, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.1579 [2020-11-13 10:31:44,934][root][INFO] - ===> Epoch[491](12755/26): Loss -0.7597, Sem 0.0874, dir -0.9768, norm 0.1296, swav 0.0000 LR: 4.010e-02 Score 96.871 Data time: 0.2809, Forward time: 2.2632, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.5806 [2020-11-13 10:31:50,113][root][INFO] - ===> Epoch[491](12756/26): Loss -0.7508, Sem 0.0760, dir -0.9720, norm 0.1453, swav 0.0000 LR: 4.009e-02 Score 97.344 Data time: 0.2202, Forward time: 2.2632, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.0495 [2020-11-13 10:31:57,457][root][INFO] - ===> Epoch[491](12757/26): Loss -0.7825, Sem 0.0713, dir -0.9753, norm 0.1215, swav 0.0000 LR: 4.009e-02 Score 97.403 Data time: 0.2183, Forward time: 2.2632, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 7.2222 [2020-11-13 10:32:02,245][root][INFO] - ===> Epoch[491](12758/26): Loss -0.7407, Sem 0.0826, dir -0.9715, norm 0.1482, swav 0.0000 LR: 4.008e-02 Score 97.217 Data time: 0.1797, Forward time: 2.2631, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.7109 [2020-11-13 10:32:07,447][root][INFO] - ===> Epoch[491](12759/26): Loss -0.7561, Sem 0.0792, dir -0.9721, norm 0.1368, swav 0.0000 LR: 4.008e-02 Score 97.268 Data time: 0.1959, Forward time: 2.2631, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.1124 [2020-11-13 10:32:13,727][root][INFO] - ===> Epoch[491](12760/26): Loss -0.7440, Sem 0.0927, dir -0.9710, norm 0.1343, swav 0.0000 LR: 4.007e-02 Score 96.710 Data time: 0.2642, Forward time: 2.2632, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.1816 [2020-11-13 10:32:19,599][root][INFO] - ===> Epoch[491](12761/26): Loss -0.7737, Sem 0.0781, dir -0.9777, norm 0.1258, swav 0.0000 LR: 4.007e-02 Score 97.194 Data time: 0.2146, Forward time: 2.2632, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.7463 [2020-11-13 10:32:25,217][root][INFO] - ===> Epoch[491](12762/26): Loss -0.7485, Sem 0.0792, dir -0.9694, norm 0.1416, swav 0.0000 LR: 4.006e-02 Score 97.178 Data time: 0.1824, Forward time: 2.2632, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.5052 [2020-11-13 10:32:31,515][root][INFO] - ===> Epoch[491](12763/26): Loss -0.7148, Sem 0.1078, dir -0.9703, norm 0.1477, swav 0.0000 LR: 4.006e-02 Score 96.125 Data time: 0.1488, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.1851 [2020-11-13 10:32:37,448][root][INFO] - ===> Epoch[491](12764/26): Loss -0.7538, Sem 0.0751, dir -0.9759, norm 0.1470, swav 0.0000 LR: 4.005e-02 Score 97.422 Data time: 0.1949, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.8635 [2020-11-13 10:32:42,293][root][INFO] - ===> Epoch[491](12765/26): Loss -0.7570, Sem 0.0799, dir -0.9690, norm 0.1321, swav 0.0000 LR: 4.005e-02 Score 97.171 Data time: 0.2291, Forward time: 2.2631, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.7411 [2020-11-13 10:32:48,457][root][INFO] - ===> Epoch[491](12766/26): Loss -0.7533, Sem 0.0785, dir -0.9714, norm 0.1396, swav 0.0000 LR: 4.004e-02 Score 97.201 Data time: 0.2974, Forward time: 2.2632, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.0469 [2020-11-13 10:32:55,093][root][INFO] - ===> Epoch[492](12767/26): Loss -0.7637, Sem 0.0787, dir -0.9754, norm 0.1330, swav 0.0000 LR: 4.004e-02 Score 97.212 Data time: 0.2102, Forward time: 2.2632, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.4921 [2020-11-13 10:33:00,356][root][INFO] - ===> Epoch[492](12768/26): Loss -0.7375, Sem 0.0843, dir -0.9745, norm 0.1527, swav 0.0000 LR: 4.004e-02 Score 97.056 Data time: 0.2832, Forward time: 2.2632, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.1482 [2020-11-13 10:33:07,443][root][INFO] - ===> Epoch[492](12769/26): Loss -0.7274, Sem 0.0855, dir -0.9691, norm 0.1561, swav 0.0000 LR: 4.003e-02 Score 96.986 Data time: 0.2142, Forward time: 2.2632, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.9562 [2020-11-13 10:33:13,338][root][INFO] - ===> Epoch[492](12770/26): Loss -0.7519, Sem 0.0769, dir -0.9693, norm 0.1405, swav 0.0000 LR: 4.003e-02 Score 97.348 Data time: 0.1305, Forward time: 2.2631, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.8017 [2020-11-13 10:33:19,736][root][INFO] - ===> Epoch[492](12771/26): Loss -0.7477, Sem 0.0807, dir -0.9721, norm 0.1438, swav 0.0000 LR: 4.002e-02 Score 97.244 Data time: 0.1826, Forward time: 2.2631, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.3417 [2020-11-13 10:33:24,956][root][INFO] - ===> Epoch[492](12772/26): Loss -0.7659, Sem 0.0794, dir -0.9702, norm 0.1249, swav 0.0000 LR: 4.002e-02 Score 97.252 Data time: 0.1315, Forward time: 2.2631, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.1192 [2020-11-13 10:33:30,324][root][INFO] - ===> Epoch[492](12773/26): Loss -0.7727, Sem 0.0715, dir -0.9744, norm 0.1302, swav 0.0000 LR: 4.001e-02 Score 97.457 Data time: 0.1644, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.3143 [2020-11-13 10:33:35,356][root][INFO] - ===> Epoch[492](12774/26): Loss -0.7663, Sem 0.0778, dir -0.9733, norm 0.1292, swav 0.0000 LR: 4.001e-02 Score 97.211 Data time: 0.1755, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 4.9470 [2020-11-13 10:33:42,317][root][INFO] - ===> Epoch[492](12775/26): Loss -0.7547, Sem 0.0754, dir -0.9723, norm 0.1422, swav 0.0000 LR: 4.000e-02 Score 97.370 Data time: 0.1718, Forward time: 2.2630, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.8567 [2020-11-13 10:33:48,246][root][INFO] - ===> Epoch[492](12776/26): Loss -0.7425, Sem 0.0886, dir -0.9737, norm 0.1425, swav 0.0000 LR: 4.000e-02 Score 96.983 Data time: 0.1659, Forward time: 2.2629, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8214 [2020-11-13 10:33:55,126][root][INFO] - ===> Epoch[492](12777/26): Loss -0.7697, Sem 0.0769, dir -0.9748, norm 0.1281, swav 0.0000 LR: 3.999e-02 Score 97.318 Data time: 0.2075, Forward time: 2.2629, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.8173 [2020-11-13 10:34:00,184][root][INFO] - ===> Epoch[492](12778/26): Loss -0.7519, Sem 0.0839, dir -0.9686, norm 0.1328, swav 0.0000 LR: 3.999e-02 Score 97.025 Data time: 0.1897, Forward time: 2.2629, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 4.9355 [2020-11-13 10:34:06,890][root][INFO] - ===> Epoch[492](12779/26): Loss -0.7370, Sem 0.0940, dir -0.9731, norm 0.1420, swav 0.0000 LR: 3.998e-02 Score 96.506 Data time: 0.2485, Forward time: 2.2629, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.6040 [2020-11-13 10:34:12,650][root][INFO] - ===> Epoch[492](12780/26): Loss -0.7419, Sem 0.0865, dir -0.9699, norm 0.1414, swav 0.0000 LR: 3.998e-02 Score 96.914 Data time: 0.2322, Forward time: 2.2630, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.6382 [2020-11-13 10:34:17,623][root][INFO] - ===> Epoch[492](12781/26): Loss -0.7653, Sem 0.0761, dir -0.9757, norm 0.1343, swav 0.0000 LR: 3.997e-02 Score 97.349 Data time: 0.2466, Forward time: 2.2630, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 4.8523 [2020-11-13 10:34:23,415][root][INFO] - ===> Epoch[492](12782/26): Loss -0.7467, Sem 0.0820, dir -0.9707, norm 0.1420, swav 0.0000 LR: 3.997e-02 Score 97.088 Data time: 0.2303, Forward time: 2.2630, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.6831 [2020-11-13 10:34:28,677][root][INFO] - ===> Epoch[492](12783/26): Loss -0.7520, Sem 0.0828, dir -0.9718, norm 0.1370, swav 0.0000 LR: 3.996e-02 Score 97.081 Data time: 0.2246, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.1405 [2020-11-13 10:34:34,807][root][INFO] - ===> Epoch[492](12784/26): Loss -0.7741, Sem 0.0800, dir -0.9746, norm 0.1205, swav 0.0000 LR: 3.996e-02 Score 97.185 Data time: 0.1953, Forward time: 2.2630, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.0174 [2020-11-13 10:34:40,478][root][INFO] - ===> Epoch[492](12785/26): Loss -0.7561, Sem 0.0892, dir -0.9736, norm 0.1283, swav 0.0000 LR: 3.995e-02 Score 96.920 Data time: 0.2141, Forward time: 2.2630, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.5770 [2020-11-13 10:34:46,458][root][INFO] - ===> Epoch[492](12786/26): Loss -0.7896, Sem 0.0659, dir -0.9746, norm 0.1192, swav 0.0000 LR: 3.995e-02 Score 97.772 Data time: 0.2217, Forward time: 2.2631, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.8513 [2020-11-13 10:34:52,894][root][INFO] - ===> Epoch[492](12787/26): Loss -0.7587, Sem 0.0828, dir -0.9730, norm 0.1314, swav 0.0000 LR: 3.994e-02 Score 97.084 Data time: 0.3280, Forward time: 2.2631, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.3391 [2020-11-13 10:34:58,966][root][INFO] - ===> Epoch[492](12788/26): Loss -0.7854, Sem 0.0671, dir -0.9768, norm 0.1243, swav 0.0000 LR: 3.994e-02 Score 97.707 Data time: 0.3122, Forward time: 2.2632, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.9466 [2020-11-13 10:35:05,736][root][INFO] - ===> Epoch[492](12789/26): Loss -0.7532, Sem 0.0888, dir -0.9704, norm 0.1284, swav 0.0000 LR: 3.993e-02 Score 96.940 Data time: 0.1553, Forward time: 2.2632, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.6928 [2020-11-13 10:35:11,043][root][INFO] - ===> Epoch[492](12790/26): Loss -0.7546, Sem 0.0823, dir -0.9722, norm 0.1352, swav 0.0000 LR: 3.993e-02 Score 97.176 Data time: 0.2453, Forward time: 2.2631, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.2376 [2020-11-13 10:35:16,496][root][INFO] - ===> Epoch[492](12791/26): Loss -0.7556, Sem 0.0815, dir -0.9710, norm 0.1339, swav 0.0000 LR: 3.992e-02 Score 97.083 Data time: 0.2352, Forward time: 2.2632, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.3785 [2020-11-13 10:35:22,414][root][INFO] - ===> Epoch[492](12792/26): Loss -0.7591, Sem 0.0829, dir -0.9716, norm 0.1296, swav 0.0000 LR: 3.992e-02 Score 97.097 Data time: 0.1881, Forward time: 2.2631, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.7985 [2020-11-13 10:35:29,160][root][INFO] - ===> Epoch[493](12793/26): Loss -0.7503, Sem 0.0887, dir -0.9732, norm 0.1342, swav 0.0000 LR: 3.991e-02 Score 96.945 Data time: 0.1786, Forward time: 2.2631, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.6627 [2020-11-13 10:35:35,354][root][INFO] - ===> Epoch[493](12794/26): Loss -0.7582, Sem 0.0861, dir -0.9726, norm 0.1283, swav 0.0000 LR: 3.991e-02 Score 96.927 Data time: 0.1522, Forward time: 2.2631, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.0894 [2020-11-13 10:35:41,574][root][INFO] - ===> Epoch[493](12795/26): Loss -0.7645, Sem 0.0825, dir -0.9720, norm 0.1250, swav 0.0000 LR: 3.990e-02 Score 97.061 Data time: 0.1723, Forward time: 2.2630, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.1415 [2020-11-13 10:35:49,100][root][INFO] - ===> Epoch[493](12796/26): Loss -0.7646, Sem 0.0815, dir -0.9745, norm 0.1284, swav 0.0000 LR: 3.990e-02 Score 97.165 Data time: 0.2194, Forward time: 2.2630, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 7.4447 [2020-11-13 10:35:53,850][root][INFO] - ===> Epoch[493](12797/26): Loss -0.7822, Sem 0.0766, dir -0.9765, norm 0.1176, swav 0.0000 LR: 3.989e-02 Score 97.191 Data time: 0.2062, Forward time: 2.2630, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.6360 [2020-11-13 10:35:59,562][root][INFO] - ===> Epoch[493](12798/26): Loss -0.7324, Sem 0.0915, dir -0.9707, norm 0.1469, swav 0.0000 LR: 3.989e-02 Score 96.808 Data time: 0.1803, Forward time: 2.2630, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.6065 [2020-11-13 10:36:04,996][root][INFO] - ===> Epoch[493](12799/26): Loss -0.7645, Sem 0.0832, dir -0.9702, norm 0.1225, swav 0.0000 LR: 3.988e-02 Score 97.067 Data time: 0.1702, Forward time: 2.2629, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.3812 [2020-11-13 10:36:10,689][root][INFO] - ===> Epoch[493](12800/26): Loss -0.7682, Sem 0.0818, dir -0.9753, norm 0.1253, swav 0.0000 LR: 3.988e-02 Score 97.105 Data time: 0.1459, Forward time: 2.2629, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.5994 [2020-11-13 10:36:16,421][root][INFO] - ===> Epoch[493](12801/26): Loss -0.7654, Sem 0.0769, dir -0.9747, norm 0.1324, swav 0.0000 LR: 3.987e-02 Score 97.307 Data time: 0.1763, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.6504 [2020-11-13 10:36:22,937][root][INFO] - ===> Epoch[493](12802/26): Loss -0.7567, Sem 0.0817, dir -0.9749, norm 0.1364, swav 0.0000 LR: 3.987e-02 Score 97.162 Data time: 0.2001, Forward time: 2.2628, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.4094 [2020-11-13 10:36:28,478][root][INFO] - ===> Epoch[493](12803/26): Loss -0.7412, Sem 0.0901, dir -0.9712, norm 0.1398, swav 0.0000 LR: 3.986e-02 Score 96.740 Data time: 0.2157, Forward time: 2.2628, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.4375 [2020-11-13 10:36:33,847][root][INFO] - ===> Epoch[493](12804/26): Loss -0.7593, Sem 0.0760, dir -0.9731, norm 0.1378, swav 0.0000 LR: 3.986e-02 Score 97.362 Data time: 0.1768, Forward time: 2.2628, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.2478 [2020-11-13 10:36:38,549][root][INFO] - ===> Epoch[493](12805/26): Loss -0.7345, Sem 0.0841, dir -0.9669, norm 0.1483, swav 0.0000 LR: 3.985e-02 Score 97.064 Data time: 0.1522, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.5989 [2020-11-13 10:36:43,791][root][INFO] - ===> Epoch[493](12806/26): Loss -0.7578, Sem 0.0860, dir -0.9756, norm 0.1317, swav 0.0000 LR: 3.985e-02 Score 96.998 Data time: 0.2249, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.1902 [2020-11-13 10:36:49,378][root][INFO] - ===> Epoch[493](12807/26): Loss -0.7601, Sem 0.0732, dir -0.9676, norm 0.1343, swav 0.0000 LR: 3.984e-02 Score 97.408 Data time: 0.2371, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.4743 [2020-11-13 10:36:55,324][root][INFO] - ===> Epoch[493](12808/26): Loss -0.7653, Sem 0.0839, dir -0.9748, norm 0.1256, swav 0.0000 LR: 3.984e-02 Score 97.051 Data time: 0.2125, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.8356 [2020-11-13 10:37:01,397][root][INFO] - ===> Epoch[493](12809/26): Loss -0.7418, Sem 0.0870, dir -0.9711, norm 0.1423, swav 0.0000 LR: 3.983e-02 Score 96.975 Data time: 0.1943, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.9713 [2020-11-13 10:37:06,536][root][INFO] - ===> Epoch[493](12810/26): Loss -0.7588, Sem 0.0818, dir -0.9713, norm 0.1307, swav 0.0000 LR: 3.983e-02 Score 97.222 Data time: 0.1505, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.0378 [2020-11-13 10:37:11,719][root][INFO] - ===> Epoch[493](12811/26): Loss -0.7597, Sem 0.0816, dir -0.9722, norm 0.1309, swav 0.0000 LR: 3.982e-02 Score 97.334 Data time: 0.1740, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.1170 [2020-11-13 10:37:17,410][root][INFO] - ===> Epoch[493](12812/26): Loss -0.7586, Sem 0.0778, dir -0.9740, norm 0.1376, swav 0.0000 LR: 3.982e-02 Score 97.290 Data time: 0.2119, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.6236 [2020-11-13 10:37:23,967][root][INFO] - ===> Epoch[493](12813/26): Loss -0.7309, Sem 0.0862, dir -0.9675, norm 0.1504, swav 0.0000 LR: 3.981e-02 Score 96.978 Data time: 0.2962, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.4575 [2020-11-13 10:37:29,932][root][INFO] - ===> Epoch[493](12814/26): Loss -0.7552, Sem 0.0929, dir -0.9761, norm 0.1281, swav 0.0000 LR: 3.981e-02 Score 96.577 Data time: 0.2418, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.8512 [2020-11-13 10:37:35,661][root][INFO] - ===> Epoch[493](12815/26): Loss -0.7219, Sem 0.0968, dir -0.9698, norm 0.1511, swav 0.0000 LR: 3.980e-02 Score 96.706 Data time: 0.1999, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.3447 [2020-11-13 10:37:41,477][root][INFO] - ===> Epoch[493](12816/26): Loss -0.7486, Sem 0.0827, dir -0.9745, norm 0.1432, swav 0.0000 LR: 3.980e-02 Score 97.068 Data time: 0.2384, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.7337 [2020-11-13 10:37:47,312][root][INFO] - ===> Epoch[493](12817/26): Loss -0.7613, Sem 0.0770, dir -0.9745, norm 0.1362, swav 0.0000 LR: 3.979e-02 Score 97.258 Data time: 0.2309, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.7013 [2020-11-13 10:37:53,047][root][INFO] - ===> Epoch[493](12818/26): Loss -0.7107, Sem 0.0986, dir -0.9692, norm 0.1598, swav 0.0000 LR: 3.979e-02 Score 96.531 Data time: 0.2128, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.6395 [2020-11-13 10:37:59,467][root][INFO] - ===> Epoch[494](12819/26): Loss -0.7452, Sem 0.0900, dir -0.9733, norm 0.1381, swav 0.0000 LR: 3.978e-02 Score 96.729 Data time: 0.1825, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.3046 [2020-11-13 10:38:04,458][root][INFO] - ===> Epoch[494](12820/26): Loss -0.7852, Sem 0.0659, dir -0.9749, norm 0.1238, swav 0.0000 LR: 3.978e-02 Score 97.743 Data time: 0.1617, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.8840 [2020-11-13 10:38:11,268][root][INFO] - ===> Epoch[494](12821/26): Loss -0.7680, Sem 0.0804, dir -0.9754, norm 0.1269, swav 0.0000 LR: 3.977e-02 Score 97.196 Data time: 0.1984, Forward time: 2.2627, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.7037 [2020-11-13 10:38:16,551][root][INFO] - ===> Epoch[494](12822/26): Loss -0.7693, Sem 0.0811, dir -0.9755, norm 0.1251, swav 0.0000 LR: 3.977e-02 Score 97.139 Data time: 0.2016, Forward time: 2.2627, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1525 [2020-11-13 10:38:21,983][root][INFO] - ===> Epoch[494](12823/26): Loss -0.7665, Sem 0.0812, dir -0.9736, norm 0.1259, swav 0.0000 LR: 3.976e-02 Score 96.992 Data time: 0.2207, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.3147 [2020-11-13 10:38:28,234][root][INFO] - ===> Epoch[494](12824/26): Loss -0.7386, Sem 0.0899, dir -0.9724, norm 0.1439, swav 0.0000 LR: 3.976e-02 Score 96.871 Data time: 0.2689, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.1222 [2020-11-13 10:38:33,828][root][INFO] - ===> Epoch[494](12825/26): Loss -0.7699, Sem 0.0754, dir -0.9737, norm 0.1284, swav 0.0000 LR: 3.975e-02 Score 97.320 Data time: 0.2343, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.4380 [2020-11-13 10:38:40,026][root][INFO] - ===> Epoch[494](12826/26): Loss -0.7695, Sem 0.0730, dir -0.9700, norm 0.1275, swav 0.0000 LR: 3.975e-02 Score 97.298 Data time: 0.2048, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.0760 [2020-11-13 10:38:44,960][root][INFO] - ===> Epoch[494](12827/26): Loss -0.7546, Sem 0.0815, dir -0.9763, norm 0.1402, swav 0.0000 LR: 3.974e-02 Score 97.126 Data time: 0.2396, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.8323 [2020-11-13 10:38:50,386][root][INFO] - ===> Epoch[494](12828/26): Loss -0.7428, Sem 0.0841, dir -0.9734, norm 0.1465, swav 0.0000 LR: 3.974e-02 Score 97.154 Data time: 0.1607, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.3067 [2020-11-13 10:38:56,294][root][INFO] - ===> Epoch[494](12829/26): Loss -0.7655, Sem 0.0763, dir -0.9757, norm 0.1338, swav 0.0000 LR: 3.973e-02 Score 97.269 Data time: 0.2450, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.8193 [2020-11-13 10:39:03,844][root][INFO] - ===> Epoch[494](12830/26): Loss -0.7397, Sem 0.0987, dir -0.9724, norm 0.1340, swav 0.0000 LR: 3.973e-02 Score 96.622 Data time: 0.2558, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.4319 [2020-11-13 10:39:09,139][root][INFO] - ===> Epoch[494](12831/26): Loss -0.7666, Sem 0.0757, dir -0.9745, norm 0.1323, swav 0.0000 LR: 3.972e-02 Score 97.286 Data time: 0.1750, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.1778 [2020-11-13 10:39:15,084][root][INFO] - ===> Epoch[494](12832/26): Loss -0.7673, Sem 0.0788, dir -0.9724, norm 0.1263, swav 0.0000 LR: 3.972e-02 Score 97.216 Data time: 0.1794, Forward time: 2.2627, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.8626 [2020-11-13 10:39:20,213][root][INFO] - ===> Epoch[494](12833/26): Loss -0.7587, Sem 0.0780, dir -0.9687, norm 0.1319, swav 0.0000 LR: 3.971e-02 Score 97.271 Data time: 0.2347, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.0519 [2020-11-13 10:39:25,748][root][INFO] - ===> Epoch[494](12834/26): Loss -0.7442, Sem 0.0893, dir -0.9692, norm 0.1357, swav 0.0000 LR: 3.971e-02 Score 96.956 Data time: 0.2246, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.4091 [2020-11-13 10:39:30,647][root][INFO] - ===> Epoch[494](12835/26): Loss -0.7647, Sem 0.0831, dir -0.9738, norm 0.1259, swav 0.0000 LR: 3.970e-02 Score 97.084 Data time: 0.1896, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.7736 [2020-11-13 10:39:36,753][root][INFO] - ===> Epoch[494](12836/26): Loss -0.7432, Sem 0.0886, dir -0.9689, norm 0.1371, swav 0.0000 LR: 3.970e-02 Score 96.904 Data time: 0.2633, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.0176 [2020-11-13 10:39:41,223][root][INFO] - ===> Epoch[494](12837/26): Loss -0.7589, Sem 0.0799, dir -0.9745, norm 0.1357, swav 0.0000 LR: 3.969e-02 Score 97.279 Data time: 0.1986, Forward time: 2.2628, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.3298 [2020-11-13 10:39:47,579][root][INFO] - ===> Epoch[494](12838/26): Loss -0.7646, Sem 0.0807, dir -0.9734, norm 0.1281, swav 0.0000 LR: 3.969e-02 Score 97.254 Data time: 0.2390, Forward time: 2.2628, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.2775 [2020-11-13 10:39:52,706][root][INFO] - ===> Epoch[494](12839/26): Loss -0.7739, Sem 0.0765, dir -0.9763, norm 0.1259, swav 0.0000 LR: 3.968e-02 Score 97.350 Data time: 0.2454, Forward time: 2.2628, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.0324 [2020-11-13 10:39:59,920][root][INFO] - ===> Epoch[494](12840/26): Loss -0.7632, Sem 0.0758, dir -0.9718, norm 0.1329, swav 0.0000 LR: 3.968e-02 Score 97.447 Data time: 0.1325, Forward time: 2.2628, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.1053 [2020-11-13 10:40:05,536][root][INFO] - ===> Epoch[494](12841/26): Loss -0.7464, Sem 0.0796, dir -0.9726, norm 0.1466, swav 0.0000 LR: 3.967e-02 Score 97.163 Data time: 0.1820, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.5293 [2020-11-13 10:40:11,973][root][INFO] - ===> Epoch[494](12842/26): Loss -0.7275, Sem 0.0984, dir -0.9686, norm 0.1427, swav 0.0000 LR: 3.967e-02 Score 96.574 Data time: 0.1732, Forward time: 2.2627, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.3226 [2020-11-13 10:40:16,637][root][INFO] - ===> Epoch[494](12843/26): Loss -0.7603, Sem 0.0853, dir -0.9739, norm 0.1283, swav 0.0000 LR: 3.966e-02 Score 97.093 Data time: 0.1823, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.5666 [2020-11-13 10:40:22,154][root][INFO] - ===> Epoch[494](12844/26): Loss -0.7049, Sem 0.0911, dir -0.9688, norm 0.1729, swav 0.0000 LR: 3.966e-02 Score 96.885 Data time: 0.2237, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.4097 [2020-11-13 10:40:28,891][root][INFO] - ===> Epoch[495](12845/26): Loss -0.7253, Sem 0.0831, dir -0.9691, norm 0.1607, swav 0.0000 LR: 3.965e-02 Score 97.179 Data time: 0.2622, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.6260 [2020-11-13 10:40:33,972][root][INFO] - ===> Epoch[495](12846/26): Loss -0.7688, Sem 0.0730, dir -0.9731, norm 0.1313, swav 0.0000 LR: 3.965e-02 Score 97.371 Data time: 0.1986, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.9423 [2020-11-13 10:40:39,374][root][INFO] - ===> Epoch[495](12847/26): Loss -0.7815, Sem 0.0726, dir -0.9761, norm 0.1220, swav 0.0000 LR: 3.964e-02 Score 97.384 Data time: 0.2324, Forward time: 2.2627, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.3003 [2020-11-13 10:40:44,419][root][INFO] - ===> Epoch[495](12848/26): Loss -0.7559, Sem 0.0788, dir -0.9737, norm 0.1390, swav 0.0000 LR: 3.964e-02 Score 97.266 Data time: 0.2428, Forward time: 2.2627, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.9162 [2020-11-13 10:40:49,750][root][INFO] - ===> Epoch[495](12849/26): Loss -0.7827, Sem 0.0762, dir -0.9739, norm 0.1151, swav 0.0000 LR: 3.963e-02 Score 97.211 Data time: 0.2563, Forward time: 2.2628, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.2205 [2020-11-13 10:40:56,424][root][INFO] - ===> Epoch[495](12850/26): Loss -0.7468, Sem 0.0828, dir -0.9690, norm 0.1394, swav 0.0000 LR: 3.963e-02 Score 97.098 Data time: 0.2314, Forward time: 2.2628, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.5597 [2020-11-13 10:41:03,369][root][INFO] - ===> Epoch[495](12851/26): Loss -0.7546, Sem 0.0771, dir -0.9727, norm 0.1410, swav 0.0000 LR: 3.962e-02 Score 97.338 Data time: 0.1814, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.8512 [2020-11-13 10:41:08,440][root][INFO] - ===> Epoch[495](12852/26): Loss -0.7536, Sem 0.0836, dir -0.9723, norm 0.1352, swav 0.0000 LR: 3.962e-02 Score 97.174 Data time: 0.2349, Forward time: 2.2627, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.9940 [2020-11-13 10:41:15,650][root][INFO] - ===> Epoch[495](12853/26): Loss -0.7624, Sem 0.0834, dir -0.9743, norm 0.1285, swav 0.0000 LR: 3.961e-02 Score 97.167 Data time: 0.1919, Forward time: 2.2627, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.0846 [2020-11-13 10:41:21,565][root][INFO] - ===> Epoch[495](12854/26): Loss -0.7756, Sem 0.0666, dir -0.9766, norm 0.1344, swav 0.0000 LR: 3.961e-02 Score 97.645 Data time: 0.1793, Forward time: 2.2627, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.7987 [2020-11-13 10:41:26,676][root][INFO] - ===> Epoch[495](12855/26): Loss -0.7554, Sem 0.0829, dir -0.9722, norm 0.1339, swav 0.0000 LR: 3.960e-02 Score 96.938 Data time: 0.1376, Forward time: 2.2626, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.0365 [2020-11-13 10:41:33,228][root][INFO] - ===> Epoch[495](12856/26): Loss -0.7575, Sem 0.0798, dir -0.9686, norm 0.1313, swav 0.0000 LR: 3.960e-02 Score 97.283 Data time: 0.1800, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.4962 [2020-11-13 10:41:39,790][root][INFO] - ===> Epoch[495](12857/26): Loss -0.7787, Sem 0.0733, dir -0.9739, norm 0.1220, swav 0.0000 LR: 3.959e-02 Score 97.406 Data time: 0.2278, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.4543 [2020-11-13 10:41:45,432][root][INFO] - ===> Epoch[495](12858/26): Loss -0.7516, Sem 0.0880, dir -0.9700, norm 0.1304, swav 0.0000 LR: 3.959e-02 Score 96.698 Data time: 0.1864, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.5025 [2020-11-13 10:41:50,685][root][INFO] - ===> Epoch[495](12859/26): Loss -0.7408, Sem 0.0849, dir -0.9692, norm 0.1434, swav 0.0000 LR: 3.958e-02 Score 97.096 Data time: 0.2473, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.1306 [2020-11-13 10:41:56,430][root][INFO] - ===> Epoch[495](12860/26): Loss -0.7711, Sem 0.0770, dir -0.9756, norm 0.1275, swav 0.0000 LR: 3.958e-02 Score 97.309 Data time: 0.2369, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.6115 [2020-11-13 10:42:01,651][root][INFO] - ===> Epoch[495](12861/26): Loss -0.7482, Sem 0.0916, dir -0.9705, norm 0.1306, swav 0.0000 LR: 3.957e-02 Score 96.688 Data time: 0.2260, Forward time: 2.2626, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1012 [2020-11-13 10:42:08,584][root][INFO] - ===> Epoch[495](12862/26): Loss -0.7617, Sem 0.0810, dir -0.9740, norm 0.1313, swav 0.0000 LR: 3.957e-02 Score 97.212 Data time: 0.2533, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.7901 [2020-11-13 10:42:14,506][root][INFO] - ===> Epoch[495](12863/26): Loss -0.7538, Sem 0.0826, dir -0.9732, norm 0.1369, swav 0.0000 LR: 3.956e-02 Score 97.145 Data time: 0.1901, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.7814 [2020-11-13 10:42:19,701][root][INFO] - ===> Epoch[495](12864/26): Loss -0.7592, Sem 0.0826, dir -0.9731, norm 0.1313, swav 0.0000 LR: 3.956e-02 Score 97.153 Data time: 0.1891, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.1103 [2020-11-13 10:42:26,162][root][INFO] - ===> Epoch[495](12865/26): Loss -0.7689, Sem 0.0646, dir -0.9741, norm 0.1405, swav 0.0000 LR: 3.955e-02 Score 97.801 Data time: 0.2777, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.3529 [2020-11-13 10:42:32,232][root][INFO] - ===> Epoch[495](12866/26): Loss -0.7588, Sem 0.0761, dir -0.9716, norm 0.1367, swav 0.0000 LR: 3.955e-02 Score 97.342 Data time: 0.2496, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.9460 [2020-11-13 10:42:39,092][root][INFO] - ===> Epoch[495](12867/26): Loss -0.7297, Sem 0.0838, dir -0.9635, norm 0.1500, swav 0.0000 LR: 3.954e-02 Score 96.989 Data time: 0.2054, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.7249 [2020-11-13 10:42:44,636][root][INFO] - ===> Epoch[495](12868/26): Loss -0.7375, Sem 0.0923, dir -0.9733, norm 0.1435, swav 0.0000 LR: 3.954e-02 Score 96.753 Data time: 0.2551, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.4424 [2020-11-13 10:42:50,112][root][INFO] - ===> Epoch[495](12869/26): Loss -0.7666, Sem 0.0751, dir -0.9701, norm 0.1284, swav 0.0000 LR: 3.953e-02 Score 97.300 Data time: 0.1806, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.3645 [2020-11-13 10:42:55,898][root][INFO] - ===> Epoch[495](12870/26): Loss -0.7494, Sem 0.0924, dir -0.9717, norm 0.1300, swav 0.0000 LR: 3.953e-02 Score 96.678 Data time: 0.2125, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.6954 [2020-11-13 10:43:01,371][root][INFO] - ===> Epoch[496](12871/26): Loss -0.7665, Sem 0.0795, dir -0.9773, norm 0.1312, swav 0.0000 LR: 3.952e-02 Score 97.115 Data time: 0.2583, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.3552 [2020-11-13 10:43:07,060][root][INFO] - ===> Epoch[496](12872/26): Loss -0.7683, Sem 0.0778, dir -0.9756, norm 0.1295, swav 0.0000 LR: 3.952e-02 Score 97.280 Data time: 0.2664, Forward time: 2.2628, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.5646 [2020-11-13 10:43:13,872][root][INFO] - ===> Epoch[496](12873/26): Loss -0.7509, Sem 0.0793, dir -0.9709, norm 0.1407, swav 0.0000 LR: 3.951e-02 Score 97.209 Data time: 0.1670, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.6879 [2020-11-13 10:43:20,133][root][INFO] - ===> Epoch[496](12874/26): Loss -0.7660, Sem 0.0751, dir -0.9749, norm 0.1338, swav 0.0000 LR: 3.951e-02 Score 97.384 Data time: 0.1824, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.1789 [2020-11-13 10:43:25,295][root][INFO] - ===> Epoch[496](12875/26): Loss -0.7526, Sem 0.0964, dir -0.9740, norm 0.1250, swav 0.0000 LR: 3.950e-02 Score 96.427 Data time: 0.2244, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.0680 [2020-11-13 10:43:31,628][root][INFO] - ===> Epoch[496](12876/26): Loss -0.7490, Sem 0.0868, dir -0.9730, norm 0.1371, swav 0.0000 LR: 3.950e-02 Score 96.882 Data time: 0.2900, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.2590 [2020-11-13 10:43:37,062][root][INFO] - ===> Epoch[496](12877/26): Loss -0.7537, Sem 0.0843, dir -0.9729, norm 0.1350, swav 0.0000 LR: 3.949e-02 Score 97.035 Data time: 0.2642, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.2977 [2020-11-13 10:43:43,019][root][INFO] - ===> Epoch[496](12878/26): Loss -0.7753, Sem 0.0720, dir -0.9732, norm 0.1259, swav 0.0000 LR: 3.949e-02 Score 97.463 Data time: 0.2391, Forward time: 2.2628, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.8424 [2020-11-13 10:43:48,887][root][INFO] - ===> Epoch[496](12879/26): Loss -0.7689, Sem 0.0717, dir -0.9683, norm 0.1276, swav 0.0000 LR: 3.948e-02 Score 97.476 Data time: 0.1396, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.7629 [2020-11-13 10:43:54,126][root][INFO] - ===> Epoch[496](12880/26): Loss -0.7662, Sem 0.0806, dir -0.9728, norm 0.1261, swav 0.0000 LR: 3.948e-02 Score 97.178 Data time: 0.1806, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.2037 [2020-11-13 10:44:00,438][root][INFO] - ===> Epoch[496](12881/26): Loss -0.7557, Sem 0.0890, dir -0.9759, norm 0.1312, swav 0.0000 LR: 3.947e-02 Score 96.918 Data time: 0.2142, Forward time: 2.2627, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.2486 [2020-11-13 10:44:05,655][root][INFO] - ===> Epoch[496](12882/26): Loss -0.7903, Sem 0.0761, dir -0.9765, norm 0.1100, swav 0.0000 LR: 3.947e-02 Score 97.265 Data time: 0.2434, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.1206 [2020-11-13 10:44:11,322][root][INFO] - ===> Epoch[496](12883/26): Loss -0.7530, Sem 0.0922, dir -0.9746, norm 0.1294, swav 0.0000 LR: 3.946e-02 Score 96.721 Data time: 0.2295, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.5677 [2020-11-13 10:44:16,674][root][INFO] - ===> Epoch[496](12884/26): Loss -0.7514, Sem 0.0863, dir -0.9742, norm 0.1365, swav 0.0000 LR: 3.946e-02 Score 96.880 Data time: 0.1584, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.2297 [2020-11-13 10:44:21,929][root][INFO] - ===> Epoch[496](12885/26): Loss -0.7002, Sem 0.0989, dir -0.9702, norm 0.1711, swav 0.0000 LR: 3.945e-02 Score 96.516 Data time: 0.1424, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.0388 [2020-11-13 10:44:26,666][root][INFO] - ===> Epoch[496](12886/26): Loss -0.7645, Sem 0.0812, dir -0.9729, norm 0.1272, swav 0.0000 LR: 3.945e-02 Score 97.211 Data time: 0.1978, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.6662 [2020-11-13 10:44:33,702][root][INFO] - ===> Epoch[496](12887/26): Loss -0.7606, Sem 0.0832, dir -0.9730, norm 0.1291, swav 0.0000 LR: 3.944e-02 Score 97.055 Data time: 0.2443, Forward time: 2.2626, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.9227 [2020-11-13 10:44:39,399][root][INFO] - ===> Epoch[496](12888/26): Loss -0.7700, Sem 0.0748, dir -0.9730, norm 0.1282, swav 0.0000 LR: 3.944e-02 Score 97.300 Data time: 0.2718, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.5631 [2020-11-13 10:44:44,043][root][INFO] - ===> Epoch[496](12889/26): Loss -0.7640, Sem 0.0734, dir -0.9710, norm 0.1336, swav 0.0000 LR: 3.943e-02 Score 97.500 Data time: 0.1670, Forward time: 2.2627, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.5175 [2020-11-13 10:44:50,786][root][INFO] - ===> Epoch[496](12890/26): Loss -0.7617, Sem 0.0844, dir -0.9703, norm 0.1243, swav 0.0000 LR: 3.943e-02 Score 97.058 Data time: 0.2400, Forward time: 2.2627, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.6431 [2020-11-13 10:44:57,449][root][INFO] - ===> Epoch[496](12891/26): Loss -0.7535, Sem 0.0808, dir -0.9753, norm 0.1409, swav 0.0000 LR: 3.942e-02 Score 97.176 Data time: 0.1861, Forward time: 2.2626, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.5297 [2020-11-13 10:45:03,490][root][INFO] - ===> Epoch[496](12892/26): Loss -0.7407, Sem 0.0949, dir -0.9720, norm 0.1364, swav 0.0000 LR: 3.942e-02 Score 96.690 Data time: 0.1910, Forward time: 2.2626, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.9278 [2020-11-13 10:45:10,007][root][INFO] - ===> Epoch[496](12893/26): Loss -0.7785, Sem 0.0753, dir -0.9757, norm 0.1220, swav 0.0000 LR: 3.941e-02 Score 97.374 Data time: 0.1402, Forward time: 2.2626, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.4087 [2020-11-13 10:45:17,756][root][INFO] - ===> Epoch[496](12894/26): Loss -0.7501, Sem 0.0848, dir -0.9726, norm 0.1376, swav 0.0000 LR: 3.941e-02 Score 97.047 Data time: 0.1475, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 7.6547 [2020-11-13 10:45:23,192][root][INFO] - ===> Epoch[496](12895/26): Loss -0.7619, Sem 0.0816, dir -0.9758, norm 0.1322, swav 0.0000 LR: 3.940e-02 Score 97.141 Data time: 0.1895, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.3867 [2020-11-13 10:45:28,632][root][INFO] - ===> Epoch[496](12896/26): Loss -0.7455, Sem 0.0844, dir -0.9742, norm 0.1443, swav 0.0000 LR: 3.940e-02 Score 97.045 Data time: 0.2453, Forward time: 2.2626, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.3215 [2020-11-13 10:45:33,823][root][INFO] - ===> Epoch[497](12897/26): Loss -0.7579, Sem 0.0752, dir -0.9692, norm 0.1361, swav 0.0000 LR: 3.939e-02 Score 97.380 Data time: 0.1301, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.0420 [2020-11-13 10:45:38,945][root][INFO] - ===> Epoch[497](12898/26): Loss -0.7593, Sem 0.0836, dir -0.9749, norm 0.1319, swav 0.0000 LR: 3.939e-02 Score 96.957 Data time: 0.1901, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.0442 [2020-11-13 10:45:44,249][root][INFO] - ===> Epoch[497](12899/26): Loss -0.7766, Sem 0.0771, dir -0.9773, norm 0.1236, swav 0.0000 LR: 3.938e-02 Score 97.357 Data time: 0.2028, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.1772 [2020-11-13 10:45:50,372][root][INFO] - ===> Epoch[497](12900/26): Loss -0.7444, Sem 0.0920, dir -0.9732, norm 0.1368, swav 0.0000 LR: 3.938e-02 Score 96.820 Data time: 0.2278, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.0057 [2020-11-13 10:45:55,061][root][INFO] - ===> Epoch[497](12901/26): Loss -0.7670, Sem 0.0787, dir -0.9743, norm 0.1285, swav 0.0000 LR: 3.937e-02 Score 97.278 Data time: 0.2251, Forward time: 2.2625, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 4.5770 [2020-11-13 10:46:00,745][root][INFO] - ===> Epoch[497](12902/26): Loss -0.7675, Sem 0.0679, dir -0.9712, norm 0.1359, swav 0.0000 LR: 3.937e-02 Score 97.669 Data time: 0.1344, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.5673 [2020-11-13 10:46:05,993][root][INFO] - ===> Epoch[497](12903/26): Loss -0.7503, Sem 0.0812, dir -0.9701, norm 0.1385, swav 0.0000 LR: 3.936e-02 Score 97.172 Data time: 0.2136, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.1584 [2020-11-13 10:46:10,701][root][INFO] - ===> Epoch[497](12904/26): Loss -0.7235, Sem 0.1052, dir -0.9695, norm 0.1407, swav 0.0000 LR: 3.936e-02 Score 96.376 Data time: 0.1717, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 4.6117 [2020-11-13 10:46:16,694][root][INFO] - ===> Epoch[497](12905/26): Loss -0.7474, Sem 0.0878, dir -0.9723, norm 0.1371, swav 0.0000 LR: 3.935e-02 Score 96.914 Data time: 0.2795, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.9357 [2020-11-13 10:46:22,782][root][INFO] - ===> Epoch[497](12906/26): Loss -0.7544, Sem 0.0859, dir -0.9749, norm 0.1346, swav 0.0000 LR: 3.935e-02 Score 96.968 Data time: 0.2138, Forward time: 2.2624, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.9873 [2020-11-13 10:46:29,796][root][INFO] - ===> Epoch[497](12907/26): Loss -0.7715, Sem 0.0736, dir -0.9759, norm 0.1308, swav 0.0000 LR: 3.934e-02 Score 97.449 Data time: 0.1928, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.9378 [2020-11-13 10:46:35,555][root][INFO] - ===> Epoch[497](12908/26): Loss -0.7573, Sem 0.0889, dir -0.9760, norm 0.1299, swav 0.0000 LR: 3.934e-02 Score 96.913 Data time: 0.2249, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.6649 [2020-11-13 10:46:41,630][root][INFO] - ===> Epoch[497](12909/26): Loss -0.7605, Sem 0.0761, dir -0.9703, norm 0.1337, swav 0.0000 LR: 3.933e-02 Score 97.413 Data time: 0.2880, Forward time: 2.2625, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.9472 [2020-11-13 10:46:47,505][root][INFO] - ===> Epoch[497](12910/26): Loss -0.7649, Sem 0.0769, dir -0.9721, norm 0.1303, swav 0.0000 LR: 3.933e-02 Score 97.293 Data time: 0.1867, Forward time: 2.2625, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.7687 [2020-11-13 10:46:54,369][root][INFO] - ===> Epoch[497](12911/26): Loss -0.7531, Sem 0.0941, dir -0.9745, norm 0.1274, swav 0.0000 LR: 3.932e-02 Score 96.694 Data time: 0.2006, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.7605 [2020-11-13 10:46:59,616][root][INFO] - ===> Epoch[497](12912/26): Loss -0.7683, Sem 0.0817, dir -0.9719, norm 0.1219, swav 0.0000 LR: 3.932e-02 Score 96.994 Data time: 0.1875, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.1400 [2020-11-13 10:47:04,870][root][INFO] - ===> Epoch[497](12913/26): Loss -0.7377, Sem 0.0850, dir -0.9744, norm 0.1517, swav 0.0000 LR: 3.931e-02 Score 96.909 Data time: 0.2024, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.1635 [2020-11-13 10:47:10,624][root][INFO] - ===> Epoch[497](12914/26): Loss -0.7416, Sem 0.0915, dir -0.9710, norm 0.1379, swav 0.0000 LR: 3.931e-02 Score 96.907 Data time: 0.1882, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.6511 [2020-11-13 10:47:15,721][root][INFO] - ===> Epoch[497](12915/26): Loss -0.7759, Sem 0.0691, dir -0.9715, norm 0.1265, swav 0.0000 LR: 3.930e-02 Score 97.634 Data time: 0.1537, Forward time: 2.2623, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.9995 [2020-11-13 10:47:21,312][root][INFO] - ===> Epoch[497](12916/26): Loss -0.7539, Sem 0.0875, dir -0.9698, norm 0.1283, swav 0.0000 LR: 3.930e-02 Score 97.028 Data time: 0.2182, Forward time: 2.2623, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.4967 [2020-11-13 10:47:27,136][root][INFO] - ===> Epoch[497](12917/26): Loss -0.7552, Sem 0.0824, dir -0.9699, norm 0.1322, swav 0.0000 LR: 3.929e-02 Score 97.112 Data time: 0.2334, Forward time: 2.2624, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.7166 [2020-11-13 10:47:32,299][root][INFO] - ===> Epoch[497](12918/26): Loss -0.7550, Sem 0.0900, dir -0.9739, norm 0.1289, swav 0.0000 LR: 3.929e-02 Score 96.839 Data time: 0.2193, Forward time: 2.2623, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.0459 [2020-11-13 10:47:38,654][root][INFO] - ===> Epoch[497](12919/26): Loss -0.7779, Sem 0.0782, dir -0.9771, norm 0.1211, swav 0.0000 LR: 3.928e-02 Score 97.218 Data time: 0.2508, Forward time: 2.2624, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.2672 [2020-11-13 10:47:45,443][root][INFO] - ===> Epoch[497](12920/26): Loss -0.7494, Sem 0.0936, dir -0.9725, norm 0.1295, swav 0.0000 LR: 3.928e-02 Score 96.744 Data time: 0.1352, Forward time: 2.2623, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.6516 [2020-11-13 10:47:51,677][root][INFO] - ===> Epoch[497](12921/26): Loss -0.7794, Sem 0.0688, dir -0.9763, norm 0.1281, swav 0.0000 LR: 3.927e-02 Score 97.583 Data time: 0.2271, Forward time: 2.2623, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.1535 [2020-11-13 10:47:58,262][root][INFO] - ===> Epoch[497](12922/26): Loss -0.7643, Sem 0.0828, dir -0.9740, norm 0.1269, swav 0.0000 LR: 3.927e-02 Score 97.049 Data time: 0.1746, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.4813 [2020-11-13 10:48:03,640][root][INFO] - ===> Epoch[498](12923/26): Loss -0.7656, Sem 0.0837, dir -0.9742, norm 0.1249, swav 0.0000 LR: 3.926e-02 Score 96.981 Data time: 0.1677, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.2649 [2020-11-13 10:48:08,732][root][INFO] - ===> Epoch[498](12924/26): Loss -0.7943, Sem 0.0701, dir -0.9785, norm 0.1141, swav 0.0000 LR: 3.926e-02 Score 97.494 Data time: 0.2068, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.0028 [2020-11-13 10:48:14,964][root][INFO] - ===> Epoch[498](12925/26): Loss -0.7628, Sem 0.0807, dir -0.9730, norm 0.1296, swav 0.0000 LR: 3.925e-02 Score 97.241 Data time: 0.2310, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.1134 [2020-11-13 10:48:20,865][root][INFO] - ===> Epoch[498](12926/26): Loss -0.7332, Sem 0.1005, dir -0.9732, norm 0.1395, swav 0.0000 LR: 3.925e-02 Score 96.408 Data time: 0.2198, Forward time: 2.2623, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.7817 [2020-11-13 10:48:27,732][root][INFO] - ===> Epoch[498](12927/26): Loss -0.7474, Sem 0.0876, dir -0.9729, norm 0.1379, swav 0.0000 LR: 3.924e-02 Score 96.832 Data time: 0.1712, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.7489 [2020-11-13 10:48:32,487][root][INFO] - ===> Epoch[498](12928/26): Loss -0.7694, Sem 0.0772, dir -0.9723, norm 0.1257, swav 0.0000 LR: 3.924e-02 Score 97.275 Data time: 0.1737, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.6612 [2020-11-13 10:48:38,668][root][INFO] - ===> Epoch[498](12929/26): Loss -0.7611, Sem 0.0782, dir -0.9728, norm 0.1335, swav 0.0000 LR: 3.923e-02 Score 97.315 Data time: 0.2116, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.0773 [2020-11-13 10:48:45,002][root][INFO] - ===> Epoch[498](12930/26): Loss -0.7722, Sem 0.0772, dir -0.9728, norm 0.1234, swav 0.0000 LR: 3.923e-02 Score 97.196 Data time: 0.1397, Forward time: 2.2622, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.1869 [2020-11-13 10:48:51,178][root][INFO] - ===> Epoch[498](12931/26): Loss -0.7612, Sem 0.0762, dir -0.9760, norm 0.1386, swav 0.0000 LR: 3.922e-02 Score 97.456 Data time: 0.1173, Forward time: 2.2621, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.0960 [2020-11-13 10:48:56,192][root][INFO] - ===> Epoch[498](12932/26): Loss -0.7798, Sem 0.0707, dir -0.9754, norm 0.1249, swav 0.0000 LR: 3.922e-02 Score 97.492 Data time: 0.1762, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.9664 [2020-11-13 10:49:04,780][root][INFO] - ===> Epoch[498](12933/26): Loss -0.7598, Sem 0.0817, dir -0.9755, norm 0.1340, swav 0.0000 LR: 3.921e-02 Score 97.131 Data time: 0.2117, Forward time: 2.2620, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 8.4902 [2020-11-13 10:49:10,456][root][INFO] - ===> Epoch[498](12934/26): Loss -0.7505, Sem 0.0840, dir -0.9703, norm 0.1358, swav 0.0000 LR: 3.921e-02 Score 97.051 Data time: 0.2438, Forward time: 2.2621, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.5548 [2020-11-13 10:49:16,057][root][INFO] - ===> Epoch[498](12935/26): Loss -0.7567, Sem 0.0854, dir -0.9736, norm 0.1315, swav 0.0000 LR: 3.920e-02 Score 96.962 Data time: 0.1745, Forward time: 2.2621, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.4566 [2020-11-13 10:49:21,154][root][INFO] - ===> Epoch[498](12936/26): Loss -0.7701, Sem 0.0809, dir -0.9751, norm 0.1240, swav 0.0000 LR: 3.920e-02 Score 97.231 Data time: 0.1326, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 4.9944 [2020-11-13 10:49:25,872][root][INFO] - ===> Epoch[498](12937/26): Loss -0.7585, Sem 0.0885, dir -0.9737, norm 0.1267, swav 0.0000 LR: 3.919e-02 Score 96.968 Data time: 0.2041, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 4.5229 [2020-11-13 10:49:32,474][root][INFO] - ===> Epoch[498](12938/26): Loss -0.7582, Sem 0.0743, dir -0.9733, norm 0.1408, swav 0.0000 LR: 3.919e-02 Score 97.344 Data time: 0.2164, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.4872 [2020-11-13 10:49:39,192][root][INFO] - ===> Epoch[498](12939/26): Loss -0.7826, Sem 0.0682, dir -0.9744, norm 0.1237, swav 0.0000 LR: 3.918e-02 Score 97.671 Data time: 0.1812, Forward time: 2.2620, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 6.5784 [2020-11-13 10:49:44,965][root][INFO] - ===> Epoch[498](12940/26): Loss -0.7645, Sem 0.0711, dir -0.9742, norm 0.1386, swav 0.0000 LR: 3.918e-02 Score 97.543 Data time: 0.2278, Forward time: 2.2620, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.6644 [2020-11-13 10:49:50,025][root][INFO] - ===> Epoch[498](12941/26): Loss -0.7586, Sem 0.0763, dir -0.9715, norm 0.1366, swav 0.0000 LR: 3.917e-02 Score 97.368 Data time: 0.2116, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 4.9266 [2020-11-13 10:49:55,590][root][INFO] - ===> Epoch[498](12942/26): Loss -0.7584, Sem 0.0832, dir -0.9738, norm 0.1322, swav 0.0000 LR: 3.917e-02 Score 97.122 Data time: 0.2484, Forward time: 2.2621, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.4158 [2020-11-13 10:50:02,121][root][INFO] - ===> Epoch[498](12943/26): Loss -0.7647, Sem 0.0823, dir -0.9742, norm 0.1271, swav 0.0000 LR: 3.916e-02 Score 97.159 Data time: 0.2417, Forward time: 2.2621, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.4098 [2020-11-13 10:50:08,429][root][INFO] - ===> Epoch[498](12944/26): Loss -0.7584, Sem 0.0856, dir -0.9732, norm 0.1292, swav 0.0000 LR: 3.916e-02 Score 97.036 Data time: 0.3022, Forward time: 2.2622, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.2225 [2020-11-13 10:50:13,439][root][INFO] - ===> Epoch[498](12945/26): Loss -0.7664, Sem 0.0785, dir -0.9738, norm 0.1289, swav 0.0000 LR: 3.915e-02 Score 97.336 Data time: 0.2199, Forward time: 2.2622, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.8685 [2020-11-13 10:50:20,244][root][INFO] - ===> Epoch[498](12946/26): Loss -0.7395, Sem 0.0829, dir -0.9677, norm 0.1452, swav 0.0000 LR: 3.915e-02 Score 97.095 Data time: 0.2266, Forward time: 2.2622, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.7185 [2020-11-13 10:50:26,092][root][INFO] - ===> Epoch[498](12947/26): Loss -0.7783, Sem 0.0744, dir -0.9756, norm 0.1229, swav 0.0000 LR: 3.914e-02 Score 97.386 Data time: 0.2176, Forward time: 2.2622, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.7301 [2020-11-13 10:50:31,678][root][INFO] - ===> Epoch[498](12948/26): Loss -0.7779, Sem 0.0690, dir -0.9705, norm 0.1236, swav 0.0000 LR: 3.914e-02 Score 97.550 Data time: 0.2256, Forward time: 2.2622, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.4800 [2020-11-13 10:50:36,456][root][INFO] - ===> Epoch[499](12949/26): Loss -0.7633, Sem 0.0832, dir -0.9739, norm 0.1274, swav 0.0000 LR: 3.913e-02 Score 97.095 Data time: 0.1954, Forward time: 2.2622, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.6759 [2020-11-13 10:50:43,524][root][INFO] - ===> Epoch[499](12950/26): Loss -0.7369, Sem 0.0913, dir -0.9712, norm 0.1431, swav 0.0000 LR: 3.913e-02 Score 96.898 Data time: 0.1292, Forward time: 2.2621, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 6.9567 [2020-11-13 10:50:48,839][root][INFO] - ===> Epoch[499](12951/26): Loss -0.7502, Sem 0.0829, dir -0.9715, norm 0.1384, swav 0.0000 LR: 3.912e-02 Score 97.113 Data time: 0.0972, Forward time: 2.2620, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.1909 [2020-11-13 10:50:54,029][root][INFO] - ===> Epoch[499](12952/26): Loss -0.7573, Sem 0.0863, dir -0.9704, norm 0.1268, swav 0.0000 LR: 3.912e-02 Score 97.086 Data time: 0.1863, Forward time: 2.2620, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.1605 [2020-11-13 10:51:00,792][root][INFO] - ===> Epoch[499](12953/26): Loss -0.7673, Sem 0.0834, dir -0.9745, norm 0.1238, swav 0.0000 LR: 3.911e-02 Score 97.089 Data time: 0.2276, Forward time: 2.2620, Backward time: 3.1097, DDP time: 0.0052, Total iter time: 6.6532 [2020-11-13 10:51:07,117][root][INFO] - ===> Epoch[499](12954/26): Loss -0.7525, Sem 0.0886, dir -0.9737, norm 0.1326, swav 0.0000 LR: 3.911e-02 Score 96.990 Data time: 0.1791, Forward time: 2.2620, Backward time: 3.1097, DDP time: 0.0052, Total iter time: 6.2188 [2020-11-13 10:51:13,332][root][INFO] - ===> Epoch[499](12955/26): Loss -0.7352, Sem 0.0885, dir -0.9697, norm 0.1460, swav 0.0000 LR: 3.910e-02 Score 96.898 Data time: 0.1861, Forward time: 2.2620, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 6.1406 [2020-11-13 10:51:18,851][root][INFO] - ===> Epoch[499](12956/26): Loss -0.7217, Sem 0.0988, dir -0.9714, norm 0.1510, swav 0.0000 LR: 3.910e-02 Score 96.485 Data time: 0.1832, Forward time: 2.2619, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 5.4348 [2020-11-13 10:51:23,888][root][INFO] - ===> Epoch[499](12957/26): Loss -0.7648, Sem 0.0765, dir -0.9738, norm 0.1325, swav 0.0000 LR: 3.909e-02 Score 97.294 Data time: 0.2049, Forward time: 2.2619, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 4.9787 [2020-11-13 10:51:29,235][root][INFO] - ===> Epoch[499](12958/26): Loss -0.7583, Sem 0.0959, dir -0.9755, norm 0.1213, swav 0.0000 LR: 3.909e-02 Score 96.762 Data time: 0.1767, Forward time: 2.2619, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 5.2438 [2020-11-13 10:51:35,771][root][INFO] - ===> Epoch[499](12959/26): Loss -0.7347, Sem 0.0907, dir -0.9682, norm 0.1427, swav 0.0000 LR: 3.908e-02 Score 96.804 Data time: 0.1726, Forward time: 2.2619, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 6.4636 [2020-11-13 10:51:41,795][root][INFO] - ===> Epoch[499](12960/26): Loss -0.7275, Sem 0.0980, dir -0.9698, norm 0.1443, swav 0.0000 LR: 3.908e-02 Score 96.486 Data time: 0.1544, Forward time: 2.2618, Backward time: 3.1099, DDP time: 0.0052, Total iter time: 5.9270 [2020-11-13 10:51:47,863][root][INFO] - ===> Epoch[499](12961/26): Loss -0.7478, Sem 0.0937, dir -0.9718, norm 0.1303, swav 0.0000 LR: 3.907e-02 Score 96.713 Data time: 0.1943, Forward time: 2.2618, Backward time: 3.1100, DDP time: 0.0052, Total iter time: 6.0017 [2020-11-13 10:51:54,194][root][INFO] - ===> Epoch[499](12962/26): Loss -0.7575, Sem 0.0815, dir -0.9743, norm 0.1353, swav 0.0000 LR: 3.907e-02 Score 97.170 Data time: 0.2367, Forward time: 2.2618, Backward time: 3.1100, DDP time: 0.0052, Total iter time: 6.2551 [2020-11-13 10:51:59,179][root][INFO] - ===> Epoch[499](12963/26): Loss -0.7726, Sem 0.0833, dir -0.9740, norm 0.1181, swav 0.0000 LR: 3.906e-02 Score 97.059 Data time: 0.2126, Forward time: 2.2619, Backward time: 3.1099, DDP time: 0.0052, Total iter time: 4.8626 [2020-11-13 10:52:04,205][root][INFO] - ===> Epoch[499](12964/26): Loss -0.7690, Sem 0.0742, dir -0.9741, norm 0.1309, swav 0.0000 LR: 3.906e-02 Score 97.435 Data time: 0.1816, Forward time: 2.2618, Backward time: 3.1099, DDP time: 0.0052, Total iter time: 4.9241 [2020-11-13 10:52:09,023][root][INFO] - ===> Epoch[499](12965/26): Loss -0.7531, Sem 0.0869, dir -0.9732, norm 0.1333, swav 0.0000 LR: 3.905e-02 Score 96.901 Data time: 0.2143, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 4.7547 [2020-11-13 10:52:13,728][root][INFO] - ===> Epoch[499](12966/26): Loss -0.7572, Sem 0.0853, dir -0.9749, norm 0.1324, swav 0.0000 LR: 3.905e-02 Score 97.005 Data time: 0.1573, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 4.6085 [2020-11-13 10:52:19,705][root][INFO] - ===> Epoch[499](12967/26): Loss -0.7362, Sem 0.0848, dir -0.9698, norm 0.1489, swav 0.0000 LR: 3.904e-02 Score 97.120 Data time: 0.2009, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 5.8886 [2020-11-13 10:52:25,704][root][INFO] - ===> Epoch[499](12968/26): Loss -0.7507, Sem 0.0883, dir -0.9736, norm 0.1346, swav 0.0000 LR: 3.904e-02 Score 97.029 Data time: 0.2711, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0052, Total iter time: 5.8817 [2020-11-13 10:52:31,130][root][INFO] - ===> Epoch[499](12969/26): Loss -0.7695, Sem 0.0781, dir -0.9782, norm 0.1306, swav 0.0000 LR: 3.903e-02 Score 97.174 Data time: 0.2502, Forward time: 2.2618, Backward time: 3.1097, DDP time: 0.0052, Total iter time: 5.3141 [2020-11-13 10:52:36,231][root][INFO] - ===> Epoch[499](12970/26): Loss -0.7666, Sem 0.0822, dir -0.9734, norm 0.1246, swav 0.0000 LR: 3.903e-02 Score 97.064 Data time: 0.1587, Forward time: 2.2618, Backward time: 3.1097, DDP time: 0.0052, Total iter time: 4.9626 [2020-11-13 10:52:43,796][root][INFO] - ===> Epoch[499](12971/26): Loss -0.7460, Sem 0.0837, dir -0.9689, norm 0.1392, swav 0.0000 LR: 3.902e-02 Score 97.165 Data time: 0.1965, Forward time: 2.2618, Backward time: 3.1099, DDP time: 0.0052, Total iter time: 7.4764 [2020-11-13 10:52:50,133][root][INFO] - ===> Epoch[499](12972/26): Loss -0.7755, Sem 0.0810, dir -0.9757, norm 0.1192, swav 0.0000 LR: 3.902e-02 Score 96.893 Data time: 0.1700, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0052, Total iter time: 6.2427 [2020-11-13 10:52:55,245][root][INFO] - ===> Epoch[499](12973/26): Loss -0.7429, Sem 0.0879, dir -0.9686, norm 0.1378, swav 0.0000 LR: 3.901e-02 Score 96.960 Data time: 0.1359, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0052, Total iter time: 5.0537 [2020-11-13 10:53:00,927][root][INFO] - ===> Epoch[499](12974/26): Loss -0.7346, Sem 0.0885, dir -0.9652, norm 0.1421, swav 0.0000 LR: 3.901e-02 Score 96.864 Data time: 0.1612, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0052, Total iter time: 5.6218 [2020-11-13 10:53:07,073][root][INFO] - ===> Epoch[500](12975/26): Loss -0.7608, Sem 0.0815, dir -0.9712, norm 0.1290, swav 0.0000 LR: 3.900e-02 Score 97.045 Data time: 0.2126, Forward time: 2.2616, Backward time: 3.1100, DDP time: 0.0052, Total iter time: 6.0577 [2020-11-13 10:53:13,462][root][INFO] - ===> Epoch[500](12976/26): Loss -0.7471, Sem 0.0823, dir -0.9745, norm 0.1451, swav 0.0000 LR: 3.900e-02 Score 97.070 Data time: 0.2310, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0052, Total iter time: 6.2825 [2020-11-13 10:53:20,427][root][INFO] - ===> Epoch[500](12977/26): Loss -0.7597, Sem 0.0755, dir -0.9746, norm 0.1394, swav 0.0000 LR: 3.899e-02 Score 97.401 Data time: 0.2027, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0052, Total iter time: 6.8284 [2020-11-13 10:53:26,218][root][INFO] - ===> Epoch[500](12978/26): Loss -0.7768, Sem 0.0773, dir -0.9742, norm 0.1201, swav 0.0000 LR: 3.899e-02 Score 97.179 Data time: 0.2000, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.6879 [2020-11-13 10:53:32,376][root][INFO] - ===> Epoch[500](12979/26): Loss -0.7419, Sem 0.0880, dir -0.9726, norm 0.1427, swav 0.0000 LR: 3.898e-02 Score 96.821 Data time: 0.2159, Forward time: 2.2617, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 6.0572 [2020-11-13 10:53:38,543][root][INFO] - ===> Epoch[500](12980/26): Loss -0.7250, Sem 0.0933, dir -0.9666, norm 0.1484, swav 0.0000 LR: 3.898e-02 Score 96.695 Data time: 0.1768, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 6.0383 [2020-11-13 10:53:45,555][root][INFO] - ===> Epoch[500](12981/26): Loss -0.7169, Sem 0.0912, dir -0.9690, norm 0.1609, swav 0.0000 LR: 3.897e-02 Score 96.704 Data time: 0.3132, Forward time: 2.2617, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 6.9210 [2020-11-13 10:53:51,819][root][INFO] - ===> Epoch[500](12982/26): Loss -0.7634, Sem 0.0894, dir -0.9772, norm 0.1244, swav 0.0000 LR: 3.897e-02 Score 96.877 Data time: 0.2061, Forward time: 2.2617, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 6.1171 [2020-11-13 10:53:57,139][root][INFO] - ===> Epoch[500](12983/26): Loss -0.7547, Sem 0.0696, dir -0.9703, norm 0.1460, swav 0.0000 LR: 3.896e-02 Score 97.661 Data time: 0.2129, Forward time: 2.2617, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 5.1953 [2020-11-13 10:54:02,674][root][INFO] - ===> Epoch[500](12984/26): Loss -0.7435, Sem 0.0953, dir -0.9734, norm 0.1346, swav 0.0000 LR: 3.896e-02 Score 96.498 Data time: 0.1796, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 5.4279 [2020-11-13 10:54:09,107][root][INFO] - ===> Epoch[500](12985/26): Loss -0.7494, Sem 0.0874, dir -0.9723, norm 0.1355, swav 0.0000 LR: 3.895e-02 Score 97.103 Data time: 0.2266, Forward time: 2.2617, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 6.3480 [2020-11-13 10:54:14,212][root][INFO] - ===> Epoch[500](12986/26): Loss -0.7583, Sem 0.0783, dir -0.9716, norm 0.1350, swav 0.0000 LR: 3.895e-02 Score 97.263 Data time: 0.2030, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 4.9938 [2020-11-13 10:54:19,588][root][INFO] - ===> Epoch[500](12987/26): Loss -0.7451, Sem 0.0828, dir -0.9732, norm 0.1453, swav 0.0000 LR: 3.894e-02 Score 97.125 Data time: 0.2381, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.2608 [2020-11-13 10:54:24,739][root][INFO] - ===> Epoch[500](12988/26): Loss -0.7540, Sem 0.0800, dir -0.9728, norm 0.1388, swav 0.0000 LR: 3.894e-02 Score 97.218 Data time: 0.2387, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.0363 [2020-11-13 10:54:31,381][root][INFO] - ===> Epoch[500](12989/26): Loss -0.7132, Sem 0.1096, dir -0.9654, norm 0.1426, swav 0.0000 LR: 3.893e-02 Score 96.386 Data time: 0.3017, Forward time: 2.2617, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 6.5200 [2020-11-13 10:54:36,660][root][INFO] - ===> Epoch[500](12990/26): Loss -0.7570, Sem 0.0814, dir -0.9724, norm 0.1340, swav 0.0000 LR: 3.893e-02 Score 97.177 Data time: 0.1904, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0052, Total iter time: 5.1582 [2020-11-13 10:54:41,523][root][INFO] - ===> Epoch[500](12991/26): Loss -0.7623, Sem 0.0783, dir -0.9722, norm 0.1316, swav 0.0000 LR: 3.892e-02 Score 97.267 Data time: 0.1612, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0052, Total iter time: 4.7571 [2020-11-13 10:54:47,127][root][INFO] - ===> Epoch[500](12992/26): Loss -0.7482, Sem 0.0848, dir -0.9681, norm 0.1351, swav 0.0000 LR: 3.892e-02 Score 96.954 Data time: 0.1427, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.5005 [2020-11-13 10:54:53,216][root][INFO] - ===> Epoch[500](12993/26): Loss -0.7556, Sem 0.0769, dir -0.9729, norm 0.1403, swav 0.0000 LR: 3.891e-02 Score 97.363 Data time: 0.2314, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 6.0580 [2020-11-13 10:54:59,542][root][INFO] - ===> Epoch[500](12994/26): Loss -0.7434, Sem 0.0938, dir -0.9725, norm 0.1353, swav 0.0000 LR: 3.891e-02 Score 96.701 Data time: 0.1611, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 6.2189 [2020-11-13 10:55:05,259][root][INFO] - ===> Epoch[500](12995/26): Loss -0.7420, Sem 0.0846, dir -0.9733, norm 0.1468, swav 0.0000 LR: 3.890e-02 Score 97.080 Data time: 0.2468, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.6249 [2020-11-13 10:55:11,009][root][INFO] - ===> Epoch[500](12996/26): Loss -0.7601, Sem 0.0819, dir -0.9740, norm 0.1320, swav 0.0000 LR: 3.890e-02 Score 97.063 Data time: 0.2513, Forward time: 2.2617, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.6305 [2020-11-13 10:55:16,909][root][INFO] - ===> Epoch[500](12997/26): Loss -0.7363, Sem 0.0843, dir -0.9691, norm 0.1485, swav 0.0000 LR: 3.889e-02 Score 96.899 Data time: 0.2211, Forward time: 2.2617, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.7833 [2020-11-13 10:55:23,324][root][INFO] - ===> Epoch[500](12998/26): Loss -0.7353, Sem 0.0843, dir -0.9724, norm 0.1527, swav 0.0000 LR: 3.889e-02 Score 97.137 Data time: 0.1861, Forward time: 2.2617, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 6.2817 [2020-11-13 10:55:29,860][root][INFO] - ===> Epoch[500](12999/26): Loss -0.7550, Sem 0.0861, dir -0.9701, norm 0.1290, swav 0.0000 LR: 3.888e-02 Score 97.000 Data time: 0.1607, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 6.4208 [2020-11-13 10:55:35,975][root][INFO] - ===> Epoch[500](13000/26): Loss -0.7524, Sem 0.0818, dir -0.9706, norm 0.1364, swav 0.0000 LR: 3.888e-02 Score 97.117 Data time: 0.2042, Forward time: 2.2616, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 6.0239 [2020-11-13 10:55:39,678][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 10:55:39,946][root][INFO] - ===> Start testing [2020-11-13 10:57:10,349][root][INFO] - 101/312: Data time: 0.0066, Iter time: 0.1719 Loss 0.097 (AVG: 0.519) Score 97.328 (AVG: 89.536) mIOU 70.826 mAP 74.486 mAcc 78.653 IOU: 84.859 96.462 63.983 81.757 90.579 83.060 78.198 63.869 59.330 80.733 29.814 67.344 59.610 69.900 54.734 47.298 92.602 67.154 89.309 55.925 mAP: 80.923 96.831 65.394 62.652 90.610 76.548 78.145 78.582 66.857 64.982 52.382 62.287 61.831 85.054 67.705 70.934 95.455 88.911 83.944 59.697 mAcc: 94.124 98.825 75.722 85.586 94.902 91.150 92.828 79.332 71.798 95.790 32.970 79.011 70.099 81.471 56.725 49.142 96.682 71.631 91.663 63.611 [2020-11-13 10:58:42,768][root][INFO] - 201/312: Data time: 0.0066, Iter time: 0.3827 Loss 0.388 (AVG: 0.487) Score 88.986 (AVG: 89.811) mIOU 71.528 mAP 76.306 mAcc 79.712 IOU: 85.191 96.616 58.843 83.903 92.262 84.878 75.280 65.112 64.602 79.873 25.222 69.579 61.378 72.868 55.698 53.626 93.376 71.758 88.393 52.099 mAP: 81.222 96.125 61.988 74.619 91.064 75.988 76.523 75.627 69.793 77.708 56.386 61.594 65.644 81.920 62.700 81.598 96.033 89.968 86.549 63.077 mAcc: 93.758 98.783 72.796 87.410 96.051 92.476 87.550 82.301 76.518 93.038 28.449 79.626 77.079 85.212 58.404 57.671 95.824 79.136 93.829 58.325 [2020-11-13 11:00:17,895][root][INFO] - 301/312: Data time: 0.0104, Iter time: 0.6789 Loss 0.496 (AVG: 0.499) Score 87.189 (AVG: 89.697) mIOU 71.053 mAP 75.929 mAcc 79.329 IOU: 84.912 96.381 63.577 83.170 91.994 85.327 73.118 63.262 65.001 78.575 27.046 66.650 60.511 68.537 55.770 53.105 91.836 67.454 88.151 56.684 mAP: 80.565 95.952 64.279 73.970 91.525 79.842 75.421 73.853 69.729 75.454 56.770 57.887 65.600 83.367 60.143 83.616 95.630 85.957 86.054 62.977 mAcc: 93.987 98.793 76.473 86.161 96.290 91.956 86.944 79.275 76.321 92.576 31.023 78.861 75.121 84.418 58.940 58.153 94.386 72.753 92.713 61.428 [2020-11-13 11:00:28,544][root][INFO] - 312/312: Data time: 0.0031, Iter time: 0.3566 Loss 0.180 (AVG: 0.500) Score 94.196 (AVG: 89.660) mIOU 70.697 mAP 75.623 mAcc 79.048 IOU: 84.916 96.455 63.338 83.159 91.573 83.032 72.801 62.530 65.201 79.097 27.274 66.612 60.255 67.531 55.749 52.003 90.047 68.047 88.151 56.162 mAP: 80.651 95.999 63.833 73.970 91.104 80.353 74.826 73.411 69.603 74.626 55.919 58.336 65.467 81.982 60.143 81.384 95.754 86.070 86.054 62.984 mAcc: 93.976 98.821 76.442 86.161 96.319 90.154 86.864 78.714 76.623 92.493 31.251 78.712 74.503 82.878 58.940 56.835 94.365 73.352 92.713 60.846 [2020-11-13 11:00:28,548][root][INFO] - Finished test. Elapsed time: 288.5980 [2020-11-13 11:00:39,088][root][INFO] - [2020-11-13 11:00:39,089][root][INFO] - ################################################################ [2020-11-13 11:00:39,089][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 11:00:39,089][root][INFO] - ################################################################ [2020-11-13 11:00:39,089][root][INFO] - cabinet : 0.270 0.481 0.703 [2020-11-13 11:00:39,089][root][INFO] - bed : 0.349 0.728 0.840 [2020-11-13 11:00:39,089][root][INFO] - chair : 0.741 0.883 0.923 [2020-11-13 11:00:39,089][root][INFO] - sofa : 0.429 0.674 0.822 [2020-11-13 11:00:39,089][root][INFO] - table : 0.445 0.672 0.795 [2020-11-13 11:00:39,089][root][INFO] - door : 0.251 0.472 0.609 [2020-11-13 11:00:39,089][root][INFO] - window : 0.227 0.397 0.621 [2020-11-13 11:00:39,089][root][INFO] - bookshelf : 0.252 0.626 0.779 [2020-11-13 11:00:39,089][root][INFO] - picture : 0.173 0.264 0.395 [2020-11-13 11:00:39,089][root][INFO] - counter : 0.089 0.337 0.644 [2020-11-13 11:00:39,089][root][INFO] - desk : 0.079 0.276 0.669 [2020-11-13 11:00:39,089][root][INFO] - curtain : 0.316 0.556 0.677 [2020-11-13 11:00:39,089][root][INFO] - refrigerator : 0.381 0.471 0.505 [2020-11-13 11:00:39,089][root][INFO] - shower curtain : 0.455 0.630 0.630 [2020-11-13 11:00:39,089][root][INFO] - toilet : 0.849 0.983 0.999 [2020-11-13 11:00:39,089][root][INFO] - sink : 0.368 0.619 0.843 [2020-11-13 11:00:39,089][root][INFO] - bathtub : 0.635 0.837 0.871 [2020-11-13 11:00:39,090][root][INFO] - otherfurniture : 0.380 0.519 0.628 [2020-11-13 11:00:39,090][root][INFO] - ---------------------------------------------------------------- [2020-11-13 11:00:39,090][root][INFO] - average : 0.372 0.579 0.720 [2020-11-13 11:00:39,090][root][INFO] - [2020-11-13 11:00:39,347][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 11:00:39,348][root][INFO] - Current best mIoU: 72.127 at iter 12000 [2020-11-13 11:00:44,004][root][INFO] - ===> Epoch[501](13001/26): Loss -0.7664, Sem 0.0701, dir -0.9739, norm 0.1374, swav 0.0000 LR: 3.887e-02 Score 97.558 Data time: 0.2006, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 4.6483 [2020-11-13 11:00:49,341][root][INFO] - ===> Epoch[501](13002/26): Loss -0.7411, Sem 0.0964, dir -0.9706, norm 0.1331, swav 0.0000 LR: 3.887e-02 Score 96.876 Data time: 0.2624, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.2126 [2020-11-13 11:00:54,131][root][INFO] - ===> Epoch[501](13003/26): Loss -0.7447, Sem 0.0896, dir -0.9730, norm 0.1387, swav 0.0000 LR: 3.886e-02 Score 96.936 Data time: 0.1902, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 4.6843 [2020-11-13 11:00:59,879][root][INFO] - ===> Epoch[501](13004/26): Loss -0.7613, Sem 0.0823, dir -0.9730, norm 0.1293, swav 0.0000 LR: 3.886e-02 Score 97.037 Data time: 0.1835, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.6543 [2020-11-13 11:01:06,953][root][INFO] - ===> Epoch[501](13005/26): Loss -0.7353, Sem 0.0873, dir -0.9698, norm 0.1472, swav 0.0000 LR: 3.885e-02 Score 97.016 Data time: 0.1622, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 6.9395 [2020-11-13 11:01:12,636][root][INFO] - ===> Epoch[501](13006/26): Loss -0.7658, Sem 0.0756, dir -0.9730, norm 0.1315, swav 0.0000 LR: 3.885e-02 Score 97.407 Data time: 0.1821, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 5.5930 [2020-11-13 11:01:18,470][root][INFO] - ===> Epoch[501](13007/26): Loss -0.7698, Sem 0.0711, dir -0.9676, norm 0.1267, swav 0.0000 LR: 3.884e-02 Score 97.556 Data time: 0.2210, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 5.7443 [2020-11-13 11:01:24,109][root][INFO] - ===> Epoch[501](13008/26): Loss -0.7656, Sem 0.0761, dir -0.9767, norm 0.1349, swav 0.0000 LR: 3.884e-02 Score 97.356 Data time: 0.1876, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 5.5361 [2020-11-13 11:01:30,443][root][INFO] - ===> Epoch[501](13009/26): Loss -0.7610, Sem 0.0842, dir -0.9753, norm 0.1301, swav 0.0000 LR: 3.883e-02 Score 97.097 Data time: 0.2658, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 6.0552 [2020-11-13 11:01:35,151][root][INFO] - ===> Epoch[501](13010/26): Loss -0.7244, Sem 0.0959, dir -0.9649, norm 0.1446, swav 0.0000 LR: 3.883e-02 Score 96.508 Data time: 0.1983, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 4.5649 [2020-11-13 11:01:42,023][root][INFO] - ===> Epoch[501](13011/26): Loss -0.7185, Sem 0.0943, dir -0.9660, norm 0.1532, swav 0.0000 LR: 3.882e-02 Score 96.719 Data time: 0.1820, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 6.7805 [2020-11-13 11:01:46,622][root][INFO] - ===> Epoch[501](13012/26): Loss -0.7517, Sem 0.0870, dir -0.9724, norm 0.1337, swav 0.0000 LR: 3.882e-02 Score 96.962 Data time: 0.2119, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 4.4788 [2020-11-13 11:01:51,838][root][INFO] - ===> Epoch[501](13013/26): Loss -0.7659, Sem 0.0724, dir -0.9739, norm 0.1356, swav 0.0000 LR: 3.881e-02 Score 97.454 Data time: 0.2347, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.1141 [2020-11-13 11:01:57,726][root][INFO] - ===> Epoch[501](13014/26): Loss -0.7547, Sem 0.0844, dir -0.9711, norm 0.1320, swav 0.0000 LR: 3.881e-02 Score 96.992 Data time: 0.1932, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 5.7649 [2020-11-13 11:02:03,819][root][INFO] - ===> Epoch[501](13015/26): Loss -0.7521, Sem 0.0766, dir -0.9671, norm 0.1384, swav 0.0000 LR: 3.880e-02 Score 97.357 Data time: 0.1716, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 5.9866 [2020-11-13 11:02:11,722][root][INFO] - ===> Epoch[501](13016/26): Loss -0.7534, Sem 0.0884, dir -0.9714, norm 0.1296, swav 0.0000 LR: 3.880e-02 Score 96.855 Data time: 0.2024, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0052, Total iter time: 7.8019 [2020-11-13 11:02:16,576][root][INFO] - ===> Epoch[501](13017/26): Loss -0.7435, Sem 0.0784, dir -0.9739, norm 0.1521, swav 0.0000 LR: 3.879e-02 Score 97.277 Data time: 0.2058, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 4.7519 [2020-11-13 11:02:22,620][root][INFO] - ===> Epoch[501](13018/26): Loss -0.7225, Sem 0.1000, dir -0.9707, norm 0.1482, swav 0.0000 LR: 3.879e-02 Score 96.630 Data time: 0.2156, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 5.9422 [2020-11-13 11:02:29,211][root][INFO] - ===> Epoch[501](13019/26): Loss -0.7824, Sem 0.0680, dir -0.9749, norm 0.1245, swav 0.0000 LR: 3.878e-02 Score 97.686 Data time: 0.2381, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0052, Total iter time: 6.4717 [2020-11-13 11:02:33,979][root][INFO] - ===> Epoch[501](13020/26): Loss -0.7621, Sem 0.0806, dir -0.9745, norm 0.1318, swav 0.0000 LR: 3.878e-02 Score 97.122 Data time: 0.2059, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 4.6444 [2020-11-13 11:02:39,643][root][INFO] - ===> Epoch[501](13021/26): Loss -0.7403, Sem 0.0905, dir -0.9718, norm 0.1411, swav 0.0000 LR: 3.877e-02 Score 96.914 Data time: 0.2342, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 5.5665 [2020-11-13 11:02:45,435][root][INFO] - ===> Epoch[501](13022/26): Loss -0.7560, Sem 0.0799, dir -0.9715, norm 0.1356, swav 0.0000 LR: 3.877e-02 Score 97.219 Data time: 0.2524, Forward time: 2.2616, Backward time: 3.1104, DDP time: 0.0052, Total iter time: 5.6770 [2020-11-13 11:02:49,822][root][INFO] - ===> Epoch[501](13023/26): Loss -0.7634, Sem 0.0751, dir -0.9742, norm 0.1357, swav 0.0000 LR: 3.876e-02 Score 97.455 Data time: 0.2197, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 4.2605 [2020-11-13 11:02:54,781][root][INFO] - ===> Epoch[501](13024/26): Loss -0.7734, Sem 0.0795, dir -0.9738, norm 0.1208, swav 0.0000 LR: 3.876e-02 Score 97.153 Data time: 0.1870, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 4.8534 [2020-11-13 11:03:00,659][root][INFO] - ===> Epoch[501](13025/26): Loss -0.7697, Sem 0.0758, dir -0.9727, norm 0.1272, swav 0.0000 LR: 3.875e-02 Score 97.332 Data time: 0.2035, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.7739 [2020-11-13 11:03:06,730][root][INFO] - ===> Epoch[501](13026/26): Loss -0.7570, Sem 0.0902, dir -0.9740, norm 0.1268, swav 0.0000 LR: 3.875e-02 Score 96.884 Data time: 0.2049, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 5.9705 [2020-11-13 11:03:12,106][root][INFO] - ===> Epoch[502](13027/26): Loss -0.7729, Sem 0.0762, dir -0.9757, norm 0.1266, swav 0.0000 LR: 3.874e-02 Score 97.229 Data time: 0.1926, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.2647 [2020-11-13 11:03:17,825][root][INFO] - ===> Epoch[502](13028/26): Loss -0.7341, Sem 0.0835, dir -0.9690, norm 0.1514, swav 0.0000 LR: 3.874e-02 Score 97.129 Data time: 0.2103, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.6248 [2020-11-13 11:03:23,745][root][INFO] - ===> Epoch[502](13029/26): Loss -0.7310, Sem 0.0950, dir -0.9702, norm 0.1442, swav 0.0000 LR: 3.873e-02 Score 96.914 Data time: 0.2104, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0052, Total iter time: 5.8223 [2020-11-13 11:03:29,621][root][INFO] - ===> Epoch[502](13030/26): Loss -0.7621, Sem 0.0749, dir -0.9690, norm 0.1320, swav 0.0000 LR: 3.873e-02 Score 97.408 Data time: 0.2566, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0052, Total iter time: 5.7909 [2020-11-13 11:03:37,113][root][INFO] - ===> Epoch[502](13031/26): Loss -0.7403, Sem 0.0890, dir -0.9709, norm 0.1415, swav 0.0000 LR: 3.872e-02 Score 96.735 Data time: 0.2113, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 7.3699 [2020-11-13 11:03:41,544][root][INFO] - ===> Epoch[502](13032/26): Loss -0.7909, Sem 0.0686, dir -0.9792, norm 0.1196, swav 0.0000 LR: 3.872e-02 Score 97.561 Data time: 0.2125, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.3362 [2020-11-13 11:03:46,817][root][INFO] - ===> Epoch[502](13033/26): Loss -0.7580, Sem 0.0883, dir -0.9755, norm 0.1292, swav 0.0000 LR: 3.871e-02 Score 96.911 Data time: 0.2364, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.1636 [2020-11-13 11:03:53,731][root][INFO] - ===> Epoch[502](13034/26): Loss -0.7705, Sem 0.0774, dir -0.9757, norm 0.1279, swav 0.0000 LR: 3.871e-02 Score 97.196 Data time: 0.2517, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.7965 [2020-11-13 11:03:59,157][root][INFO] - ===> Epoch[502](13035/26): Loss -0.7427, Sem 0.0922, dir -0.9698, norm 0.1350, swav 0.0000 LR: 3.870e-02 Score 96.860 Data time: 0.2105, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.2823 [2020-11-13 11:04:04,044][root][INFO] - ===> Epoch[502](13036/26): Loss -0.7758, Sem 0.0774, dir -0.9782, norm 0.1250, swav 0.0000 LR: 3.870e-02 Score 97.225 Data time: 0.1548, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 4.7623 [2020-11-13 11:04:10,851][root][INFO] - ===> Epoch[502](13037/26): Loss -0.7654, Sem 0.0837, dir -0.9748, norm 0.1256, swav 0.0000 LR: 3.869e-02 Score 97.087 Data time: 0.1686, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.7323 [2020-11-13 11:04:16,785][root][INFO] - ===> Epoch[502](13038/26): Loss -0.7566, Sem 0.0801, dir -0.9681, norm 0.1314, swav 0.0000 LR: 3.869e-02 Score 97.175 Data time: 0.1443, Forward time: 2.2614, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.8098 [2020-11-13 11:04:22,649][root][INFO] - ===> Epoch[502](13039/26): Loss -0.7770, Sem 0.0765, dir -0.9762, norm 0.1228, swav 0.0000 LR: 3.868e-02 Score 97.270 Data time: 0.1958, Forward time: 2.2614, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.8189 [2020-11-13 11:04:28,661][root][INFO] - ===> Epoch[502](13040/26): Loss -0.7655, Sem 0.0828, dir -0.9729, norm 0.1245, swav 0.0000 LR: 3.868e-02 Score 97.203 Data time: 0.2745, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.9064 [2020-11-13 11:04:36,207][root][INFO] - ===> Epoch[502](13041/26): Loss -0.7648, Sem 0.0812, dir -0.9762, norm 0.1303, swav 0.0000 LR: 3.867e-02 Score 97.193 Data time: 0.2717, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 7.4213 [2020-11-13 11:04:41,164][root][INFO] - ===> Epoch[502](13042/26): Loss -0.7525, Sem 0.0814, dir -0.9730, norm 0.1391, swav 0.0000 LR: 3.867e-02 Score 97.132 Data time: 0.1812, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 4.8249 [2020-11-13 11:04:47,403][root][INFO] - ===> Epoch[502](13043/26): Loss -0.7625, Sem 0.0841, dir -0.9773, norm 0.1308, swav 0.0000 LR: 3.866e-02 Score 97.226 Data time: 0.2343, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 6.1533 [2020-11-13 11:04:53,211][root][INFO] - ===> Epoch[502](13044/26): Loss -0.7703, Sem 0.0807, dir -0.9772, norm 0.1262, swav 0.0000 LR: 3.866e-02 Score 97.277 Data time: 0.1490, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 5.6919 [2020-11-13 11:04:59,093][root][INFO] - ===> Epoch[502](13045/26): Loss -0.7666, Sem 0.0805, dir -0.9759, norm 0.1289, swav 0.0000 LR: 3.865e-02 Score 97.112 Data time: 0.2029, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 5.8364 [2020-11-13 11:05:04,262][root][INFO] - ===> Epoch[502](13046/26): Loss -0.7611, Sem 0.0832, dir -0.9746, norm 0.1304, swav 0.0000 LR: 3.865e-02 Score 97.040 Data time: 0.2023, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 5.0701 [2020-11-13 11:05:10,048][root][INFO] - ===> Epoch[502](13047/26): Loss -0.7767, Sem 0.0752, dir -0.9725, norm 0.1205, swav 0.0000 LR: 3.864e-02 Score 97.330 Data time: 0.2597, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.6772 [2020-11-13 11:05:16,729][root][INFO] - ===> Epoch[502](13048/26): Loss -0.7729, Sem 0.0803, dir -0.9744, norm 0.1212, swav 0.0000 LR: 3.864e-02 Score 97.175 Data time: 0.2319, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 6.5583 [2020-11-13 11:05:22,528][root][INFO] - ===> Epoch[502](13049/26): Loss -0.7621, Sem 0.0852, dir -0.9771, norm 0.1298, swav 0.0000 LR: 3.863e-02 Score 97.022 Data time: 0.2399, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 5.6997 [2020-11-13 11:05:27,156][root][INFO] - ===> Epoch[502](13050/26): Loss -0.7794, Sem 0.0711, dir -0.9756, norm 0.1250, swav 0.0000 LR: 3.863e-02 Score 97.504 Data time: 0.2109, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 4.4968 [2020-11-13 11:05:32,271][root][INFO] - ===> Epoch[502](13051/26): Loss -0.7534, Sem 0.0802, dir -0.9726, norm 0.1391, swav 0.0000 LR: 3.862e-02 Score 97.219 Data time: 0.1811, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.0118 [2020-11-13 11:05:37,499][root][INFO] - ===> Epoch[502](13052/26): Loss -0.7836, Sem 0.0688, dir -0.9758, norm 0.1234, swav 0.0000 LR: 3.862e-02 Score 97.595 Data time: 0.1875, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.1414 [2020-11-13 11:05:42,936][root][INFO] - ===> Epoch[503](13053/26): Loss -0.7463, Sem 0.0777, dir -0.9668, norm 0.1428, swav 0.0000 LR: 3.861e-02 Score 97.291 Data time: 0.1714, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.3379 [2020-11-13 11:05:48,303][root][INFO] - ===> Epoch[503](13054/26): Loss -0.7771, Sem 0.0693, dir -0.9774, norm 0.1311, swav 0.0000 LR: 3.861e-02 Score 97.485 Data time: 0.1936, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.2844 [2020-11-13 11:05:55,025][root][INFO] - ===> Epoch[503](13055/26): Loss -0.7598, Sem 0.0822, dir -0.9762, norm 0.1343, swav 0.0000 LR: 3.860e-02 Score 97.142 Data time: 0.2827, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 6.6309 [2020-11-13 11:06:00,761][root][INFO] - ===> Epoch[503](13056/26): Loss -0.7449, Sem 0.0839, dir -0.9699, norm 0.1410, swav 0.0000 LR: 3.860e-02 Score 97.073 Data time: 0.2512, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.5950 [2020-11-13 11:06:06,188][root][INFO] - ===> Epoch[503](13057/26): Loss -0.7283, Sem 0.0900, dir -0.9692, norm 0.1509, swav 0.0000 LR: 3.859e-02 Score 96.751 Data time: 0.1644, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.3067 [2020-11-13 11:06:12,034][root][INFO] - ===> Epoch[503](13058/26): Loss -0.7687, Sem 0.0733, dir -0.9713, norm 0.1292, swav 0.0000 LR: 3.859e-02 Score 97.367 Data time: 0.2846, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.7824 [2020-11-13 11:06:17,430][root][INFO] - ===> Epoch[503](13059/26): Loss -0.7760, Sem 0.0728, dir -0.9758, norm 0.1270, swav 0.0000 LR: 3.858e-02 Score 97.418 Data time: 0.1835, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.2748 [2020-11-13 11:06:23,158][root][INFO] - ===> Epoch[503](13060/26): Loss -0.7433, Sem 0.0811, dir -0.9707, norm 0.1463, swav 0.0000 LR: 3.858e-02 Score 97.168 Data time: 0.1679, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.4754 [2020-11-13 11:06:29,039][root][INFO] - ===> Epoch[503](13061/26): Loss -0.7465, Sem 0.0863, dir -0.9686, norm 0.1358, swav 0.0000 LR: 3.857e-02 Score 96.753 Data time: 0.1202, Forward time: 2.2614, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.7965 [2020-11-13 11:06:33,895][root][INFO] - ===> Epoch[503](13062/26): Loss -0.7647, Sem 0.0797, dir -0.9712, norm 0.1268, swav 0.0000 LR: 3.857e-02 Score 97.206 Data time: 0.2138, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.8214 [2020-11-13 11:06:39,936][root][INFO] - ===> Epoch[503](13063/26): Loss -0.7696, Sem 0.0803, dir -0.9757, norm 0.1259, swav 0.0000 LR: 3.856e-02 Score 97.075 Data time: 0.2381, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.9350 [2020-11-13 11:06:45,445][root][INFO] - ===> Epoch[503](13064/26): Loss -0.7459, Sem 0.0847, dir -0.9736, norm 0.1430, swav 0.0000 LR: 3.856e-02 Score 97.003 Data time: 0.1491, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.3940 [2020-11-13 11:06:53,020][root][INFO] - ===> Epoch[503](13065/26): Loss -0.7686, Sem 0.0690, dir -0.9759, norm 0.1382, swav 0.0000 LR: 3.855e-02 Score 97.549 Data time: 0.1968, Forward time: 2.2614, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 7.5161 [2020-11-13 11:06:59,177][root][INFO] - ===> Epoch[503](13066/26): Loss -0.7524, Sem 0.0761, dir -0.9682, norm 0.1397, swav 0.0000 LR: 3.855e-02 Score 97.316 Data time: 0.2690, Forward time: 2.2614, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 6.0562 [2020-11-13 11:07:06,223][root][INFO] - ===> Epoch[503](13067/26): Loss -0.7652, Sem 0.0760, dir -0.9735, norm 0.1323, swav 0.0000 LR: 3.854e-02 Score 97.389 Data time: 0.3092, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 6.9301 [2020-11-13 11:07:10,800][root][INFO] - ===> Epoch[503](13068/26): Loss -0.7639, Sem 0.0742, dir -0.9672, norm 0.1291, swav 0.0000 LR: 3.854e-02 Score 97.325 Data time: 0.1535, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 4.4575 [2020-11-13 11:07:15,974][root][INFO] - ===> Epoch[503](13069/26): Loss -0.7756, Sem 0.0755, dir -0.9743, norm 0.1232, swav 0.0000 LR: 3.853e-02 Score 97.423 Data time: 0.2532, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.0880 [2020-11-13 11:07:20,815][root][INFO] - ===> Epoch[503](13070/26): Loss -0.7326, Sem 0.0943, dir -0.9707, norm 0.1437, swav 0.0000 LR: 3.853e-02 Score 96.739 Data time: 0.2185, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.7433 [2020-11-13 11:07:26,376][root][INFO] - ===> Epoch[503](13071/26): Loss -0.7732, Sem 0.0744, dir -0.9750, norm 0.1274, swav 0.0000 LR: 3.852e-02 Score 97.371 Data time: 0.1410, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.4630 [2020-11-13 11:07:33,035][root][INFO] - ===> Epoch[503](13072/26): Loss -0.7668, Sem 0.0782, dir -0.9742, norm 0.1292, swav 0.0000 LR: 3.852e-02 Score 97.247 Data time: 0.2172, Forward time: 2.2614, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 6.5980 [2020-11-13 11:07:38,958][root][INFO] - ===> Epoch[503](13073/26): Loss -0.7714, Sem 0.0719, dir -0.9723, norm 0.1291, swav 0.0000 LR: 3.851e-02 Score 97.459 Data time: 0.1963, Forward time: 2.2614, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.8202 [2020-11-13 11:07:45,222][root][INFO] - ===> Epoch[503](13074/26): Loss -0.7661, Sem 0.0723, dir -0.9732, norm 0.1348, swav 0.0000 LR: 3.851e-02 Score 97.444 Data time: 0.1599, Forward time: 2.2614, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 6.1620 [2020-11-13 11:07:51,523][root][INFO] - ===> Epoch[503](13075/26): Loss -0.7503, Sem 0.0841, dir -0.9709, norm 0.1365, swav 0.0000 LR: 3.850e-02 Score 97.141 Data time: 0.3008, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 6.2408 [2020-11-13 11:07:57,277][root][INFO] - ===> Epoch[503](13076/26): Loss -0.7655, Sem 0.0797, dir -0.9739, norm 0.1287, swav 0.0000 LR: 3.850e-02 Score 97.245 Data time: 0.2361, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 5.6152 [2020-11-13 11:08:03,125][root][INFO] - ===> Epoch[503](13077/26): Loss -0.7611, Sem 0.0845, dir -0.9756, norm 0.1300, swav 0.0000 LR: 3.849e-02 Score 97.043 Data time: 0.2053, Forward time: 2.2615, Backward time: 3.1105, DDP time: 0.0053, Total iter time: 5.7219 [2020-11-13 11:08:07,925][root][INFO] - ===> Epoch[503](13078/26): Loss -0.7718, Sem 0.0814, dir -0.9732, norm 0.1200, swav 0.0000 LR: 3.849e-02 Score 97.183 Data time: 0.2100, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 4.6866 [2020-11-13 11:08:13,681][root][INFO] - ===> Epoch[504](13079/26): Loss -0.7544, Sem 0.0878, dir -0.9731, norm 0.1309, swav 0.0000 LR: 3.848e-02 Score 96.862 Data time: 0.2335, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.6486 [2020-11-13 11:08:19,554][root][INFO] - ===> Epoch[504](13080/26): Loss -0.7545, Sem 0.0837, dir -0.9723, norm 0.1341, swav 0.0000 LR: 3.848e-02 Score 97.082 Data time: 0.1825, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 5.7618 [2020-11-13 11:08:24,163][root][INFO] - ===> Epoch[504](13081/26): Loss -0.7655, Sem 0.0841, dir -0.9750, norm 0.1254, swav 0.0000 LR: 3.847e-02 Score 97.247 Data time: 0.1666, Forward time: 2.2614, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 4.5135 [2020-11-13 11:08:29,212][root][INFO] - ===> Epoch[504](13082/26): Loss -0.7674, Sem 0.0767, dir -0.9769, norm 0.1329, swav 0.0000 LR: 3.847e-02 Score 97.322 Data time: 0.2026, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.9757 [2020-11-13 11:08:34,315][root][INFO] - ===> Epoch[504](13083/26): Loss -0.7494, Sem 0.0890, dir -0.9716, norm 0.1332, swav 0.0000 LR: 3.846e-02 Score 96.939 Data time: 0.1697, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.9875 [2020-11-13 11:08:39,299][root][INFO] - ===> Epoch[504](13084/26): Loss -0.7528, Sem 0.0831, dir -0.9724, norm 0.1365, swav 0.0000 LR: 3.846e-02 Score 97.093 Data time: 0.1999, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 4.8845 [2020-11-13 11:08:45,083][root][INFO] - ===> Epoch[504](13085/26): Loss -0.7657, Sem 0.0779, dir -0.9745, norm 0.1309, swav 0.0000 LR: 3.845e-02 Score 97.193 Data time: 0.2349, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.6608 [2020-11-13 11:08:50,774][root][INFO] - ===> Epoch[504](13086/26): Loss -0.7746, Sem 0.0737, dir -0.9749, norm 0.1266, swav 0.0000 LR: 3.845e-02 Score 97.380 Data time: 0.1852, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.5588 [2020-11-13 11:08:56,555][root][INFO] - ===> Epoch[504](13087/26): Loss -0.7637, Sem 0.0773, dir -0.9719, norm 0.1308, swav 0.0000 LR: 3.844e-02 Score 97.326 Data time: 0.2038, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.6677 [2020-11-13 11:09:03,082][root][INFO] - ===> Epoch[504](13088/26): Loss -0.7513, Sem 0.0871, dir -0.9764, norm 0.1379, swav 0.0000 LR: 3.844e-02 Score 96.921 Data time: 0.3388, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 6.4248 [2020-11-13 11:09:08,348][root][INFO] - ===> Epoch[504](13089/26): Loss -0.7739, Sem 0.0701, dir -0.9698, norm 0.1258, swav 0.0000 LR: 3.843e-02 Score 97.505 Data time: 0.1471, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.1265 [2020-11-13 11:09:13,633][root][INFO] - ===> Epoch[504](13090/26): Loss -0.7477, Sem 0.0796, dir -0.9706, norm 0.1433, swav 0.0000 LR: 3.843e-02 Score 97.246 Data time: 0.1879, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.1863 [2020-11-13 11:09:19,174][root][INFO] - ===> Epoch[504](13091/26): Loss -0.7718, Sem 0.0733, dir -0.9754, norm 0.1304, swav 0.0000 LR: 3.842e-02 Score 97.455 Data time: 0.2209, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.4406 [2020-11-13 11:09:24,747][root][INFO] - ===> Epoch[504](13092/26): Loss -0.7725, Sem 0.0755, dir -0.9745, norm 0.1265, swav 0.0000 LR: 3.842e-02 Score 97.255 Data time: 0.1869, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.4361 [2020-11-13 11:09:31,006][root][INFO] - ===> Epoch[504](13093/26): Loss -0.7449, Sem 0.0770, dir -0.9739, norm 0.1520, swav 0.0000 LR: 3.841e-02 Score 97.362 Data time: 0.2400, Forward time: 2.2614, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 6.1979 [2020-11-13 11:09:37,387][root][INFO] - ===> Epoch[504](13094/26): Loss -0.7543, Sem 0.0836, dir -0.9737, norm 0.1359, swav 0.0000 LR: 3.841e-02 Score 97.162 Data time: 0.3346, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 6.2877 [2020-11-13 11:09:44,940][root][INFO] - ===> Epoch[504](13095/26): Loss -0.7680, Sem 0.0781, dir -0.9736, norm 0.1275, swav 0.0000 LR: 3.840e-02 Score 97.366 Data time: 0.3757, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 7.4233 [2020-11-13 11:09:51,054][root][INFO] - ===> Epoch[504](13096/26): Loss -0.7552, Sem 0.0805, dir -0.9729, norm 0.1373, swav 0.0000 LR: 3.840e-02 Score 97.158 Data time: 0.2415, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.9817 [2020-11-13 11:09:56,280][root][INFO] - ===> Epoch[504](13097/26): Loss -0.7531, Sem 0.0852, dir -0.9739, norm 0.1355, swav 0.0000 LR: 3.839e-02 Score 96.932 Data time: 0.1841, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.0988 [2020-11-13 11:10:02,416][root][INFO] - ===> Epoch[504](13098/26): Loss -0.7616, Sem 0.0717, dir -0.9682, norm 0.1349, swav 0.0000 LR: 3.839e-02 Score 97.501 Data time: 0.2216, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 6.0355 [2020-11-13 11:10:08,589][root][INFO] - ===> Epoch[504](13099/26): Loss -0.7838, Sem 0.0738, dir -0.9782, norm 0.1205, swav 0.0000 LR: 3.838e-02 Score 97.353 Data time: 0.1845, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.0739 [2020-11-13 11:10:14,311][root][INFO] - ===> Epoch[504](13100/26): Loss -0.7671, Sem 0.0840, dir -0.9763, norm 0.1252, swav 0.0000 LR: 3.838e-02 Score 96.967 Data time: 0.2656, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.6290 [2020-11-13 11:10:20,755][root][INFO] - ===> Epoch[504](13101/26): Loss -0.7635, Sem 0.0767, dir -0.9713, norm 0.1311, swav 0.0000 LR: 3.837e-02 Score 97.348 Data time: 0.1425, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.3323 [2020-11-13 11:10:26,044][root][INFO] - ===> Epoch[504](13102/26): Loss -0.7557, Sem 0.0862, dir -0.9743, norm 0.1324, swav 0.0000 LR: 3.837e-02 Score 96.915 Data time: 0.2398, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.2133 [2020-11-13 11:10:30,885][root][INFO] - ===> Epoch[504](13103/26): Loss -0.7673, Sem 0.0801, dir -0.9745, norm 0.1271, swav 0.0000 LR: 3.836e-02 Score 97.203 Data time: 0.2102, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 4.7409 [2020-11-13 11:10:36,779][root][INFO] - ===> Epoch[504](13104/26): Loss -0.7562, Sem 0.0783, dir -0.9755, norm 0.1409, swav 0.0000 LR: 3.836e-02 Score 97.201 Data time: 0.1932, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.7795 [2020-11-13 11:10:42,332][root][INFO] - ===> Epoch[505](13105/26): Loss -0.7714, Sem 0.0772, dir -0.9725, norm 0.1239, swav 0.0000 LR: 3.835e-02 Score 97.300 Data time: 0.2227, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.4646 [2020-11-13 11:10:48,422][root][INFO] - ===> Epoch[505](13106/26): Loss -0.7563, Sem 0.0800, dir -0.9704, norm 0.1340, swav 0.0000 LR: 3.835e-02 Score 97.253 Data time: 0.3069, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.9754 [2020-11-13 11:10:53,835][root][INFO] - ===> Epoch[505](13107/26): Loss -0.7389, Sem 0.0871, dir -0.9730, norm 0.1471, swav 0.0000 LR: 3.834e-02 Score 97.067 Data time: 0.2097, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.2898 [2020-11-13 11:10:59,928][root][INFO] - ===> Epoch[505](13108/26): Loss -0.7406, Sem 0.0928, dir -0.9773, norm 0.1440, swav 0.0000 LR: 3.834e-02 Score 96.767 Data time: 0.2069, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.9679 [2020-11-13 11:11:08,355][root][INFO] - ===> Epoch[505](13109/26): Loss -0.7793, Sem 0.0762, dir -0.9745, norm 0.1191, swav 0.0000 LR: 3.833e-02 Score 97.308 Data time: 0.2673, Forward time: 2.2616, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 8.3227 [2020-11-13 11:11:13,059][root][INFO] - ===> Epoch[505](13110/26): Loss -0.7416, Sem 0.0959, dir -0.9724, norm 0.1348, swav 0.0000 LR: 3.833e-02 Score 96.765 Data time: 0.1951, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.5878 [2020-11-13 11:11:18,209][root][INFO] - ===> Epoch[505](13111/26): Loss -0.7412, Sem 0.0881, dir -0.9713, norm 0.1420, swav 0.0000 LR: 3.832e-02 Score 97.170 Data time: 0.2402, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.0737 [2020-11-13 11:11:24,657][root][INFO] - ===> Epoch[505](13112/26): Loss -0.7438, Sem 0.1011, dir -0.9728, norm 0.1279, swav 0.0000 LR: 3.832e-02 Score 96.479 Data time: 0.2481, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.3319 [2020-11-13 11:11:29,928][root][INFO] - ===> Epoch[505](13113/26): Loss -0.7261, Sem 0.0940, dir -0.9735, norm 0.1533, swav 0.0000 LR: 3.831e-02 Score 96.516 Data time: 0.2177, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.1497 [2020-11-13 11:11:35,964][root][INFO] - ===> Epoch[505](13114/26): Loss -0.7833, Sem 0.0687, dir -0.9744, norm 0.1223, swav 0.0000 LR: 3.831e-02 Score 97.582 Data time: 0.1630, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.9286 [2020-11-13 11:11:41,849][root][INFO] - ===> Epoch[505](13115/26): Loss -0.7406, Sem 0.0925, dir -0.9749, norm 0.1418, swav 0.0000 LR: 3.830e-02 Score 96.800 Data time: 0.1820, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.8152 [2020-11-13 11:11:46,647][root][INFO] - ===> Epoch[505](13116/26): Loss -0.7462, Sem 0.0805, dir -0.9665, norm 0.1397, swav 0.0000 LR: 3.830e-02 Score 97.202 Data time: 0.2201, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.6989 [2020-11-13 11:11:52,639][root][INFO] - ===> Epoch[505](13117/26): Loss -0.7685, Sem 0.0781, dir -0.9752, norm 0.1286, swav 0.0000 LR: 3.829e-02 Score 97.324 Data time: 0.2139, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.8862 [2020-11-13 11:11:58,667][root][INFO] - ===> Epoch[505](13118/26): Loss -0.7646, Sem 0.0788, dir -0.9729, norm 0.1295, swav 0.0000 LR: 3.829e-02 Score 97.309 Data time: 0.2181, Forward time: 2.2616, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.9171 [2020-11-13 11:12:03,540][root][INFO] - ===> Epoch[505](13119/26): Loss -0.7649, Sem 0.0855, dir -0.9736, norm 0.1232, swav 0.0000 LR: 3.828e-02 Score 96.928 Data time: 0.1978, Forward time: 2.2616, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 4.7630 [2020-11-13 11:12:10,181][root][INFO] - ===> Epoch[505](13120/26): Loss -0.7739, Sem 0.0733, dir -0.9746, norm 0.1273, swav 0.0000 LR: 3.828e-02 Score 97.404 Data time: 0.1752, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.5288 [2020-11-13 11:12:16,701][root][INFO] - ===> Epoch[505](13121/26): Loss -0.7635, Sem 0.0786, dir -0.9735, norm 0.1315, swav 0.0000 LR: 3.827e-02 Score 97.105 Data time: 0.1343, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 6.4244 [2020-11-13 11:12:23,432][root][INFO] - ===> Epoch[505](13122/26): Loss -0.7582, Sem 0.0787, dir -0.9732, norm 0.1363, swav 0.0000 LR: 3.827e-02 Score 97.302 Data time: 0.3434, Forward time: 2.2615, Backward time: 3.1104, DDP time: 0.0053, Total iter time: 6.6945 [2020-11-13 11:12:27,622][root][INFO] - ===> Epoch[505](13123/26): Loss -0.7468, Sem 0.0866, dir -0.9731, norm 0.1397, swav 0.0000 LR: 3.826e-02 Score 96.902 Data time: 0.1755, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.0619 [2020-11-13 11:12:33,109][root][INFO] - ===> Epoch[505](13124/26): Loss -0.7702, Sem 0.0772, dir -0.9772, norm 0.1298, swav 0.0000 LR: 3.826e-02 Score 97.319 Data time: 0.1900, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.3684 [2020-11-13 11:12:37,848][root][INFO] - ===> Epoch[505](13125/26): Loss -0.7550, Sem 0.0824, dir -0.9706, norm 0.1333, swav 0.0000 LR: 3.825e-02 Score 97.070 Data time: 0.1572, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.6203 [2020-11-13 11:12:43,708][root][INFO] - ===> Epoch[505](13126/26): Loss -0.7536, Sem 0.0865, dir -0.9754, norm 0.1354, swav 0.0000 LR: 3.825e-02 Score 96.968 Data time: 0.1434, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.8066 [2020-11-13 11:12:48,774][root][INFO] - ===> Epoch[505](13127/26): Loss -0.7595, Sem 0.0842, dir -0.9738, norm 0.1302, swav 0.0000 LR: 3.824e-02 Score 97.109 Data time: 0.2663, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.9962 [2020-11-13 11:12:55,299][root][INFO] - ===> Epoch[505](13128/26): Loss -0.7545, Sem 0.0928, dir -0.9756, norm 0.1283, swav 0.0000 LR: 3.824e-02 Score 96.938 Data time: 0.2103, Forward time: 2.2614, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.4200 [2020-11-13 11:13:00,347][root][INFO] - ===> Epoch[505](13129/26): Loss -0.7394, Sem 0.0866, dir -0.9704, norm 0.1444, swav 0.0000 LR: 3.823e-02 Score 97.005 Data time: 0.2076, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 4.9235 [2020-11-13 11:13:05,734][root][INFO] - ===> Epoch[505](13130/26): Loss -0.7440, Sem 0.0769, dir -0.9701, norm 0.1492, swav 0.0000 LR: 3.823e-02 Score 97.579 Data time: 0.2481, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.2771 [2020-11-13 11:13:12,846][root][INFO] - ===> Epoch[506](13131/26): Loss -0.7488, Sem 0.0815, dir -0.9691, norm 0.1388, swav 0.0000 LR: 3.822e-02 Score 97.102 Data time: 0.2065, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 6.9628 [2020-11-13 11:13:18,062][root][INFO] - ===> Epoch[506](13132/26): Loss -0.7614, Sem 0.0761, dir -0.9733, norm 0.1359, swav 0.0000 LR: 3.822e-02 Score 97.386 Data time: 0.2497, Forward time: 2.2615, Backward time: 3.1103, DDP time: 0.0053, Total iter time: 5.0906 [2020-11-13 11:13:23,518][root][INFO] - ===> Epoch[506](13133/26): Loss -0.7582, Sem 0.0862, dir -0.9753, norm 0.1310, swav 0.0000 LR: 3.821e-02 Score 96.965 Data time: 0.2195, Forward time: 2.2615, Backward time: 3.1102, DDP time: 0.0053, Total iter time: 5.3471 [2020-11-13 11:13:28,511][root][INFO] - ===> Epoch[506](13134/26): Loss -0.7830, Sem 0.0703, dir -0.9754, norm 0.1221, swav 0.0000 LR: 3.821e-02 Score 97.512 Data time: 0.1853, Forward time: 2.2615, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 3.9737 [2020-11-13 11:13:34,453][root][INFO] - ===> Epoch[506](13135/26): Loss -0.7885, Sem 0.0737, dir -0.9764, norm 0.1143, swav 0.0000 LR: 3.820e-02 Score 97.397 Data time: 0.2182, Forward time: 2.2615, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.8436 [2020-11-13 11:13:40,045][root][INFO] - ===> Epoch[506](13136/26): Loss -0.7531, Sem 0.0808, dir -0.9702, norm 0.1362, swav 0.0000 LR: 3.820e-02 Score 97.159 Data time: 0.2482, Forward time: 2.2615, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.4786 [2020-11-13 11:13:46,063][root][INFO] - ===> Epoch[506](13137/26): Loss -0.7602, Sem 0.0815, dir -0.9725, norm 0.1308, swav 0.0000 LR: 3.819e-02 Score 97.129 Data time: 0.2650, Forward time: 2.2616, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.8956 [2020-11-13 11:13:52,508][root][INFO] - ===> Epoch[506](13138/26): Loss -0.7738, Sem 0.0790, dir -0.9757, norm 0.1229, swav 0.0000 LR: 3.819e-02 Score 97.165 Data time: 0.2036, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 6.3192 [2020-11-13 11:13:58,303][root][INFO] - ===> Epoch[506](13139/26): Loss -0.7745, Sem 0.0768, dir -0.9759, norm 0.1246, swav 0.0000 LR: 3.818e-02 Score 97.250 Data time: 0.1965, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.6914 [2020-11-13 11:14:03,954][root][INFO] - ===> Epoch[506](13140/26): Loss -0.7698, Sem 0.0720, dir -0.9740, norm 0.1322, swav 0.0000 LR: 3.818e-02 Score 97.436 Data time: 0.2018, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.5251 [2020-11-13 11:14:10,435][root][INFO] - ===> Epoch[506](13141/26): Loss -0.7556, Sem 0.0804, dir -0.9719, norm 0.1360, swav 0.0000 LR: 3.817e-02 Score 97.208 Data time: 0.2605, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 6.3714 [2020-11-13 11:14:16,823][root][INFO] - ===> Epoch[506](13142/26): Loss -0.7676, Sem 0.0767, dir -0.9784, norm 0.1342, swav 0.0000 LR: 3.817e-02 Score 97.273 Data time: 0.3302, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 6.2531 [2020-11-13 11:14:21,458][root][INFO] - ===> Epoch[506](13143/26): Loss -0.7801, Sem 0.0748, dir -0.9751, norm 0.1202, swav 0.0000 LR: 3.816e-02 Score 97.440 Data time: 0.2057, Forward time: 2.2616, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 4.5096 [2020-11-13 11:14:27,282][root][INFO] - ===> Epoch[506](13144/26): Loss -0.7603, Sem 0.0804, dir -0.9740, norm 0.1333, swav 0.0000 LR: 3.816e-02 Score 97.240 Data time: 0.2708, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.7255 [2020-11-13 11:14:34,477][root][INFO] - ===> Epoch[506](13145/26): Loss -0.7878, Sem 0.0710, dir -0.9760, norm 0.1172, swav 0.0000 LR: 3.815e-02 Score 97.531 Data time: 0.2596, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 7.0686 [2020-11-13 11:14:40,290][root][INFO] - ===> Epoch[506](13146/26): Loss -0.7539, Sem 0.0800, dir -0.9680, norm 0.1342, swav 0.0000 LR: 3.815e-02 Score 97.192 Data time: 0.1721, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.6927 [2020-11-13 11:14:45,466][root][INFO] - ===> Epoch[506](13147/26): Loss -0.7739, Sem 0.0722, dir -0.9763, norm 0.1302, swav 0.0000 LR: 3.814e-02 Score 97.467 Data time: 0.2599, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.0924 [2020-11-13 11:14:50,661][root][INFO] - ===> Epoch[506](13148/26): Loss -0.7477, Sem 0.0759, dir -0.9697, norm 0.1461, swav 0.0000 LR: 3.814e-02 Score 97.363 Data time: 0.2181, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.0917 [2020-11-13 11:14:57,628][root][INFO] - ===> Epoch[506](13149/26): Loss -0.7420, Sem 0.0875, dir -0.9705, norm 0.1410, swav 0.0000 LR: 3.813e-02 Score 97.014 Data time: 0.2062, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 6.8799 [2020-11-13 11:15:02,203][root][INFO] - ===> Epoch[506](13150/26): Loss -0.7630, Sem 0.0860, dir -0.9743, norm 0.1254, swav 0.0000 LR: 3.813e-02 Score 96.944 Data time: 0.2754, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 4.4637 [2020-11-13 11:15:07,386][root][INFO] - ===> Epoch[506](13151/26): Loss -0.7705, Sem 0.0797, dir -0.9744, norm 0.1243, swav 0.0000 LR: 3.812e-02 Score 97.164 Data time: 0.2329, Forward time: 2.2618, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.0868 [2020-11-13 11:15:12,526][root][INFO] - ===> Epoch[506](13152/26): Loss -0.7489, Sem 0.0838, dir -0.9695, norm 0.1368, swav 0.0000 LR: 3.812e-02 Score 97.095 Data time: 0.1935, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.0173 [2020-11-13 11:15:18,227][root][INFO] - ===> Epoch[506](13153/26): Loss -0.7636, Sem 0.0739, dir -0.9716, norm 0.1340, swav 0.0000 LR: 3.811e-02 Score 97.402 Data time: 0.1578, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.2991 [2020-11-13 11:15:24,433][root][INFO] - ===> Epoch[506](13154/26): Loss -0.7727, Sem 0.0792, dir -0.9751, norm 0.1233, swav 0.0000 LR: 3.811e-02 Score 97.097 Data time: 0.1803, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 6.1233 [2020-11-13 11:15:29,922][root][INFO] - ===> Epoch[506](13155/26): Loss -0.7622, Sem 0.0761, dir -0.9724, norm 0.1340, swav 0.0000 LR: 3.810e-02 Score 97.351 Data time: 0.2209, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.3830 [2020-11-13 11:15:36,590][root][INFO] - ===> Epoch[506](13156/26): Loss -0.7666, Sem 0.0737, dir -0.9725, norm 0.1322, swav 0.0000 LR: 3.810e-02 Score 97.417 Data time: 0.1764, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 6.5399 [2020-11-13 11:15:43,946][root][INFO] - ===> Epoch[507](13157/26): Loss -0.6928, Sem 0.1349, dir -0.9700, norm 0.1422, swav 0.0000 LR: 3.809e-02 Score 95.698 Data time: 0.1650, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 7.2553 [2020-11-13 11:15:49,409][root][INFO] - ===> Epoch[507](13158/26): Loss -0.7530, Sem 0.0750, dir -0.9704, norm 0.1424, swav 0.0000 LR: 3.809e-02 Score 97.367 Data time: 0.2307, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.3952 [2020-11-13 11:15:54,557][root][INFO] - ===> Epoch[507](13159/26): Loss -0.7481, Sem 0.0899, dir -0.9710, norm 0.1330, swav 0.0000 LR: 3.808e-02 Score 96.923 Data time: 0.2527, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.0316 [2020-11-13 11:15:59,565][root][INFO] - ===> Epoch[507](13160/26): Loss -0.7544, Sem 0.0864, dir -0.9726, norm 0.1317, swav 0.0000 LR: 3.808e-02 Score 96.925 Data time: 0.2243, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 4.8871 [2020-11-13 11:16:05,675][root][INFO] - ===> Epoch[507](13161/26): Loss -0.7419, Sem 0.0934, dir -0.9741, norm 0.1388, swav 0.0000 LR: 3.807e-02 Score 96.839 Data time: 0.1744, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.9908 [2020-11-13 11:16:11,673][root][INFO] - ===> Epoch[507](13162/26): Loss -0.7616, Sem 0.0793, dir -0.9705, norm 0.1297, swav 0.0000 LR: 3.807e-02 Score 97.259 Data time: 0.2485, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.9073 [2020-11-13 11:16:17,890][root][INFO] - ===> Epoch[507](13163/26): Loss -0.7426, Sem 0.0901, dir -0.9684, norm 0.1357, swav 0.0000 LR: 3.806e-02 Score 96.913 Data time: 0.1965, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 6.0870 [2020-11-13 11:16:23,391][root][INFO] - ===> Epoch[507](13164/26): Loss -0.7528, Sem 0.0831, dir -0.9705, norm 0.1346, swav 0.0000 LR: 3.806e-02 Score 97.127 Data time: 0.1391, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.3792 [2020-11-13 11:16:29,107][root][INFO] - ===> Epoch[507](13165/26): Loss -0.7656, Sem 0.0796, dir -0.9730, norm 0.1278, swav 0.0000 LR: 3.805e-02 Score 97.262 Data time: 0.2331, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.6557 [2020-11-13 11:16:35,986][root][INFO] - ===> Epoch[507](13166/26): Loss -0.7306, Sem 0.0961, dir -0.9703, norm 0.1436, swav 0.0000 LR: 3.805e-02 Score 96.420 Data time: 0.1798, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 6.7581 [2020-11-13 11:16:40,499][root][INFO] - ===> Epoch[507](13167/26): Loss -0.7759, Sem 0.0807, dir -0.9759, norm 0.1193, swav 0.0000 LR: 3.804e-02 Score 97.107 Data time: 0.1936, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 4.4445 [2020-11-13 11:16:46,365][root][INFO] - ===> Epoch[507](13168/26): Loss -0.7757, Sem 0.0739, dir -0.9759, norm 0.1263, swav 0.0000 LR: 3.804e-02 Score 97.318 Data time: 0.2149, Forward time: 2.2616, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.7417 [2020-11-13 11:16:52,393][root][INFO] - ===> Epoch[507](13169/26): Loss -0.7706, Sem 0.0767, dir -0.9764, norm 0.1290, swav 0.0000 LR: 3.803e-02 Score 97.273 Data time: 0.2472, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.9085 [2020-11-13 11:16:59,458][root][INFO] - ===> Epoch[507](13170/26): Loss -0.7405, Sem 0.0862, dir -0.9715, norm 0.1448, swav 0.0000 LR: 3.803e-02 Score 96.904 Data time: 0.2067, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 6.9370 [2020-11-13 11:17:04,547][root][INFO] - ===> Epoch[507](13171/26): Loss -0.7758, Sem 0.0719, dir -0.9737, norm 0.1260, swav 0.0000 LR: 3.802e-02 Score 97.468 Data time: 0.2044, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 4.9850 [2020-11-13 11:17:09,885][root][INFO] - ===> Epoch[507](13172/26): Loss -0.7750, Sem 0.0744, dir -0.9759, norm 0.1265, swav 0.0000 LR: 3.802e-02 Score 97.400 Data time: 0.1495, Forward time: 2.2617, Backward time: 3.1101, DDP time: 0.0053, Total iter time: 5.2240 [2020-11-13 11:17:14,781][root][INFO] - ===> Epoch[507](13173/26): Loss -0.7590, Sem 0.0845, dir -0.9717, norm 0.1282, swav 0.0000 LR: 3.801e-02 Score 96.959 Data time: 0.2186, Forward time: 2.2616, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 4.8220 [2020-11-13 11:17:20,462][root][INFO] - ===> Epoch[507](13174/26): Loss -0.7694, Sem 0.0807, dir -0.9754, norm 0.1253, swav 0.0000 LR: 3.801e-02 Score 97.266 Data time: 0.2390, Forward time: 2.2617, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.5819 [2020-11-13 11:17:25,934][root][INFO] - ===> Epoch[507](13175/26): Loss -0.7258, Sem 0.0894, dir -0.9674, norm 0.1523, swav 0.0000 LR: 3.800e-02 Score 96.898 Data time: 0.2677, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.3549 [2020-11-13 11:17:30,999][root][INFO] - ===> Epoch[507](13176/26): Loss -0.7681, Sem 0.0683, dir -0.9744, norm 0.1380, swav 0.0000 LR: 3.800e-02 Score 97.662 Data time: 0.2314, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.9496 [2020-11-13 11:17:35,860][root][INFO] - ===> Epoch[507](13177/26): Loss -0.7855, Sem 0.0734, dir -0.9763, norm 0.1174, swav 0.0000 LR: 3.799e-02 Score 97.524 Data time: 0.2311, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.7253 [2020-11-13 11:17:41,498][root][INFO] - ===> Epoch[507](13178/26): Loss -0.7391, Sem 0.0855, dir -0.9708, norm 0.1463, swav 0.0000 LR: 3.799e-02 Score 97.012 Data time: 0.1909, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.5425 [2020-11-13 11:17:48,562][root][INFO] - ===> Epoch[507](13179/26): Loss -0.7596, Sem 0.0881, dir -0.9746, norm 0.1270, swav 0.0000 LR: 3.798e-02 Score 96.908 Data time: 0.2171, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 6.9683 [2020-11-13 11:17:53,568][root][INFO] - ===> Epoch[507](13180/26): Loss -0.7701, Sem 0.0762, dir -0.9763, norm 0.1301, swav 0.0000 LR: 3.798e-02 Score 97.402 Data time: 0.2010, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.8772 [2020-11-13 11:17:59,643][root][INFO] - ===> Epoch[507](13181/26): Loss -0.7619, Sem 0.0859, dir -0.9755, norm 0.1276, swav 0.0000 LR: 3.797e-02 Score 96.889 Data time: 0.2017, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.9771 [2020-11-13 11:18:05,139][root][INFO] - ===> Epoch[507](13182/26): Loss -0.7723, Sem 0.0770, dir -0.9759, norm 0.1266, swav 0.0000 LR: 3.797e-02 Score 97.247 Data time: 0.2798, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.3866 [2020-11-13 11:18:10,324][root][INFO] - ===> Epoch[508](13183/26): Loss -0.7563, Sem 0.0799, dir -0.9729, norm 0.1367, swav 0.0000 LR: 3.796e-02 Score 97.137 Data time: 0.1542, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.0649 [2020-11-13 11:18:14,799][root][INFO] - ===> Epoch[508](13184/26): Loss -0.7853, Sem 0.0674, dir -0.9719, norm 0.1192, swav 0.0000 LR: 3.796e-02 Score 97.630 Data time: 0.1012, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.4021 [2020-11-13 11:18:20,825][root][INFO] - ===> Epoch[508](13185/26): Loss -0.7753, Sem 0.0740, dir -0.9761, norm 0.1267, swav 0.0000 LR: 3.795e-02 Score 97.469 Data time: 0.1555, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.9383 [2020-11-13 11:18:26,392][root][INFO] - ===> Epoch[508](13186/26): Loss -0.7489, Sem 0.0862, dir -0.9710, norm 0.1360, swav 0.0000 LR: 3.795e-02 Score 97.001 Data time: 0.2739, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.4578 [2020-11-13 11:18:32,427][root][INFO] - ===> Epoch[508](13187/26): Loss -0.7437, Sem 0.0912, dir -0.9691, norm 0.1342, swav 0.0000 LR: 3.794e-02 Score 96.680 Data time: 0.2323, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.8762 [2020-11-13 11:18:38,289][root][INFO] - ===> Epoch[508](13188/26): Loss -0.7608, Sem 0.0777, dir -0.9697, norm 0.1312, swav 0.0000 LR: 3.794e-02 Score 97.362 Data time: 0.1962, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.7282 [2020-11-13 11:18:44,456][root][INFO] - ===> Epoch[508](13189/26): Loss -0.7856, Sem 0.0711, dir -0.9773, norm 0.1206, swav 0.0000 LR: 3.793e-02 Score 97.498 Data time: 0.1950, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 6.0511 [2020-11-13 11:18:50,336][root][INFO] - ===> Epoch[508](13190/26): Loss -0.7571, Sem 0.0865, dir -0.9734, norm 0.1299, swav 0.0000 LR: 3.793e-02 Score 96.896 Data time: 0.2241, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.7946 [2020-11-13 11:18:55,713][root][INFO] - ===> Epoch[508](13191/26): Loss -0.7562, Sem 0.0856, dir -0.9757, norm 0.1340, swav 0.0000 LR: 3.792e-02 Score 96.970 Data time: 0.1725, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.2508 [2020-11-13 11:19:00,885][root][INFO] - ===> Epoch[508](13192/26): Loss -0.7634, Sem 0.0772, dir -0.9699, norm 0.1293, swav 0.0000 LR: 3.792e-02 Score 97.273 Data time: 0.1548, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.0707 [2020-11-13 11:19:05,615][root][INFO] - ===> Epoch[508](13193/26): Loss -0.7735, Sem 0.0741, dir -0.9716, norm 0.1240, swav 0.0000 LR: 3.791e-02 Score 97.400 Data time: 0.2074, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 4.6358 [2020-11-13 11:19:10,563][root][INFO] - ===> Epoch[508](13194/26): Loss -0.7595, Sem 0.0708, dir -0.9732, norm 0.1429, swav 0.0000 LR: 3.791e-02 Score 97.410 Data time: 0.2122, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 4.8152 [2020-11-13 11:19:15,914][root][INFO] - ===> Epoch[508](13195/26): Loss -0.7753, Sem 0.0716, dir -0.9753, norm 0.1284, swav 0.0000 LR: 3.790e-02 Score 97.436 Data time: 0.2381, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.2580 [2020-11-13 11:19:21,280][root][INFO] - ===> Epoch[508](13196/26): Loss -0.7309, Sem 0.0854, dir -0.9722, norm 0.1559, swav 0.0000 LR: 3.790e-02 Score 96.835 Data time: 0.2508, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.2389 [2020-11-13 11:19:27,168][root][INFO] - ===> Epoch[508](13197/26): Loss -0.7681, Sem 0.0730, dir -0.9742, norm 0.1331, swav 0.0000 LR: 3.789e-02 Score 97.476 Data time: 0.2570, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.7650 [2020-11-13 11:19:33,186][root][INFO] - ===> Epoch[508](13198/26): Loss -0.7790, Sem 0.0745, dir -0.9757, norm 0.1222, swav 0.0000 LR: 3.789e-02 Score 97.327 Data time: 0.2213, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.8850 [2020-11-13 11:19:38,619][root][INFO] - ===> Epoch[508](13199/26): Loss -0.7441, Sem 0.0824, dir -0.9712, norm 0.1446, swav 0.0000 LR: 3.788e-02 Score 97.195 Data time: 0.1962, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.3403 [2020-11-13 11:19:45,272][root][INFO] - ===> Epoch[508](13200/26): Loss -0.7392, Sem 0.0884, dir -0.9736, norm 0.1461, swav 0.0000 LR: 3.788e-02 Score 96.859 Data time: 0.1665, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.5452 [2020-11-13 11:19:50,396][root][INFO] - ===> Epoch[508](13201/26): Loss -0.7545, Sem 0.0895, dir -0.9703, norm 0.1263, swav 0.0000 LR: 3.787e-02 Score 96.861 Data time: 0.2159, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.0522 [2020-11-13 11:19:57,537][root][INFO] - ===> Epoch[508](13202/26): Loss -0.7521, Sem 0.0886, dir -0.9737, norm 0.1330, swav 0.0000 LR: 3.787e-02 Score 96.930 Data time: 0.2387, Forward time: 2.2617, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 7.0327 [2020-11-13 11:20:02,556][root][INFO] - ===> Epoch[508](13203/26): Loss -0.7659, Sem 0.0742, dir -0.9750, norm 0.1349, swav 0.0000 LR: 3.786e-02 Score 97.281 Data time: 0.2375, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 4.8749 [2020-11-13 11:20:07,060][root][INFO] - ===> Epoch[508](13204/26): Loss -0.7677, Sem 0.0802, dir -0.9743, norm 0.1264, swav 0.0000 LR: 3.786e-02 Score 97.139 Data time: 0.1871, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 4.3985 [2020-11-13 11:20:12,744][root][INFO] - ===> Epoch[508](13205/26): Loss -0.7657, Sem 0.0733, dir -0.9730, norm 0.1340, swav 0.0000 LR: 3.785e-02 Score 97.412 Data time: 0.2280, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.6199 [2020-11-13 11:20:19,766][root][INFO] - ===> Epoch[508](13206/26): Loss -0.7516, Sem 0.0758, dir -0.9719, norm 0.1445, swav 0.0000 LR: 3.785e-02 Score 97.292 Data time: 0.2246, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.8945 [2020-11-13 11:20:25,542][root][INFO] - ===> Epoch[508](13207/26): Loss -0.7592, Sem 0.0786, dir -0.9737, norm 0.1358, swav 0.0000 LR: 3.784e-02 Score 97.144 Data time: 0.1426, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.6628 [2020-11-13 11:20:31,475][root][INFO] - ===> Epoch[508](13208/26): Loss -0.7578, Sem 0.0863, dir -0.9729, norm 0.1288, swav 0.0000 LR: 3.784e-02 Score 96.948 Data time: 0.2396, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.8363 [2020-11-13 11:20:36,586][root][INFO] - ===> Epoch[509](13209/26): Loss -0.7575, Sem 0.0791, dir -0.9723, norm 0.1357, swav 0.0000 LR: 3.783e-02 Score 97.249 Data time: 0.2521, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 4.9873 [2020-11-13 11:20:42,462][root][INFO] - ===> Epoch[509](13210/26): Loss -0.7783, Sem 0.0705, dir -0.9721, norm 0.1233, swav 0.0000 LR: 3.783e-02 Score 97.538 Data time: 0.2824, Forward time: 2.2618, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.7524 [2020-11-13 11:20:48,685][root][INFO] - ===> Epoch[509](13211/26): Loss -0.7305, Sem 0.0936, dir -0.9658, norm 0.1417, swav 0.0000 LR: 3.782e-02 Score 96.888 Data time: 0.1771, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.0971 [2020-11-13 11:20:54,506][root][INFO] - ===> Epoch[509](13212/26): Loss -0.7685, Sem 0.0799, dir -0.9739, norm 0.1254, swav 0.0000 LR: 3.782e-02 Score 97.182 Data time: 0.2575, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.7362 [2020-11-13 11:21:00,207][root][INFO] - ===> Epoch[509](13213/26): Loss -0.7662, Sem 0.0824, dir -0.9745, norm 0.1260, swav 0.0000 LR: 3.781e-02 Score 97.014 Data time: 0.2571, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.5920 [2020-11-13 11:21:06,652][root][INFO] - ===> Epoch[509](13214/26): Loss -0.7562, Sem 0.0735, dir -0.9743, norm 0.1445, swav 0.0000 LR: 3.781e-02 Score 97.365 Data time: 0.3130, Forward time: 2.2618, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.3260 [2020-11-13 11:21:14,483][root][INFO] - ===> Epoch[509](13215/26): Loss -0.7591, Sem 0.0826, dir -0.9730, norm 0.1313, swav 0.0000 LR: 3.780e-02 Score 97.195 Data time: 0.1864, Forward time: 2.2618, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 7.6896 [2020-11-13 11:21:20,362][root][INFO] - ===> Epoch[509](13216/26): Loss -0.7637, Sem 0.0818, dir -0.9748, norm 0.1292, swav 0.0000 LR: 3.780e-02 Score 97.092 Data time: 0.2162, Forward time: 2.2618, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.7655 [2020-11-13 11:21:26,507][root][INFO] - ===> Epoch[509](13217/26): Loss -0.7803, Sem 0.0764, dir -0.9777, norm 0.1210, swav 0.0000 LR: 3.779e-02 Score 97.255 Data time: 0.1844, Forward time: 2.2618, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 6.0134 [2020-11-13 11:21:33,711][root][INFO] - ===> Epoch[509](13218/26): Loss -0.7471, Sem 0.0841, dir -0.9676, norm 0.1364, swav 0.0000 LR: 3.779e-02 Score 97.022 Data time: 0.2677, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 7.1133 [2020-11-13 11:21:40,236][root][INFO] - ===> Epoch[509](13219/26): Loss -0.7781, Sem 0.0735, dir -0.9770, norm 0.1255, swav 0.0000 LR: 3.778e-02 Score 97.376 Data time: 0.2118, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 6.3856 [2020-11-13 11:21:45,535][root][INFO] - ===> Epoch[509](13220/26): Loss -0.7677, Sem 0.0745, dir -0.9776, norm 0.1354, swav 0.0000 LR: 3.778e-02 Score 97.437 Data time: 0.1772, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.1771 [2020-11-13 11:21:51,599][root][INFO] - ===> Epoch[509](13221/26): Loss -0.7578, Sem 0.0795, dir -0.9730, norm 0.1358, swav 0.0000 LR: 3.777e-02 Score 97.148 Data time: 0.1872, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.9783 [2020-11-13 11:21:57,182][root][INFO] - ===> Epoch[509](13222/26): Loss -0.7802, Sem 0.0689, dir -0.9745, norm 0.1253, swav 0.0000 LR: 3.777e-02 Score 97.584 Data time: 0.1793, Forward time: 2.2618, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.4711 [2020-11-13 11:22:02,870][root][INFO] - ===> Epoch[509](13223/26): Loss -0.7655, Sem 0.0820, dir -0.9732, norm 0.1256, swav 0.0000 LR: 3.776e-02 Score 97.150 Data time: 0.1966, Forward time: 2.2617, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.6002 [2020-11-13 11:22:07,700][root][INFO] - ===> Epoch[509](13224/26): Loss -0.7714, Sem 0.0789, dir -0.9768, norm 0.1265, swav 0.0000 LR: 3.776e-02 Score 97.206 Data time: 0.2391, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.7392 [2020-11-13 11:22:13,181][root][INFO] - ===> Epoch[509](13225/26): Loss -0.7510, Sem 0.0877, dir -0.9733, norm 0.1346, swav 0.0000 LR: 3.775e-02 Score 96.763 Data time: 0.2612, Forward time: 2.2618, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.3777 [2020-11-13 11:22:19,283][root][INFO] - ===> Epoch[509](13226/26): Loss -0.7704, Sem 0.0781, dir -0.9753, norm 0.1268, swav 0.0000 LR: 3.775e-02 Score 97.238 Data time: 0.1884, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.9875 [2020-11-13 11:22:24,989][root][INFO] - ===> Epoch[509](13227/26): Loss -0.7632, Sem 0.0808, dir -0.9749, norm 0.1309, swav 0.0000 LR: 3.774e-02 Score 97.109 Data time: 0.1921, Forward time: 2.2618, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.6266 [2020-11-13 11:22:30,372][root][INFO] - ===> Epoch[509](13228/26): Loss -0.7694, Sem 0.0785, dir -0.9755, norm 0.1276, swav 0.0000 LR: 3.774e-02 Score 97.304 Data time: 0.1653, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.2685 [2020-11-13 11:22:35,863][root][INFO] - ===> Epoch[509](13229/26): Loss -0.7821, Sem 0.0716, dir -0.9757, norm 0.1220, swav 0.0000 LR: 3.773e-02 Score 97.500 Data time: 0.1246, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.3883 [2020-11-13 11:22:41,756][root][INFO] - ===> Epoch[509](13230/26): Loss -0.7648, Sem 0.0774, dir -0.9747, norm 0.1325, swav 0.0000 LR: 3.773e-02 Score 97.429 Data time: 0.1793, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.8487 [2020-11-13 11:22:46,667][root][INFO] - ===> Epoch[509](13231/26): Loss -0.7695, Sem 0.0816, dir -0.9715, norm 0.1204, swav 0.0000 LR: 3.772e-02 Score 97.000 Data time: 0.1645, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 4.8142 [2020-11-13 11:22:52,714][root][INFO] - ===> Epoch[509](13232/26): Loss -0.7521, Sem 0.0967, dir -0.9739, norm 0.1251, swav 0.0000 LR: 3.772e-02 Score 96.540 Data time: 0.1733, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.9603 [2020-11-13 11:22:58,116][root][INFO] - ===> Epoch[509](13233/26): Loss -0.7303, Sem 0.0939, dir -0.9707, norm 0.1465, swav 0.0000 LR: 3.771e-02 Score 96.850 Data time: 0.2280, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.2982 [2020-11-13 11:23:03,734][root][INFO] - ===> Epoch[509](13234/26): Loss -0.7484, Sem 0.0781, dir -0.9733, norm 0.1468, swav 0.0000 LR: 3.771e-02 Score 97.277 Data time: 0.2332, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.4994 [2020-11-13 11:23:09,669][root][INFO] - ===> Epoch[510](13235/26): Loss -0.7547, Sem 0.0857, dir -0.9695, norm 0.1291, swav 0.0000 LR: 3.770e-02 Score 97.068 Data time: 0.1678, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.8129 [2020-11-13 11:23:14,893][root][INFO] - ===> Epoch[510](13236/26): Loss -0.7762, Sem 0.0713, dir -0.9728, norm 0.1252, swav 0.0000 LR: 3.770e-02 Score 97.497 Data time: 0.2572, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.1448 [2020-11-13 11:23:21,579][root][INFO] - ===> Epoch[510](13237/26): Loss -0.7638, Sem 0.0722, dir -0.9725, norm 0.1366, swav 0.0000 LR: 3.769e-02 Score 97.445 Data time: 0.3279, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 6.5886 [2020-11-13 11:23:26,931][root][INFO] - ===> Epoch[510](13238/26): Loss -0.7609, Sem 0.0739, dir -0.9704, norm 0.1357, swav 0.0000 LR: 3.769e-02 Score 97.420 Data time: 0.1836, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.1948 [2020-11-13 11:23:31,933][root][INFO] - ===> Epoch[510](13239/26): Loss -0.7678, Sem 0.0812, dir -0.9725, norm 0.1235, swav 0.0000 LR: 3.768e-02 Score 97.115 Data time: 0.2508, Forward time: 2.2617, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 4.8726 [2020-11-13 11:23:38,067][root][INFO] - ===> Epoch[510](13240/26): Loss -0.7574, Sem 0.0848, dir -0.9727, norm 0.1304, swav 0.0000 LR: 3.768e-02 Score 97.000 Data time: 0.2847, Forward time: 2.2617, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 6.0211 [2020-11-13 11:23:43,293][root][INFO] - ===> Epoch[510](13241/26): Loss -0.7739, Sem 0.0804, dir -0.9731, norm 0.1188, swav 0.0000 LR: 3.767e-02 Score 97.201 Data time: 0.2181, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.0868 [2020-11-13 11:23:49,127][root][INFO] - ===> Epoch[510](13242/26): Loss -0.7618, Sem 0.0820, dir -0.9758, norm 0.1320, swav 0.0000 LR: 3.767e-02 Score 97.195 Data time: 0.1904, Forward time: 2.2617, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.7267 [2020-11-13 11:23:53,582][root][INFO] - ===> Epoch[510](13243/26): Loss -0.7732, Sem 0.0736, dir -0.9737, norm 0.1270, swav 0.0000 LR: 3.766e-02 Score 97.499 Data time: 0.1454, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 4.3665 [2020-11-13 11:23:59,545][root][INFO] - ===> Epoch[510](13244/26): Loss -0.7568, Sem 0.0892, dir -0.9729, norm 0.1269, swav 0.0000 LR: 3.766e-02 Score 96.936 Data time: 0.1318, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.8858 [2020-11-13 11:24:05,960][root][INFO] - ===> Epoch[510](13245/26): Loss -0.7439, Sem 0.0888, dir -0.9744, norm 0.1417, swav 0.0000 LR: 3.765e-02 Score 96.927 Data time: 0.1756, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.7709 [2020-11-13 11:24:12,023][root][INFO] - ===> Epoch[510](13246/26): Loss -0.7558, Sem 0.0766, dir -0.9769, norm 0.1445, swav 0.0000 LR: 3.765e-02 Score 97.237 Data time: 0.2251, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.9943 [2020-11-13 11:24:19,727][root][INFO] - ===> Epoch[510](13247/26): Loss -0.7443, Sem 0.0895, dir -0.9696, norm 0.1357, swav 0.0000 LR: 3.764e-02 Score 97.034 Data time: 0.2533, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 7.6043 [2020-11-13 11:24:27,236][root][INFO] - ===> Epoch[510](13248/26): Loss -0.7543, Sem 0.0792, dir -0.9705, norm 0.1370, swav 0.0000 LR: 3.764e-02 Score 97.288 Data time: 0.2630, Forward time: 2.2616, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 7.4013 [2020-11-13 11:24:32,630][root][INFO] - ===> Epoch[510](13249/26): Loss -0.7628, Sem 0.0833, dir -0.9729, norm 0.1268, swav 0.0000 LR: 3.763e-02 Score 96.993 Data time: 0.2135, Forward time: 2.2616, Backward time: 3.1100, DDP time: 0.0053, Total iter time: 5.2671 [2020-11-13 11:24:37,848][root][INFO] - ===> Epoch[510](13250/26): Loss -0.7424, Sem 0.0843, dir -0.9696, norm 0.1429, swav 0.0000 LR: 3.763e-02 Score 96.927 Data time: 0.2097, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.1351 [2020-11-13 11:24:43,282][root][INFO] - ===> Epoch[510](13251/26): Loss -0.7875, Sem 0.0722, dir -0.9785, norm 0.1189, swav 0.0000 LR: 3.762e-02 Score 97.406 Data time: 0.1801, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.2878 [2020-11-13 11:24:49,854][root][INFO] - ===> Epoch[510](13252/26): Loss -0.7578, Sem 0.0775, dir -0.9701, norm 0.1348, swav 0.0000 LR: 3.762e-02 Score 97.220 Data time: 0.2754, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 6.4912 [2020-11-13 11:24:55,318][root][INFO] - ===> Epoch[510](13253/26): Loss -0.7611, Sem 0.0764, dir -0.9748, norm 0.1373, swav 0.0000 LR: 3.761e-02 Score 97.367 Data time: 0.1603, Forward time: 2.2617, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.3286 [2020-11-13 11:25:01,242][root][INFO] - ===> Epoch[510](13254/26): Loss -0.7821, Sem 0.0669, dir -0.9753, norm 0.1263, swav 0.0000 LR: 3.761e-02 Score 97.734 Data time: 0.1703, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.8065 [2020-11-13 11:25:06,479][root][INFO] - ===> Epoch[510](13255/26): Loss -0.7512, Sem 0.0801, dir -0.9710, norm 0.1397, swav 0.0000 LR: 3.760e-02 Score 97.131 Data time: 0.1854, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.1212 [2020-11-13 11:25:12,333][root][INFO] - ===> Epoch[510](13256/26): Loss -0.7715, Sem 0.0736, dir -0.9698, norm 0.1247, swav 0.0000 LR: 3.760e-02 Score 97.393 Data time: 0.1628, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.7438 [2020-11-13 11:25:17,120][root][INFO] - ===> Epoch[510](13257/26): Loss -0.7653, Sem 0.0796, dir -0.9736, norm 0.1286, swav 0.0000 LR: 3.759e-02 Score 97.184 Data time: 0.1985, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.6977 [2020-11-13 11:25:22,167][root][INFO] - ===> Epoch[510](13258/26): Loss -0.7741, Sem 0.0776, dir -0.9751, norm 0.1234, swav 0.0000 LR: 3.759e-02 Score 97.307 Data time: 0.1859, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.9352 [2020-11-13 11:25:27,961][root][INFO] - ===> Epoch[510](13259/26): Loss -0.7794, Sem 0.0755, dir -0.9751, norm 0.1202, swav 0.0000 LR: 3.758e-02 Score 97.119 Data time: 0.1792, Forward time: 2.2615, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.6906 [2020-11-13 11:25:33,560][root][INFO] - ===> Epoch[510](13260/26): Loss -0.7753, Sem 0.0756, dir -0.9747, norm 0.1238, swav 0.0000 LR: 3.758e-02 Score 97.253 Data time: 0.1760, Forward time: 2.2615, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.4996 [2020-11-13 11:25:40,535][root][INFO] - ===> Epoch[511](13261/26): Loss -0.7583, Sem 0.0838, dir -0.9736, norm 0.1315, swav 0.0000 LR: 3.757e-02 Score 96.989 Data time: 0.2476, Forward time: 2.2615, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 6.8809 [2020-11-13 11:25:44,857][root][INFO] - ===> Epoch[511](13262/26): Loss -0.7792, Sem 0.0661, dir -0.9729, norm 0.1276, swav 0.0000 LR: 3.757e-02 Score 97.671 Data time: 0.1731, Forward time: 2.2615, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.2019 [2020-11-13 11:25:50,807][root][INFO] - ===> Epoch[511](13263/26): Loss -0.7716, Sem 0.0731, dir -0.9736, norm 0.1288, swav 0.0000 LR: 3.756e-02 Score 97.437 Data time: 0.2427, Forward time: 2.2615, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.8546 [2020-11-13 11:25:56,787][root][INFO] - ===> Epoch[511](13264/26): Loss -0.7848, Sem 0.0632, dir -0.9721, norm 0.1241, swav 0.0000 LR: 3.756e-02 Score 97.830 Data time: 0.1924, Forward time: 2.2615, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.8524 [2020-11-13 11:26:02,878][root][INFO] - ===> Epoch[511](13265/26): Loss -0.7693, Sem 0.0732, dir -0.9702, norm 0.1277, swav 0.0000 LR: 3.755e-02 Score 97.383 Data time: 0.2085, Forward time: 2.2615, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.9794 [2020-11-13 11:26:08,164][root][INFO] - ===> Epoch[511](13266/26): Loss -0.7556, Sem 0.0864, dir -0.9758, norm 0.1338, swav 0.0000 LR: 3.755e-02 Score 97.057 Data time: 0.2527, Forward time: 2.2615, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.1575 [2020-11-13 11:26:15,284][root][INFO] - ===> Epoch[511](13267/26): Loss -0.7567, Sem 0.0835, dir -0.9719, norm 0.1317, swav 0.0000 LR: 3.754e-02 Score 96.975 Data time: 0.2290, Forward time: 2.2615, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 6.9925 [2020-11-13 11:26:21,747][root][INFO] - ===> Epoch[511](13268/26): Loss -0.7393, Sem 0.0847, dir -0.9710, norm 0.1470, swav 0.0000 LR: 3.754e-02 Score 97.054 Data time: 0.2163, Forward time: 2.2616, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 6.3396 [2020-11-13 11:26:26,961][root][INFO] - ===> Epoch[511](13269/26): Loss -0.7735, Sem 0.0719, dir -0.9756, norm 0.1302, swav 0.0000 LR: 3.753e-02 Score 97.451 Data time: 0.1990, Forward time: 2.2615, Backward time: 3.1099, DDP time: 0.0053, Total iter time: 5.1139 [2020-11-13 11:26:31,849][root][INFO] - ===> Epoch[511](13270/26): Loss -0.7542, Sem 0.0791, dir -0.9725, norm 0.1392, swav 0.0000 LR: 3.753e-02 Score 97.182 Data time: 0.2445, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.7853 [2020-11-13 11:26:37,525][root][INFO] - ===> Epoch[511](13271/26): Loss -0.7809, Sem 0.0779, dir -0.9765, norm 0.1177, swav 0.0000 LR: 3.752e-02 Score 97.230 Data time: 0.2728, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.5627 [2020-11-13 11:26:42,979][root][INFO] - ===> Epoch[511](13272/26): Loss -0.7458, Sem 0.0882, dir -0.9712, norm 0.1372, swav 0.0000 LR: 3.752e-02 Score 96.948 Data time: 0.1864, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.3318 [2020-11-13 11:26:49,744][root][INFO] - ===> Epoch[511](13273/26): Loss -0.7542, Sem 0.0796, dir -0.9737, norm 0.1400, swav 0.0000 LR: 3.751e-02 Score 97.146 Data time: 0.2011, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 6.6760 [2020-11-13 11:26:54,812][root][INFO] - ===> Epoch[511](13274/26): Loss -0.7500, Sem 0.0797, dir -0.9675, norm 0.1378, swav 0.0000 LR: 3.751e-02 Score 97.115 Data time: 0.2099, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 4.9477 [2020-11-13 11:27:00,133][root][INFO] - ===> Epoch[511](13275/26): Loss -0.7708, Sem 0.0774, dir -0.9741, norm 0.1260, swav 0.0000 LR: 3.750e-02 Score 97.215 Data time: 0.1901, Forward time: 2.2616, Backward time: 3.1098, DDP time: 0.0053, Total iter time: 5.1968 [2020-11-13 11:27:05,329][root][INFO] - ===> Epoch[511](13276/26): Loss -0.7627, Sem 0.0844, dir -0.9746, norm 0.1275, swav 0.0000 LR: 3.750e-02 Score 97.033 Data time: 0.2482, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.0756 [2020-11-13 11:27:10,964][root][INFO] - ===> Epoch[511](13277/26): Loss -0.7477, Sem 0.0783, dir -0.9676, norm 0.1416, swav 0.0000 LR: 3.749e-02 Score 97.278 Data time: 0.2088, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.5144 [2020-11-13 11:27:18,074][root][INFO] - ===> Epoch[511](13278/26): Loss -0.7556, Sem 0.0888, dir -0.9763, norm 0.1319, swav 0.0000 LR: 3.749e-02 Score 96.689 Data time: 0.2435, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 7.0076 [2020-11-13 11:27:23,438][root][INFO] - ===> Epoch[511](13279/26): Loss -0.7584, Sem 0.0864, dir -0.9737, norm 0.1288, swav 0.0000 LR: 3.748e-02 Score 97.052 Data time: 0.2158, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.2281 [2020-11-13 11:27:27,835][root][INFO] - ===> Epoch[511](13280/26): Loss -0.7717, Sem 0.0738, dir -0.9761, norm 0.1306, swav 0.0000 LR: 3.748e-02 Score 97.463 Data time: 0.1946, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 4.2870 [2020-11-13 11:27:33,342][root][INFO] - ===> Epoch[511](13281/26): Loss -0.7770, Sem 0.0738, dir -0.9736, norm 0.1227, swav 0.0000 LR: 3.747e-02 Score 97.359 Data time: 0.2193, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.4031 [2020-11-13 11:27:38,375][root][INFO] - ===> Epoch[511](13282/26): Loss -0.7642, Sem 0.0854, dir -0.9748, norm 0.1252, swav 0.0000 LR: 3.747e-02 Score 97.022 Data time: 0.1600, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 4.9111 [2020-11-13 11:27:44,586][root][INFO] - ===> Epoch[511](13283/26): Loss -0.7563, Sem 0.0835, dir -0.9734, norm 0.1336, swav 0.0000 LR: 3.746e-02 Score 97.095 Data time: 0.2017, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.1261 [2020-11-13 11:27:50,049][root][INFO] - ===> Epoch[511](13284/26): Loss -0.7343, Sem 0.0869, dir -0.9711, norm 0.1499, swav 0.0000 LR: 3.746e-02 Score 96.973 Data time: 0.2572, Forward time: 2.2616, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.3792 [2020-11-13 11:27:57,441][root][INFO] - ===> Epoch[511](13285/26): Loss -0.7552, Sem 0.0844, dir -0.9727, norm 0.1331, swav 0.0000 LR: 3.745e-02 Score 96.924 Data time: 0.2356, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 7.2670 [2020-11-13 11:28:03,815][root][INFO] - ===> Epoch[511](13286/26): Loss -0.7820, Sem 0.0709, dir -0.9732, norm 0.1202, swav 0.0000 LR: 3.745e-02 Score 97.471 Data time: 0.1942, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 6.2763 [2020-11-13 11:28:09,013][root][INFO] - ===> Epoch[512](13287/26): Loss -0.7095, Sem 0.0961, dir -0.9642, norm 0.1586, swav 0.0000 LR: 3.744e-02 Score 96.841 Data time: 0.1737, Forward time: 2.2615, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.1029 [2020-11-13 11:28:14,948][root][INFO] - ===> Epoch[512](13288/26): Loss -0.7893, Sem 0.0700, dir -0.9754, norm 0.1160, swav 0.0000 LR: 3.744e-02 Score 97.458 Data time: 0.2962, Forward time: 2.2616, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 5.8453 [2020-11-13 11:28:20,184][root][INFO] - ===> Epoch[512](13289/26): Loss -0.7431, Sem 0.0860, dir -0.9700, norm 0.1408, swav 0.0000 LR: 3.743e-02 Score 97.035 Data time: 0.2279, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.1002 [2020-11-13 11:28:25,084][root][INFO] - ===> Epoch[512](13290/26): Loss -0.7471, Sem 0.0788, dir -0.9674, norm 0.1415, swav 0.0000 LR: 3.743e-02 Score 97.310 Data time: 0.2078, Forward time: 2.2616, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 4.7729 [2020-11-13 11:28:29,928][root][INFO] - ===> Epoch[512](13291/26): Loss -0.7497, Sem 0.0850, dir -0.9757, norm 0.1410, swav 0.0000 LR: 3.742e-02 Score 96.983 Data time: 0.2472, Forward time: 2.2616, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 4.7312 [2020-11-13 11:28:35,747][root][INFO] - ===> Epoch[512](13292/26): Loss -0.7632, Sem 0.0823, dir -0.9742, norm 0.1287, swav 0.0000 LR: 3.741e-02 Score 97.068 Data time: 0.2801, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.6912 [2020-11-13 11:28:41,439][root][INFO] - ===> Epoch[512](13293/26): Loss -0.7534, Sem 0.0800, dir -0.9715, norm 0.1380, swav 0.0000 LR: 3.741e-02 Score 97.263 Data time: 0.2524, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.5528 [2020-11-13 11:28:47,034][root][INFO] - ===> Epoch[512](13294/26): Loss -0.7647, Sem 0.0733, dir -0.9710, norm 0.1330, swav 0.0000 LR: 3.740e-02 Score 97.450 Data time: 0.2704, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.4748 [2020-11-13 11:28:53,859][root][INFO] - ===> Epoch[512](13295/26): Loss -0.7761, Sem 0.0717, dir -0.9753, norm 0.1275, swav 0.0000 LR: 3.740e-02 Score 97.490 Data time: 0.1979, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 6.7067 [2020-11-13 11:28:59,761][root][INFO] - ===> Epoch[512](13296/26): Loss -0.7657, Sem 0.0869, dir -0.9756, norm 0.1230, swav 0.0000 LR: 3.739e-02 Score 96.919 Data time: 0.2192, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.8025 [2020-11-13 11:29:06,130][root][INFO] - ===> Epoch[512](13297/26): Loss -0.7718, Sem 0.0708, dir -0.9715, norm 0.1289, swav 0.0000 LR: 3.739e-02 Score 97.611 Data time: 0.2344, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.2727 [2020-11-13 11:29:11,370][root][INFO] - ===> Epoch[512](13298/26): Loss -0.7712, Sem 0.0829, dir -0.9760, norm 0.1219, swav 0.0000 LR: 3.738e-02 Score 97.068 Data time: 0.2405, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.1104 [2020-11-13 11:29:16,159][root][INFO] - ===> Epoch[512](13299/26): Loss -0.7764, Sem 0.0691, dir -0.9777, norm 0.1322, swav 0.0000 LR: 3.738e-02 Score 97.579 Data time: 0.1795, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 4.6754 [2020-11-13 11:29:21,874][root][INFO] - ===> Epoch[512](13300/26): Loss -0.7504, Sem 0.0920, dir -0.9713, norm 0.1288, swav 0.0000 LR: 3.737e-02 Score 96.771 Data time: 0.2471, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.6333 [2020-11-13 11:29:27,446][root][INFO] - ===> Epoch[512](13301/26): Loss -0.7527, Sem 0.0780, dir -0.9708, norm 0.1401, swav 0.0000 LR: 3.737e-02 Score 97.301 Data time: 0.1641, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.4675 [2020-11-13 11:29:33,092][root][INFO] - ===> Epoch[512](13302/26): Loss -0.7600, Sem 0.0793, dir -0.9744, norm 0.1351, swav 0.0000 LR: 3.736e-02 Score 97.184 Data time: 0.1981, Forward time: 2.2617, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.5725 [2020-11-13 11:29:38,750][root][INFO] - ===> Epoch[512](13303/26): Loss -0.7440, Sem 0.0949, dir -0.9722, norm 0.1333, swav 0.0000 LR: 3.736e-02 Score 96.412 Data time: 0.2677, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.5658 [2020-11-13 11:29:47,300][root][INFO] - ===> Epoch[512](13304/26): Loss -0.7744, Sem 0.0802, dir -0.9764, norm 0.1218, swav 0.0000 LR: 3.735e-02 Score 97.249 Data time: 0.1934, Forward time: 2.2618, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 8.4154 [2020-11-13 11:29:52,394][root][INFO] - ===> Epoch[512](13305/26): Loss -0.7684, Sem 0.0866, dir -0.9736, norm 0.1186, swav 0.0000 LR: 3.735e-02 Score 96.974 Data time: 0.2612, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.0085 [2020-11-13 11:29:57,721][root][INFO] - ===> Epoch[512](13306/26): Loss -0.7539, Sem 0.0791, dir -0.9736, norm 0.1407, swav 0.0000 LR: 3.734e-02 Score 97.234 Data time: 0.2387, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.2228 [2020-11-13 11:30:03,726][root][INFO] - ===> Epoch[512](13307/26): Loss -0.7621, Sem 0.0794, dir -0.9730, norm 0.1315, swav 0.0000 LR: 3.734e-02 Score 97.150 Data time: 0.2474, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.8928 [2020-11-13 11:30:08,820][root][INFO] - ===> Epoch[512](13308/26): Loss -0.7762, Sem 0.0770, dir -0.9750, norm 0.1218, swav 0.0000 LR: 3.733e-02 Score 97.296 Data time: 0.2396, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 4.9817 [2020-11-13 11:30:14,994][root][INFO] - ===> Epoch[512](13309/26): Loss -0.7687, Sem 0.0846, dir -0.9745, norm 0.1212, swav 0.0000 LR: 3.733e-02 Score 97.135 Data time: 0.2174, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 6.0347 [2020-11-13 11:30:20,563][root][INFO] - ===> Epoch[512](13310/26): Loss -0.7497, Sem 0.0804, dir -0.9709, norm 0.1408, swav 0.0000 LR: 3.732e-02 Score 97.063 Data time: 0.1698, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.4754 [2020-11-13 11:30:26,074][root][INFO] - ===> Epoch[512](13311/26): Loss -0.7430, Sem 0.0837, dir -0.9731, norm 0.1464, swav 0.0000 LR: 3.732e-02 Score 97.134 Data time: 0.1957, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.4371 [2020-11-13 11:30:32,347][root][INFO] - ===> Epoch[512](13312/26): Loss -0.7510, Sem 0.0871, dir -0.9736, norm 0.1355, swav 0.0000 LR: 3.731e-02 Score 96.876 Data time: 0.1866, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 6.1640 [2020-11-13 11:30:38,287][root][INFO] - ===> Epoch[513](13313/26): Loss -0.7564, Sem 0.0844, dir -0.9709, norm 0.1300, swav 0.0000 LR: 3.731e-02 Score 97.047 Data time: 0.1919, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.8335 [2020-11-13 11:30:44,421][root][INFO] - ===> Epoch[513](13314/26): Loss -0.7562, Sem 0.0837, dir -0.9731, norm 0.1331, swav 0.0000 LR: 3.730e-02 Score 97.132 Data time: 0.1937, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 6.0301 [2020-11-13 11:30:49,697][root][INFO] - ===> Epoch[513](13315/26): Loss -0.7383, Sem 0.0887, dir -0.9736, norm 0.1466, swav 0.0000 LR: 3.730e-02 Score 96.918 Data time: 0.2342, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.1745 [2020-11-13 11:30:55,536][root][INFO] - ===> Epoch[513](13316/26): Loss -0.7734, Sem 0.0729, dir -0.9772, norm 0.1309, swav 0.0000 LR: 3.729e-02 Score 97.458 Data time: 0.3262, Forward time: 2.2618, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.7289 [2020-11-13 11:31:00,883][root][INFO] - ===> Epoch[513](13317/26): Loss -0.7693, Sem 0.0832, dir -0.9774, norm 0.1249, swav 0.0000 LR: 3.729e-02 Score 97.432 Data time: 0.2340, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.2274 [2020-11-13 11:31:07,399][root][INFO] - ===> Epoch[513](13318/26): Loss -0.7740, Sem 0.0763, dir -0.9765, norm 0.1262, swav 0.0000 LR: 3.728e-02 Score 97.343 Data time: 0.2863, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 6.3904 [2020-11-13 11:31:12,265][root][INFO] - ===> Epoch[513](13319/26): Loss -0.7534, Sem 0.0756, dir -0.9678, norm 0.1387, swav 0.0000 LR: 3.728e-02 Score 97.330 Data time: 0.2310, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 4.6960 [2020-11-13 11:31:18,957][root][INFO] - ===> Epoch[513](13320/26): Loss -0.7723, Sem 0.0734, dir -0.9732, norm 0.1275, swav 0.0000 LR: 3.727e-02 Score 97.402 Data time: 0.2890, Forward time: 2.2620, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 6.5738 [2020-11-13 11:31:24,256][root][INFO] - ===> Epoch[513](13321/26): Loss -0.7544, Sem 0.0826, dir -0.9717, norm 0.1347, swav 0.0000 LR: 3.727e-02 Score 97.135 Data time: 0.2138, Forward time: 2.2620, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 5.1759 [2020-11-13 11:31:29,832][root][INFO] - ===> Epoch[513](13322/26): Loss -0.7709, Sem 0.0777, dir -0.9745, norm 0.1259, swav 0.0000 LR: 3.726e-02 Score 97.273 Data time: 0.1952, Forward time: 2.2620, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 5.4720 [2020-11-13 11:31:36,363][root][INFO] - ===> Epoch[513](13323/26): Loss -0.7524, Sem 0.0814, dir -0.9715, norm 0.1377, swav 0.0000 LR: 3.726e-02 Score 97.177 Data time: 0.1544, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 6.4220 [2020-11-13 11:31:42,764][root][INFO] - ===> Epoch[513](13324/26): Loss -0.7535, Sem 0.0844, dir -0.9715, norm 0.1336, swav 0.0000 LR: 3.725e-02 Score 97.028 Data time: 0.2078, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 6.3158 [2020-11-13 11:31:49,366][root][INFO] - ===> Epoch[513](13325/26): Loss -0.7473, Sem 0.0938, dir -0.9748, norm 0.1336, swav 0.0000 LR: 3.725e-02 Score 96.862 Data time: 0.1702, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 6.4731 [2020-11-13 11:31:55,688][root][INFO] - ===> Epoch[513](13326/26): Loss -0.7630, Sem 0.0781, dir -0.9721, norm 0.1310, swav 0.0000 LR: 3.724e-02 Score 97.250 Data time: 0.2048, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.2298 [2020-11-13 11:32:00,944][root][INFO] - ===> Epoch[513](13327/26): Loss -0.7628, Sem 0.0757, dir -0.9707, norm 0.1322, swav 0.0000 LR: 3.724e-02 Score 97.383 Data time: 0.2494, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.1611 [2020-11-13 11:32:06,595][root][INFO] - ===> Epoch[513](13328/26): Loss -0.7462, Sem 0.0955, dir -0.9755, norm 0.1337, swav 0.0000 LR: 3.723e-02 Score 96.373 Data time: 0.1955, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.5505 [2020-11-13 11:32:12,548][root][INFO] - ===> Epoch[513](13329/26): Loss -0.7546, Sem 0.0812, dir -0.9702, norm 0.1344, swav 0.0000 LR: 3.723e-02 Score 97.184 Data time: 0.2210, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.8534 [2020-11-13 11:32:19,584][root][INFO] - ===> Epoch[513](13330/26): Loss -0.7949, Sem 0.0689, dir -0.9772, norm 0.1134, swav 0.0000 LR: 3.722e-02 Score 97.571 Data time: 0.1914, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.9189 [2020-11-13 11:32:25,991][root][INFO] - ===> Epoch[513](13331/26): Loss -0.7598, Sem 0.0904, dir -0.9756, norm 0.1254, swav 0.0000 LR: 3.722e-02 Score 96.676 Data time: 0.2074, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.2953 [2020-11-13 11:32:31,942][root][INFO] - ===> Epoch[513](13332/26): Loss -0.7530, Sem 0.0899, dir -0.9734, norm 0.1305, swav 0.0000 LR: 3.721e-02 Score 96.851 Data time: 0.2482, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.8615 [2020-11-13 11:32:37,077][root][INFO] - ===> Epoch[513](13333/26): Loss -0.7539, Sem 0.0818, dir -0.9704, norm 0.1347, swav 0.0000 LR: 3.721e-02 Score 97.079 Data time: 0.2272, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 4.9872 [2020-11-13 11:32:42,978][root][INFO] - ===> Epoch[513](13334/26): Loss -0.7658, Sem 0.0799, dir -0.9733, norm 0.1276, swav 0.0000 LR: 3.720e-02 Score 97.120 Data time: 0.2300, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.7867 [2020-11-13 11:32:49,037][root][INFO] - ===> Epoch[513](13335/26): Loss -0.7628, Sem 0.0803, dir -0.9761, norm 0.1330, swav 0.0000 LR: 3.720e-02 Score 97.159 Data time: 0.3095, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.9417 [2020-11-13 11:32:54,772][root][INFO] - ===> Epoch[513](13336/26): Loss -0.7729, Sem 0.0717, dir -0.9727, norm 0.1282, swav 0.0000 LR: 3.719e-02 Score 97.486 Data time: 0.2206, Forward time: 2.2620, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.6024 [2020-11-13 11:33:00,145][root][INFO] - ===> Epoch[513](13337/26): Loss -0.7538, Sem 0.0847, dir -0.9743, norm 0.1358, swav 0.0000 LR: 3.719e-02 Score 97.076 Data time: 0.2478, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.2555 [2020-11-13 11:33:05,682][root][INFO] - ===> Epoch[513](13338/26): Loss -0.7402, Sem 0.1082, dir -0.9757, norm 0.1273, swav 0.0000 LR: 3.718e-02 Score 96.515 Data time: 0.1542, Forward time: 2.2620, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.4182 [2020-11-13 11:33:10,685][root][INFO] - ===> Epoch[514](13339/26): Loss -0.7623, Sem 0.0817, dir -0.9740, norm 0.1300, swav 0.0000 LR: 3.718e-02 Score 97.208 Data time: 0.1515, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 4.9095 [2020-11-13 11:33:15,613][root][INFO] - ===> Epoch[514](13340/26): Loss -0.7567, Sem 0.0856, dir -0.9711, norm 0.1289, swav 0.0000 LR: 3.717e-02 Score 97.001 Data time: 0.1890, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 4.8204 [2020-11-13 11:33:20,263][root][INFO] - ===> Epoch[514](13341/26): Loss -0.7554, Sem 0.0796, dir -0.9760, norm 0.1410, swav 0.0000 LR: 3.717e-02 Score 97.270 Data time: 0.2279, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 4.5416 [2020-11-13 11:33:25,910][root][INFO] - ===> Epoch[514](13342/26): Loss -0.7577, Sem 0.0843, dir -0.9715, norm 0.1296, swav 0.0000 LR: 3.716e-02 Score 96.971 Data time: 0.2603, Forward time: 2.2619, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 5.5204 [2020-11-13 11:33:32,730][root][INFO] - ===> Epoch[514](13343/26): Loss -0.7663, Sem 0.0835, dir -0.9782, norm 0.1284, swav 0.0000 LR: 3.716e-02 Score 97.244 Data time: 0.2031, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 6.6989 [2020-11-13 11:33:38,334][root][INFO] - ===> Epoch[514](13344/26): Loss -0.7584, Sem 0.0807, dir -0.9731, norm 0.1339, swav 0.0000 LR: 3.715e-02 Score 97.118 Data time: 0.1816, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.5045 [2020-11-13 11:33:47,143][root][INFO] - ===> Epoch[514](13345/26): Loss -0.7549, Sem 0.0799, dir -0.9717, norm 0.1369, swav 0.0000 LR: 3.715e-02 Score 97.224 Data time: 0.1509, Forward time: 2.2619, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 4.2890 [2020-11-13 11:33:54,774][root][INFO] - ===> Epoch[514](13346/26): Loss -0.7427, Sem 0.0912, dir -0.9704, norm 0.1365, swav 0.0000 LR: 3.714e-02 Score 96.710 Data time: 0.1395, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 7.5278 [2020-11-13 11:33:59,055][root][INFO] - ===> Epoch[514](13347/26): Loss -0.7702, Sem 0.0777, dir -0.9721, norm 0.1243, swav 0.0000 LR: 3.714e-02 Score 97.189 Data time: 0.1606, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 4.1849 [2020-11-13 11:34:04,527][root][INFO] - ===> Epoch[514](13348/26): Loss -0.7578, Sem 0.0797, dir -0.9729, norm 0.1354, swav 0.0000 LR: 3.713e-02 Score 97.331 Data time: 0.2074, Forward time: 2.2618, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.3582 [2020-11-13 11:34:12,851][root][INFO] - ===> Epoch[514](13349/26): Loss -0.7553, Sem 0.0904, dir -0.9727, norm 0.1270, swav 0.0000 LR: 3.713e-02 Score 97.005 Data time: 0.2381, Forward time: 2.2618, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 8.2191 [2020-11-13 11:34:19,784][root][INFO] - ===> Epoch[514](13350/26): Loss -0.7337, Sem 0.0835, dir -0.9704, norm 0.1532, swav 0.0000 LR: 3.712e-02 Score 97.148 Data time: 0.2910, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.8096 [2020-11-13 11:34:26,402][root][INFO] - ===> Epoch[514](13351/26): Loss -0.7634, Sem 0.0789, dir -0.9722, norm 0.1299, swav 0.0000 LR: 3.712e-02 Score 97.277 Data time: 0.3207, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.4677 [2020-11-13 11:34:32,197][root][INFO] - ===> Epoch[514](13352/26): Loss -0.7815, Sem 0.0743, dir -0.9775, norm 0.1217, swav 0.0000 LR: 3.711e-02 Score 97.421 Data time: 0.2167, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.6587 [2020-11-13 11:34:37,347][root][INFO] - ===> Epoch[514](13353/26): Loss -0.7668, Sem 0.0801, dir -0.9734, norm 0.1265, swav 0.0000 LR: 3.711e-02 Score 97.245 Data time: 0.1813, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.0370 [2020-11-13 11:34:43,871][root][INFO] - ===> Epoch[514](13354/26): Loss -0.7644, Sem 0.0804, dir -0.9732, norm 0.1284, swav 0.0000 LR: 3.710e-02 Score 97.202 Data time: 0.1903, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.4271 [2020-11-13 11:34:49,778][root][INFO] - ===> Epoch[514](13355/26): Loss -0.7590, Sem 0.0806, dir -0.9718, norm 0.1322, swav 0.0000 LR: 3.710e-02 Score 97.145 Data time: 0.2162, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.7962 [2020-11-13 11:34:55,451][root][INFO] - ===> Epoch[514](13356/26): Loss -0.7734, Sem 0.0707, dir -0.9701, norm 0.1261, swav 0.0000 LR: 3.709e-02 Score 97.422 Data time: 0.2001, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.5364 [2020-11-13 11:35:00,926][root][INFO] - ===> Epoch[514](13357/26): Loss -0.7651, Sem 0.0800, dir -0.9723, norm 0.1272, swav 0.0000 LR: 3.709e-02 Score 97.112 Data time: 0.2268, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.3792 [2020-11-13 11:35:06,381][root][INFO] - ===> Epoch[514](13358/26): Loss -0.7474, Sem 0.0837, dir -0.9747, norm 0.1436, swav 0.0000 LR: 3.708e-02 Score 97.000 Data time: 0.1984, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.3298 [2020-11-13 11:35:12,279][root][INFO] - ===> Epoch[514](13359/26): Loss -0.7768, Sem 0.0755, dir -0.9741, norm 0.1218, swav 0.0000 LR: 3.708e-02 Score 97.314 Data time: 0.2848, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.7811 [2020-11-13 11:35:18,313][root][INFO] - ===> Epoch[514](13360/26): Loss -0.7646, Sem 0.0828, dir -0.9744, norm 0.1270, swav 0.0000 LR: 3.707e-02 Score 97.076 Data time: 0.1986, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.9071 [2020-11-13 11:35:24,340][root][INFO] - ===> Epoch[514](13361/26): Loss -0.7703, Sem 0.0840, dir -0.9756, norm 0.1213, swav 0.0000 LR: 3.707e-02 Score 97.061 Data time: 0.1420, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.9085 [2020-11-13 11:35:29,882][root][INFO] - ===> Epoch[514](13362/26): Loss -0.7631, Sem 0.0771, dir -0.9747, norm 0.1346, swav 0.0000 LR: 3.706e-02 Score 97.188 Data time: 0.1428, Forward time: 2.2618, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.4705 [2020-11-13 11:35:35,258][root][INFO] - ===> Epoch[514](13363/26): Loss -0.7615, Sem 0.0837, dir -0.9711, norm 0.1259, swav 0.0000 LR: 3.706e-02 Score 97.123 Data time: 0.2116, Forward time: 2.2618, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.3348 [2020-11-13 11:35:41,228][root][INFO] - ===> Epoch[514](13364/26): Loss -0.7741, Sem 0.0773, dir -0.9757, norm 0.1242, swav 0.0000 LR: 3.705e-02 Score 97.325 Data time: 0.2546, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.8698 [2020-11-13 11:35:46,709][root][INFO] - ===> Epoch[515](13365/26): Loss -0.7734, Sem 0.0779, dir -0.9753, norm 0.1240, swav 0.0000 LR: 3.705e-02 Score 97.240 Data time: 0.1794, Forward time: 2.2619, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.3627 [2020-11-13 11:35:52,104][root][INFO] - ===> Epoch[515](13366/26): Loss -0.7620, Sem 0.0828, dir -0.9711, norm 0.1263, swav 0.0000 LR: 3.704e-02 Score 97.193 Data time: 0.2293, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.3115 [2020-11-13 11:35:57,555][root][INFO] - ===> Epoch[515](13367/26): Loss -0.7818, Sem 0.0728, dir -0.9759, norm 0.1212, swav 0.0000 LR: 3.704e-02 Score 97.486 Data time: 0.1879, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.3246 [2020-11-13 11:36:03,277][root][INFO] - ===> Epoch[515](13368/26): Loss -0.7718, Sem 0.0767, dir -0.9751, norm 0.1266, swav 0.0000 LR: 3.703e-02 Score 97.352 Data time: 0.1694, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.6358 [2020-11-13 11:36:08,616][root][INFO] - ===> Epoch[515](13369/26): Loss -0.7466, Sem 0.0777, dir -0.9704, norm 0.1461, swav 0.0000 LR: 3.703e-02 Score 97.243 Data time: 0.2395, Forward time: 2.2619, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.2522 [2020-11-13 11:36:13,865][root][INFO] - ===> Epoch[515](13370/26): Loss -0.7682, Sem 0.0720, dir -0.9744, norm 0.1342, swav 0.0000 LR: 3.702e-02 Score 97.513 Data time: 0.2128, Forward time: 2.2619, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.1395 [2020-11-13 11:36:19,924][root][INFO] - ===> Epoch[515](13371/26): Loss -0.7623, Sem 0.0818, dir -0.9736, norm 0.1295, swav 0.0000 LR: 3.702e-02 Score 97.104 Data time: 0.1630, Forward time: 2.2618, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.9417 [2020-11-13 11:36:25,837][root][INFO] - ===> Epoch[515](13372/26): Loss -0.7532, Sem 0.0774, dir -0.9735, norm 0.1429, swav 0.0000 LR: 3.701e-02 Score 97.254 Data time: 0.1671, Forward time: 2.2618, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.8047 [2020-11-13 11:36:31,929][root][INFO] - ===> Epoch[515](13373/26): Loss -0.7770, Sem 0.0788, dir -0.9760, norm 0.1201, swav 0.0000 LR: 3.701e-02 Score 97.133 Data time: 0.1833, Forward time: 2.2618, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.0247 [2020-11-13 11:36:37,106][root][INFO] - ===> Epoch[515](13374/26): Loss -0.7710, Sem 0.0796, dir -0.9734, norm 0.1228, swav 0.0000 LR: 3.700e-02 Score 97.217 Data time: 0.1884, Forward time: 2.2618, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 5.0681 [2020-11-13 11:36:43,713][root][INFO] - ===> Epoch[515](13375/26): Loss -0.7817, Sem 0.0687, dir -0.9723, norm 0.1219, swav 0.0000 LR: 3.700e-02 Score 97.642 Data time: 0.2025, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 6.5126 [2020-11-13 11:36:50,774][root][INFO] - ===> Epoch[515](13376/26): Loss -0.7647, Sem 0.0835, dir -0.9758, norm 0.1276, swav 0.0000 LR: 3.699e-02 Score 97.018 Data time: 0.2088, Forward time: 2.2618, Backward time: 3.1097, DDP time: 0.0053, Total iter time: 6.9458 [2020-11-13 11:36:58,095][root][INFO] - ===> Epoch[515](13377/26): Loss -0.7797, Sem 0.0691, dir -0.9757, norm 0.1269, swav 0.0000 LR: 3.699e-02 Score 97.544 Data time: 0.1689, Forward time: 2.2617, Backward time: 3.1096, DDP time: 0.0053, Total iter time: 3.9500 [2020-11-13 11:37:23,851][root][INFO] - ===> Epoch[515](13378/26): Loss -0.7679, Sem 0.0839, dir -0.9768, norm 0.1250, swav 0.0000 LR: 3.698e-02 Score 97.064 Data time: 0.1534, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 4.1235 [2020-11-13 11:37:29,106][root][INFO] - ===> Epoch[515](13379/26): Loss -0.7767, Sem 0.0762, dir -0.9772, norm 0.1244, swav 0.0000 LR: 3.698e-02 Score 97.389 Data time: 0.1867, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 5.1474 [2020-11-13 11:37:34,770][root][INFO] - ===> Epoch[515](13380/26): Loss -0.7612, Sem 0.0868, dir -0.9769, norm 0.1289, swav 0.0000 LR: 3.697e-02 Score 96.797 Data time: 0.1803, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 4.0339 [2020-11-13 11:37:40,207][root][INFO] - ===> Epoch[515](13381/26): Loss -0.7725, Sem 0.0776, dir -0.9721, norm 0.1220, swav 0.0000 LR: 3.697e-02 Score 97.388 Data time: 0.1874, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.3187 [2020-11-13 11:37:47,142][root][INFO] - ===> Epoch[515](13382/26): Loss -0.7399, Sem 0.0896, dir -0.9716, norm 0.1421, swav 0.0000 LR: 3.696e-02 Score 96.827 Data time: 0.2076, Forward time: 2.2617, Backward time: 3.1095, DDP time: 0.0053, Total iter time: 6.8291 [2020-11-13 11:37:51,765][root][INFO] - ===> Epoch[515](13383/26): Loss -0.7708, Sem 0.0759, dir -0.9734, norm 0.1267, swav 0.0000 LR: 3.696e-02 Score 97.453 Data time: 0.2085, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 4.4921 [2020-11-13 11:37:57,607][root][INFO] - ===> Epoch[515](13384/26): Loss -0.7464, Sem 0.0861, dir -0.9720, norm 0.1395, swav 0.0000 LR: 3.695e-02 Score 97.044 Data time: 0.1602, Forward time: 2.2617, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.7482 [2020-11-13 11:38:02,848][root][INFO] - ===> Epoch[515](13385/26): Loss -0.7469, Sem 0.0913, dir -0.9719, norm 0.1337, swav 0.0000 LR: 3.695e-02 Score 96.863 Data time: 0.1950, Forward time: 2.2616, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 5.1206 [2020-11-13 11:38:08,018][root][INFO] - ===> Epoch[515](13386/26): Loss -0.7843, Sem 0.0747, dir -0.9771, norm 0.1181, swav 0.0000 LR: 3.694e-02 Score 97.364 Data time: 0.2276, Forward time: 2.2617, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.0672 [2020-11-13 11:38:13,054][root][INFO] - ===> Epoch[515](13387/26): Loss -0.7652, Sem 0.0857, dir -0.9735, norm 0.1226, swav 0.0000 LR: 3.694e-02 Score 96.812 Data time: 0.1890, Forward time: 2.2616, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 4.9290 [2020-11-13 11:38:18,843][root][INFO] - ===> Epoch[515](13388/26): Loss -0.7583, Sem 0.0875, dir -0.9723, norm 0.1265, swav 0.0000 LR: 3.693e-02 Score 96.832 Data time: 0.1871, Forward time: 2.2616, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.6836 [2020-11-13 11:38:24,332][root][INFO] - ===> Epoch[515](13389/26): Loss -0.7853, Sem 0.0684, dir -0.9773, norm 0.1237, swav 0.0000 LR: 3.693e-02 Score 97.552 Data time: 0.1632, Forward time: 2.2616, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.3623 [2020-11-13 11:38:30,296][root][INFO] - ===> Epoch[515](13390/26): Loss -0.7666, Sem 0.0685, dir -0.9767, norm 0.1417, swav 0.0000 LR: 3.692e-02 Score 97.643 Data time: 0.2765, Forward time: 2.2616, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.8955 [2020-11-13 11:38:36,831][root][INFO] - ===> Epoch[516](13391/26): Loss -0.7641, Sem 0.0765, dir -0.9745, norm 0.1339, swav 0.0000 LR: 3.692e-02 Score 97.361 Data time: 0.1992, Forward time: 2.2616, Backward time: 3.1094, DDP time: 0.0053, Total iter time: 6.4193 [2020-11-13 11:38:42,435][root][INFO] - ===> Epoch[516](13392/26): Loss -0.7752, Sem 0.0716, dir -0.9738, norm 0.1271, swav 0.0000 LR: 3.691e-02 Score 97.411 Data time: 0.2126, Forward time: 2.2617, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.4992 [2020-11-13 11:38:47,507][root][INFO] - ===> Epoch[516](13393/26): Loss -0.7741, Sem 0.0790, dir -0.9753, norm 0.1222, swav 0.0000 LR: 3.691e-02 Score 97.247 Data time: 0.2328, Forward time: 2.2617, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 4.9545 [2020-11-13 11:38:53,740][root][INFO] - ===> Epoch[516](13394/26): Loss -0.7676, Sem 0.0821, dir -0.9760, norm 0.1263, swav 0.0000 LR: 3.690e-02 Score 97.151 Data time: 0.2522, Forward time: 2.2617, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 6.1163 [2020-11-13 11:38:59,653][root][INFO] - ===> Epoch[516](13395/26): Loss -0.7787, Sem 0.0718, dir -0.9754, norm 0.1249, swav 0.0000 LR: 3.690e-02 Score 97.430 Data time: 0.1554, Forward time: 2.2617, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.7913 [2020-11-13 11:39:04,837][root][INFO] - ===> Epoch[516](13396/26): Loss -0.7751, Sem 0.0811, dir -0.9760, norm 0.1198, swav 0.0000 LR: 3.689e-02 Score 97.292 Data time: 0.1864, Forward time: 2.2617, Backward time: 3.1093, DDP time: 0.0053, Total iter time: 5.0972 [2020-11-13 11:39:09,214][root][INFO] - ===> Epoch[516](13397/26): Loss -0.7391, Sem 0.0928, dir -0.9739, norm 0.1421, swav 0.0000 LR: 3.689e-02 Score 96.758 Data time: 0.1272, Forward time: 2.2616, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 4.2654 [2020-11-13 11:39:14,023][root][INFO] - ===> Epoch[516](13398/26): Loss -0.7517, Sem 0.0948, dir -0.9729, norm 0.1264, swav 0.0000 LR: 3.688e-02 Score 96.682 Data time: 0.1968, Forward time: 2.2616, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 4.7250 [2020-11-13 11:39:20,661][root][INFO] - ===> Epoch[516](13399/26): Loss -0.7329, Sem 0.1085, dir -0.9743, norm 0.1329, swav 0.0000 LR: 3.688e-02 Score 96.705 Data time: 0.2523, Forward time: 2.2616, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 6.5376 [2020-11-13 11:39:26,934][root][INFO] - ===> Epoch[516](13400/26): Loss -0.7526, Sem 0.0794, dir -0.9709, norm 0.1389, swav 0.0000 LR: 3.687e-02 Score 97.237 Data time: 0.2735, Forward time: 2.2617, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 6.1145 [2020-11-13 11:39:32,255][root][INFO] - ===> Epoch[516](13401/26): Loss -0.7524, Sem 0.0801, dir -0.9705, norm 0.1380, swav 0.0000 LR: 3.687e-02 Score 97.170 Data time: 0.2472, Forward time: 2.2617, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.2113 [2020-11-13 11:39:37,724][root][INFO] - ===> Epoch[516](13402/26): Loss -0.7484, Sem 0.0945, dir -0.9727, norm 0.1298, swav 0.0000 LR: 3.686e-02 Score 96.478 Data time: 0.2378, Forward time: 2.2617, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.3439 [2020-11-13 11:39:42,446][root][INFO] - ===> Epoch[516](13403/26): Loss -0.7569, Sem 0.0873, dir -0.9736, norm 0.1294, swav 0.0000 LR: 3.686e-02 Score 96.996 Data time: 0.1806, Forward time: 2.2617, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 4.5958 [2020-11-13 11:39:49,028][root][INFO] - ===> Epoch[516](13404/26): Loss -0.7863, Sem 0.0627, dir -0.9756, norm 0.1266, swav 0.0000 LR: 3.685e-02 Score 97.825 Data time: 0.2496, Forward time: 2.2618, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 6.5006 [2020-11-13 11:39:54,925][root][INFO] - ===> Epoch[516](13405/26): Loss -0.7639, Sem 0.0828, dir -0.9727, norm 0.1261, swav 0.0000 LR: 3.685e-02 Score 97.205 Data time: 0.2120, Forward time: 2.2617, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.7645 [2020-11-13 11:40:00,310][root][INFO] - ===> Epoch[516](13406/26): Loss -0.7655, Sem 0.0734, dir -0.9724, norm 0.1334, swav 0.0000 LR: 3.684e-02 Score 97.452 Data time: 0.2329, Forward time: 2.2618, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 5.2936 [2020-11-13 11:40:06,364][root][INFO] - ===> Epoch[516](13407/26): Loss -0.7508, Sem 0.0846, dir -0.9678, norm 0.1324, swav 0.0000 LR: 3.684e-02 Score 97.121 Data time: 0.1406, Forward time: 2.2617, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.9232 [2020-11-13 11:40:13,576][root][INFO] - ===> Epoch[516](13408/26): Loss -0.7638, Sem 0.0829, dir -0.9746, norm 0.1278, swav 0.0000 LR: 3.683e-02 Score 97.126 Data time: 0.2243, Forward time: 2.2617, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 7.1488 [2020-11-13 11:40:18,962][root][INFO] - ===> Epoch[516](13409/26): Loss -0.7633, Sem 0.0820, dir -0.9766, norm 0.1313, swav 0.0000 LR: 3.683e-02 Score 97.087 Data time: 0.2447, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.2879 [2020-11-13 11:40:24,447][root][INFO] - ===> Epoch[516](13410/26): Loss -0.7606, Sem 0.0811, dir -0.9690, norm 0.1273, swav 0.0000 LR: 3.682e-02 Score 97.152 Data time: 0.1845, Forward time: 2.2617, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.3592 [2020-11-13 11:40:30,565][root][INFO] - ===> Epoch[516](13411/26): Loss -0.7765, Sem 0.0756, dir -0.9768, norm 0.1247, swav 0.0000 LR: 3.682e-02 Score 97.310 Data time: 0.3116, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 6.0614 [2020-11-13 11:40:35,594][root][INFO] - ===> Epoch[516](13412/26): Loss -0.7602, Sem 0.0769, dir -0.9743, norm 0.1373, swav 0.0000 LR: 3.681e-02 Score 97.239 Data time: 0.2377, Forward time: 2.2618, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 4.9170 [2020-11-13 11:40:41,651][root][INFO] - ===> Epoch[516](13413/26): Loss -0.7623, Sem 0.0842, dir -0.9722, norm 0.1257, swav 0.0000 LR: 3.681e-02 Score 97.090 Data time: 0.1919, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.9483 [2020-11-13 11:40:48,274][root][INFO] - ===> Epoch[516](13414/26): Loss -0.7410, Sem 0.0846, dir -0.9722, norm 0.1466, swav 0.0000 LR: 3.680e-02 Score 96.975 Data time: 0.2239, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 6.5341 [2020-11-13 11:40:54,344][root][INFO] - ===> Epoch[516](13415/26): Loss -0.7711, Sem 0.0750, dir -0.9747, norm 0.1285, swav 0.0000 LR: 3.680e-02 Score 97.344 Data time: 0.1776, Forward time: 2.2618, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 5.9654 [2020-11-13 11:41:01,215][root][INFO] - ===> Epoch[516](13416/26): Loss -0.7789, Sem 0.0622, dir -0.9759, norm 0.1347, swav 0.0000 LR: 3.679e-02 Score 97.840 Data time: 0.2156, Forward time: 2.2618, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 6.8101 [2020-11-13 11:41:06,875][root][INFO] - ===> Epoch[517](13417/26): Loss -0.7665, Sem 0.0741, dir -0.9735, norm 0.1328, swav 0.0000 LR: 3.679e-02 Score 97.392 Data time: 0.2257, Forward time: 2.2618, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 5.5378 [2020-11-13 11:41:12,759][root][INFO] - ===> Epoch[517](13418/26): Loss -0.7672, Sem 0.0760, dir -0.9726, norm 0.1294, swav 0.0000 LR: 3.678e-02 Score 97.329 Data time: 0.2210, Forward time: 2.2618, Backward time: 3.1092, DDP time: 0.0053, Total iter time: 5.7919 [2020-11-13 11:41:17,424][root][INFO] - ===> Epoch[517](13419/26): Loss -0.7682, Sem 0.0705, dir -0.9734, norm 0.1347, swav 0.0000 LR: 3.678e-02 Score 97.579 Data time: 0.1968, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 4.5482 [2020-11-13 11:41:23,202][root][INFO] - ===> Epoch[517](13420/26): Loss -0.7570, Sem 0.0788, dir -0.9717, norm 0.1359, swav 0.0000 LR: 3.677e-02 Score 97.224 Data time: 0.2356, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.6892 [2020-11-13 11:41:28,638][root][INFO] - ===> Epoch[517](13421/26): Loss -0.7522, Sem 0.0794, dir -0.9735, norm 0.1419, swav 0.0000 LR: 3.677e-02 Score 97.162 Data time: 0.1865, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.3030 [2020-11-13 11:41:34,128][root][INFO] - ===> Epoch[517](13422/26): Loss -0.7218, Sem 0.0929, dir -0.9667, norm 0.1520, swav 0.0000 LR: 3.676e-02 Score 96.766 Data time: 0.1851, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.3927 [2020-11-13 11:41:39,458][root][INFO] - ===> Epoch[517](13423/26): Loss -0.7627, Sem 0.0848, dir -0.9739, norm 0.1264, swav 0.0000 LR: 3.676e-02 Score 96.917 Data time: 0.1902, Forward time: 2.2618, Backward time: 3.1091, DDP time: 0.0053, Total iter time: 5.2135 [2020-11-13 11:41:45,208][root][INFO] - ===> Epoch[517](13424/26): Loss -0.7529, Sem 0.0861, dir -0.9738, norm 0.1347, swav 0.0000 LR: 3.675e-02 Score 96.911 Data time: 0.2794, Forward time: 2.2618, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 5.6315 [2020-11-13 11:41:50,361][root][INFO] - ===> Epoch[517](13425/26): Loss -0.7888, Sem 0.0754, dir -0.9770, norm 0.1129, swav 0.0000 LR: 3.675e-02 Score 97.356 Data time: 0.1991, Forward time: 2.2618, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 5.0432 [2020-11-13 11:41:55,175][root][INFO] - ===> Epoch[517](13426/26): Loss -0.7597, Sem 0.0784, dir -0.9725, norm 0.1344, swav 0.0000 LR: 3.674e-02 Score 97.214 Data time: 0.2056, Forward time: 2.2618, Backward time: 3.1089, DDP time: 0.0053, Total iter time: 4.7214 [2020-11-13 11:42:00,427][root][INFO] - ===> Epoch[517](13427/26): Loss -0.7466, Sem 0.0919, dir -0.9730, norm 0.1345, swav 0.0000 LR: 3.674e-02 Score 96.759 Data time: 0.2142, Forward time: 2.2618, Backward time: 3.1089, DDP time: 0.0053, Total iter time: 5.1373 [2020-11-13 11:42:05,682][root][INFO] - ===> Epoch[517](13428/26): Loss -0.7521, Sem 0.0835, dir -0.9730, norm 0.1374, swav 0.0000 LR: 3.673e-02 Score 96.985 Data time: 0.1786, Forward time: 2.2618, Backward time: 3.1089, DDP time: 0.0053, Total iter time: 5.1372 [2020-11-13 11:42:11,925][root][INFO] - ===> Epoch[517](13429/26): Loss -0.7779, Sem 0.0775, dir -0.9761, norm 0.1207, swav 0.0000 LR: 3.673e-02 Score 97.271 Data time: 0.3066, Forward time: 2.2619, Backward time: 3.1089, DDP time: 0.0053, Total iter time: 6.1631 [2020-11-13 11:42:19,789][root][INFO] - ===> Epoch[517](13430/26): Loss -0.7521, Sem 0.0824, dir -0.9712, norm 0.1367, swav 0.0000 LR: 3.672e-02 Score 97.193 Data time: 0.2219, Forward time: 2.2619, Backward time: 3.1090, DDP time: 0.0053, Total iter time: 7.7108 [2020-11-13 11:42:25,001][root][INFO] - ===> Epoch[517](13431/26): Loss -0.7724, Sem 0.0679, dir -0.9770, norm 0.1368, swav 0.0000 LR: 3.672e-02 Score 97.570 Data time: 0.2419, Forward time: 2.2619, Backward time: 3.1089, DDP time: 0.0053, Total iter time: 5.0850 [2020-11-13 11:42:30,458][root][INFO] - ===> Epoch[517](13432/26): Loss -0.7912, Sem 0.0701, dir -0.9791, norm 0.1178, swav 0.0000 LR: 3.671e-02 Score 97.492 Data time: 0.2497, Forward time: 2.2619, Backward time: 3.1089, DDP time: 0.0053, Total iter time: 5.3504 [2020-11-13 11:42:36,431][root][INFO] - ===> Epoch[517](13433/26): Loss -0.7590, Sem 0.0820, dir -0.9735, norm 0.1325, swav 0.0000 LR: 3.671e-02 Score 97.144 Data time: 0.2752, Forward time: 2.2620, Backward time: 3.1088, DDP time: 0.0053, Total iter time: 5.8446 [2020-11-13 11:42:45,206][root][INFO] - ===> Epoch[517](13434/26): Loss -0.7796, Sem 0.0775, dir -0.9759, norm 0.1188, swav 0.0000 LR: 3.670e-02 Score 97.187 Data time: 0.1631, Forward time: 2.2620, Backward time: 3.1087, DDP time: 0.0053, Total iter time: 3.6827 [2020-11-13 11:42:50,463][root][INFO] - ===> Epoch[517](13435/26): Loss -0.7365, Sem 0.0930, dir -0.9746, norm 0.1451, swav 0.0000 LR: 3.670e-02 Score 96.875 Data time: 0.2478, Forward time: 2.2620, Backward time: 3.1086, DDP time: 0.0053, Total iter time: 5.1932 [2020-11-13 11:42:55,918][root][INFO] - ===> Epoch[517](13436/26): Loss -0.7716, Sem 0.0801, dir -0.9755, norm 0.1237, swav 0.0000 LR: 3.669e-02 Score 97.266 Data time: 0.2444, Forward time: 2.2620, Backward time: 3.1086, DDP time: 0.0053, Total iter time: 5.3262 [2020-11-13 11:43:00,054][root][INFO] - ===> Epoch[517](13437/26): Loss -0.7638, Sem 0.0787, dir -0.9732, norm 0.1307, swav 0.0000 LR: 3.669e-02 Score 97.213 Data time: 0.1985, Forward time: 2.2620, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 4.0268 [2020-11-13 11:43:05,795][root][INFO] - ===> Epoch[517](13438/26): Loss -0.7425, Sem 0.0857, dir -0.9646, norm 0.1364, swav 0.0000 LR: 3.668e-02 Score 96.901 Data time: 0.2159, Forward time: 2.2620, Backward time: 3.1084, DDP time: 0.0053, Total iter time: 5.6449 [2020-11-13 11:43:11,177][root][INFO] - ===> Epoch[517](13439/26): Loss -0.7689, Sem 0.0803, dir -0.9747, norm 0.1254, swav 0.0000 LR: 3.668e-02 Score 97.139 Data time: 0.1740, Forward time: 2.2620, Backward time: 3.1084, DDP time: 0.0053, Total iter time: 5.2599 [2020-11-13 11:43:16,541][root][INFO] - ===> Epoch[517](13440/26): Loss -0.7652, Sem 0.0793, dir -0.9720, norm 0.1274, swav 0.0000 LR: 3.667e-02 Score 97.111 Data time: 0.1171, Forward time: 2.2619, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 5.2681 [2020-11-13 11:43:22,947][root][INFO] - ===> Epoch[517](13441/26): Loss -0.7701, Sem 0.0768, dir -0.9754, norm 0.1284, swav 0.0000 LR: 3.667e-02 Score 97.131 Data time: 0.2291, Forward time: 2.2620, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 6.3692 [2020-11-13 11:43:28,933][root][INFO] - ===> Epoch[517](13442/26): Loss -0.7711, Sem 0.0758, dir -0.9768, norm 0.1298, swav 0.0000 LR: 3.666e-02 Score 97.302 Data time: 0.2213, Forward time: 2.2620, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 5.8872 [2020-11-13 11:43:35,220][root][INFO] - ===> Epoch[518](13443/26): Loss -0.7776, Sem 0.0758, dir -0.9775, norm 0.1241, swav 0.0000 LR: 3.666e-02 Score 97.363 Data time: 0.2559, Forward time: 2.2620, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 6.1739 [2020-11-13 11:43:41,064][root][INFO] - ===> Epoch[518](13444/26): Loss -0.7783, Sem 0.0759, dir -0.9770, norm 0.1227, swav 0.0000 LR: 3.665e-02 Score 97.309 Data time: 0.2456, Forward time: 2.2620, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 5.7394 [2020-11-13 11:43:46,984][root][INFO] - ===> Epoch[518](13445/26): Loss -0.7761, Sem 0.0695, dir -0.9763, norm 0.1306, swav 0.0000 LR: 3.665e-02 Score 97.535 Data time: 0.2382, Forward time: 2.2621, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 5.7889 [2020-11-13 11:43:53,885][root][INFO] - ===> Epoch[518](13446/26): Loss -0.7604, Sem 0.0834, dir -0.9754, norm 0.1316, swav 0.0000 LR: 3.664e-02 Score 97.071 Data time: 0.3232, Forward time: 2.2622, Backward time: 3.1085, DDP time: 0.0053, Total iter time: 6.8021 [2020-11-13 11:43:58,713][root][INFO] - ===> Epoch[518](13447/26): Loss -0.7742, Sem 0.0747, dir -0.9741, norm 0.1253, swav 0.0000 LR: 3.664e-02 Score 97.398 Data time: 0.2058, Forward time: 2.2622, Backward time: 3.1084, DDP time: 0.0053, Total iter time: 4.6822 [2020-11-13 11:44:03,957][root][INFO] - ===> Epoch[518](13448/26): Loss -0.7524, Sem 0.0812, dir -0.9736, norm 0.1400, swav 0.0000 LR: 3.663e-02 Score 97.180 Data time: 0.1956, Forward time: 2.2621, Backward time: 3.1084, DDP time: 0.0053, Total iter time: 5.1324 [2020-11-13 11:44:09,178][root][INFO] - ===> Epoch[518](13449/26): Loss -0.7722, Sem 0.0748, dir -0.9743, norm 0.1273, swav 0.0000 LR: 3.663e-02 Score 97.369 Data time: 0.2778, Forward time: 2.2622, Backward time: 3.1083, DDP time: 0.0053, Total iter time: 5.1490 [2020-11-13 11:44:15,345][root][INFO] - ===> Epoch[518](13450/26): Loss -0.7519, Sem 0.0820, dir -0.9728, norm 0.1389, swav 0.0000 LR: 3.662e-02 Score 97.040 Data time: 0.2349, Forward time: 2.2622, Backward time: 3.1083, DDP time: 0.0053, Total iter time: 6.0469 [2020-11-13 11:44:20,468][root][INFO] - ===> Epoch[518](13451/26): Loss -0.7786, Sem 0.0777, dir -0.9737, norm 0.1174, swav 0.0000 LR: 3.662e-02 Score 97.206 Data time: 0.2271, Forward time: 2.2622, Backward time: 3.1083, DDP time: 0.0053, Total iter time: 5.0235 [2020-11-13 11:44:26,481][root][INFO] - ===> Epoch[518](13452/26): Loss -0.7714, Sem 0.0675, dir -0.9726, norm 0.1337, swav 0.0000 LR: 3.661e-02 Score 97.651 Data time: 0.2330, Forward time: 2.2622, Backward time: 3.1083, DDP time: 0.0053, Total iter time: 5.8893 [2020-11-13 11:44:31,410][root][INFO] - ===> Epoch[518](13453/26): Loss -0.7717, Sem 0.0782, dir -0.9736, norm 0.1237, swav 0.0000 LR: 3.661e-02 Score 97.195 Data time: 0.2381, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 4.8187 [2020-11-13 11:44:36,848][root][INFO] - ===> Epoch[518](13454/26): Loss -0.7810, Sem 0.0733, dir -0.9754, norm 0.1211, swav 0.0000 LR: 3.660e-02 Score 97.397 Data time: 0.1901, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 5.3398 [2020-11-13 11:44:43,401][root][INFO] - ===> Epoch[518](13455/26): Loss -0.7679, Sem 0.0778, dir -0.9749, norm 0.1292, swav 0.0000 LR: 3.660e-02 Score 97.224 Data time: 0.2385, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 6.4349 [2020-11-13 11:44:49,777][root][INFO] - ===> Epoch[518](13456/26): Loss -0.7691, Sem 0.0742, dir -0.9716, norm 0.1282, swav 0.0000 LR: 3.659e-02 Score 97.408 Data time: 0.2142, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 6.2625 [2020-11-13 11:44:55,051][root][INFO] - ===> Epoch[518](13457/26): Loss -0.7820, Sem 0.0703, dir -0.9764, norm 0.1241, swav 0.0000 LR: 3.659e-02 Score 97.482 Data time: 0.1971, Forward time: 2.2622, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 5.1765 [2020-11-13 11:45:01,365][root][INFO] - ===> Epoch[518](13458/26): Loss -0.7896, Sem 0.0716, dir -0.9754, norm 0.1142, swav 0.0000 LR: 3.658e-02 Score 97.513 Data time: 0.2188, Forward time: 2.2622, Backward time: 3.1083, DDP time: 0.0053, Total iter time: 6.2257 [2020-11-13 11:45:07,020][root][INFO] - ===> Epoch[518](13459/26): Loss -0.7882, Sem 0.0694, dir -0.9774, norm 0.1198, swav 0.0000 LR: 3.658e-02 Score 97.540 Data time: 0.2755, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 5.5563 [2020-11-13 11:45:12,927][root][INFO] - ===> Epoch[518](13460/26): Loss -0.7757, Sem 0.0721, dir -0.9710, norm 0.1232, swav 0.0000 LR: 3.657e-02 Score 97.457 Data time: 0.2835, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 5.7803 [2020-11-13 11:45:17,311][root][INFO] - ===> Epoch[518](13461/26): Loss -0.7479, Sem 0.0883, dir -0.9690, norm 0.1328, swav 0.0000 LR: 3.657e-02 Score 96.680 Data time: 0.1661, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 4.2537 [2020-11-13 11:45:22,918][root][INFO] - ===> Epoch[518](13462/26): Loss -0.7562, Sem 0.0816, dir -0.9717, norm 0.1339, swav 0.0000 LR: 3.656e-02 Score 96.998 Data time: 0.2253, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.5189 [2020-11-13 11:45:28,375][root][INFO] - ===> Epoch[518](13463/26): Loss -0.7688, Sem 0.0806, dir -0.9759, norm 0.1265, swav 0.0000 LR: 3.656e-02 Score 97.125 Data time: 0.2588, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.3267 [2020-11-13 11:45:34,067][root][INFO] - ===> Epoch[518](13464/26): Loss -0.7574, Sem 0.0809, dir -0.9693, norm 0.1310, swav 0.0000 LR: 3.655e-02 Score 97.162 Data time: 0.1945, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.5617 [2020-11-13 11:45:39,812][root][INFO] - ===> Epoch[518](13465/26): Loss -0.7482, Sem 0.0862, dir -0.9714, norm 0.1370, swav 0.0000 LR: 3.655e-02 Score 96.966 Data time: 0.1869, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.6325 [2020-11-13 11:45:45,647][root][INFO] - ===> Epoch[518](13466/26): Loss -0.7729, Sem 0.0737, dir -0.9746, norm 0.1280, swav 0.0000 LR: 3.654e-02 Score 97.331 Data time: 0.1804, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.7374 [2020-11-13 11:45:51,050][root][INFO] - ===> Epoch[518](13467/26): Loss -0.7701, Sem 0.0728, dir -0.9742, norm 0.1313, swav 0.0000 LR: 3.654e-02 Score 97.486 Data time: 0.1759, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.2956 [2020-11-13 11:45:55,720][root][INFO] - ===> Epoch[518](13468/26): Loss -0.7710, Sem 0.0775, dir -0.9723, norm 0.1238, swav 0.0000 LR: 3.653e-02 Score 97.347 Data time: 0.2122, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 4.6062 [2020-11-13 11:46:01,186][root][INFO] - ===> Epoch[519](13469/26): Loss -0.7707, Sem 0.0746, dir -0.9747, norm 0.1294, swav 0.0000 LR: 3.653e-02 Score 97.330 Data time: 0.2175, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.3686 [2020-11-13 11:46:06,632][root][INFO] - ===> Epoch[519](13470/26): Loss -0.7482, Sem 0.0891, dir -0.9704, norm 0.1332, swav 0.0000 LR: 3.652e-02 Score 96.931 Data time: 0.1849, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.3017 [2020-11-13 11:46:12,311][root][INFO] - ===> Epoch[519](13471/26): Loss -0.7379, Sem 0.0849, dir -0.9714, norm 0.1486, swav 0.0000 LR: 3.652e-02 Score 96.994 Data time: 0.2253, Forward time: 2.2623, Backward time: 3.1079, DDP time: 0.0053, Total iter time: 5.5909 [2020-11-13 11:46:19,192][root][INFO] - ===> Epoch[519](13472/26): Loss -0.7756, Sem 0.0775, dir -0.9771, norm 0.1240, swav 0.0000 LR: 3.651e-02 Score 97.256 Data time: 0.1993, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 6.7662 [2020-11-13 11:46:25,927][root][INFO] - ===> Epoch[519](13473/26): Loss -0.7697, Sem 0.0732, dir -0.9737, norm 0.1307, swav 0.0000 LR: 3.651e-02 Score 97.397 Data time: 0.2593, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 6.6282 [2020-11-13 11:46:32,689][root][INFO] - ===> Epoch[519](13474/26): Loss -0.7773, Sem 0.0734, dir -0.9722, norm 0.1216, swav 0.0000 LR: 3.650e-02 Score 97.426 Data time: 0.2123, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 6.6311 [2020-11-13 11:46:39,566][root][INFO] - ===> Epoch[519](13475/26): Loss -0.7337, Sem 0.0912, dir -0.9696, norm 0.1447, swav 0.0000 LR: 3.650e-02 Score 96.711 Data time: 0.3257, Forward time: 2.2624, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 6.7519 [2020-11-13 11:46:46,723][root][INFO] - ===> Epoch[519](13476/26): Loss -0.7745, Sem 0.0797, dir -0.9752, norm 0.1209, swav 0.0000 LR: 3.649e-02 Score 97.146 Data time: 0.1787, Forward time: 2.2624, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 7.0138 [2020-11-13 11:46:51,425][root][INFO] - ===> Epoch[519](13477/26): Loss -0.7395, Sem 0.0834, dir -0.9713, norm 0.1484, swav 0.0000 LR: 3.649e-02 Score 97.067 Data time: 0.1802, Forward time: 2.2624, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 4.5886 [2020-11-13 11:46:56,833][root][INFO] - ===> Epoch[519](13478/26): Loss -0.7574, Sem 0.0805, dir -0.9731, norm 0.1352, swav 0.0000 LR: 3.648e-02 Score 97.189 Data time: 0.2166, Forward time: 2.2624, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.3156 [2020-11-13 11:47:02,050][root][INFO] - ===> Epoch[519](13479/26): Loss -0.7418, Sem 0.0809, dir -0.9687, norm 0.1461, swav 0.0000 LR: 3.648e-02 Score 97.289 Data time: 0.1756, Forward time: 2.2624, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.0896 [2020-11-13 11:47:07,407][root][INFO] - ===> Epoch[519](13480/26): Loss -0.7602, Sem 0.0872, dir -0.9761, norm 0.1288, swav 0.0000 LR: 3.647e-02 Score 97.254 Data time: 0.2430, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.2691 [2020-11-13 11:47:13,010][root][INFO] - ===> Epoch[519](13481/26): Loss -0.7215, Sem 0.0910, dir -0.9733, norm 0.1608, swav 0.0000 LR: 3.647e-02 Score 96.795 Data time: 0.2765, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.5019 [2020-11-13 11:47:18,189][root][INFO] - ===> Epoch[519](13482/26): Loss -0.7521, Sem 0.0816, dir -0.9745, norm 0.1408, swav 0.0000 LR: 3.646e-02 Score 97.162 Data time: 0.2245, Forward time: 2.2625, Backward time: 3.1079, DDP time: 0.0053, Total iter time: 5.0518 [2020-11-13 11:47:23,873][root][INFO] - ===> Epoch[519](13483/26): Loss -0.7525, Sem 0.0774, dir -0.9699, norm 0.1400, swav 0.0000 LR: 3.645e-02 Score 97.307 Data time: 0.1226, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.5704 [2020-11-13 11:47:29,644][root][INFO] - ===> Epoch[519](13484/26): Loss -0.7633, Sem 0.0850, dir -0.9720, norm 0.1237, swav 0.0000 LR: 3.645e-02 Score 96.934 Data time: 0.1704, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.7121 [2020-11-13 11:47:34,717][root][INFO] - ===> Epoch[519](13485/26): Loss -0.7534, Sem 0.0797, dir -0.9722, norm 0.1391, swav 0.0000 LR: 3.644e-02 Score 97.286 Data time: 0.2050, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 4.9868 [2020-11-13 11:47:40,684][root][INFO] - ===> Epoch[519](13486/26): Loss -0.7498, Sem 0.0788, dir -0.9719, norm 0.1433, swav 0.0000 LR: 3.644e-02 Score 97.356 Data time: 0.2267, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.8567 [2020-11-13 11:47:47,209][root][INFO] - ===> Epoch[519](13487/26): Loss -0.7460, Sem 0.0797, dir -0.9696, norm 0.1439, swav 0.0000 LR: 3.643e-02 Score 97.251 Data time: 0.1477, Forward time: 2.2624, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 6.3893 [2020-11-13 11:47:52,936][root][INFO] - ===> Epoch[519](13488/26): Loss -0.7676, Sem 0.0768, dir -0.9747, norm 0.1304, swav 0.0000 LR: 3.643e-02 Score 97.138 Data time: 0.1837, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.6516 [2020-11-13 11:47:58,654][root][INFO] - ===> Epoch[519](13489/26): Loss -0.7494, Sem 0.0858, dir -0.9711, norm 0.1358, swav 0.0000 LR: 3.642e-02 Score 97.250 Data time: 0.1685, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.5952 [2020-11-13 11:48:05,288][root][INFO] - ===> Epoch[519](13490/26): Loss -0.7454, Sem 0.0865, dir -0.9695, norm 0.1375, swav 0.0000 LR: 3.642e-02 Score 96.920 Data time: 0.2258, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 6.5397 [2020-11-13 11:48:11,264][root][INFO] - ===> Epoch[519](13491/26): Loss -0.7562, Sem 0.0728, dir -0.9701, norm 0.1411, swav 0.0000 LR: 3.641e-02 Score 97.445 Data time: 0.2552, Forward time: 2.2623, Backward time: 3.1082, DDP time: 0.0053, Total iter time: 5.8583 [2020-11-13 11:48:16,174][root][INFO] - ===> Epoch[519](13492/26): Loss -0.7689, Sem 0.0729, dir -0.9681, norm 0.1263, swav 0.0000 LR: 3.641e-02 Score 97.403 Data time: 0.2003, Forward time: 2.2623, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 4.7842 [2020-11-13 11:48:22,056][root][INFO] - ===> Epoch[519](13493/26): Loss -0.7459, Sem 0.0752, dir -0.9705, norm 0.1493, swav 0.0000 LR: 3.640e-02 Score 97.382 Data time: 0.2718, Forward time: 2.2624, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.7757 [2020-11-13 11:48:27,033][root][INFO] - ===> Epoch[519](13494/26): Loss -0.7331, Sem 0.0890, dir -0.9728, norm 0.1507, swav 0.0000 LR: 3.640e-02 Score 96.775 Data time: 0.1855, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 4.8623 [2020-11-13 11:48:32,149][root][INFO] - ===> Epoch[520](13495/26): Loss -0.7505, Sem 0.0786, dir -0.9697, norm 0.1406, swav 0.0000 LR: 3.639e-02 Score 97.288 Data time: 0.1586, Forward time: 2.2623, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.0092 [2020-11-13 11:48:38,673][root][INFO] - ===> Epoch[520](13496/26): Loss -0.7743, Sem 0.0717, dir -0.9757, norm 0.1296, swav 0.0000 LR: 3.639e-02 Score 97.490 Data time: 0.3195, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 6.4630 [2020-11-13 11:48:44,541][root][INFO] - ===> Epoch[520](13497/26): Loss -0.7459, Sem 0.0815, dir -0.9703, norm 0.1428, swav 0.0000 LR: 3.638e-02 Score 97.096 Data time: 0.1897, Forward time: 2.2624, Backward time: 3.1080, DDP time: 0.0053, Total iter time: 5.7514 [2020-11-13 11:48:51,347][root][INFO] - ===> Epoch[520](13498/26): Loss -0.7629, Sem 0.0856, dir -0.9746, norm 0.1261, swav 0.0000 LR: 3.638e-02 Score 96.978 Data time: 0.2806, Forward time: 2.2624, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 6.7279 [2020-11-13 11:48:58,354][root][INFO] - ===> Epoch[520](13499/26): Loss -0.7432, Sem 0.0827, dir -0.9683, norm 0.1425, swav 0.0000 LR: 3.637e-02 Score 97.055 Data time: 0.2661, Forward time: 2.2625, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 6.8670 [2020-11-13 11:49:04,445][root][INFO] - ===> Epoch[520](13500/26): Loss -0.7457, Sem 0.0808, dir -0.9726, norm 0.1461, swav 0.0000 LR: 3.637e-02 Score 97.194 Data time: 0.2160, Forward time: 2.2625, Backward time: 3.1081, DDP time: 0.0053, Total iter time: 5.9652 [2020-11-13 11:49:10,363][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 11:49:10,727][root][INFO] - ===> Start testing [2020-11-13 11:50:42,152][root][INFO] - 101/312: Data time: 0.0077, Iter time: 0.3527 Loss 0.779 (AVG: 0.621) Score 87.299 (AVG: 88.650) mIOU 70.890 mAP 75.033 mAcc 78.757 IOU: 84.007 96.703 60.730 76.283 90.601 78.686 70.054 57.382 58.335 82.657 31.160 69.409 62.134 77.352 58.165 66.456 93.072 64.718 86.305 53.588 mAP: 81.354 95.763 63.658 72.129 92.946 84.992 72.652 65.988 67.067 62.835 56.483 62.843 70.729 78.560 53.249 90.285 94.949 84.101 88.213 61.856 mAcc: 96.061 98.748 75.080 78.210 94.284 91.951 83.672 66.848 73.253 84.849 38.644 77.434 82.885 80.600 60.878 72.937 94.456 72.208 92.659 59.487 [2020-11-13 11:52:17,449][root][INFO] - 201/312: Data time: 0.0061, Iter time: 0.1510 Loss 0.322 (AVG: 0.593) Score 91.265 (AVG: 89.161) mIOU 71.337 mAP 75.654 mAcc 79.237 IOU: 84.357 96.253 60.732 77.661 91.187 79.413 74.014 62.110 60.443 79.401 35.462 64.632 62.622 72.295 48.425 73.709 92.803 67.945 90.354 52.914 mAP: 81.243 96.047 65.587 70.089 92.194 78.981 73.818 69.405 70.408 69.695 56.556 61.480 71.097 76.232 51.138 92.022 96.362 86.672 90.735 63.312 mAcc: 96.311 98.745 75.828 79.468 94.307 92.033 86.095 72.830 73.296 86.327 43.537 73.184 80.040 75.099 51.417 80.563 95.835 76.347 95.263 58.207 [2020-11-13 11:53:20,954][submitit][WARNING] - Caught signal 10 on learnfair2274: this job is timed-out. [2020-11-13 11:53:20,987][submitit][INFO] - Calling checkpoint method. [2020-11-13 11:53:21,823][submitit][INFO] - Requeued job 32740095_11 (2 remaining timeouts) [2020-11-13 11:53:21,824][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-13 11:53:22,173][submitit][WARNING] - Bypassing signal 15 [2020-11-13 11:58:04,670][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,677][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,679][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,688][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,703][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,706][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,709][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,717][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,717][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,717][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,730][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,736][root][INFO] - ===> Loading exsiting config file [2020-11-13 11:58:04,754][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,754][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,758][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:04,776][root][INFO] - ===> Loaded exsiting config file [2020-11-13 11:58:15,521][root][INFO] - ===> Configurations [2020-11-13 11:58:15,532][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/0/weights/checkpoint_60000.pth weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: null temporal_dilation: 30 temporal_numseq: 3 point_lim: -1 pre_point_lim: -1 batch_size: 6 val_batch_size: 1 test_batch_size: 1 cache_data: false num_workers: 1 num_val_workers: 1 ignore_label: 255 return_transformation: false ignore_duplicate_class: false partial_crop: 0 train_limit_numpoints: 0 synthia_path: /home/chrischoy/datasets/Synthia/Synthia4D synthia_camera_path: /home/chrischoy/datasets/Synthia/%s/CameraParams/ synthia_camera_intrinsic_file: intrinsics.txt synthia_camera_extrinsics_file: Stereo_Right/Omni_F/%s.txt temporal_rand_dilation: false temporal_rand_numseq: false scannet_path: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 empty_cache_freq: 1 train_phase: train val_phase: val overwrite_weights: true resume: true resume_optimizer: True, eval_upsample: false lenient_weight_loading: true distributed: distributed_world_size: 8 distributed_rank: 0 distributed_backend: nccl distributed_init_method: tcp://learnfair5189:10100 distributed_port: 10100 device_id: 0 distributed_no_spawn: true ddp_backend: c10d bucket_cap_mb: 25 augmentation: use_feat_aug: true data_aug_color_trans_ratio: 0.1 data_aug_color_jitter_std: 0.05 normalize_color: true data_aug_scale_min: 0.9 data_aug_scale_max: 1.1 data_aug_hue_max: 0.5 data_aug_saturation_max: 0.2 test: visualize: false save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize test_phase: test evaluate_original_pointcloud: false test_original_pointcloud: false test_stat_freq: 100 misc: is_cuda: true load_path: null log_step: 50 log_level: INFO num_gpu: 1 seed: 123 log_dir: /checkpoint/jihou/scannet_ins load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-13 11:58:15,533][root][INFO] - ===> Initializing dataloader [2020-11-13 11:58:15,535][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-13 11:58:15,537][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-13 11:58:15,538][root][INFO] - ===> Building model [2020-11-13 11:58:15,794][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-13 11:58:15,794][root][INFO] - Res16UNet34C( (conv0p1s1): MinkowskiConvolution(in=3, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[3, 3, 3], stride=[1, 1, 1], dilation=[1, 1, 1]) (bn0): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (conv1p1s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block1): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv2p2s2): MinkowskiConvolution(in=32, out=32, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn2): MinkowskiBatchNorm(32, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block2): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=32, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv3p4s2): MinkowskiConvolution(in=64, out=64, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn3): MinkowskiBatchNorm(64, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block3): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=64, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (conv4p8s2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bn4): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block4): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (2): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (3): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (4): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) (5): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr4p16s2): MinkowskiConvolutionTranspose(in=256, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr4): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block5): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=384, out=256, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=256, out=256, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr5p8s2): MinkowskiConvolutionTranspose(in=256, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr5): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block6): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=192, out=128, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=128, out=128, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr6p4s2): MinkowskiConvolutionTranspose(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr6): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block7): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (convtr7p2s2): MinkowskiConvolutionTranspose(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[2, 2, 2], stride=[2, 2, 2], dilation=[1, 1, 1]) (bntr7): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (block8): Sequential( (0): BasicBlock( (conv1): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() (downsample): Sequential( (0): MinkowskiConvolution(in=128, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) ) ) (1): BasicBlock( (conv1): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm1): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (conv2): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYBRID, kernel_volume=27, stride=[1, 1, 1], dilation=[1, 1, 1]) (norm2): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (relu): MinkowskiReLU() ) ) (final): MinkowskiConvolution(in=96, out=20, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (relu): MinkowskiReLU() (offsets_pre): MinkowskiConvolution(in=96, out=96, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) (bntr_offset): MinkowskiBatchNorm(96, eps=1e-05, momentum=0.02, affine=True, track_running_stats=True) (offsets): MinkowskiConvolution(in=96, out=3, region_type=RegionType.HYPERCUBE, kernel_size=[1, 1, 1], stride=[1, 1, 1], dilation=[1, 1, 1]) ) [2020-11-13 11:58:15,797][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/0/weights/checkpoint_60000.pth [2020-11-13 11:58:17,539][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, 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block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-13 11:58:17,726][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-13 11:58:17,727][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-13 11:58:19,040][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 520) [2020-11-13 11:58:31,101][root][INFO] - ===> Epoch[520](13501/26): Loss -0.7363, Sem 0.0805, dir -0.9702, norm 0.1534, swav 0.0000 LR: 3.635e-02 Score 97.198 Data time: 5.0294, Forward time: 4.0456, Backward time: 2.9089, DDP time: 0.0012, Total iter time: 11.9932 [2020-11-13 11:58:37,231][root][INFO] - ===> Epoch[520](13502/26): Loss -0.7407, Sem 0.0885, dir -0.9703, norm 0.1412, swav 0.0000 LR: 3.635e-02 Score 96.960 Data time: 0.1546, Forward time: 3.0872, Backward time: 3.1495, DDP time: 0.0021, Total iter time: 5.7829 [2020-11-13 11:58:43,131][root][INFO] - ===> Epoch[520](13503/26): Loss -0.7526, Sem 0.0844, dir -0.9709, norm 0.1338, swav 0.0000 LR: 3.634e-02 Score 97.025 Data time: 0.2096, Forward time: 2.7040, Backward time: 3.1648, DDP time: 0.0025, Total iter time: 5.4441 [2020-11-13 11:58:48,740][root][INFO] - ===> Epoch[520](13504/26): Loss -0.7607, Sem 0.0794, dir -0.9724, norm 0.1323, swav 0.0000 LR: 3.634e-02 Score 97.325 Data time: 0.2339, Forward time: 2.7565, Backward time: 2.9238, DDP time: 0.0028, Total iter time: 5.4665 [2020-11-13 11:58:54,786][root][INFO] - ===> Epoch[520](13505/26): Loss -0.7735, Sem 0.0727, dir -0.9733, norm 0.1272, swav 0.0000 LR: 3.633e-02 Score 97.383 Data time: 0.3285, Forward time: 2.8457, Backward time: 2.7944, DDP time: 0.0025, Total iter time: 5.8175 [2020-11-13 11:59:00,486][root][INFO] - ===> Epoch[520](13506/26): Loss -0.7732, Sem 0.0743, dir -0.9723, norm 0.1247, swav 0.0000 LR: 3.633e-02 Score 97.327 Data time: 0.2483, Forward time: 2.8647, Backward time: 2.6918, DDP time: 0.0026, Total iter time: 5.4459 [2020-11-13 11:59:06,855][root][INFO] - ===> Epoch[520](13507/26): Loss -0.7813, Sem 0.0663, dir -0.9761, norm 0.1285, swav 0.0000 LR: 3.632e-02 Score 97.714 Data time: 0.3319, Forward time: 2.9264, Backward time: 2.6582, DDP time: 0.0027, Total iter time: 6.1535 [2020-11-13 11:59:12,828][root][INFO] - ===> Epoch[520](13508/26): Loss -0.7511, Sem 0.0880, dir -0.9741, norm 0.1350, swav 0.0000 LR: 3.632e-02 Score 96.962 Data time: 0.1967, Forward time: 2.8696, Backward time: 2.7048, DDP time: 0.0028, Total iter time: 5.7716 [2020-11-13 11:59:18,769][root][INFO] - ===> Epoch[520](13509/26): Loss -0.7471, Sem 0.0897, dir -0.9716, norm 0.1348, swav 0.0000 LR: 3.631e-02 Score 96.764 Data time: 0.2031, Forward time: 2.8160, Backward time: 2.7513, DDP time: 0.0028, Total iter time: 5.7801 [2020-11-13 11:59:24,877][root][INFO] - ===> Epoch[520](13510/26): Loss -0.7527, Sem 0.0791, dir -0.9714, norm 0.1396, swav 0.0000 LR: 3.631e-02 Score 97.226 Data time: 0.1884, Forward time: 2.7429, Backward time: 2.8310, DDP time: 0.0029, Total iter time: 5.9500 [2020-11-13 11:59:30,877][root][INFO] - ===> Epoch[520](13511/26): Loss -0.7594, Sem 0.0853, dir -0.9737, norm 0.1291, swav 0.0000 LR: 3.630e-02 Score 96.895 Data time: 0.2510, Forward time: 2.7213, Backward time: 2.8526, DDP time: 0.0029, Total iter time: 5.8764 [2020-11-13 11:59:37,271][root][INFO] - ===> Epoch[520](13512/26): Loss -0.7678, Sem 0.0782, dir -0.9713, norm 0.1252, swav 0.0000 LR: 3.630e-02 Score 97.291 Data time: 0.1837, Forward time: 2.6677, Backward time: 2.9361, DDP time: 0.0029, Total iter time: 6.2300 [2020-11-13 11:59:43,643][root][INFO] - ===> Epoch[520](13513/26): Loss -0.7412, Sem 0.0930, dir -0.9719, norm 0.1377, swav 0.0000 LR: 3.629e-02 Score 97.050 Data time: 0.2210, Forward time: 2.6884, Backward time: 2.9470, DDP time: 0.0030, Total iter time: 6.2717 [2020-11-13 11:59:49,101][root][INFO] - ===> Epoch[520](13514/26): Loss -0.7798, Sem 0.0772, dir -0.9789, norm 0.1219, swav 0.0000 LR: 3.629e-02 Score 97.317 Data time: 0.2148, Forward time: 2.6783, Backward time: 2.9087, DDP time: 0.0030, Total iter time: 5.2886 [2020-11-13 11:59:54,939][root][INFO] - ===> Epoch[520](13515/26): Loss -0.7297, Sem 0.0905, dir -0.9679, norm 0.1477, swav 0.0000 LR: 3.628e-02 Score 96.935 Data time: 0.1877, Forward time: 2.6433, Backward time: 2.9338, DDP time: 0.0031, Total iter time: 5.7026 [2020-11-13 12:00:00,873][root][INFO] - ===> Epoch[520](13516/26): Loss -0.7499, Sem 0.0834, dir -0.9716, norm 0.1383, swav 0.0000 LR: 3.628e-02 Score 97.138 Data time: 0.2328, Forward time: 2.6575, Backward time: 2.9163, DDP time: 0.0031, Total iter time: 5.7854 [2020-11-13 12:00:07,339][root][INFO] - ===> Epoch[520](13517/26): Loss -0.7617, Sem 0.0695, dir -0.9689, norm 0.1377, swav 0.0000 LR: 3.627e-02 Score 97.534 Data time: 0.2219, Forward time: 2.6627, Backward time: 2.9369, DDP time: 0.0031, Total iter time: 6.2817 [2020-11-13 12:00:13,541][root][INFO] - ===> Epoch[520](13518/26): Loss -0.7578, Sem 0.0800, dir -0.9739, norm 0.1361, swav 0.0000 LR: 3.627e-02 Score 97.287 Data time: 0.2304, Forward time: 2.6558, Backward time: 2.9509, DDP time: 0.0031, Total iter time: 6.0348 [2020-11-13 12:00:19,333][root][INFO] - ===> Epoch[520](13519/26): Loss -0.7511, Sem 0.0827, dir -0.9754, norm 0.1415, swav 0.0000 LR: 3.626e-02 Score 97.184 Data time: 0.2797, Forward time: 2.6551, Backward time: 2.9378, DDP time: 0.0031, Total iter time: 5.6664 [2020-11-13 12:00:24,486][root][INFO] - ===> Epoch[520](13520/26): Loss -0.7649, Sem 0.0756, dir -0.9741, norm 0.1336, swav 0.0000 LR: 3.626e-02 Score 97.414 Data time: 0.2395, Forward time: 2.6514, Backward time: 2.8985, DDP time: 0.0031, Total iter time: 4.9948 [2020-11-13 12:00:29,787][root][INFO] - ===> Epoch[520](13521/26): Loss -0.7585, Sem 0.0824, dir -0.9737, norm 0.1328, swav 0.0000 LR: 3.625e-02 Score 97.031 Data time: 0.2091, Forward time: 2.6470, Backward time: 2.8733, DDP time: 0.0031, Total iter time: 5.1809 [2020-11-13 12:00:34,375][root][INFO] - ===> Epoch[520](13522/26): Loss -0.7561, Sem 0.0887, dir -0.9714, norm 0.1266, swav 0.0000 LR: 3.625e-02 Score 96.895 Data time: 0.2035, Forward time: 2.6236, Backward time: 2.8358, DDP time: 0.0031, Total iter time: 4.4206 [2020-11-13 12:00:39,710][root][INFO] - ===> Epoch[520](13523/26): Loss -0.7663, Sem 0.0783, dir -0.9760, norm 0.1314, swav 0.0000 LR: 3.624e-02 Score 97.286 Data time: 0.2382, Forward time: 2.6234, Backward time: 2.8144, DDP time: 0.0031, Total iter time: 5.2257 [2020-11-13 12:00:46,134][root][INFO] - ===> Epoch[520](13524/26): Loss -0.7582, Sem 0.0785, dir -0.9710, norm 0.1342, swav 0.0000 LR: 3.624e-02 Score 97.186 Data time: 0.1794, Forward time: 2.6031, Backward time: 2.8579, DDP time: 0.0031, Total iter time: 6.2754 [2020-11-13 12:00:51,227][root][INFO] - ===> Epoch[520](13525/26): Loss -0.7637, Sem 0.0751, dir -0.9752, norm 0.1364, swav 0.0000 LR: 3.623e-02 Score 97.357 Data time: 0.1764, Forward time: 2.5835, Backward time: 2.8491, DDP time: 0.0031, Total iter time: 4.9851 [2020-11-13 12:00:57,427][root][INFO] - ===> Epoch[520](13526/26): Loss -0.7765, Sem 0.0748, dir -0.9722, norm 0.1209, swav 0.0000 LR: 3.623e-02 Score 97.363 Data time: 0.1984, Forward time: 2.5688, Backward time: 2.8765, DDP time: 0.0031, Total iter time: 6.0462 [2020-11-13 12:01:02,773][root][INFO] - ===> Epoch[521](13527/26): Loss -0.7379, Sem 0.0807, dir -0.9703, norm 0.1518, swav 0.0000 LR: 3.622e-02 Score 97.216 Data time: 0.2974, Forward time: 2.5747, Backward time: 2.8488, DDP time: 0.0031, Total iter time: 5.2524 [2020-11-13 12:01:08,315][root][INFO] - ===> Epoch[521](13528/26): Loss -0.7770, Sem 0.0770, dir -0.9769, norm 0.1230, swav 0.0000 LR: 3.622e-02 Score 97.240 Data time: 0.2154, Forward time: 2.5747, Backward time: 2.8392, DDP time: 0.0031, Total iter time: 5.3974 [2020-11-13 12:01:14,472][root][INFO] - ===> Epoch[521](13529/26): Loss -0.7497, Sem 0.0813, dir -0.9717, norm 0.1407, swav 0.0000 LR: 3.621e-02 Score 97.087 Data time: 0.1945, Forward time: 2.5659, Backward time: 2.8595, DDP time: 0.0031, Total iter time: 6.0295 [2020-11-13 12:01:21,451][root][INFO] - ===> Epoch[521](13530/26): Loss -0.7513, Sem 0.0885, dir -0.9730, norm 0.1332, swav 0.0000 LR: 3.621e-02 Score 96.735 Data time: 0.2427, Forward time: 2.5462, Backward time: 2.9130, DDP time: 0.0031, Total iter time: 6.8208 [2020-11-13 12:01:26,903][root][INFO] - ===> Epoch[521](13531/26): Loss -0.7738, Sem 0.0799, dir -0.9747, norm 0.1210, swav 0.0000 LR: 3.620e-02 Score 97.228 Data time: 0.2206, Forward time: 2.5484, Backward time: 2.8985, DDP time: 0.0031, Total iter time: 5.3187 [2020-11-13 12:01:32,752][root][INFO] - ===> Epoch[521](13532/26): Loss -0.7513, Sem 0.0804, dir -0.9718, norm 0.1402, swav 0.0000 LR: 3.620e-02 Score 97.179 Data time: 0.1759, Forward time: 2.5290, Backward time: 2.9174, DDP time: 0.0032, Total iter time: 5.7038 [2020-11-13 12:01:38,337][root][INFO] - ===> Epoch[521](13533/26): Loss -0.7778, Sem 0.0677, dir -0.9756, norm 0.1302, swav 0.0000 LR: 3.619e-02 Score 97.664 Data time: 0.2274, Forward time: 2.5246, Backward time: 2.9151, DDP time: 0.0032, Total iter time: 5.5048 [2020-11-13 12:01:44,778][root][INFO] - ===> Epoch[521](13534/26): Loss -0.7801, Sem 0.0712, dir -0.9734, norm 0.1221, swav 0.0000 LR: 3.619e-02 Score 97.566 Data time: 0.3217, Forward time: 2.5479, Backward time: 2.9073, DDP time: 0.0031, Total iter time: 6.2974 [2020-11-13 12:01:50,237][root][INFO] - ===> Epoch[521](13535/26): Loss -0.7806, Sem 0.0696, dir -0.9792, norm 0.1289, swav 0.0000 LR: 3.618e-02 Score 97.593 Data time: 0.1837, Forward time: 2.5377, Backward time: 2.9052, DDP time: 0.0031, Total iter time: 5.2818 [2020-11-13 12:01:57,061][root][INFO] - ===> Epoch[521](13536/26): Loss -0.7561, Sem 0.0820, dir -0.9704, norm 0.1323, swav 0.0000 LR: 3.618e-02 Score 97.190 Data time: 0.2105, Forward time: 2.5355, Backward time: 2.9336, DDP time: 0.0031, Total iter time: 6.7107 [2020-11-13 12:02:02,199][root][INFO] - ===> Epoch[521](13537/26): Loss -0.7541, Sem 0.0897, dir -0.9731, norm 0.1293, swav 0.0000 LR: 3.617e-02 Score 96.774 Data time: 0.1724, Forward time: 2.5201, Backward time: 2.9301, DDP time: 0.0032, Total iter time: 5.0210 [2020-11-13 12:02:08,867][root][INFO] - ===> Epoch[521](13538/26): Loss -0.7522, Sem 0.0843, dir -0.9722, norm 0.1357, swav 0.0000 LR: 3.617e-02 Score 97.040 Data time: 0.1457, Forward time: 2.4977, Backward time: 2.9742, DDP time: 0.0032, Total iter time: 6.5871 [2020-11-13 12:02:14,599][root][INFO] - ===> Epoch[521](13539/26): Loss -0.7708, Sem 0.0814, dir -0.9768, norm 0.1246, swav 0.0000 LR: 3.616e-02 Score 97.102 Data time: 0.2153, Forward time: 2.5042, Backward time: 2.9669, DDP time: 0.0032, Total iter time: 5.6800 [2020-11-13 12:02:20,513][root][INFO] - ===> Epoch[521](13540/26): Loss -0.7726, Sem 0.0780, dir -0.9779, norm 0.1273, swav 0.0000 LR: 3.616e-02 Score 97.269 Data time: 0.2423, Forward time: 2.5066, Backward time: 2.9648, DDP time: 0.0032, Total iter time: 5.7799 [2020-11-13 12:02:25,619][root][INFO] - ===> Epoch[521](13541/26): Loss -0.7471, Sem 0.0763, dir -0.9740, norm 0.1507, swav 0.0000 LR: 3.615e-02 Score 97.237 Data time: 0.1713, Forward time: 2.4939, Backward time: 2.9591, DDP time: 0.0032, Total iter time: 4.9608 [2020-11-13 12:02:31,810][root][INFO] - ===> Epoch[521](13542/26): Loss -0.7357, Sem 0.0825, dir -0.9721, norm 0.1539, swav 0.0000 LR: 3.615e-02 Score 97.181 Data time: 0.2392, Forward time: 2.5010, Backward time: 2.9607, DDP time: 0.0032, Total iter time: 6.1060 [2020-11-13 12:02:36,697][root][INFO] - ===> Epoch[521](13543/26): Loss -0.7477, Sem 0.0973, dir -0.9739, norm 0.1290, swav 0.0000 LR: 3.614e-02 Score 96.411 Data time: 0.1919, Forward time: 2.4936, Backward time: 2.9452, DDP time: 0.0032, Total iter time: 4.7147 [2020-11-13 12:02:43,009][root][INFO] - ===> Epoch[521](13544/26): Loss -0.7596, Sem 0.0723, dir -0.9745, norm 0.1425, swav 0.0000 LR: 3.614e-02 Score 97.409 Data time: 0.2512, Forward time: 2.4884, Backward time: 2.9601, DDP time: 0.0032, Total iter time: 6.2195 [2020-11-13 12:02:49,525][root][INFO] - ===> Epoch[521](13545/26): Loss -0.7670, Sem 0.0767, dir -0.9730, norm 0.1293, swav 0.0000 LR: 3.613e-02 Score 97.292 Data time: 0.2428, Forward time: 2.4923, Backward time: 2.9701, DDP time: 0.0032, Total iter time: 6.3802 [2020-11-13 12:02:55,987][root][INFO] - ===> Epoch[521](13546/26): Loss -0.7355, Sem 0.0865, dir -0.9655, norm 0.1435, swav 0.0000 LR: 3.613e-02 Score 96.743 Data time: 0.3045, Forward time: 2.5101, Backward time: 2.9641, DDP time: 0.0032, Total iter time: 6.3217 [2020-11-13 12:03:00,486][root][INFO] - ===> Epoch[521](13547/26): Loss -0.7595, Sem 0.0774, dir -0.9643, norm 0.1274, swav 0.0000 LR: 3.612e-02 Score 97.405 Data time: 0.2246, Forward time: 2.5001, Backward time: 2.9435, DDP time: 0.0032, Total iter time: 4.3305 [2020-11-13 12:03:06,185][root][INFO] - ===> Epoch[521](13548/26): Loss -0.7504, Sem 0.0897, dir -0.9736, norm 0.1335, swav 0.0000 LR: 3.612e-02 Score 96.942 Data time: 0.2466, Forward time: 2.5047, Backward time: 2.9358, DDP time: 0.0032, Total iter time: 5.5657 [2020-11-13 12:03:11,713][root][INFO] - ===> Epoch[521](13549/26): Loss -0.7851, Sem 0.0739, dir -0.9757, norm 0.1167, swav 0.0000 LR: 3.611e-02 Score 97.409 Data time: 0.2541, Forward time: 2.5131, Backward time: 2.9212, DDP time: 0.0032, Total iter time: 5.4011 [2020-11-13 12:03:17,118][root][INFO] - ===> Epoch[521](13550/26): Loss -0.7732, Sem 0.0755, dir -0.9748, norm 0.1261, swav 0.0000 LR: 3.611e-02 Score 97.445 Data time: 0.2126, Forward time: 2.5072, Backward time: 2.9183, DDP time: 0.0032, Total iter time: 5.2817 [2020-11-13 12:03:23,744][root][INFO] - ===> Epoch[521](13551/26): Loss -0.7736, Sem 0.0762, dir -0.9761, norm 0.1263, swav 0.0000 LR: 3.610e-02 Score 97.274 Data time: 0.3169, Forward time: 2.5241, Backward time: 2.9158, DDP time: 0.0031, Total iter time: 6.4904 [2020-11-13 12:03:29,821][root][INFO] - ===> Epoch[521](13552/26): Loss -0.7817, Sem 0.0701, dir -0.9775, norm 0.1257, swav 0.0000 LR: 3.610e-02 Score 97.490 Data time: 0.2159, Forward time: 2.5237, Backward time: 2.9195, DDP time: 0.0031, Total iter time: 5.9001 [2020-11-13 12:03:35,967][root][INFO] - ===> Epoch[522](13553/26): Loss -0.7757, Sem 0.0688, dir -0.9702, norm 0.1258, swav 0.0000 LR: 3.609e-02 Score 97.641 Data time: 0.1870, Forward time: 2.5192, Backward time: 2.9299, DDP time: 0.0031, Total iter time: 6.0261 [2020-11-13 12:03:42,226][root][INFO] - ===> Epoch[522](13554/26): Loss -0.7797, Sem 0.0769, dir -0.9765, norm 0.1198, swav 0.0000 LR: 3.609e-02 Score 97.236 Data time: 0.2361, Forward time: 2.5247, Backward time: 2.9318, DDP time: 0.0031, Total iter time: 6.1240 [2020-11-13 12:03:47,743][root][INFO] - ===> Epoch[522](13555/26): Loss -0.7699, Sem 0.0707, dir -0.9750, norm 0.1345, swav 0.0000 LR: 3.608e-02 Score 97.460 Data time: 0.1728, Forward time: 2.5121, Backward time: 2.9361, DDP time: 0.0031, Total iter time: 5.3686 [2020-11-13 12:03:53,342][root][INFO] - ===> Epoch[522](13556/26): Loss -0.7793, Sem 0.0792, dir -0.9748, norm 0.1164, swav 0.0000 LR: 3.608e-02 Score 97.149 Data time: 0.2780, Forward time: 2.5146, Backward time: 2.9292, DDP time: 0.0031, Total iter time: 5.5066 [2020-11-13 12:03:58,758][root][INFO] - ===> Epoch[522](13557/26): Loss -0.7850, Sem 0.0731, dir -0.9759, norm 0.1178, swav 0.0000 LR: 3.607e-02 Score 97.462 Data time: 0.2047, Forward time: 2.5145, Backward time: 2.9218, DDP time: 0.0031, Total iter time: 5.2416 [2020-11-13 12:04:04,416][root][INFO] - ===> Epoch[522](13558/26): Loss -0.7370, Sem 0.0851, dir -0.9709, norm 0.1488, swav 0.0000 LR: 3.607e-02 Score 97.123 Data time: 0.2546, Forward time: 2.5120, Backward time: 2.9197, DDP time: 0.0031, Total iter time: 5.5017 [2020-11-13 12:04:11,328][root][INFO] - ===> Epoch[522](13559/26): Loss -0.7841, Sem 0.0745, dir -0.9780, norm 0.1194, swav 0.0000 LR: 3.606e-02 Score 97.428 Data time: 0.2081, Forward time: 2.5111, Backward time: 2.9377, DDP time: 0.0031, Total iter time: 6.7514 [2020-11-13 12:04:16,827][root][INFO] - ===> Epoch[522](13560/26): Loss -0.7890, Sem 0.0705, dir -0.9758, norm 0.1163, swav 0.0000 LR: 3.606e-02 Score 97.499 Data time: 0.1343, Forward time: 2.4970, Backward time: 2.9456, DDP time: 0.0031, Total iter time: 5.3407 [2020-11-13 12:04:22,677][root][INFO] - ===> Epoch[522](13561/26): Loss -0.7711, Sem 0.0849, dir -0.9760, norm 0.1200, swav 0.0000 LR: 3.605e-02 Score 96.914 Data time: 0.1636, Forward time: 2.4870, Backward time: 2.9567, DDP time: 0.0031, Total iter time: 5.7701 [2020-11-13 12:04:28,690][root][INFO] - ===> Epoch[522](13562/26): Loss -0.7625, Sem 0.0807, dir -0.9744, norm 0.1311, swav 0.0000 LR: 3.605e-02 Score 97.141 Data time: 0.1901, Forward time: 2.4819, Backward time: 2.9642, DDP time: 0.0031, Total iter time: 5.8773 [2020-11-13 12:04:34,523][root][INFO] - ===> Epoch[522](13563/26): Loss -0.7660, Sem 0.0789, dir -0.9739, norm 0.1290, swav 0.0000 LR: 3.604e-02 Score 97.280 Data time: 0.1594, Forward time: 2.4721, Backward time: 2.9738, DDP time: 0.0031, Total iter time: 5.6761 [2020-11-13 12:04:39,744][root][INFO] - ===> Epoch[522](13564/26): Loss -0.7809, Sem 0.0664, dir -0.9745, norm 0.1272, swav 0.0000 LR: 3.604e-02 Score 97.631 Data time: 0.1878, Forward time: 2.4661, Backward time: 2.9702, DDP time: 0.0031, Total iter time: 5.0793 [2020-11-13 12:04:44,565][root][INFO] - ===> Epoch[522](13565/26): Loss -0.7730, Sem 0.0820, dir -0.9761, norm 0.1211, swav 0.0000 LR: 3.603e-02 Score 97.122 Data time: 0.1717, Forward time: 2.4575, Backward time: 2.9635, DDP time: 0.0032, Total iter time: 4.6764 [2020-11-13 12:04:48,842][root][INFO] - ===> Epoch[522](13566/26): Loss -0.7543, Sem 0.0834, dir -0.9718, norm 0.1342, swav 0.0000 LR: 3.603e-02 Score 97.012 Data time: 0.1913, Forward time: 2.4531, Backward time: 2.9457, DDP time: 0.0031, Total iter time: 4.1577 [2020-11-13 12:04:53,924][root][INFO] - ===> Epoch[522](13567/26): Loss -0.7542, Sem 0.0758, dir -0.9739, norm 0.1439, swav 0.0000 LR: 3.602e-02 Score 97.366 Data time: 0.2117, Forward time: 2.4504, Backward time: 2.9382, DDP time: 0.0031, Total iter time: 4.9841 [2020-11-13 12:05:00,282][root][INFO] - ===> Epoch[522](13568/26): Loss -0.7553, Sem 0.0813, dir -0.9717, norm 0.1351, swav 0.0000 LR: 3.602e-02 Score 97.157 Data time: 0.2800, Forward time: 2.4620, Backward time: 2.9349, DDP time: 0.0031, Total iter time: 6.2437 [2020-11-13 12:05:06,176][root][INFO] - ===> Epoch[522](13569/26): Loss -0.7509, Sem 0.0901, dir -0.9707, norm 0.1297, swav 0.0000 LR: 3.601e-02 Score 96.840 Data time: 0.1773, Forward time: 2.4592, Backward time: 2.9393, DDP time: 0.0031, Total iter time: 5.7704 [2020-11-13 12:05:12,172][root][INFO] - ===> Epoch[522](13570/26): Loss -0.7706, Sem 0.0795, dir -0.9752, norm 0.1252, swav 0.0000 LR: 3.601e-02 Score 97.207 Data time: 0.2390, Forward time: 2.4562, Backward time: 2.9440, DDP time: 0.0031, Total iter time: 5.8441 [2020-11-13 12:05:18,941][root][INFO] - ===> Epoch[522](13571/26): Loss -0.7622, Sem 0.0821, dir -0.9730, norm 0.1287, swav 0.0000 LR: 3.600e-02 Score 97.144 Data time: 0.3285, Forward time: 2.4706, Backward time: 2.9426, DDP time: 0.0031, Total iter time: 6.6500 [2020-11-13 12:05:24,950][root][INFO] - ===> Epoch[522](13572/26): Loss -0.7574, Sem 0.0855, dir -0.9727, norm 0.1297, swav 0.0000 LR: 3.600e-02 Score 96.990 Data time: 0.1953, Forward time: 2.4679, Backward time: 2.9472, DDP time: 0.0031, Total iter time: 5.8409 [2020-11-13 12:05:31,564][root][INFO] - ===> Epoch[522](13573/26): Loss -0.7537, Sem 0.0855, dir -0.9756, norm 0.1365, swav 0.0000 LR: 3.599e-02 Score 96.926 Data time: 0.3105, Forward time: 2.4788, Backward time: 2.9468, DDP time: 0.0031, Total iter time: 6.5052 [2020-11-13 12:05:38,351][root][INFO] - ===> Epoch[522](13574/26): Loss -0.7671, Sem 0.0748, dir -0.9739, norm 0.1320, swav 0.0000 LR: 3.599e-02 Score 97.428 Data time: 0.1470, Forward time: 2.4698, Backward time: 2.9681, DDP time: 0.0031, Total iter time: 6.6418 [2020-11-13 12:05:43,942][root][INFO] - ===> Epoch[522](13575/26): Loss -0.7687, Sem 0.0830, dir -0.9746, norm 0.1229, swav 0.0000 LR: 3.598e-02 Score 97.053 Data time: 0.1484, Forward time: 2.4596, Backward time: 2.9757, DDP time: 0.0031, Total iter time: 5.4892 [2020-11-13 12:05:48,473][root][INFO] - ===> Epoch[522](13576/26): Loss -0.7603, Sem 0.0823, dir -0.9739, norm 0.1313, swav 0.0000 LR: 3.598e-02 Score 97.114 Data time: 0.1845, Forward time: 2.4536, Backward time: 2.9657, DDP time: 0.0031, Total iter time: 4.4542 [2020-11-13 12:05:54,203][root][INFO] - ===> Epoch[522](13577/26): Loss -0.7727, Sem 0.0730, dir -0.9720, norm 0.1262, swav 0.0000 LR: 3.597e-02 Score 97.434 Data time: 0.2251, Forward time: 2.4530, Backward time: 2.9655, DDP time: 0.0031, Total iter time: 5.6488 [2020-11-13 12:06:00,354][root][INFO] - ===> Epoch[522](13578/26): Loss -0.7758, Sem 0.0785, dir -0.9715, norm 0.1172, swav 0.0000 LR: 3.597e-02 Score 97.169 Data time: 0.2233, Forward time: 2.4513, Backward time: 2.9700, DDP time: 0.0031, Total iter time: 6.0006 [2020-11-13 12:06:05,678][root][INFO] - ===> Epoch[523](13579/26): Loss -0.7651, Sem 0.0799, dir -0.9726, norm 0.1276, swav 0.0000 LR: 3.596e-02 Score 97.244 Data time: 0.2624, Forward time: 2.4552, Backward time: 2.9602, DDP time: 0.0030, Total iter time: 5.2315 [2020-11-13 12:06:11,231][root][INFO] - ===> Epoch[523](13580/26): Loss -0.7724, Sem 0.0818, dir -0.9770, norm 0.1227, swav 0.0000 LR: 3.596e-02 Score 96.964 Data time: 0.2679, Forward time: 2.4614, Backward time: 2.9504, DDP time: 0.0030, Total iter time: 5.4032 [2020-11-13 12:06:16,873][root][INFO] - ===> Epoch[523](13581/26): Loss -0.7584, Sem 0.0765, dir -0.9712, norm 0.1363, swav 0.0000 LR: 3.595e-02 Score 97.374 Data time: 0.1799, Forward time: 2.4554, Backward time: 2.9543, DDP time: 0.0030, Total iter time: 5.4971 [2020-11-13 12:06:22,696][root][INFO] - ===> Epoch[523](13582/26): Loss -0.7440, Sem 0.0964, dir -0.9747, norm 0.1344, swav 0.0000 LR: 3.595e-02 Score 96.653 Data time: 0.1856, Forward time: 2.4517, Backward time: 2.9583, DDP time: 0.0030, Total iter time: 5.7098 [2020-11-13 12:06:27,511][root][INFO] - ===> Epoch[523](13583/26): Loss -0.7622, Sem 0.0827, dir -0.9724, norm 0.1275, swav 0.0000 LR: 3.594e-02 Score 97.023 Data time: 0.2196, Forward time: 2.4519, Backward time: 2.9466, DDP time: 0.0030, Total iter time: 4.6819 [2020-11-13 12:06:33,485][root][INFO] - ===> Epoch[523](13584/26): Loss -0.7496, Sem 0.0854, dir -0.9714, norm 0.1364, swav 0.0000 LR: 3.594e-02 Score 97.109 Data time: 0.2297, Forward time: 2.4544, Backward time: 2.9457, DDP time: 0.0030, Total iter time: 5.8143 [2020-11-13 12:06:39,723][root][INFO] - ===> Epoch[523](13585/26): Loss -0.7707, Sem 0.0774, dir -0.9728, norm 0.1247, swav 0.0000 LR: 3.593e-02 Score 97.301 Data time: 0.1711, Forward time: 2.4459, Backward time: 2.9589, DDP time: 0.0030, Total iter time: 6.1092 [2020-11-13 12:06:45,585][root][INFO] - ===> Epoch[523](13586/26): Loss -0.7676, Sem 0.0799, dir -0.9728, norm 0.1253, swav 0.0000 LR: 3.593e-02 Score 97.106 Data time: 0.3244, Forward time: 2.4524, Backward time: 2.9532, DDP time: 0.0030, Total iter time: 5.8156 [2020-11-13 12:06:50,732][root][INFO] - ===> Epoch[523](13587/26): Loss -0.7609, Sem 0.0799, dir -0.9732, norm 0.1324, swav 0.0000 LR: 3.592e-02 Score 97.152 Data time: 0.2290, Forward time: 2.4555, Backward time: 2.9430, DDP time: 0.0030, Total iter time: 5.0205 [2020-11-13 12:06:55,605][root][INFO] - ===> Epoch[523](13588/26): Loss -0.7759, Sem 0.0761, dir -0.9766, norm 0.1246, swav 0.0000 LR: 3.592e-02 Score 97.290 Data time: 0.2067, Forward time: 2.4549, Backward time: 2.9337, DDP time: 0.0030, Total iter time: 4.7567 [2020-11-13 12:07:01,409][root][INFO] - ===> Epoch[523](13589/26): Loss -0.7743, Sem 0.0670, dir -0.9711, norm 0.1299, swav 0.0000 LR: 3.591e-02 Score 97.628 Data time: 0.1490, Forward time: 2.4467, Backward time: 2.9422, DDP time: 0.0030, Total iter time: 5.6761 [2020-11-13 12:07:06,613][root][INFO] - ===> Epoch[523](13590/26): Loss -0.7890, Sem 0.0684, dir -0.9755, norm 0.1181, swav 0.0000 LR: 3.591e-02 Score 97.649 Data time: 0.1762, Forward time: 2.4416, Backward time: 2.9420, DDP time: 0.0030, Total iter time: 5.1357 [2020-11-13 12:07:11,909][root][INFO] - ===> Epoch[523](13591/26): Loss -0.7628, Sem 0.0814, dir -0.9728, norm 0.1286, swav 0.0000 LR: 3.590e-02 Score 97.113 Data time: 0.1890, Forward time: 2.4394, Backward time: 2.9394, DDP time: 0.0030, Total iter time: 5.1891 [2020-11-13 12:07:16,892][root][INFO] - ===> Epoch[523](13592/26): Loss -0.7475, Sem 0.0893, dir -0.9712, norm 0.1344, swav 0.0000 LR: 3.590e-02 Score 96.816 Data time: 0.1965, Forward time: 2.4372, Backward time: 2.9332, DDP time: 0.0030, Total iter time: 4.8444 [2020-11-13 12:07:23,915][root][INFO] - ===> Epoch[523](13593/26): Loss -0.7579, Sem 0.0773, dir -0.9723, norm 0.1372, swav 0.0000 LR: 3.589e-02 Score 97.209 Data time: 0.2074, Forward time: 2.4346, Backward time: 2.9487, DDP time: 0.0030, Total iter time: 6.8845 [2020-11-13 12:07:30,865][root][INFO] - ===> Epoch[523](13594/26): Loss -0.7685, Sem 0.0787, dir -0.9747, norm 0.1276, swav 0.0000 LR: 3.589e-02 Score 97.181 Data time: 0.2268, Forward time: 2.4366, Backward time: 2.9587, DDP time: 0.0030, Total iter time: 6.8180 [2020-11-13 12:07:36,222][root][INFO] - ===> Epoch[523](13595/26): Loss -0.7635, Sem 0.0835, dir -0.9757, norm 0.1287, swav 0.0000 LR: 3.588e-02 Score 97.009 Data time: 0.1945, Forward time: 2.4288, Backward time: 2.9615, DDP time: 0.0030, Total iter time: 5.2220 [2020-11-13 12:07:41,433][root][INFO] - ===> Epoch[523](13596/26): Loss -0.7537, Sem 0.0860, dir -0.9741, norm 0.1344, swav 0.0000 LR: 3.588e-02 Score 97.000 Data time: 0.1903, Forward time: 2.4265, Backward time: 2.9587, DDP time: 0.0030, Total iter time: 5.1378 [2020-11-13 12:07:48,136][root][INFO] - ===> Epoch[523](13597/26): Loss -0.7631, Sem 0.0759, dir -0.9750, norm 0.1359, swav 0.0000 LR: 3.587e-02 Score 97.377 Data time: 0.2933, Forward time: 2.4361, Backward time: 2.9583, DDP time: 0.0030, Total iter time: 6.5771 [2020-11-13 12:07:54,900][root][INFO] - ===> Epoch[523](13598/26): Loss -0.7512, Sem 0.0895, dir -0.9751, norm 0.1343, swav 0.0000 LR: 3.587e-02 Score 96.891 Data time: 0.2588, Forward time: 2.4363, Backward time: 2.9667, DDP time: 0.0030, Total iter time: 6.5963 [2020-11-13 12:08:00,717][root][INFO] - ===> Epoch[523](13599/26): Loss -0.7479, Sem 0.0841, dir -0.9734, norm 0.1413, swav 0.0000 LR: 3.586e-02 Score 97.148 Data time: 0.1644, Forward time: 2.4328, Backward time: 2.9704, DDP time: 0.0030, Total iter time: 5.6631 [2020-11-13 12:08:06,808][root][INFO] - ===> Epoch[523](13600/26): Loss -0.7783, Sem 0.0709, dir -0.9772, norm 0.1281, swav 0.0000 LR: 3.586e-02 Score 97.475 Data time: 0.1702, Forward time: 2.4261, Backward time: 2.9798, DDP time: 0.0030, Total iter time: 5.9633 [2020-11-13 12:08:12,972][root][INFO] - ===> Epoch[523](13601/26): Loss -0.7621, Sem 0.0784, dir -0.9739, norm 0.1335, swav 0.0000 LR: 3.585e-02 Score 97.297 Data time: 0.2023, Forward time: 2.4270, Backward time: 2.9827, DDP time: 0.0030, Total iter time: 6.0435 [2020-11-13 12:08:18,526][root][INFO] - ===> Epoch[523](13602/26): Loss -0.7727, Sem 0.0767, dir -0.9776, norm 0.1282, swav 0.0000 LR: 3.585e-02 Score 97.339 Data time: 0.1099, Forward time: 2.4163, Backward time: 2.9923, DDP time: 0.0030, Total iter time: 5.4239 [2020-11-13 12:08:23,980][root][INFO] - ===> Epoch[523](13603/26): Loss -0.7559, Sem 0.0790, dir -0.9744, norm 0.1395, swav 0.0000 LR: 3.584e-02 Score 97.224 Data time: 0.1782, Forward time: 2.4140, Backward time: 2.9924, DDP time: 0.0030, Total iter time: 5.4022 [2020-11-13 12:08:30,670][root][INFO] - ===> Epoch[523](13604/26): Loss -0.7546, Sem 0.0733, dir -0.9740, norm 0.1460, swav 0.0000 LR: 3.584e-02 Score 97.447 Data time: 0.2078, Forward time: 2.4080, Backward time: 3.0058, DDP time: 0.0030, Total iter time: 6.5447 [2020-11-13 12:08:35,891][root][INFO] - ===> Epoch[524](13605/26): Loss -0.7533, Sem 0.0713, dir -0.9689, norm 0.1442, swav 0.0000 LR: 3.583e-02 Score 97.519 Data time: 0.2246, Forward time: 2.4085, Backward time: 3.0000, DDP time: 0.0030, Total iter time: 5.1036 [2020-11-13 12:08:41,585][root][INFO] - ===> Epoch[524](13606/26): Loss -0.7750, Sem 0.0810, dir -0.9754, norm 0.1195, swav 0.0000 LR: 3.583e-02 Score 97.065 Data time: 0.1533, Forward time: 2.4028, Backward time: 3.0045, DDP time: 0.0030, Total iter time: 5.5582 [2020-11-13 12:08:48,216][root][INFO] - ===> Epoch[524](13607/26): Loss -0.7518, Sem 0.0763, dir -0.9717, norm 0.1437, swav 0.0000 LR: 3.582e-02 Score 97.314 Data time: 0.1451, Forward time: 2.3979, Backward time: 3.0174, DDP time: 0.0030, Total iter time: 6.5429 [2020-11-13 12:08:53,724][root][INFO] - ===> Epoch[524](13608/26): Loss -0.7570, Sem 0.0785, dir -0.9697, norm 0.1342, swav 0.0000 LR: 3.582e-02 Score 97.268 Data time: 0.1250, Forward time: 2.3866, Backward time: 3.0274, DDP time: 0.0030, Total iter time: 5.4003 [2020-11-13 12:08:59,742][root][INFO] - ===> Epoch[524](13609/26): Loss -0.7619, Sem 0.0717, dir -0.9740, norm 0.1404, swav 0.0000 LR: 3.581e-02 Score 97.489 Data time: 0.1602, Forward time: 2.3814, Backward time: 3.0353, DDP time: 0.0030, Total iter time: 5.9744 [2020-11-13 12:09:05,507][root][INFO] - ===> Epoch[524](13610/26): Loss -0.7755, Sem 0.0734, dir -0.9738, norm 0.1249, swav 0.0000 LR: 3.580e-02 Score 97.362 Data time: 0.1785, Forward time: 2.3776, Backward time: 3.0386, DDP time: 0.0030, Total iter time: 5.6393 [2020-11-13 12:09:11,796][root][INFO] - ===> Epoch[524](13611/26): Loss -0.7591, Sem 0.0793, dir -0.9742, norm 0.1358, swav 0.0000 LR: 3.580e-02 Score 97.189 Data time: 0.2545, Forward time: 2.3798, Backward time: 3.0400, DDP time: 0.0030, Total iter time: 6.1275 [2020-11-13 12:09:16,529][root][INFO] - ===> Epoch[524](13612/26): Loss -0.7382, Sem 0.0904, dir -0.9735, norm 0.1448, swav 0.0000 LR: 3.579e-02 Score 96.709 Data time: 0.2081, Forward time: 2.3796, Backward time: 3.0305, DDP time: 0.0030, Total iter time: 4.5675 [2020-11-13 12:09:21,675][root][INFO] - ===> Epoch[524](13613/26): Loss -0.7560, Sem 0.0811, dir -0.9758, norm 0.1386, swav 0.0000 LR: 3.579e-02 Score 97.153 Data time: 0.2405, Forward time: 2.3821, Backward time: 3.0223, DDP time: 0.0030, Total iter time: 5.0142 [2020-11-13 12:09:29,676][root][INFO] - ===> Epoch[524](13614/26): Loss -0.7602, Sem 0.0786, dir -0.9734, norm 0.1347, swav 0.0000 LR: 3.578e-02 Score 97.262 Data time: 0.2065, Forward time: 2.3809, Backward time: 3.0414, DDP time: 0.0030, Total iter time: 7.8423 [2020-11-13 12:09:35,185][root][INFO] - ===> Epoch[524](13615/26): Loss -0.7800, Sem 0.0718, dir -0.9755, norm 0.1237, swav 0.0000 LR: 3.578e-02 Score 97.435 Data time: 0.1953, Forward time: 2.3814, Backward time: 3.0386, DDP time: 0.0030, Total iter time: 5.3879 [2020-11-13 12:09:40,285][root][INFO] - ===> Epoch[524](13616/26): Loss -0.7690, Sem 0.0733, dir -0.9725, norm 0.1302, swav 0.0000 LR: 3.577e-02 Score 97.456 Data time: 0.1961, Forward time: 2.3796, Backward time: 3.0343, DDP time: 0.0030, Total iter time: 4.9631 [2020-11-13 12:09:45,409][root][INFO] - ===> Epoch[524](13617/26): Loss -0.7460, Sem 0.0771, dir -0.9700, norm 0.1468, swav 0.0000 LR: 3.577e-02 Score 97.228 Data time: 0.2139, Forward time: 2.3811, Backward time: 3.0272, DDP time: 0.0030, Total iter time: 5.0065 [2020-11-13 12:09:50,720][root][INFO] - ===> Epoch[524](13618/26): Loss -0.7841, Sem 0.0665, dir -0.9700, norm 0.1193, swav 0.0000 LR: 3.576e-02 Score 97.629 Data time: 0.2158, Forward time: 2.3795, Backward time: 3.0245, DDP time: 0.0030, Total iter time: 5.1698 [2020-11-13 12:09:57,577][root][INFO] - ===> Epoch[524](13619/26): Loss -0.7715, Sem 0.0714, dir -0.9744, norm 0.1314, swav 0.0000 LR: 3.576e-02 Score 97.450 Data time: 0.3431, Forward time: 2.3883, Backward time: 3.0238, DDP time: 0.0030, Total iter time: 6.7268 [2020-11-13 12:10:03,919][root][INFO] - ===> Epoch[524](13620/26): Loss -0.7543, Sem 0.0791, dir -0.9749, norm 0.1416, swav 0.0000 LR: 3.575e-02 Score 97.215 Data time: 0.1994, Forward time: 2.3881, Backward time: 3.0280, DDP time: 0.0030, Total iter time: 6.2020 [2020-11-13 12:10:09,912][root][INFO] - ===> Epoch[524](13621/26): Loss -0.7547, Sem 0.0795, dir -0.9729, norm 0.1387, swav 0.0000 LR: 3.575e-02 Score 97.113 Data time: 0.1880, Forward time: 2.3855, Backward time: 3.0321, DDP time: 0.0030, Total iter time: 5.8790 [2020-11-13 12:10:15,881][root][INFO] - ===> Epoch[524](13622/26): Loss -0.7595, Sem 0.0771, dir -0.9720, norm 0.1354, swav 0.0000 LR: 3.574e-02 Score 97.307 Data time: 0.2132, Forward time: 2.3859, Backward time: 3.0330, DDP time: 0.0030, Total iter time: 5.8566 [2020-11-13 12:10:21,695][root][INFO] - ===> Epoch[524](13623/26): Loss -0.7521, Sem 0.0899, dir -0.9699, norm 0.1279, swav 0.0000 LR: 3.574e-02 Score 96.642 Data time: 0.2083, Forward time: 2.3856, Backward time: 3.0327, DDP time: 0.0030, Total iter time: 5.6849 [2020-11-13 12:10:28,190][root][INFO] - ===> Epoch[524](13624/26): Loss -0.7553, Sem 0.0873, dir -0.9713, norm 0.1287, swav 0.0000 LR: 3.573e-02 Score 97.031 Data time: 0.2160, Forward time: 2.3851, Backward time: 3.0386, DDP time: 0.0030, Total iter time: 6.4013 [2020-11-13 12:10:34,225][root][INFO] - ===> Epoch[524](13625/26): Loss -0.7333, Sem 0.0977, dir -0.9667, norm 0.1357, swav 0.0000 LR: 3.573e-02 Score 96.452 Data time: 0.2467, Forward time: 2.3882, Backward time: 3.0370, DDP time: 0.0030, Total iter time: 5.9062 [2020-11-13 12:10:39,681][root][INFO] - ===> Epoch[524](13626/26): Loss -0.7729, Sem 0.0774, dir -0.9764, norm 0.1260, swav 0.0000 LR: 3.572e-02 Score 97.342 Data time: 0.2360, Forward time: 2.3913, Backward time: 3.0310, DDP time: 0.0030, Total iter time: 5.3292 [2020-11-13 12:10:45,742][root][INFO] - ===> Epoch[524](13627/26): Loss -0.7707, Sem 0.0711, dir -0.9724, norm 0.1306, swav 0.0000 LR: 3.572e-02 Score 97.508 Data time: 0.1691, Forward time: 2.3875, Backward time: 3.0364, DDP time: 0.0030, Total iter time: 5.9182 [2020-11-13 12:10:51,786][root][INFO] - ===> Epoch[524](13628/26): Loss -0.7688, Sem 0.0821, dir -0.9743, norm 0.1233, swav 0.0000 LR: 3.571e-02 Score 97.065 Data time: 0.1603, Forward time: 2.3833, Backward time: 3.0421, DDP time: 0.0030, Total iter time: 5.9589 [2020-11-13 12:10:56,757][root][INFO] - ===> Epoch[524](13629/26): Loss -0.7678, Sem 0.0742, dir -0.9734, norm 0.1314, swav 0.0000 LR: 3.571e-02 Score 97.412 Data time: 0.1872, Forward time: 2.3825, Backward time: 3.0370, DDP time: 0.0030, Total iter time: 4.8866 [2020-11-13 12:11:03,462][root][INFO] - ===> Epoch[524](13630/26): Loss -0.7665, Sem 0.0734, dir -0.9752, norm 0.1354, swav 0.0000 LR: 3.570e-02 Score 97.388 Data time: 0.1614, Forward time: 2.3781, Backward time: 3.0479, DDP time: 0.0030, Total iter time: 6.5832 [2020-11-13 12:11:07,773][root][INFO] - ===> Epoch[525](13631/26): Loss -0.7711, Sem 0.0787, dir -0.9732, norm 0.1234, swav 0.0000 LR: 3.570e-02 Score 97.218 Data time: 0.1934, Forward time: 2.3772, Backward time: 3.0383, DDP time: 0.0030, Total iter time: 4.2520 [2020-11-13 12:11:12,470][root][INFO] - ===> Epoch[525](13632/26): Loss -0.7724, Sem 0.0781, dir -0.9739, norm 0.1233, swav 0.0000 LR: 3.569e-02 Score 97.258 Data time: 0.2054, Forward time: 2.3766, Backward time: 3.0310, DDP time: 0.0030, Total iter time: 4.5972 [2020-11-13 12:11:20,900][root][INFO] - ===> Epoch[525](13633/26): Loss -0.7641, Sem 0.0781, dir -0.9743, norm 0.1320, swav 0.0000 LR: 3.569e-02 Score 97.244 Data time: 0.1900, Forward time: 2.3756, Backward time: 3.0511, DDP time: 0.0030, Total iter time: 8.3282 [2020-11-13 12:11:26,480][root][INFO] - ===> Epoch[525](13634/26): Loss -0.7711, Sem 0.0777, dir -0.9764, norm 0.1276, swav 0.0000 LR: 3.568e-02 Score 97.340 Data time: 0.1400, Forward time: 2.3703, Backward time: 3.0538, DDP time: 0.0030, Total iter time: 5.4375 [2020-11-13 12:11:33,646][root][INFO] - ===> Epoch[525](13635/26): Loss -0.7673, Sem 0.0714, dir -0.9758, norm 0.1371, swav 0.0000 LR: 3.568e-02 Score 97.458 Data time: 0.1822, Forward time: 2.3643, Backward time: 3.0694, DDP time: 0.0030, Total iter time: 7.0981 [2020-11-13 12:11:38,974][root][INFO] - ===> Epoch[525](13636/26): Loss -0.7762, Sem 0.0795, dir -0.9765, norm 0.1208, swav 0.0000 LR: 3.567e-02 Score 97.099 Data time: 0.1937, Forward time: 2.3629, Backward time: 3.0677, DDP time: 0.0030, Total iter time: 5.2642 [2020-11-13 12:11:44,173][root][INFO] - ===> Epoch[525](13637/26): Loss -0.7525, Sem 0.0865, dir -0.9713, norm 0.1323, swav 0.0000 LR: 3.567e-02 Score 96.883 Data time: 0.1254, Forward time: 2.3569, Backward time: 3.0695, DDP time: 0.0030, Total iter time: 5.0991 [2020-11-13 12:11:50,379][root][INFO] - ===> Epoch[525](13638/26): Loss -0.7616, Sem 0.0705, dir -0.9703, norm 0.1382, swav 0.0000 LR: 3.566e-02 Score 97.525 Data time: 0.1590, Forward time: 2.3519, Backward time: 3.0773, DDP time: 0.0030, Total iter time: 6.1200 [2020-11-13 12:11:55,335][root][INFO] - ===> Epoch[525](13639/26): Loss -0.7815, Sem 0.0703, dir -0.9737, norm 0.1219, swav 0.0000 LR: 3.566e-02 Score 97.495 Data time: 0.2311, Forward time: 2.3496, Backward time: 3.0734, DDP time: 0.0030, Total iter time: 4.8513 [2020-11-13 12:12:01,031][root][INFO] - ===> Epoch[525](13640/26): Loss -0.7534, Sem 0.0813, dir -0.9690, norm 0.1343, swav 0.0000 LR: 3.565e-02 Score 97.222 Data time: 0.2619, Forward time: 2.3543, Backward time: 3.0680, DDP time: 0.0030, Total iter time: 5.6006 [2020-11-13 12:12:07,347][root][INFO] - ===> Epoch[525](13641/26): Loss -0.7534, Sem 0.0805, dir -0.9708, norm 0.1370, swav 0.0000 LR: 3.565e-02 Score 97.311 Data time: 0.2157, Forward time: 2.3551, Backward time: 3.0703, DDP time: 0.0030, Total iter time: 6.1499 [2020-11-13 12:12:13,549][root][INFO] - ===> Epoch[525](13642/26): Loss -0.7676, Sem 0.0771, dir -0.9749, norm 0.1302, swav 0.0000 LR: 3.564e-02 Score 97.225 Data time: 0.1788, Forward time: 2.3521, Backward time: 3.0756, DDP time: 0.0030, Total iter time: 6.0516 [2020-11-13 12:12:20,107][root][INFO] - ===> Epoch[525](13643/26): Loss -0.7693, Sem 0.0817, dir -0.9758, norm 0.1248, swav 0.0000 LR: 3.564e-02 Score 97.122 Data time: 0.2980, Forward time: 2.3578, Backward time: 3.0749, DDP time: 0.0030, Total iter time: 6.4575 [2020-11-13 12:12:26,029][root][INFO] - ===> Epoch[525](13644/26): Loss -0.7539, Sem 0.0792, dir -0.9717, norm 0.1385, swav 0.0000 LR: 3.563e-02 Score 97.224 Data time: 0.2526, Forward time: 2.3611, Backward time: 3.0720, DDP time: 0.0030, Total iter time: 5.7597 [2020-11-13 12:12:33,974][root][INFO] - ===> Epoch[525](13645/26): Loss -0.7725, Sem 0.0733, dir -0.9776, norm 0.1317, swav 0.0000 LR: 3.563e-02 Score 97.303 Data time: 0.2806, Forward time: 2.3653, Backward time: 3.0815, DDP time: 0.0030, Total iter time: 7.8250 [2020-11-13 12:12:40,960][root][INFO] - ===> Epoch[525](13646/26): Loss -0.7569, Sem 0.0905, dir -0.9722, norm 0.1248, swav 0.0000 LR: 3.562e-02 Score 96.882 Data time: 0.2221, Forward time: 2.3670, Backward time: 3.0871, DDP time: 0.0030, Total iter time: 6.8121 [2020-11-13 12:12:48,117][root][INFO] - ===> Epoch[525](13647/26): Loss -0.7531, Sem 0.0835, dir -0.9747, norm 0.1381, swav 0.0000 LR: 3.562e-02 Score 96.950 Data time: 0.2069, Forward time: 2.3674, Backward time: 3.0949, DDP time: 0.0030, Total iter time: 7.0142 [2020-11-13 12:12:53,769][root][INFO] - ===> Epoch[525](13648/26): Loss -0.7545, Sem 0.0870, dir -0.9741, norm 0.1326, swav 0.0000 LR: 3.561e-02 Score 96.979 Data time: 0.1982, Forward time: 2.3663, Backward time: 3.0946, DDP time: 0.0030, Total iter time: 5.5174 [2020-11-13 12:12:58,535][root][INFO] - ===> Epoch[525](13649/26): Loss -0.7776, Sem 0.0790, dir -0.9738, norm 0.1173, swav 0.0000 LR: 3.561e-02 Score 97.308 Data time: 0.2335, Forward time: 2.3673, Backward time: 3.0865, DDP time: 0.0030, Total iter time: 4.6554 [2020-11-13 12:13:05,058][root][INFO] - ===> Epoch[525](13650/26): Loss -0.7469, Sem 0.0844, dir -0.9736, norm 0.1423, swav 0.0000 LR: 3.560e-02 Score 97.037 Data time: 0.2182, Forward time: 2.3684, Backward time: 3.0895, DDP time: 0.0030, Total iter time: 6.3609 [2020-11-13 12:13:11,188][root][INFO] - ===> Epoch[525](13651/26): Loss -0.7552, Sem 0.0785, dir -0.9729, norm 0.1393, swav 0.0000 LR: 3.560e-02 Score 97.308 Data time: 0.2027, Forward time: 2.3687, Backward time: 3.0910, DDP time: 0.0030, Total iter time: 5.9819 [2020-11-13 12:13:16,254][root][INFO] - ===> Epoch[525](13652/26): Loss -0.7709, Sem 0.0802, dir -0.9766, norm 0.1255, swav 0.0000 LR: 3.559e-02 Score 97.194 Data time: 0.1573, Forward time: 2.3650, Backward time: 3.0896, DDP time: 0.0030, Total iter time: 4.9225 [2020-11-13 12:13:22,114][root][INFO] - ===> Epoch[525](13653/26): Loss -0.7639, Sem 0.0773, dir -0.9745, norm 0.1333, swav 0.0000 LR: 3.559e-02 Score 97.228 Data time: 0.1960, Forward time: 2.3635, Backward time: 3.0913, DDP time: 0.0030, Total iter time: 5.7644 [2020-11-13 12:13:27,788][root][INFO] - ===> Epoch[525](13654/26): Loss -0.7828, Sem 0.0698, dir -0.9749, norm 0.1223, swav 0.0000 LR: 3.558e-02 Score 97.476 Data time: 0.2217, Forward time: 2.3647, Backward time: 3.0891, DDP time: 0.0030, Total iter time: 5.5683 [2020-11-13 12:13:37,313][root][INFO] - ===> Epoch[525](13655/26): Loss -0.7638, Sem 0.0793, dir -0.9719, norm 0.1288, swav 0.0000 LR: 3.558e-02 Score 97.353 Data time: 0.1904, Forward time: 2.3631, Backward time: 3.1131, DDP time: 0.0030, Total iter time: 9.3563 [2020-11-13 12:13:44,003][root][INFO] - ===> Epoch[525](13656/26): Loss -0.7541, Sem 0.0790, dir -0.9700, norm 0.1369, swav 0.0000 LR: 3.557e-02 Score 97.089 Data time: 0.1617, Forward time: 2.3604, Backward time: 3.1211, DDP time: 0.0030, Total iter time: 6.5848 [2020-11-13 12:13:49,832][root][INFO] - ===> Epoch[526](13657/26): Loss -0.7524, Sem 0.0837, dir -0.9714, norm 0.1353, swav 0.0000 LR: 3.557e-02 Score 97.094 Data time: 0.2048, Forward time: 2.3604, Backward time: 3.1212, DDP time: 0.0030, Total iter time: 5.7548 [2020-11-13 12:13:55,202][root][INFO] - ===> Epoch[526](13658/26): Loss -0.7898, Sem 0.0712, dir -0.9781, norm 0.1172, swav 0.0000 LR: 3.556e-02 Score 97.540 Data time: 0.2369, Forward time: 2.3619, Backward time: 3.1163, DDP time: 0.0030, Total iter time: 5.2143 [2020-11-13 12:14:01,117][root][INFO] - ===> Epoch[526](13659/26): Loss -0.7597, Sem 0.0764, dir -0.9708, norm 0.1347, swav 0.0000 LR: 3.556e-02 Score 97.311 Data time: 0.1714, Forward time: 2.3601, Backward time: 3.1182, DDP time: 0.0030, Total iter time: 5.7665 [2020-11-13 12:14:07,804][root][INFO] - ===> Epoch[526](13660/26): Loss -0.7545, Sem 0.0749, dir -0.9725, norm 0.1432, swav 0.0000 LR: 3.555e-02 Score 97.290 Data time: 0.1657, Forward time: 2.3568, Backward time: 3.1264, DDP time: 0.0030, Total iter time: 6.5811 [2020-11-13 12:14:13,923][root][INFO] - ===> Epoch[526](13661/26): Loss -0.7218, Sem 0.0939, dir -0.9682, norm 0.1525, swav 0.0000 LR: 3.555e-02 Score 96.696 Data time: 0.2747, Forward time: 2.3617, Backward time: 3.1231, DDP time: 0.0030, Total iter time: 6.0290 [2020-11-13 12:14:18,942][root][INFO] - ===> Epoch[526](13662/26): Loss -0.7715, Sem 0.0826, dir -0.9765, norm 0.1224, swav 0.0000 LR: 3.554e-02 Score 97.047 Data time: 0.2049, Forward time: 2.3599, Backward time: 3.1194, DDP time: 0.0030, Total iter time: 4.8726 [2020-11-13 12:14:25,344][root][INFO] - ===> Epoch[526](13663/26): Loss -0.7624, Sem 0.0776, dir -0.9755, norm 0.1355, swav 0.0000 LR: 3.554e-02 Score 97.283 Data time: 0.2972, Forward time: 2.3649, Backward time: 3.1174, DDP time: 0.0030, Total iter time: 6.2890 [2020-11-13 12:14:32,186][root][INFO] - ===> Epoch[526](13664/26): Loss -0.7647, Sem 0.0768, dir -0.9734, norm 0.1318, swav 0.0000 LR: 3.553e-02 Score 97.462 Data time: 0.2250, Forward time: 2.3656, Backward time: 3.1218, DDP time: 0.0030, Total iter time: 6.6504 [2020-11-13 12:14:38,149][root][INFO] - ===> Epoch[526](13665/26): Loss -0.7524, Sem 0.0812, dir -0.9653, norm 0.1317, swav 0.0000 LR: 3.553e-02 Score 97.103 Data time: 0.2618, Forward time: 2.3694, Backward time: 3.1183, DDP time: 0.0030, Total iter time: 5.8090 [2020-11-13 12:14:43,868][root][INFO] - ===> Epoch[526](13666/26): Loss -0.7746, Sem 0.0705, dir -0.9768, norm 0.1317, swav 0.0000 LR: 3.552e-02 Score 97.503 Data time: 0.2091, Forward time: 2.3704, Backward time: 3.1157, DDP time: 0.0030, Total iter time: 5.5067 [2020-11-13 12:14:49,039][root][INFO] - ===> Epoch[526](13667/26): Loss -0.7500, Sem 0.0845, dir -0.9714, norm 0.1370, swav 0.0000 LR: 3.552e-02 Score 97.017 Data time: 0.1781, Forward time: 2.3684, Backward time: 3.1134, DDP time: 0.0030, Total iter time: 5.0065 [2020-11-13 12:14:54,432][root][INFO] - ===> Epoch[526](13668/26): Loss -0.7450, Sem 0.0762, dir -0.9726, norm 0.1513, swav 0.0000 LR: 3.551e-02 Score 97.369 Data time: 0.1860, Forward time: 2.3670, Backward time: 3.1120, DDP time: 0.0030, Total iter time: 5.2936 [2020-11-13 12:14:59,796][root][INFO] - ===> Epoch[526](13669/26): Loss -0.7696, Sem 0.0810, dir -0.9784, norm 0.1277, swav 0.0000 LR: 3.551e-02 Score 97.096 Data time: 0.2126, Forward time: 2.3679, Backward time: 3.1084, DDP time: 0.0030, Total iter time: 5.2439 [2020-11-13 12:15:05,122][root][INFO] - ===> Epoch[526](13670/26): Loss -0.7909, Sem 0.0630, dir -0.9753, norm 0.1214, swav 0.0000 LR: 3.550e-02 Score 97.753 Data time: 0.1693, Forward time: 2.3640, Backward time: 3.1088, DDP time: 0.0030, Total iter time: 5.1692 [2020-11-13 12:15:11,025][root][INFO] - ===> Epoch[526](13671/26): Loss -0.7788, Sem 0.0701, dir -0.9734, norm 0.1244, swav 0.0000 LR: 3.550e-02 Score 97.534 Data time: 0.2839, Forward time: 2.3676, Backward time: 3.1054, DDP time: 0.0030, Total iter time: 5.7999 [2020-11-13 12:15:16,675][root][INFO] - ===> Epoch[526](13672/26): Loss -0.7770, Sem 0.0753, dir -0.9781, norm 0.1258, swav 0.0000 LR: 3.549e-02 Score 97.321 Data time: 0.2097, Forward time: 2.3675, Backward time: 3.1039, DDP time: 0.0030, Total iter time: 5.4848 [2020-11-13 12:15:22,108][root][INFO] - ===> Epoch[526](13673/26): Loss -0.7357, Sem 0.0963, dir -0.9720, norm 0.1400, swav 0.0000 LR: 3.549e-02 Score 96.474 Data time: 0.1291, Forward time: 2.3628, Backward time: 3.1061, DDP time: 0.0030, Total iter time: 5.2713 [2020-11-13 12:15:28,477][root][INFO] - ===> Epoch[526](13674/26): Loss -0.7466, Sem 0.0924, dir -0.9732, norm 0.1342, swav 0.0000 LR: 3.548e-02 Score 96.811 Data time: 0.2292, Forward time: 2.3610, Backward time: 3.1107, DDP time: 0.0030, Total iter time: 6.2980 [2020-11-13 12:15:33,308][root][INFO] - ===> Epoch[526](13675/26): Loss -0.7553, Sem 0.0890, dir -0.9765, norm 0.1323, swav 0.0000 LR: 3.548e-02 Score 96.764 Data time: 0.2036, Forward time: 2.3604, Backward time: 3.1054, DDP time: 0.0030, Total iter time: 4.7038 [2020-11-13 12:15:39,442][root][INFO] - ===> Epoch[526](13676/26): Loss -0.7441, Sem 0.0835, dir -0.9711, norm 0.1435, swav 0.0000 LR: 3.547e-02 Score 97.384 Data time: 0.2822, Forward time: 2.3648, Backward time: 3.1023, DDP time: 0.0030, Total iter time: 5.9845 [2020-11-13 12:15:44,464][root][INFO] - ===> Epoch[526](13677/26): Loss -0.7896, Sem 0.0659, dir -0.9751, norm 0.1196, swav 0.0000 LR: 3.547e-02 Score 97.651 Data time: 0.1784, Forward time: 2.3636, Backward time: 3.0988, DDP time: 0.0030, Total iter time: 4.8830 [2020-11-13 12:15:49,353][root][INFO] - ===> Epoch[526](13678/26): Loss -0.7210, Sem 0.0981, dir -0.9697, norm 0.1507, swav 0.0000 LR: 3.546e-02 Score 96.547 Data time: 0.1566, Forward time: 2.3607, Backward time: 3.0967, DDP time: 0.0030, Total iter time: 4.7774 [2020-11-13 12:15:54,291][root][INFO] - ===> Epoch[526](13679/26): Loss -0.7576, Sem 0.0814, dir -0.9726, norm 0.1336, swav 0.0000 LR: 3.546e-02 Score 97.114 Data time: 0.1577, Forward time: 2.3576, Backward time: 3.0944, DDP time: 0.0030, Total iter time: 4.8465 [2020-11-13 12:15:59,965][root][INFO] - ===> Epoch[526](13680/26): Loss -0.7504, Sem 0.0805, dir -0.9686, norm 0.1378, swav 0.0000 LR: 3.545e-02 Score 97.174 Data time: 0.2050, Forward time: 2.3573, Backward time: 3.0939, DDP time: 0.0030, Total iter time: 5.5703 [2020-11-13 12:16:06,102][root][INFO] - ===> Epoch[526](13681/26): Loss -0.8015, Sem 0.0635, dir -0.9796, norm 0.1146, swav 0.0000 LR: 3.545e-02 Score 97.730 Data time: 0.1637, Forward time: 2.3550, Backward time: 3.0975, DDP time: 0.0030, Total iter time: 5.9873 [2020-11-13 12:16:12,782][root][INFO] - ===> Epoch[526](13682/26): Loss -0.7743, Sem 0.0725, dir -0.9711, norm 0.1243, swav 0.0000 LR: 3.544e-02 Score 97.458 Data time: 0.1176, Forward time: 2.3505, Backward time: 3.1065, DDP time: 0.0030, Total iter time: 6.5512 [2020-11-13 12:16:18,968][root][INFO] - ===> Epoch[527](13683/26): Loss -0.7802, Sem 0.0684, dir -0.9747, norm 0.1261, swav 0.0000 LR: 3.544e-02 Score 97.591 Data time: 0.1420, Forward time: 2.3461, Backward time: 3.1128, DDP time: 0.0030, Total iter time: 6.1039 [2020-11-13 12:16:25,843][root][INFO] - ===> Epoch[527](13684/26): Loss -0.7676, Sem 0.0758, dir -0.9756, norm 0.1322, swav 0.0000 LR: 3.543e-02 Score 97.401 Data time: 0.1761, Forward time: 2.3441, Backward time: 3.1205, DDP time: 0.0030, Total iter time: 6.7932 [2020-11-13 12:16:31,951][root][INFO] - ===> Epoch[527](13685/26): Loss -0.7722, Sem 0.0757, dir -0.9737, norm 0.1258, swav 0.0000 LR: 3.543e-02 Score 97.356 Data time: 0.2932, Forward time: 2.3485, Backward time: 3.1170, DDP time: 0.0030, Total iter time: 5.9875 [2020-11-13 12:16:38,830][root][INFO] - ===> Epoch[527](13686/26): Loss -0.7610, Sem 0.0780, dir -0.9726, norm 0.1336, swav 0.0000 LR: 3.542e-02 Score 97.198 Data time: 0.1912, Forward time: 2.3471, Backward time: 3.1231, DDP time: 0.0030, Total iter time: 6.6911 [2020-11-13 12:16:45,580][root][INFO] - ===> Epoch[527](13687/26): Loss -0.7612, Sem 0.0753, dir -0.9702, norm 0.1337, swav 0.0000 LR: 3.542e-02 Score 97.319 Data time: 0.3213, Forward time: 2.3525, Backward time: 3.1222, DDP time: 0.0030, Total iter time: 6.6239 [2020-11-13 12:16:50,858][root][INFO] - ===> Epoch[527](13688/26): Loss -0.7567, Sem 0.0905, dir -0.9763, norm 0.1291, swav 0.0000 LR: 3.541e-02 Score 96.876 Data time: 0.2358, Forward time: 2.3546, Backward time: 3.1167, DDP time: 0.0030, Total iter time: 5.1000 [2020-11-13 12:16:57,520][root][INFO] - ===> Epoch[527](13689/26): Loss -0.7751, Sem 0.0725, dir -0.9748, norm 0.1272, swav 0.0000 LR: 3.541e-02 Score 97.404 Data time: 0.1315, Forward time: 2.3504, Backward time: 3.1257, DDP time: 0.0030, Total iter time: 6.5253 [2020-11-13 12:17:05,170][root][INFO] - ===> Epoch[527](13690/26): Loss -0.7710, Sem 0.0763, dir -0.9756, norm 0.1284, swav 0.0000 LR: 3.540e-02 Score 97.253 Data time: 0.1557, Forward time: 2.3472, Backward time: 3.1383, DDP time: 0.0030, Total iter time: 7.5815 [2020-11-13 12:17:11,603][root][INFO] - ===> Epoch[527](13691/26): Loss -0.7796, Sem 0.0795, dir -0.9763, norm 0.1173, swav 0.0000 LR: 3.540e-02 Score 97.101 Data time: 0.2595, Forward time: 2.3507, Backward time: 3.1378, DDP time: 0.0030, Total iter time: 6.3497 [2020-11-13 12:17:17,682][root][INFO] - ===> Epoch[527](13692/26): Loss -0.7479, Sem 0.0861, dir -0.9695, norm 0.1355, swav 0.0000 LR: 3.539e-02 Score 96.963 Data time: 0.2754, Forward time: 2.3526, Backward time: 3.1365, DDP time: 0.0030, Total iter time: 5.9342 [2020-11-13 12:17:23,580][root][INFO] - ===> Epoch[527](13693/26): Loss -0.7605, Sem 0.0791, dir -0.9777, norm 0.1382, swav 0.0000 LR: 3.539e-02 Score 97.246 Data time: 0.2562, Forward time: 2.3532, Backward time: 3.1356, DDP time: 0.0030, Total iter time: 5.7327 [2020-11-13 12:17:29,575][root][INFO] - ===> Epoch[527](13694/26): Loss -0.7642, Sem 0.0836, dir -0.9725, norm 0.1247, swav 0.0000 LR: 3.538e-02 Score 97.088 Data time: 0.2227, Forward time: 2.3529, Backward time: 3.1362, DDP time: 0.0030, Total iter time: 5.8537 [2020-11-13 12:17:36,309][root][INFO] - ===> Epoch[527](13695/26): Loss -0.7760, Sem 0.0698, dir -0.9752, norm 0.1293, swav 0.0000 LR: 3.538e-02 Score 97.555 Data time: 0.3716, Forward time: 2.3587, Backward time: 3.1343, DDP time: 0.0030, Total iter time: 6.6130 [2020-11-13 12:17:41,400][root][INFO] - ===> Epoch[527](13696/26): Loss -0.7623, Sem 0.0761, dir -0.9757, norm 0.1372, swav 0.0000 LR: 3.537e-02 Score 97.250 Data time: 0.2350, Forward time: 2.3604, Backward time: 3.1285, DDP time: 0.0030, Total iter time: 4.9357 [2020-11-13 12:17:47,172][root][INFO] - ===> Epoch[527](13697/26): Loss -0.7774, Sem 0.0758, dir -0.9744, norm 0.1212, swav 0.0000 LR: 3.537e-02 Score 97.312 Data time: 0.2784, Forward time: 2.3639, Backward time: 3.1244, DDP time: 0.0030, Total iter time: 5.6680 [2020-11-13 12:17:53,297][root][INFO] - ===> Epoch[527](13698/26): Loss -0.7434, Sem 0.0821, dir -0.9696, norm 0.1440, swav 0.0000 LR: 3.536e-02 Score 97.121 Data time: 0.2831, Forward time: 2.3680, Backward time: 3.1211, DDP time: 0.0030, Total iter time: 5.9576 [2020-11-13 12:17:58,998][root][INFO] - ===> Epoch[527](13699/26): Loss -0.7629, Sem 0.0779, dir -0.9759, norm 0.1352, swav 0.0000 LR: 3.536e-02 Score 97.266 Data time: 0.2097, Forward time: 2.3685, Backward time: 3.1198, DDP time: 0.0030, Total iter time: 5.5694 [2020-11-13 12:18:05,275][root][INFO] - ===> Epoch[527](13700/26): Loss -0.7687, Sem 0.0762, dir -0.9745, norm 0.1296, swav 0.0000 LR: 3.535e-02 Score 97.322 Data time: 0.1860, Forward time: 2.3676, Backward time: 3.1224, DDP time: 0.0030, Total iter time: 6.1436 [2020-11-13 12:18:11,677][root][INFO] - ===> Epoch[527](13701/26): Loss -0.7536, Sem 0.0878, dir -0.9755, norm 0.1342, swav 0.0000 LR: 3.535e-02 Score 96.930 Data time: 0.1694, Forward time: 2.3657, Backward time: 3.1268, DDP time: 0.0030, Total iter time: 6.2728 [2020-11-13 12:18:17,471][root][INFO] - ===> Epoch[527](13702/26): Loss -0.7659, Sem 0.0826, dir -0.9764, norm 0.1279, swav 0.0000 LR: 3.534e-02 Score 97.094 Data time: 0.1704, Forward time: 2.3636, Backward time: 3.1280, DDP time: 0.0030, Total iter time: 5.6377 [2020-11-13 12:18:23,864][root][INFO] - ===> Epoch[527](13703/26): Loss -0.7563, Sem 0.0857, dir -0.9724, norm 0.1304, swav 0.0000 LR: 3.534e-02 Score 96.945 Data time: 0.2123, Forward time: 2.3635, Backward time: 3.1306, DDP time: 0.0030, Total iter time: 6.2947 [2020-11-13 12:18:30,051][root][INFO] - ===> Epoch[527](13704/26): Loss -0.7776, Sem 0.0767, dir -0.9778, norm 0.1235, swav 0.0000 LR: 3.533e-02 Score 97.299 Data time: 0.1980, Forward time: 2.3628, Backward time: 3.1326, DDP time: 0.0030, Total iter time: 6.0508 [2020-11-13 12:18:36,631][root][INFO] - ===> Epoch[527](13705/26): Loss -0.7441, Sem 0.0898, dir -0.9714, norm 0.1375, swav 0.0000 LR: 3.533e-02 Score 96.897 Data time: 0.1981, Forward time: 2.3623, Backward time: 3.1363, DDP time: 0.0030, Total iter time: 6.4675 [2020-11-13 12:18:42,456][root][INFO] - ===> Epoch[527](13706/26): Loss -0.7750, Sem 0.0751, dir -0.9726, norm 0.1225, swav 0.0000 LR: 3.532e-02 Score 97.351 Data time: 0.2872, Forward time: 2.3653, Backward time: 3.1327, DDP time: 0.0030, Total iter time: 5.6531 [2020-11-13 12:18:47,234][root][INFO] - ===> Epoch[527](13707/26): Loss -0.7741, Sem 0.0660, dir -0.9751, norm 0.1350, swav 0.0000 LR: 3.532e-02 Score 97.740 Data time: 0.1588, Forward time: 2.3634, Backward time: 3.1294, DDP time: 0.0030, Total iter time: 4.6445 [2020-11-13 12:18:52,020][root][INFO] - ===> Epoch[527](13708/26): Loss -0.7653, Sem 0.0811, dir -0.9741, norm 0.1276, swav 0.0000 LR: 3.531e-02 Score 97.242 Data time: 0.1338, Forward time: 2.3591, Backward time: 3.1282, DDP time: 0.0030, Total iter time: 4.6813 [2020-11-13 12:18:58,075][root][INFO] - ===> Epoch[528](13709/26): Loss -0.7807, Sem 0.0641, dir -0.9766, norm 0.1318, swav 0.0000 LR: 3.531e-02 Score 97.739 Data time: 0.3056, Forward time: 2.3606, Backward time: 3.1275, DDP time: 0.0030, Total iter time: 5.9943 [2020-11-13 12:19:03,415][root][INFO] - ===> Epoch[528](13710/26): Loss -0.7855, Sem 0.0736, dir -0.9774, norm 0.1183, swav 0.0000 LR: 3.530e-02 Score 97.375 Data time: 0.2329, Forward time: 2.3621, Backward time: 3.1234, DDP time: 0.0030, Total iter time: 5.1934 [2020-11-13 12:19:09,087][root][INFO] - ===> Epoch[528](13711/26): Loss -0.7501, Sem 0.0819, dir -0.9701, norm 0.1381, swav 0.0000 LR: 3.530e-02 Score 97.139 Data time: 0.2343, Forward time: 2.3634, Backward time: 3.1208, DDP time: 0.0030, Total iter time: 5.4985 [2020-11-13 12:19:15,612][root][INFO] - ===> Epoch[528](13712/26): Loss -0.7804, Sem 0.0717, dir -0.9743, norm 0.1222, swav 0.0000 LR: 3.529e-02 Score 97.498 Data time: 0.1788, Forward time: 2.3618, Backward time: 3.1252, DDP time: 0.0030, Total iter time: 6.3550 [2020-11-13 12:19:21,964][root][INFO] - ===> Epoch[528](13713/26): Loss -0.7615, Sem 0.0760, dir -0.9749, norm 0.1374, swav 0.0000 LR: 3.529e-02 Score 97.476 Data time: 0.1808, Forward time: 2.3606, Backward time: 3.1284, DDP time: 0.0030, Total iter time: 6.2242 [2020-11-13 12:19:27,093][root][INFO] - ===> Epoch[528](13714/26): Loss -0.7554, Sem 0.0866, dir -0.9714, norm 0.1294, swav 0.0000 LR: 3.528e-02 Score 96.924 Data time: 0.1719, Forward time: 2.3581, Backward time: 3.1275, DDP time: 0.0030, Total iter time: 5.0127 [2020-11-13 12:19:33,564][root][INFO] - ===> Epoch[528](13715/26): Loss -0.7756, Sem 0.0716, dir -0.9753, norm 0.1281, swav 0.0000 LR: 3.527e-02 Score 97.467 Data time: 0.2205, Forward time: 2.3591, Backward time: 3.1292, DDP time: 0.0030, Total iter time: 6.3582 [2020-11-13 12:19:39,261][root][INFO] - ===> Epoch[528](13716/26): Loss -0.7611, Sem 0.0786, dir -0.9751, norm 0.1354, swav 0.0000 LR: 3.527e-02 Score 97.216 Data time: 0.2344, Forward time: 2.3610, Backward time: 3.1265, DDP time: 0.0030, Total iter time: 5.5640 [2020-11-13 12:19:45,621][root][INFO] - ===> Epoch[528](13717/26): Loss -0.7512, Sem 0.0838, dir -0.9730, norm 0.1379, swav 0.0000 LR: 3.526e-02 Score 96.967 Data time: 0.1607, Forward time: 2.3594, Backward time: 3.1299, DDP time: 0.0030, Total iter time: 6.1714 [2020-11-13 12:19:51,308][root][INFO] - ===> Epoch[528](13718/26): Loss -0.7638, Sem 0.0819, dir -0.9720, norm 0.1263, swav 0.0000 LR: 3.526e-02 Score 97.087 Data time: 0.1854, Forward time: 2.3587, Backward time: 3.1298, DDP time: 0.0030, Total iter time: 5.5604 [2020-11-13 12:19:57,067][root][INFO] - ===> Epoch[528](13719/26): Loss -0.7842, Sem 0.0732, dir -0.9772, norm 0.1198, swav 0.0000 LR: 3.525e-02 Score 97.427 Data time: 0.1833, Forward time: 2.3572, Backward time: 3.1305, DDP time: 0.0030, Total iter time: 5.6035 [2020-11-13 12:20:01,510][root][INFO] - ===> Epoch[528](13720/26): Loss -0.7443, Sem 0.0813, dir -0.9728, norm 0.1473, swav 0.0000 LR: 3.525e-02 Score 97.186 Data time: 0.2602, Forward time: 2.3569, Backward time: 3.1244, DDP time: 0.0030, Total iter time: 4.3444 [2020-11-13 12:20:06,929][root][INFO] - ===> Epoch[528](13721/26): Loss -0.7655, Sem 0.0766, dir -0.9729, norm 0.1308, swav 0.0000 LR: 3.524e-02 Score 97.179 Data time: 0.2171, Forward time: 2.3572, Backward time: 3.1220, DDP time: 0.0030, Total iter time: 5.2886 [2020-11-13 12:20:12,541][root][INFO] - ===> Epoch[528](13722/26): Loss -0.7580, Sem 0.0887, dir -0.9772, norm 0.1305, swav 0.0000 LR: 3.524e-02 Score 96.821 Data time: 0.1900, Forward time: 2.3557, Backward time: 3.1222, DDP time: 0.0030, Total iter time: 5.4625 [2020-11-13 12:20:18,903][root][INFO] - ===> Epoch[528](13723/26): Loss -0.7740, Sem 0.0706, dir -0.9733, norm 0.1287, swav 0.0000 LR: 3.523e-02 Score 97.541 Data time: 0.2072, Forward time: 2.3557, Backward time: 3.1242, DDP time: 0.0030, Total iter time: 6.2265 [2020-11-13 12:20:24,768][root][INFO] - ===> Epoch[528](13724/26): Loss -0.7703, Sem 0.0801, dir -0.9737, norm 0.1233, swav 0.0000 LR: 3.523e-02 Score 97.103 Data time: 0.2108, Forward time: 2.3544, Backward time: 3.1252, DDP time: 0.0030, Total iter time: 5.7201 [2020-11-13 12:20:31,211][root][INFO] - ===> Epoch[528](13725/26): Loss -0.7696, Sem 0.0721, dir -0.9725, norm 0.1308, swav 0.0000 LR: 3.522e-02 Score 97.489 Data time: 0.2509, Forward time: 2.3561, Backward time: 3.1259, DDP time: 0.0030, Total iter time: 6.3169 [2020-11-13 12:20:36,672][root][INFO] - ===> Epoch[528](13726/26): Loss -0.7855, Sem 0.0693, dir -0.9757, norm 0.1210, swav 0.0000 LR: 3.522e-02 Score 97.501 Data time: 0.2569, Forward time: 2.3574, Backward time: 3.1221, DDP time: 0.0030, Total iter time: 5.2962 [2020-11-13 12:20:42,769][root][INFO] - ===> Epoch[528](13727/26): Loss -0.7600, Sem 0.0821, dir -0.9727, norm 0.1306, swav 0.0000 LR: 3.521e-02 Score 97.123 Data time: 0.2370, Forward time: 2.3559, Backward time: 3.1243, DDP time: 0.0030, Total iter time: 5.9775 [2020-11-13 12:20:47,827][root][INFO] - ===> Epoch[528](13728/26): Loss -0.7775, Sem 0.0653, dir -0.9753, norm 0.1326, swav 0.0000 LR: 3.521e-02 Score 97.718 Data time: 0.2217, Forward time: 2.3561, Backward time: 3.1205, DDP time: 0.0030, Total iter time: 4.9207 [2020-11-13 12:20:53,434][root][INFO] - ===> Epoch[528](13729/26): Loss -0.7664, Sem 0.0837, dir -0.9748, norm 0.1247, swav 0.0000 LR: 3.520e-02 Score 96.987 Data time: 0.2241, Forward time: 2.3565, Backward time: 3.1189, DDP time: 0.0030, Total iter time: 5.4789 [2020-11-13 12:20:58,835][root][INFO] - ===> Epoch[528](13730/26): Loss -0.7733, Sem 0.0732, dir -0.9739, norm 0.1273, swav 0.0000 LR: 3.520e-02 Score 97.452 Data time: 0.2608, Forward time: 2.3566, Backward time: 3.1166, DDP time: 0.0030, Total iter time: 5.2798 [2020-11-13 12:21:04,817][root][INFO] - ===> Epoch[528](13731/26): Loss -0.7692, Sem 0.0785, dir -0.9771, norm 0.1294, swav 0.0000 LR: 3.519e-02 Score 97.240 Data time: 0.2695, Forward time: 2.3595, Backward time: 3.1140, DDP time: 0.0030, Total iter time: 5.8149 [2020-11-13 12:21:09,575][root][INFO] - ===> Epoch[528](13732/26): Loss -0.7659, Sem 0.0758, dir -0.9776, norm 0.1358, swav 0.0000 LR: 3.519e-02 Score 97.273 Data time: 0.2711, Forward time: 2.3600, Backward time: 3.1084, DDP time: 0.0030, Total iter time: 4.5852 [2020-11-13 12:21:15,071][root][INFO] - ===> Epoch[528](13733/26): Loss -0.7911, Sem 0.0683, dir -0.9735, norm 0.1142, swav 0.0000 LR: 3.518e-02 Score 97.597 Data time: 0.2146, Forward time: 2.3601, Backward time: 3.1068, DDP time: 0.0030, Total iter time: 5.3650 [2020-11-13 12:21:21,617][root][INFO] - ===> Epoch[528](13734/26): Loss -0.7807, Sem 0.0715, dir -0.9785, norm 0.1263, swav 0.0000 LR: 3.518e-02 Score 97.387 Data time: 0.2112, Forward time: 2.3595, Backward time: 3.1100, DDP time: 0.0030, Total iter time: 6.3934 [2020-11-13 12:21:28,399][root][INFO] - ===> Epoch[529](13735/26): Loss -0.7897, Sem 0.0729, dir -0.9783, norm 0.1157, swav 0.0000 LR: 3.517e-02 Score 97.385 Data time: 0.1870, Forward time: 2.3586, Backward time: 3.1145, DDP time: 0.0030, Total iter time: 6.6503 [2020-11-13 12:21:33,888][root][INFO] - ===> Epoch[529](13736/26): Loss -0.7781, Sem 0.0716, dir -0.9745, norm 0.1248, swav 0.0000 LR: 3.517e-02 Score 97.384 Data time: 0.1750, Forward time: 2.3566, Backward time: 3.1150, DDP time: 0.0031, Total iter time: 5.3797 [2020-11-13 12:21:39,938][root][INFO] - ===> Epoch[529](13737/26): Loss -0.7422, Sem 0.0811, dir -0.9699, norm 0.1467, swav 0.0000 LR: 3.516e-02 Score 97.146 Data time: 0.3132, Forward time: 2.3597, Backward time: 3.1126, DDP time: 0.0030, Total iter time: 5.9449 [2020-11-13 12:21:45,571][root][INFO] - ===> Epoch[529](13738/26): Loss -0.7799, Sem 0.0736, dir -0.9737, norm 0.1202, swav 0.0000 LR: 3.516e-02 Score 97.359 Data time: 0.2696, Forward time: 2.3620, Backward time: 3.1091, DDP time: 0.0030, Total iter time: 5.4609 [2020-11-13 12:21:50,942][root][INFO] - ===> Epoch[529](13739/26): Loss -0.7645, Sem 0.0826, dir -0.9738, norm 0.1266, swav 0.0000 LR: 3.515e-02 Score 97.107 Data time: 0.2046, Forward time: 2.3619, Backward time: 3.1071, DDP time: 0.0030, Total iter time: 5.2142 [2020-11-13 12:21:57,106][root][INFO] - ===> Epoch[529](13740/26): Loss -0.7644, Sem 0.0815, dir -0.9726, norm 0.1266, swav 0.0000 LR: 3.515e-02 Score 97.215 Data time: 0.2450, Forward time: 2.3606, Backward time: 3.1092, DDP time: 0.0030, Total iter time: 6.0281 [2020-11-13 12:22:03,616][root][INFO] - ===> Epoch[529](13741/26): Loss -0.7305, Sem 0.1007, dir -0.9712, norm 0.1401, swav 0.0000 LR: 3.514e-02 Score 96.601 Data time: 0.1956, Forward time: 2.3599, Backward time: 3.1124, DDP time: 0.0031, Total iter time: 6.3934 [2020-11-13 12:22:10,644][root][INFO] - ===> Epoch[529](13742/26): Loss -0.7750, Sem 0.0698, dir -0.9731, norm 0.1283, swav 0.0000 LR: 3.514e-02 Score 97.540 Data time: 0.1636, Forward time: 2.3579, Backward time: 3.1190, DDP time: 0.0031, Total iter time: 6.9240 [2020-11-13 12:22:15,296][root][INFO] - ===> Epoch[529](13743/26): Loss -0.7798, Sem 0.0699, dir -0.9760, norm 0.1263, swav 0.0000 LR: 3.513e-02 Score 97.519 Data time: 0.1861, Forward time: 2.3573, Backward time: 3.1150, DDP time: 0.0031, Total iter time: 4.5643 [2020-11-13 12:22:21,375][root][INFO] - ===> Epoch[529](13744/26): Loss -0.7677, Sem 0.0730, dir -0.9711, norm 0.1304, swav 0.0000 LR: 3.513e-02 Score 97.481 Data time: 0.1413, Forward time: 2.3542, Backward time: 3.1189, DDP time: 0.0031, Total iter time: 5.9493 [2020-11-13 12:22:28,318][root][INFO] - ===> Epoch[529](13745/26): Loss -0.7715, Sem 0.0756, dir -0.9748, norm 0.1277, swav 0.0000 LR: 3.512e-02 Score 97.302 Data time: 0.1592, Forward time: 2.3516, Backward time: 3.1258, DDP time: 0.0031, Total iter time: 6.8383 [2020-11-13 12:22:33,830][root][INFO] - ===> Epoch[529](13746/26): Loss -0.7948, Sem 0.0670, dir -0.9785, norm 0.1167, swav 0.0000 LR: 3.512e-02 Score 97.580 Data time: 0.2356, Forward time: 2.3525, Backward time: 3.1236, DDP time: 0.0031, Total iter time: 5.4165 [2020-11-13 12:22:40,352][root][INFO] - ===> Epoch[529](13747/26): Loss -0.7596, Sem 0.0805, dir -0.9745, norm 0.1344, swav 0.0000 LR: 3.511e-02 Score 97.056 Data time: 0.2836, Forward time: 2.3557, Backward time: 3.1214, DDP time: 0.0031, Total iter time: 6.0089 [2020-11-13 12:22:48,959][root][INFO] - ===> Epoch[529](13748/26): Loss -0.7741, Sem 0.0708, dir -0.9763, norm 0.1315, swav 0.0000 LR: 3.511e-02 Score 97.437 Data time: 0.1790, Forward time: 2.3543, Backward time: 3.1332, DDP time: 0.0031, Total iter time: 8.4685 [2020-11-13 12:22:54,567][root][INFO] - ===> Epoch[529](13749/26): Loss -0.7838, Sem 0.0656, dir -0.9737, norm 0.1243, swav 0.0000 LR: 3.510e-02 Score 97.691 Data time: 0.2547, Forward time: 2.3556, Backward time: 3.1308, DDP time: 0.0031, Total iter time: 5.4736 [2020-11-13 12:23:01,240][root][INFO] - ===> Epoch[529](13750/26): Loss -0.7819, Sem 0.0705, dir -0.9743, norm 0.1219, swav 0.0000 LR: 3.510e-02 Score 97.579 Data time: 0.3405, Forward time: 2.3598, Backward time: 3.1290, DDP time: 0.0031, Total iter time: 6.4832 [2020-11-13 12:23:07,719][root][INFO] - ===> Epoch[529](13751/26): Loss -0.7783, Sem 0.0690, dir -0.9756, norm 0.1283, swav 0.0000 LR: 3.509e-02 Score 97.529 Data time: 0.2065, Forward time: 2.3597, Backward time: 3.1313, DDP time: 0.0031, Total iter time: 6.3508 [2020-11-13 12:23:13,256][root][INFO] - ===> Epoch[529](13752/26): Loss -0.7704, Sem 0.0749, dir -0.9721, norm 0.1269, swav 0.0000 LR: 3.509e-02 Score 97.271 Data time: 0.2344, Forward time: 2.3616, Backward time: 3.1281, DDP time: 0.0031, Total iter time: 5.4021 [2020-11-13 12:23:18,540][root][INFO] - ===> Epoch[529](13753/26): Loss -0.8083, Sem 0.0591, dir -0.9787, norm 0.1113, swav 0.0000 LR: 3.508e-02 Score 97.918 Data time: 0.2591, Forward time: 2.3631, Backward time: 3.1241, DDP time: 0.0031, Total iter time: 5.1288 [2020-11-13 12:23:23,868][root][INFO] - ===> Epoch[529](13754/26): Loss -0.7663, Sem 0.0790, dir -0.9735, norm 0.1281, swav 0.0000 LR: 3.508e-02 Score 97.142 Data time: 0.2010, Forward time: 2.3628, Backward time: 3.1222, DDP time: 0.0031, Total iter time: 5.1894 [2020-11-13 12:23:28,624][root][INFO] - ===> Epoch[529](13755/26): Loss -0.7700, Sem 0.0772, dir -0.9731, norm 0.1258, swav 0.0000 LR: 3.507e-02 Score 97.279 Data time: 0.1929, Forward time: 2.3623, Backward time: 3.1185, DDP time: 0.0031, Total iter time: 4.6606 [2020-11-13 12:23:33,931][root][INFO] - ===> Epoch[529](13756/26): Loss -0.7513, Sem 0.0816, dir -0.9707, norm 0.1379, swav 0.0000 LR: 3.507e-02 Score 97.265 Data time: 0.2273, Forward time: 2.3611, Backward time: 3.1175, DDP time: 0.0031, Total iter time: 5.1816 [2020-11-13 12:23:40,514][root][INFO] - ===> Epoch[529](13757/26): Loss -0.7676, Sem 0.0762, dir -0.9745, norm 0.1307, swav 0.0000 LR: 3.506e-02 Score 97.233 Data time: 0.1784, Forward time: 2.3600, Backward time: 3.1212, DDP time: 0.0031, Total iter time: 6.4754 [2020-11-13 12:23:46,869][root][INFO] - ===> Epoch[529](13758/26): Loss -0.7543, Sem 0.0844, dir -0.9721, norm 0.1334, swav 0.0000 LR: 3.506e-02 Score 96.977 Data time: 0.1427, Forward time: 2.3569, Backward time: 3.1262, DDP time: 0.0031, Total iter time: 6.2535 [2020-11-13 12:23:52,499][root][INFO] - ===> Epoch[529](13759/26): Loss -0.7704, Sem 0.0792, dir -0.9773, norm 0.1277, swav 0.0000 LR: 3.505e-02 Score 97.233 Data time: 0.1934, Forward time: 2.3559, Backward time: 3.1265, DDP time: 0.0031, Total iter time: 5.5516 [2020-11-13 12:23:57,756][root][INFO] - ===> Epoch[529](13760/26): Loss -0.7619, Sem 0.0820, dir -0.9736, norm 0.1298, swav 0.0000 LR: 3.505e-02 Score 96.991 Data time: 0.1948, Forward time: 2.3542, Backward time: 3.1258, DDP time: 0.0031, Total iter time: 5.1359 [2020-11-13 12:24:03,910][root][INFO] - ===> Epoch[530](13761/26): Loss -0.7495, Sem 0.0855, dir -0.9740, norm 0.1389, swav 0.0000 LR: 3.504e-02 Score 97.108 Data time: 0.2127, Forward time: 2.3541, Backward time: 3.1270, DDP time: 0.0031, Total iter time: 6.0619 [2020-11-13 12:24:09,725][root][INFO] - ===> Epoch[530](13762/26): Loss -0.7777, Sem 0.0702, dir -0.9732, norm 0.1253, swav 0.0000 LR: 3.504e-02 Score 97.531 Data time: 0.2925, Forward time: 2.3566, Backward time: 3.1241, DDP time: 0.0031, Total iter time: 5.6848 [2020-11-13 12:24:16,532][root][INFO] - ===> Epoch[530](13763/26): Loss -0.7930, Sem 0.0717, dir -0.9778, norm 0.1131, swav 0.0000 LR: 3.503e-02 Score 97.501 Data time: 0.2564, Forward time: 2.3601, Backward time: 3.1239, DDP time: 0.0031, Total iter time: 6.6439 [2020-11-13 12:24:21,620][root][INFO] - ===> Epoch[530](13764/26): Loss -0.7867, Sem 0.0706, dir -0.9782, norm 0.1209, swav 0.0000 LR: 3.503e-02 Score 97.504 Data time: 0.1543, Forward time: 2.3580, Backward time: 3.1230, DDP time: 0.0031, Total iter time: 4.9387 [2020-11-13 12:24:27,729][root][INFO] - ===> Epoch[530](13765/26): Loss -0.7804, Sem 0.0719, dir -0.9755, norm 0.1232, swav 0.0000 LR: 3.502e-02 Score 97.391 Data time: 0.1959, Forward time: 2.3573, Backward time: 3.1246, DDP time: 0.0031, Total iter time: 6.0206 [2020-11-13 12:24:33,318][root][INFO] - ===> Epoch[530](13766/26): Loss -0.7722, Sem 0.0797, dir -0.9760, norm 0.1242, swav 0.0000 LR: 3.502e-02 Score 97.219 Data time: 0.2186, Forward time: 2.3577, Backward time: 3.1233, DDP time: 0.0031, Total iter time: 5.4842 [2020-11-13 12:24:39,759][root][INFO] - ===> Epoch[530](13767/26): Loss -0.7798, Sem 0.0721, dir -0.9768, norm 0.1249, swav 0.0000 LR: 3.501e-02 Score 97.293 Data time: 0.2852, Forward time: 2.3615, Backward time: 3.1214, DDP time: 0.0031, Total iter time: 6.2963 [2020-11-13 12:24:45,114][root][INFO] - ===> Epoch[530](13768/26): Loss -0.7771, Sem 0.0707, dir -0.9705, norm 0.1227, swav 0.0000 LR: 3.501e-02 Score 97.607 Data time: 0.1895, Forward time: 2.3612, Backward time: 3.1193, DDP time: 0.0031, Total iter time: 5.1934 [2020-11-13 12:24:51,293][root][INFO] - ===> Epoch[530](13769/26): Loss -0.7665, Sem 0.0780, dir -0.9734, norm 0.1289, swav 0.0000 LR: 3.500e-02 Score 97.351 Data time: 0.2008, Forward time: 2.3612, Backward time: 3.1204, DDP time: 0.0031, Total iter time: 6.0674 [2020-11-13 12:24:57,743][root][INFO] - ===> Epoch[530](13770/26): Loss -0.7658, Sem 0.0765, dir -0.9741, norm 0.1318, swav 0.0000 LR: 3.500e-02 Score 97.263 Data time: 0.1666, Forward time: 2.3590, Backward time: 3.1247, DDP time: 0.0031, Total iter time: 6.3230 [2020-11-13 12:25:03,430][root][INFO] - ===> Epoch[530](13771/26): Loss -0.7600, Sem 0.0796, dir -0.9726, norm 0.1330, swav 0.0000 LR: 3.499e-02 Score 97.118 Data time: 0.2543, Forward time: 2.3612, Backward time: 3.1220, DDP time: 0.0031, Total iter time: 5.6382 [2020-11-13 12:25:09,391][root][INFO] - ===> Epoch[530](13772/26): Loss -0.7448, Sem 0.0851, dir -0.9724, norm 0.1425, swav 0.0000 LR: 3.499e-02 Score 96.957 Data time: 0.2460, Forward time: 2.3623, Backward time: 3.1209, DDP time: 0.0031, Total iter time: 5.8043 [2020-11-13 12:25:15,925][root][INFO] - ===> Epoch[530](13773/26): Loss -0.7580, Sem 0.0864, dir -0.9717, norm 0.1272, swav 0.0000 LR: 3.498e-02 Score 96.864 Data time: 0.3332, Forward time: 2.3658, Backward time: 3.1196, DDP time: 0.0031, Total iter time: 6.4237 [2020-11-13 12:25:21,550][root][INFO] - ===> Epoch[530](13774/26): Loss -0.7810, Sem 0.0745, dir -0.9756, norm 0.1201, swav 0.0000 LR: 3.498e-02 Score 97.430 Data time: 0.1945, Forward time: 2.3655, Backward time: 3.1188, DDP time: 0.0031, Total iter time: 5.4511 [2020-11-13 12:25:26,711][root][INFO] - ===> Epoch[530](13775/26): Loss -0.7787, Sem 0.0734, dir -0.9761, norm 0.1240, swav 0.0000 LR: 3.497e-02 Score 97.451 Data time: 0.1343, Forward time: 2.3629, Backward time: 3.1191, DDP time: 0.0031, Total iter time: 5.0590 [2020-11-13 12:25:33,210][root][INFO] - ===> Epoch[530](13776/26): Loss -0.7745, Sem 0.0734, dir -0.9722, norm 0.1243, swav 0.0000 LR: 3.497e-02 Score 97.463 Data time: 0.1380, Forward time: 2.3600, Backward time: 3.1243, DDP time: 0.0031, Total iter time: 6.4406 [2020-11-13 12:25:38,548][root][INFO] - ===> Epoch[530](13777/26): Loss -0.7663, Sem 0.0834, dir -0.9783, norm 0.1285, swav 0.0000 LR: 3.496e-02 Score 97.016 Data time: 0.1806, Forward time: 2.3596, Backward time: 3.1232, DDP time: 0.0031, Total iter time: 5.2982 [2020-11-13 12:25:44,238][root][INFO] - ===> Epoch[530](13778/26): Loss -0.7545, Sem 0.0820, dir -0.9727, norm 0.1362, swav 0.0000 LR: 3.496e-02 Score 97.033 Data time: 0.1926, Forward time: 2.3585, Backward time: 3.1235, DDP time: 0.0031, Total iter time: 5.5587 [2020-11-13 12:25:49,303][root][INFO] - ===> Epoch[530](13779/26): Loss -0.7913, Sem 0.0733, dir -0.9787, norm 0.1141, swav 0.0000 LR: 3.495e-02 Score 97.499 Data time: 0.1718, Forward time: 2.3570, Backward time: 3.1222, DDP time: 0.0031, Total iter time: 4.9343 [2020-11-13 12:25:54,398][root][INFO] - ===> Epoch[530](13780/26): Loss -0.7781, Sem 0.0671, dir -0.9775, norm 0.1323, swav 0.0000 LR: 3.495e-02 Score 97.631 Data time: 0.2168, Forward time: 2.3566, Backward time: 3.1199, DDP time: 0.0031, Total iter time: 5.0002 [2020-11-13 12:26:01,295][root][INFO] - ===> Epoch[530](13781/26): Loss -0.7800, Sem 0.0741, dir -0.9748, norm 0.1206, swav 0.0000 LR: 3.494e-02 Score 97.365 Data time: 0.1905, Forward time: 2.3551, Backward time: 3.1247, DDP time: 0.0031, Total iter time: 6.7382 [2020-11-13 12:26:07,038][root][INFO] - ===> Epoch[530](13782/26): Loss -0.7813, Sem 0.0808, dir -0.9773, norm 0.1152, swav 0.0000 LR: 3.494e-02 Score 97.097 Data time: 0.2668, Forward time: 2.3572, Backward time: 3.1221, DDP time: 0.0031, Total iter time: 5.6073 [2020-11-13 12:26:12,144][root][INFO] - ===> Epoch[530](13783/26): Loss -0.7909, Sem 0.0696, dir -0.9765, norm 0.1161, swav 0.0000 LR: 3.493e-02 Score 97.500 Data time: 0.1695, Forward time: 2.3552, Backward time: 3.1211, DDP time: 0.0031, Total iter time: 4.9169 [2020-11-13 12:26:17,264][root][INFO] - ===> Epoch[530](13784/26): Loss -0.7875, Sem 0.0659, dir -0.9737, norm 0.1204, swav 0.0000 LR: 3.493e-02 Score 97.701 Data time: 0.2111, Forward time: 2.3547, Backward time: 3.1191, DDP time: 0.0031, Total iter time: 5.0139 [2020-11-13 12:26:24,342][root][INFO] - ===> Epoch[530](13785/26): Loss -0.7433, Sem 0.0893, dir -0.9742, norm 0.1416, swav 0.0000 LR: 3.492e-02 Score 96.858 Data time: 0.2492, Forward time: 2.3549, Backward time: 3.1228, DDP time: 0.0031, Total iter time: 6.9386 [2020-11-13 12:26:29,340][root][INFO] - ===> Epoch[530](13786/26): Loss -0.7850, Sem 0.0767, dir -0.9778, norm 0.1161, swav 0.0000 LR: 3.492e-02 Score 97.377 Data time: 0.1927, Forward time: 2.3542, Backward time: 3.1203, DDP time: 0.0031, Total iter time: 4.8659 [2020-11-13 12:26:34,689][root][INFO] - ===> Epoch[531](13787/26): Loss -0.7692, Sem 0.0750, dir -0.9739, norm 0.1297, swav 0.0000 LR: 3.491e-02 Score 97.330 Data time: 0.2368, Forward time: 2.3529, Backward time: 3.1196, DDP time: 0.0031, Total iter time: 5.2276 [2020-11-13 12:26:41,100][root][INFO] - ===> Epoch[531](13788/26): Loss -0.7662, Sem 0.0762, dir -0.9730, norm 0.1305, swav 0.0000 LR: 3.491e-02 Score 97.343 Data time: 0.2030, Forward time: 2.3519, Backward time: 3.1223, DDP time: 0.0031, Total iter time: 6.2906 [2020-11-13 12:26:47,626][root][INFO] - ===> Epoch[531](13789/26): Loss -0.7702, Sem 0.0696, dir -0.9764, norm 0.1365, swav 0.0000 LR: 3.490e-02 Score 97.667 Data time: 0.3277, Forward time: 2.3554, Backward time: 3.1209, DDP time: 0.0031, Total iter time: 6.4031 [2020-11-13 12:26:54,137][root][INFO] - ===> Epoch[531](13790/26): Loss -0.7521, Sem 0.0817, dir -0.9758, norm 0.1420, swav 0.0000 LR: 3.490e-02 Score 97.309 Data time: 0.2978, Forward time: 2.3589, Backward time: 3.1194, DDP time: 0.0031, Total iter time: 6.3611 [2020-11-13 12:27:00,090][root][INFO] - ===> Epoch[531](13791/26): Loss -0.7738, Sem 0.0717, dir -0.9733, norm 0.1278, swav 0.0000 LR: 3.489e-02 Score 97.479 Data time: 0.2643, Forward time: 2.3601, Backward time: 3.1182, DDP time: 0.0031, Total iter time: 5.8006 [2020-11-13 12:27:07,236][root][INFO] - ===> Epoch[531](13792/26): Loss -0.7661, Sem 0.0771, dir -0.9743, norm 0.1311, swav 0.0000 LR: 3.489e-02 Score 97.293 Data time: 0.3537, Forward time: 2.3642, Backward time: 3.1182, DDP time: 0.0031, Total iter time: 7.0128 [2020-11-13 12:27:12,300][root][INFO] - ===> Epoch[531](13793/26): Loss -0.7748, Sem 0.0849, dir -0.9791, norm 0.1194, swav 0.0000 LR: 3.488e-02 Score 97.042 Data time: 0.1684, Forward time: 2.3627, Backward time: 3.1166, DDP time: 0.0031, Total iter time: 4.8488 [2020-11-13 12:27:17,429][root][INFO] - ===> Epoch[531](13794/26): Loss -0.7571, Sem 0.0847, dir -0.9712, norm 0.1294, swav 0.0000 LR: 3.488e-02 Score 97.077 Data time: 0.2455, Forward time: 2.3635, Backward time: 3.1132, DDP time: 0.0031, Total iter time: 4.9778 [2020-11-13 12:27:24,079][root][INFO] - ===> Epoch[531](13795/26): Loss -0.7378, Sem 0.0910, dir -0.9709, norm 0.1421, swav 0.0000 LR: 3.487e-02 Score 96.644 Data time: 0.1972, Forward time: 2.3630, Backward time: 3.1160, DDP time: 0.0031, Total iter time: 6.4797 [2020-11-13 12:27:28,582][root][INFO] - ===> Epoch[531](13796/26): Loss -0.7595, Sem 0.0903, dir -0.9714, norm 0.1216, swav 0.0000 LR: 3.487e-02 Score 96.776 Data time: 0.2046, Forward time: 2.3629, Backward time: 3.1117, DDP time: 0.0031, Total iter time: 4.3693 [2020-11-13 12:27:33,116][root][INFO] - ===> Epoch[531](13797/26): Loss -0.7578, Sem 0.0794, dir -0.9738, norm 0.1366, swav 0.0000 LR: 3.486e-02 Score 97.192 Data time: 0.1972, Forward time: 2.3621, Backward time: 3.1082, DDP time: 0.0031, Total iter time: 4.4171 [2020-11-13 12:27:38,794][root][INFO] - ===> Epoch[531](13798/26): Loss -0.7593, Sem 0.0831, dir -0.9761, norm 0.1338, swav 0.0000 LR: 3.486e-02 Score 97.023 Data time: 0.2019, Forward time: 2.3621, Backward time: 3.1077, DDP time: 0.0031, Total iter time: 5.5868 [2020-11-13 12:27:44,622][root][INFO] - ===> Epoch[531](13799/26): Loss -0.7551, Sem 0.0789, dir -0.9710, norm 0.1370, swav 0.0000 LR: 3.485e-02 Score 97.232 Data time: 0.2732, Forward time: 2.3640, Backward time: 3.1055, DDP time: 0.0031, Total iter time: 5.6887 [2020-11-13 12:27:50,093][root][INFO] - ===> Epoch[531](13800/26): Loss -0.7734, Sem 0.0859, dir -0.9763, norm 0.1170, swav 0.0000 LR: 3.485e-02 Score 97.027 Data time: 0.2631, Forward time: 2.3654, Backward time: 3.1025, DDP time: 0.0031, Total iter time: 5.2911 [2020-11-13 12:27:55,013][root][INFO] - ===> Epoch[531](13801/26): Loss -0.7774, Sem 0.0754, dir -0.9734, norm 0.1205, swav 0.0000 LR: 3.484e-02 Score 97.318 Data time: 0.2309, Forward time: 2.3660, Backward time: 3.0987, DDP time: 0.0031, Total iter time: 4.8057 [2020-11-13 12:28:01,122][root][INFO] - ===> Epoch[531](13802/26): Loss -0.7707, Sem 0.0791, dir -0.9748, norm 0.1249, swav 0.0000 LR: 3.484e-02 Score 97.113 Data time: 0.1935, Forward time: 2.3658, Backward time: 3.0997, DDP time: 0.0031, Total iter time: 5.9965 [2020-11-13 12:28:07,380][root][INFO] - ===> Epoch[531](13803/26): Loss -0.7505, Sem 0.0923, dir -0.9715, norm 0.1287, swav 0.0000 LR: 3.483e-02 Score 96.881 Data time: 0.1808, Forward time: 2.3651, Backward time: 3.1016, DDP time: 0.0031, Total iter time: 6.1487 [2020-11-13 12:28:13,258][root][INFO] - ===> Epoch[531](13804/26): Loss -0.7598, Sem 0.0871, dir -0.9732, norm 0.1264, swav 0.0000 LR: 3.482e-02 Score 96.902 Data time: 0.2307, Forward time: 2.3661, Backward time: 3.1008, DDP time: 0.0031, Total iter time: 5.7730 [2020-11-13 12:28:19,712][root][INFO] - ===> Epoch[531](13805/26): Loss -0.7704, Sem 0.0758, dir -0.9727, norm 0.1265, swav 0.0000 LR: 3.482e-02 Score 97.351 Data time: 0.2027, Forward time: 2.3656, Backward time: 3.1031, DDP time: 0.0031, Total iter time: 6.3256 [2020-11-13 12:28:25,320][root][INFO] - ===> Epoch[531](13806/26): Loss -0.7723, Sem 0.0725, dir -0.9754, norm 0.1306, swav 0.0000 LR: 3.481e-02 Score 97.375 Data time: 0.1904, Forward time: 2.3655, Backward time: 3.1025, DDP time: 0.0031, Total iter time: 5.5024 [2020-11-13 12:28:31,225][root][INFO] - ===> Epoch[531](13807/26): Loss -0.7757, Sem 0.0760, dir -0.9732, norm 0.1215, swav 0.0000 LR: 3.481e-02 Score 97.306 Data time: 0.1726, Forward time: 2.3640, Backward time: 3.1040, DDP time: 0.0031, Total iter time: 5.7819 [2020-11-13 12:28:37,193][root][INFO] - ===> Epoch[531](13808/26): Loss -0.7809, Sem 0.0714, dir -0.9741, norm 0.1218, swav 0.0000 LR: 3.480e-02 Score 97.471 Data time: 0.2534, Forward time: 2.3655, Backward time: 3.1030, DDP time: 0.0031, Total iter time: 5.8893 [2020-11-13 12:28:42,365][root][INFO] - ===> Epoch[531](13809/26): Loss -0.7762, Sem 0.0688, dir -0.9730, norm 0.1280, swav 0.0000 LR: 3.480e-02 Score 97.568 Data time: 0.2550, Forward time: 2.3666, Backward time: 3.0996, DDP time: 0.0031, Total iter time: 5.0303 [2020-11-13 12:28:48,732][root][INFO] - ===> Epoch[531](13810/26): Loss -0.7817, Sem 0.0702, dir -0.9748, norm 0.1230, swav 0.0000 LR: 3.479e-02 Score 97.519 Data time: 0.1873, Forward time: 2.3657, Backward time: 3.1019, DDP time: 0.0031, Total iter time: 6.2426 [2020-11-13 12:28:55,587][root][INFO] - ===> Epoch[531](13811/26): Loss -0.7697, Sem 0.0694, dir -0.9738, norm 0.1347, swav 0.0000 LR: 3.479e-02 Score 97.540 Data time: 0.1093, Forward time: 2.3624, Backward time: 3.1090, DDP time: 0.0031, Total iter time: 6.7527 [2020-11-13 12:29:00,628][root][INFO] - ===> Epoch[531](13812/26): Loss -0.7389, Sem 0.0843, dir -0.9700, norm 0.1467, swav 0.0000 LR: 3.478e-02 Score 96.982 Data time: 0.0920, Forward time: 2.3585, Backward time: 3.1111, DDP time: 0.0031, Total iter time: 5.0148 [2020-11-13 12:29:06,747][root][INFO] - ===> Epoch[532](13813/26): Loss -0.7778, Sem 0.0761, dir -0.9771, norm 0.1233, swav 0.0000 LR: 3.478e-02 Score 97.245 Data time: 0.1957, Forward time: 2.3581, Backward time: 3.1127, DDP time: 0.0031, Total iter time: 6.0916 [2020-11-13 12:29:12,953][root][INFO] - ===> Epoch[532](13814/26): Loss -0.7492, Sem 0.0821, dir -0.9733, norm 0.1420, swav 0.0000 LR: 3.477e-02 Score 97.148 Data time: 0.3412, Forward time: 2.3604, Backward time: 3.1112, DDP time: 0.0031, Total iter time: 6.0765 [2020-11-13 12:29:19,796][root][INFO] - ===> Epoch[532](13815/26): Loss -0.7778, Sem 0.0734, dir -0.9751, norm 0.1238, swav 0.0000 LR: 3.477e-02 Score 97.383 Data time: 0.2203, Forward time: 2.3615, Backward time: 3.1130, DDP time: 0.0031, Total iter time: 6.6961 [2020-11-13 12:29:24,400][root][INFO] - ===> Epoch[532](13816/26): Loss -0.7559, Sem 0.0813, dir -0.9722, norm 0.1350, swav 0.0000 LR: 3.476e-02 Score 97.151 Data time: 0.1719, Forward time: 2.3601, Backward time: 3.1105, DDP time: 0.0031, Total iter time: 4.4613 [2020-11-13 12:29:30,143][root][INFO] - ===> Epoch[532](13817/26): Loss -0.7674, Sem 0.0712, dir -0.9744, norm 0.1357, swav 0.0000 LR: 3.476e-02 Score 97.603 Data time: 0.2634, Forward time: 2.3601, Backward time: 3.1101, DDP time: 0.0031, Total iter time: 5.6627 [2020-11-13 12:29:36,387][root][INFO] - ===> Epoch[532](13818/26): Loss -0.7673, Sem 0.0747, dir -0.9720, norm 0.1299, swav 0.0000 LR: 3.475e-02 Score 97.347 Data time: 0.2345, Forward time: 2.3609, Backward time: 3.1102, DDP time: 0.0031, Total iter time: 6.1136 [2020-11-13 12:29:41,957][root][INFO] - ===> Epoch[532](13819/26): Loss -0.7605, Sem 0.0839, dir -0.9761, norm 0.1318, swav 0.0000 LR: 3.475e-02 Score 97.083 Data time: 0.1674, Forward time: 2.3595, Backward time: 3.1107, DDP time: 0.0031, Total iter time: 5.4150 [2020-11-13 12:29:47,301][root][INFO] - ===> Epoch[532](13820/26): Loss -0.7742, Sem 0.0722, dir -0.9721, norm 0.1257, swav 0.0000 LR: 3.474e-02 Score 97.476 Data time: 0.1624, Forward time: 2.3582, Backward time: 3.1104, DDP time: 0.0031, Total iter time: 5.2367 [2020-11-13 12:29:52,695][root][INFO] - ===> Epoch[532](13821/26): Loss -0.7676, Sem 0.0727, dir -0.9753, norm 0.1350, swav 0.0000 LR: 3.474e-02 Score 97.434 Data time: 0.1483, Forward time: 2.3567, Backward time: 3.1107, DDP time: 0.0031, Total iter time: 5.3011 [2020-11-13 12:29:58,663][root][INFO] - ===> Epoch[532](13822/26): Loss -0.7726, Sem 0.0717, dir -0.9760, norm 0.1316, swav 0.0000 LR: 3.473e-02 Score 97.437 Data time: 0.1774, Forward time: 2.3558, Backward time: 3.1121, DDP time: 0.0031, Total iter time: 5.8951 [2020-11-13 12:30:04,813][root][INFO] - ===> Epoch[532](13823/26): Loss -0.7628, Sem 0.0808, dir -0.9733, norm 0.1297, swav 0.0000 LR: 3.473e-02 Score 97.096 Data time: 0.2970, Forward time: 2.3582, Backward time: 3.1105, DDP time: 0.0031, Total iter time: 6.0053 [2020-11-13 12:30:11,204][root][INFO] - ===> Epoch[532](13824/26): Loss -0.7826, Sem 0.0750, dir -0.9770, norm 0.1195, swav 0.0000 LR: 3.472e-02 Score 97.349 Data time: 0.3378, Forward time: 2.3612, Backward time: 3.1087, DDP time: 0.0031, Total iter time: 6.2074 [2020-11-13 12:30:16,586][root][INFO] - ===> Epoch[532](13825/26): Loss -0.7464, Sem 0.0886, dir -0.9732, norm 0.1382, swav 0.0000 LR: 3.472e-02 Score 96.867 Data time: 0.1955, Forward time: 2.3611, Backward time: 3.1072, DDP time: 0.0031, Total iter time: 5.2422 [2020-11-13 12:30:22,578][root][INFO] - ===> Epoch[532](13826/26): Loss -0.7440, Sem 0.0892, dir -0.9699, norm 0.1367, swav 0.0000 LR: 3.471e-02 Score 96.963 Data time: 0.2078, Forward time: 2.3612, Backward time: 3.1074, DDP time: 0.0031, Total iter time: 5.8531 [2020-11-13 12:30:27,602][root][INFO] - ===> Epoch[532](13827/26): Loss -0.7639, Sem 0.0820, dir -0.9734, norm 0.1276, swav 0.0000 LR: 3.471e-02 Score 96.995 Data time: 0.1514, Forward time: 2.3588, Backward time: 3.1074, DDP time: 0.0031, Total iter time: 4.9051 [2020-11-13 12:30:33,122][root][INFO] - ===> Epoch[532](13828/26): Loss -0.7811, Sem 0.0719, dir -0.9746, norm 0.1217, swav 0.0000 LR: 3.470e-02 Score 97.490 Data time: 0.2209, Forward time: 2.3589, Backward time: 3.1060, DDP time: 0.0031, Total iter time: 5.4166 [2020-11-13 12:30:38,669][root][INFO] - ===> Epoch[532](13829/26): Loss -0.7792, Sem 0.0741, dir -0.9772, norm 0.1239, swav 0.0000 LR: 3.470e-02 Score 97.430 Data time: 0.2741, Forward time: 2.3605, Backward time: 3.1034, DDP time: 0.0031, Total iter time: 5.4084 [2020-11-13 12:30:44,981][root][INFO] - ===> Epoch[532](13830/26): Loss -0.7867, Sem 0.0747, dir -0.9789, norm 0.1175, swav 0.0000 LR: 3.469e-02 Score 97.398 Data time: 0.2193, Forward time: 2.3604, Backward time: 3.1046, DDP time: 0.0031, Total iter time: 6.1237 [2020-11-13 12:30:50,877][root][INFO] - ===> Epoch[532](13831/26): Loss -0.7574, Sem 0.0792, dir -0.9753, norm 0.1387, swav 0.0000 LR: 3.469e-02 Score 97.274 Data time: 0.2781, Forward time: 2.3616, Backward time: 3.1034, DDP time: 0.0031, Total iter time: 5.7789 [2020-11-13 12:30:57,156][root][INFO] - ===> Epoch[532](13832/26): Loss -0.7803, Sem 0.0748, dir -0.9755, norm 0.1204, swav 0.0000 LR: 3.468e-02 Score 97.343 Data time: 0.2109, Forward time: 2.3618, Backward time: 3.1044, DDP time: 0.0031, Total iter time: 6.1507 [2020-11-13 12:31:03,455][root][INFO] - ===> Epoch[532](13833/26): Loss -0.7485, Sem 0.0932, dir -0.9687, norm 0.1270, swav 0.0000 LR: 3.468e-02 Score 96.958 Data time: 0.2293, Forward time: 2.3620, Backward time: 3.1052, DDP time: 0.0031, Total iter time: 6.1252 [2020-11-13 12:31:08,729][root][INFO] - ===> Epoch[532](13834/26): Loss -0.7620, Sem 0.0730, dir -0.9737, norm 0.1387, swav 0.0000 LR: 3.467e-02 Score 97.405 Data time: 0.1633, Forward time: 2.3608, Backward time: 3.1046, DDP time: 0.0031, Total iter time: 5.1082 [2020-11-13 12:31:15,672][root][INFO] - ===> Epoch[532](13835/26): Loss -0.7553, Sem 0.0909, dir -0.9778, norm 0.1316, swav 0.0000 LR: 3.467e-02 Score 96.996 Data time: 0.1354, Forward time: 2.3587, Backward time: 3.1099, DDP time: 0.0031, Total iter time: 6.8243 [2020-11-13 12:31:21,203][root][INFO] - ===> Epoch[532](13836/26): Loss -0.7732, Sem 0.0763, dir -0.9748, norm 0.1253, swav 0.0000 LR: 3.466e-02 Score 97.329 Data time: 0.1831, Forward time: 2.3579, Backward time: 3.1098, DDP time: 0.0031, Total iter time: 5.4383 [2020-11-13 12:31:27,220][root][INFO] - ===> Epoch[532](13837/26): Loss -0.7523, Sem 0.0803, dir -0.9726, norm 0.1400, swav 0.0000 LR: 3.466e-02 Score 97.305 Data time: 0.1886, Forward time: 2.3567, Backward time: 3.1115, DDP time: 0.0031, Total iter time: 5.9171 [2020-11-13 12:31:33,050][root][INFO] - ===> Epoch[532](13838/26): Loss -0.7553, Sem 0.0842, dir -0.9730, norm 0.1336, swav 0.0000 LR: 3.465e-02 Score 97.121 Data time: 0.2509, Forward time: 2.3579, Backward time: 3.1103, DDP time: 0.0031, Total iter time: 5.7551 [2020-11-13 12:31:39,341][root][INFO] - ===> Epoch[533](13839/26): Loss -0.7557, Sem 0.0791, dir -0.9718, norm 0.1370, swav 0.0000 LR: 3.465e-02 Score 97.217 Data time: 0.2269, Forward time: 2.3574, Backward time: 3.1117, DDP time: 0.0031, Total iter time: 6.0902 [2020-11-13 12:31:45,394][root][INFO] - ===> Epoch[533](13840/26): Loss -0.7439, Sem 0.0879, dir -0.9680, norm 0.1362, swav 0.0000 LR: 3.464e-02 Score 96.927 Data time: 0.2801, Forward time: 2.3596, Backward time: 3.1099, DDP time: 0.0031, Total iter time: 5.9150 [2020-11-13 12:31:50,797][root][INFO] - ===> Epoch[533](13841/26): Loss -0.7674, Sem 0.0764, dir -0.9734, norm 0.1296, swav 0.0000 LR: 3.464e-02 Score 97.203 Data time: 0.2705, Forward time: 2.3609, Backward time: 3.1072, DDP time: 0.0031, Total iter time: 5.2645 [2020-11-13 12:31:55,968][root][INFO] - ===> Epoch[533](13842/26): Loss -0.7659, Sem 0.0746, dir -0.9734, norm 0.1329, swav 0.0000 LR: 3.463e-02 Score 97.337 Data time: 0.2322, Forward time: 2.3614, Backward time: 3.1046, DDP time: 0.0031, Total iter time: 5.0225 [2020-11-13 12:32:01,735][root][INFO] - ===> Epoch[533](13843/26): Loss -0.7636, Sem 0.0785, dir -0.9754, norm 0.1333, swav 0.0000 LR: 3.463e-02 Score 97.152 Data time: 0.2856, Forward time: 2.3614, Backward time: 3.1040, DDP time: 0.0031, Total iter time: 5.6185 [2020-11-13 12:32:08,437][root][INFO] - ===> Epoch[533](13844/26): Loss -0.7536, Sem 0.0890, dir -0.9739, norm 0.1314, swav 0.0000 LR: 3.462e-02 Score 97.057 Data time: 0.2852, Forward time: 2.3634, Backward time: 3.1043, DDP time: 0.0031, Total iter time: 6.5617 [2020-11-13 12:32:14,109][root][INFO] - ===> Epoch[533](13845/26): Loss -0.7359, Sem 0.0964, dir -0.9723, norm 0.1400, swav 0.0000 LR: 3.462e-02 Score 96.669 Data time: 0.2486, Forward time: 2.3646, Backward time: 3.1022, DDP time: 0.0031, Total iter time: 5.5191 [2020-11-13 12:32:21,060][root][INFO] - ===> Epoch[533](13846/26): Loss -0.7686, Sem 0.0779, dir -0.9726, norm 0.1262, swav 0.0000 LR: 3.461e-02 Score 97.272 Data time: 0.1965, Forward time: 2.3641, Backward time: 3.1057, DDP time: 0.0031, Total iter time: 6.8290 [2020-11-13 12:32:27,555][root][INFO] - ===> Epoch[533](13847/26): Loss -0.7550, Sem 0.0870, dir -0.9724, norm 0.1304, swav 0.0000 LR: 3.461e-02 Score 96.832 Data time: 0.2242, Forward time: 2.3642, Backward time: 3.1073, DDP time: 0.0031, Total iter time: 6.3710 [2020-11-13 12:32:34,023][root][INFO] - ===> Epoch[533](13848/26): Loss -0.7522, Sem 0.0836, dir -0.9749, norm 0.1391, swav 0.0000 LR: 3.460e-02 Score 97.008 Data time: 0.1941, Forward time: 2.3638, Backward time: 3.1093, DDP time: 0.0031, Total iter time: 6.3234 [2020-11-13 12:32:39,953][root][INFO] - ===> Epoch[533](13849/26): Loss -0.7637, Sem 0.0785, dir -0.9681, norm 0.1260, swav 0.0000 LR: 3.460e-02 Score 97.360 Data time: 0.2557, Forward time: 2.3639, Backward time: 3.1093, DDP time: 0.0031, Total iter time: 5.8065 [2020-11-13 12:32:45,154][root][INFO] - ===> Epoch[533](13850/26): Loss -0.7614, Sem 0.0800, dir -0.9756, norm 0.1343, swav 0.0000 LR: 3.459e-02 Score 97.174 Data time: 0.2486, Forward time: 2.3649, Backward time: 3.1064, DDP time: 0.0031, Total iter time: 5.0689 [2020-11-13 12:32:50,172][root][INFO] - ===> Epoch[533](13851/26): Loss -0.7886, Sem 0.0750, dir -0.9754, norm 0.1118, swav 0.0000 LR: 3.459e-02 Score 97.460 Data time: 0.1544, Forward time: 2.3632, Backward time: 3.1057, DDP time: 0.0031, Total iter time: 4.8688 [2020-11-13 12:32:56,348][root][INFO] - ===> Epoch[533](13852/26): Loss -0.7874, Sem 0.0694, dir -0.9774, norm 0.1206, swav 0.0000 LR: 3.458e-02 Score 97.611 Data time: 0.1624, Forward time: 2.3612, Backward time: 3.1086, DDP time: 0.0031, Total iter time: 6.0896 [2020-11-13 12:33:02,304][root][INFO] - ===> Epoch[533](13853/26): Loss -0.7300, Sem 0.1144, dir -0.9729, norm 0.1285, swav 0.0000 LR: 3.458e-02 Score 96.489 Data time: 0.2454, Forward time: 2.3629, Backward time: 3.1071, DDP time: 0.0031, Total iter time: 5.8765 [2020-11-13 12:33:07,333][root][INFO] - ===> Epoch[533](13854/26): Loss -0.7614, Sem 0.0838, dir -0.9765, norm 0.1313, swav 0.0000 LR: 3.457e-02 Score 96.962 Data time: 0.1942, Forward time: 2.3619, Backward time: 3.1057, DDP time: 0.0031, Total iter time: 4.8692 [2020-11-13 12:33:13,324][root][INFO] - ===> Epoch[533](13855/26): Loss -0.7599, Sem 0.0758, dir -0.9738, norm 0.1381, swav 0.0000 LR: 3.457e-02 Score 97.326 Data time: 0.2368, Forward time: 2.3627, Backward time: 3.1053, DDP time: 0.0031, Total iter time: 5.8849 [2020-11-13 12:33:19,161][root][INFO] - ===> Epoch[533](13856/26): Loss -0.7744, Sem 0.0824, dir -0.9766, norm 0.1198, swav 0.0000 LR: 3.456e-02 Score 97.134 Data time: 0.1996, Forward time: 2.3623, Backward time: 3.1055, DDP time: 0.0031, Total iter time: 5.6675 [2020-11-13 12:33:24,794][root][INFO] - ===> Epoch[533](13857/26): Loss -0.7638, Sem 0.0785, dir -0.9716, norm 0.1293, swav 0.0000 LR: 3.456e-02 Score 97.233 Data time: 0.2283, Forward time: 2.3613, Backward time: 3.1057, DDP time: 0.0031, Total iter time: 5.5253 [2020-11-13 12:33:30,510][root][INFO] - ===> Epoch[533](13858/26): Loss -0.7602, Sem 0.0819, dir -0.9741, norm 0.1320, swav 0.0000 LR: 3.455e-02 Score 97.146 Data time: 0.1693, Forward time: 2.3600, Backward time: 3.1066, DDP time: 0.0031, Total iter time: 5.5935 [2020-11-13 12:33:36,462][root][INFO] - ===> Epoch[533](13859/26): Loss -0.7767, Sem 0.0754, dir -0.9764, norm 0.1243, swav 0.0000 LR: 3.455e-02 Score 97.379 Data time: 0.2731, Forward time: 2.3621, Backward time: 3.1048, DDP time: 0.0031, Total iter time: 5.8732 [2020-11-13 12:33:42,867][root][INFO] - ===> Epoch[533](13860/26): Loss -0.7644, Sem 0.0763, dir -0.9707, norm 0.1300, swav 0.0000 LR: 3.454e-02 Score 97.364 Data time: 0.2468, Forward time: 2.3631, Backward time: 3.1051, DDP time: 0.0031, Total iter time: 6.2485 [2020-11-13 12:33:48,501][root][INFO] - ===> Epoch[533](13861/26): Loss -0.7777, Sem 0.0705, dir -0.9753, norm 0.1272, swav 0.0000 LR: 3.454e-02 Score 97.484 Data time: 0.2017, Forward time: 2.3627, Backward time: 3.1049, DDP time: 0.0031, Total iter time: 5.5245 [2020-11-13 12:33:54,397][root][INFO] - ===> Epoch[533](13862/26): Loss -0.7681, Sem 0.0833, dir -0.9739, norm 0.1225, swav 0.0000 LR: 3.453e-02 Score 97.044 Data time: 0.2184, Forward time: 2.3628, Backward time: 3.1049, DDP time: 0.0031, Total iter time: 5.8079 [2020-11-13 12:34:01,742][root][INFO] - ===> Epoch[533](13863/26): Loss -0.7409, Sem 0.0855, dir -0.9706, norm 0.1442, swav 0.0000 LR: 3.453e-02 Score 96.972 Data time: 0.2272, Forward time: 2.3630, Backward time: 3.1086, DDP time: 0.0031, Total iter time: 7.2070 [2020-11-13 12:34:07,766][root][INFO] - ===> Epoch[533](13864/26): Loss -0.7703, Sem 0.0823, dir -0.9749, norm 0.1223, swav 0.0000 LR: 3.452e-02 Score 97.091 Data time: 0.2880, Forward time: 2.3651, Backward time: 3.1069, DDP time: 0.0031, Total iter time: 5.9096 [2020-11-13 12:34:13,470][root][INFO] - ===> Epoch[534](13865/26): Loss -0.7438, Sem 0.1041, dir -0.9709, norm 0.1230, swav 0.0000 LR: 3.452e-02 Score 97.012 Data time: 0.1995, Forward time: 2.3647, Backward time: 3.1068, DDP time: 0.0031, Total iter time: 5.5604 [2020-11-13 12:34:19,621][root][INFO] - ===> Epoch[534](13866/26): Loss -0.7504, Sem 0.0945, dir -0.9733, norm 0.1284, swav 0.0000 LR: 3.451e-02 Score 96.772 Data time: 0.2148, Forward time: 2.3653, Backward time: 3.1069, DDP time: 0.0031, Total iter time: 6.0385 [2020-11-13 12:34:24,575][root][INFO] - ===> Epoch[534](13867/26): Loss -0.7523, Sem 0.0819, dir -0.9688, norm 0.1346, swav 0.0000 LR: 3.451e-02 Score 97.112 Data time: 0.1793, Forward time: 2.3646, Backward time: 3.1053, DDP time: 0.0031, Total iter time: 4.8259 [2020-11-13 12:34:30,248][root][INFO] - ===> Epoch[534](13868/26): Loss -0.7757, Sem 0.0748, dir -0.9762, norm 0.1257, swav 0.0000 LR: 3.450e-02 Score 97.311 Data time: 0.1851, Forward time: 2.3635, Backward time: 3.1060, DDP time: 0.0031, Total iter time: 5.5699 [2020-11-13 12:34:37,155][root][INFO] - ===> Epoch[534](13869/26): Loss -0.7541, Sem 0.0896, dir -0.9726, norm 0.1289, swav 0.0000 LR: 3.450e-02 Score 96.907 Data time: 0.1981, Forward time: 2.3631, Backward time: 3.1091, DDP time: 0.0031, Total iter time: 6.7773 [2020-11-13 12:34:42,238][root][INFO] - ===> Epoch[534](13870/26): Loss -0.7614, Sem 0.0842, dir -0.9734, norm 0.1278, swav 0.0000 LR: 3.449e-02 Score 97.156 Data time: 0.1851, Forward time: 2.3620, Backward time: 3.1077, DDP time: 0.0031, Total iter time: 4.9225 [2020-11-13 12:34:47,561][root][INFO] - ===> Epoch[534](13871/26): Loss -0.7778, Sem 0.0707, dir -0.9752, norm 0.1267, swav 0.0000 LR: 3.449e-02 Score 97.492 Data time: 0.2312, Forward time: 2.3631, Backward time: 3.1054, DDP time: 0.0031, Total iter time: 5.2205 [2020-11-13 12:34:53,897][root][INFO] - ===> Epoch[534](13872/26): Loss -0.7748, Sem 0.0750, dir -0.9752, norm 0.1253, swav 0.0000 LR: 3.448e-02 Score 97.274 Data time: 0.1736, Forward time: 2.3614, Backward time: 3.1081, DDP time: 0.0031, Total iter time: 6.1770 [2020-11-13 12:34:59,717][root][INFO] - ===> Epoch[534](13873/26): Loss -0.7530, Sem 0.0900, dir -0.9756, norm 0.1326, swav 0.0000 LR: 3.448e-02 Score 96.865 Data time: 0.2783, Forward time: 2.3632, Backward time: 3.1062, DDP time: 0.0031, Total iter time: 5.7081 [2020-11-13 12:35:05,431][root][INFO] - ===> Epoch[534](13874/26): Loss -0.7841, Sem 0.0747, dir -0.9766, norm 0.1178, swav 0.0000 LR: 3.447e-02 Score 97.386 Data time: 0.1840, Forward time: 2.3624, Backward time: 3.1065, DDP time: 0.0031, Total iter time: 5.5589 [2020-11-13 12:35:11,385][root][INFO] - ===> Epoch[534](13875/26): Loss -0.7741, Sem 0.0768, dir -0.9743, norm 0.1234, swav 0.0000 LR: 3.447e-02 Score 97.300 Data time: 0.2872, Forward time: 2.3644, Backward time: 3.1048, DDP time: 0.0031, Total iter time: 5.8754 [2020-11-13 12:35:16,168][root][INFO] - ===> Epoch[534](13876/26): Loss -0.7596, Sem 0.0861, dir -0.9758, norm 0.1302, swav 0.0000 LR: 3.446e-02 Score 96.992 Data time: 0.1518, Forward time: 2.3628, Backward time: 3.1036, DDP time: 0.0031, Total iter time: 4.6469 [2020-11-13 12:35:22,072][root][INFO] - ===> Epoch[534](13877/26): Loss -0.7459, Sem 0.0809, dir -0.9735, norm 0.1466, swav 0.0000 LR: 3.446e-02 Score 97.146 Data time: 0.2777, Forward time: 2.3630, Backward time: 3.1034, DDP time: 0.0031, Total iter time: 5.8417 [2020-11-13 12:35:26,570][root][INFO] - ===> Epoch[534](13878/26): Loss -0.7279, Sem 0.0973, dir -0.9661, norm 0.1409, swav 0.0000 LR: 3.445e-02 Score 96.608 Data time: 0.1899, Forward time: 2.3625, Backward time: 3.1002, DDP time: 0.0031, Total iter time: 4.3529 [2020-11-13 12:35:33,135][root][INFO] - ===> Epoch[534](13879/26): Loss -0.7618, Sem 0.0877, dir -0.9758, norm 0.1262, swav 0.0000 LR: 3.445e-02 Score 96.896 Data time: 0.1631, Forward time: 2.3612, Backward time: 3.1033, DDP time: 0.0031, Total iter time: 6.4559 [2020-11-13 12:35:37,992][root][INFO] - ===> Epoch[534](13880/26): Loss -0.7823, Sem 0.0823, dir -0.9790, norm 0.1144, swav 0.0000 LR: 3.444e-02 Score 97.016 Data time: 0.1526, Forward time: 2.3598, Backward time: 3.1023, DDP time: 0.0031, Total iter time: 4.7649 [2020-11-13 12:35:44,157][root][INFO] - ===> Epoch[534](13881/26): Loss -0.7616, Sem 0.0764, dir -0.9747, norm 0.1367, swav 0.0000 LR: 3.444e-02 Score 97.361 Data time: 0.2117, Forward time: 2.3594, Backward time: 3.1036, DDP time: 0.0031, Total iter time: 6.1028 [2020-11-13 12:35:49,283][root][INFO] - ===> Epoch[534](13882/26): Loss -0.7775, Sem 0.0786, dir -0.9734, norm 0.1172, swav 0.0000 LR: 3.443e-02 Score 97.344 Data time: 0.2075, Forward time: 2.3591, Backward time: 3.1021, DDP time: 0.0031, Total iter time: 5.0186 [2020-11-13 12:35:56,609][root][INFO] - ===> Epoch[534](13883/26): Loss -0.7590, Sem 0.0809, dir -0.9752, norm 0.1354, swav 0.0000 LR: 3.443e-02 Score 97.172 Data time: 0.2679, Forward time: 2.3609, Backward time: 3.1040, DDP time: 0.0031, Total iter time: 7.2338 [2020-11-13 12:36:01,992][root][INFO] - ===> Epoch[534](13884/26): Loss -0.7604, Sem 0.0906, dir -0.9744, norm 0.1234, swav 0.0000 LR: 3.442e-02 Score 96.797 Data time: 0.2327, Forward time: 2.3620, Backward time: 3.1015, DDP time: 0.0031, Total iter time: 5.1892 [2020-11-13 12:36:08,147][root][INFO] - ===> Epoch[534](13885/26): Loss -0.7578, Sem 0.0805, dir -0.9731, norm 0.1349, swav 0.0000 LR: 3.441e-02 Score 97.305 Data time: 0.2509, Forward time: 2.3632, Backward time: 3.1010, DDP time: 0.0031, Total iter time: 6.0236 [2020-11-13 12:36:14,544][root][INFO] - ===> Epoch[534](13886/26): Loss -0.7545, Sem 0.0869, dir -0.9760, norm 0.1346, swav 0.0000 LR: 3.441e-02 Score 96.948 Data time: 0.2439, Forward time: 2.3641, Backward time: 3.1012, DDP time: 0.0031, Total iter time: 6.2049 [2020-11-13 12:36:21,129][root][INFO] - ===> Epoch[534](13887/26): Loss -0.7486, Sem 0.0899, dir -0.9752, norm 0.1367, swav 0.0000 LR: 3.440e-02 Score 96.841 Data time: 0.2298, Forward time: 2.3641, Backward time: 3.1029, DDP time: 0.0031, Total iter time: 6.4635 [2020-11-13 12:36:28,004][root][INFO] - ===> Epoch[534](13888/26): Loss -0.7677, Sem 0.0779, dir -0.9764, norm 0.1308, swav 0.0000 LR: 3.440e-02 Score 97.352 Data time: 0.3514, Forward time: 2.3671, Backward time: 3.1022, DDP time: 0.0031, Total iter time: 6.7107 [2020-11-13 12:36:35,528][root][INFO] - ===> Epoch[534](13889/26): Loss -0.7486, Sem 0.0976, dir -0.9733, norm 0.1271, swav 0.0000 LR: 3.439e-02 Score 96.953 Data time: 0.3720, Forward time: 2.3708, Backward time: 3.1024, DDP time: 0.0031, Total iter time: 7.3415 [2020-11-13 12:36:41,934][root][INFO] - ===> Epoch[534](13890/26): Loss -0.7869, Sem 0.0662, dir -0.9743, norm 0.1212, swav 0.0000 LR: 3.439e-02 Score 97.681 Data time: 0.3017, Forward time: 2.3732, Backward time: 3.1010, DDP time: 0.0031, Total iter time: 6.2394 [2020-11-13 12:36:48,606][root][INFO] - ===> Epoch[535](13891/26): Loss -0.7715, Sem 0.0756, dir -0.9745, norm 0.1274, swav 0.0000 LR: 3.438e-02 Score 97.344 Data time: 0.3628, Forward time: 2.3759, Backward time: 3.1001, DDP time: 0.0031, Total iter time: 6.5306 [2020-11-13 12:36:54,183][root][INFO] - ===> Epoch[535](13892/26): Loss -0.7782, Sem 0.0820, dir -0.9777, norm 0.1175, swav 0.0000 LR: 3.438e-02 Score 97.001 Data time: 0.2479, Forward time: 2.3775, Backward time: 3.0977, DDP time: 0.0031, Total iter time: 5.4256 [2020-11-13 12:36:59,342][root][INFO] - ===> Epoch[535](13893/26): Loss -0.7593, Sem 0.0828, dir -0.9731, norm 0.1310, swav 0.0000 LR: 3.437e-02 Score 97.233 Data time: 0.2500, Forward time: 2.3771, Backward time: 3.0962, DDP time: 0.0031, Total iter time: 5.0140 [2020-11-13 12:37:05,415][root][INFO] - ===> Epoch[535](13894/26): Loss -0.7582, Sem 0.0815, dir -0.9699, norm 0.1302, swav 0.0000 LR: 3.437e-02 Score 97.232 Data time: 0.1732, Forward time: 2.3760, Backward time: 3.0978, DDP time: 0.0031, Total iter time: 5.9642 [2020-11-13 12:37:10,458][root][INFO] - ===> Epoch[535](13895/26): Loss -0.7654, Sem 0.0794, dir -0.9744, norm 0.1296, swav 0.0000 LR: 3.436e-02 Score 97.127 Data time: 0.2013, Forward time: 2.3759, Backward time: 3.0959, DDP time: 0.0031, Total iter time: 4.9314 [2020-11-13 12:37:16,513][root][INFO] - ===> Epoch[535](13896/26): Loss -0.7557, Sem 0.0924, dir -0.9736, norm 0.1255, swav 0.0000 LR: 3.436e-02 Score 96.717 Data time: 0.1507, Forward time: 2.3742, Backward time: 3.0980, DDP time: 0.0031, Total iter time: 5.9105 [2020-11-13 12:37:21,214][root][INFO] - ===> Epoch[535](13897/26): Loss -0.7735, Sem 0.0768, dir -0.9764, norm 0.1261, swav 0.0000 LR: 3.435e-02 Score 97.227 Data time: 0.1616, Forward time: 2.3730, Backward time: 3.0965, DDP time: 0.0031, Total iter time: 4.6145 [2020-11-13 12:37:27,192][root][INFO] - ===> Epoch[535](13898/26): Loss -0.7765, Sem 0.0720, dir -0.9721, norm 0.1237, swav 0.0000 LR: 3.435e-02 Score 97.486 Data time: 0.2212, Forward time: 2.3729, Backward time: 3.0969, DDP time: 0.0031, Total iter time: 5.8613 [2020-11-13 12:37:33,480][root][INFO] - ===> Epoch[535](13899/26): Loss -0.7548, Sem 0.0843, dir -0.9720, norm 0.1329, swav 0.0000 LR: 3.434e-02 Score 97.100 Data time: 0.2065, Forward time: 2.3727, Backward time: 3.0981, DDP time: 0.0031, Total iter time: 6.1626 [2020-11-13 12:37:39,380][root][INFO] - ===> Epoch[535](13900/26): Loss -0.7650, Sem 0.0872, dir -0.9749, norm 0.1228, swav 0.0000 LR: 3.434e-02 Score 96.920 Data time: 0.2291, Forward time: 2.3724, Backward time: 3.0983, DDP time: 0.0031, Total iter time: 5.7206 [2020-11-13 12:37:44,700][root][INFO] - ===> Epoch[535](13901/26): Loss -0.7629, Sem 0.0821, dir -0.9753, norm 0.1303, swav 0.0000 LR: 3.433e-02 Score 97.164 Data time: 0.2377, Forward time: 2.3729, Backward time: 3.0965, DDP time: 0.0031, Total iter time: 5.2212 [2020-11-13 12:37:49,710][root][INFO] - ===> Epoch[535](13902/26): Loss -0.7594, Sem 0.0782, dir -0.9704, norm 0.1328, swav 0.0000 LR: 3.433e-02 Score 97.256 Data time: 0.1730, Forward time: 2.3715, Backward time: 3.0957, DDP time: 0.0031, Total iter time: 4.8601 [2020-11-13 12:37:55,382][root][INFO] - ===> Epoch[535](13903/26): Loss -0.7906, Sem 0.0785, dir -0.9803, norm 0.1112, swav 0.0000 LR: 3.432e-02 Score 97.228 Data time: 0.1665, Forward time: 2.3701, Backward time: 3.0967, DDP time: 0.0031, Total iter time: 5.5718 [2020-11-13 12:38:00,182][root][INFO] - ===> Epoch[535](13904/26): Loss -0.7737, Sem 0.0798, dir -0.9714, norm 0.1179, swav 0.0000 LR: 3.432e-02 Score 97.143 Data time: 0.2390, Forward time: 2.3703, Backward time: 3.0936, DDP time: 0.0031, Total iter time: 4.6661 [2020-11-13 12:38:05,309][root][INFO] - ===> Epoch[535](13905/26): Loss -0.7631, Sem 0.0864, dir -0.9754, norm 0.1259, swav 0.0000 LR: 3.431e-02 Score 96.827 Data time: 0.2158, Forward time: 2.3702, Backward time: 3.0920, DDP time: 0.0031, Total iter time: 4.9869 [2020-11-13 12:38:10,939][root][INFO] - ===> Epoch[535](13906/26): Loss -0.7657, Sem 0.0766, dir -0.9752, norm 0.1330, swav 0.0000 LR: 3.431e-02 Score 97.276 Data time: 0.2804, Forward time: 2.3713, Backward time: 3.0902, DDP time: 0.0031, Total iter time: 5.4849 [2020-11-13 12:38:17,310][root][INFO] - ===> Epoch[535](13907/26): Loss -0.7898, Sem 0.0701, dir -0.9771, norm 0.1172, swav 0.0000 LR: 3.430e-02 Score 97.473 Data time: 0.1585, Forward time: 2.3701, Backward time: 3.0925, DDP time: 0.0031, Total iter time: 6.1922 [2020-11-13 12:38:22,926][root][INFO] - ===> Epoch[535](13908/26): Loss -0.7401, Sem 0.0821, dir -0.9685, norm 0.1463, swav 0.0000 LR: 3.430e-02 Score 97.163 Data time: 0.1805, Forward time: 2.3687, Backward time: 3.0933, DDP time: 0.0031, Total iter time: 5.5094 [2020-11-13 12:38:29,016][root][INFO] - ===> Epoch[535](13909/26): Loss -0.7769, Sem 0.0727, dir -0.9770, norm 0.1275, swav 0.0000 LR: 3.429e-02 Score 97.489 Data time: 0.2321, Forward time: 2.3693, Backward time: 3.0933, DDP time: 0.0031, Total iter time: 6.0223 [2020-11-13 12:38:34,338][root][INFO] - ===> Epoch[535](13910/26): Loss -0.7610, Sem 0.0787, dir -0.9738, norm 0.1341, swav 0.0000 LR: 3.429e-02 Score 97.301 Data time: 0.2612, Forward time: 2.3702, Backward time: 3.0910, DDP time: 0.0031, Total iter time: 5.1754 [2020-11-13 12:38:39,481][root][INFO] - ===> Epoch[535](13911/26): Loss -0.7676, Sem 0.0812, dir -0.9743, norm 0.1255, swav 0.0000 LR: 3.428e-02 Score 97.115 Data time: 0.2167, Forward time: 2.3705, Backward time: 3.0891, DDP time: 0.0031, Total iter time: 5.0193 [2020-11-13 12:38:44,913][root][INFO] - ===> Epoch[535](13912/26): Loss -0.7747, Sem 0.0792, dir -0.9762, norm 0.1223, swav 0.0000 LR: 3.428e-02 Score 97.245 Data time: 0.2771, Forward time: 2.3716, Backward time: 3.0869, DDP time: 0.0031, Total iter time: 5.2829 [2020-11-13 12:38:50,222][root][INFO] - ===> Epoch[535](13913/26): Loss -0.7674, Sem 0.0839, dir -0.9721, norm 0.1208, swav 0.0000 LR: 3.427e-02 Score 97.076 Data time: 0.1509, Forward time: 2.3698, Backward time: 3.0871, DDP time: 0.0031, Total iter time: 5.1298 [2020-11-13 12:38:56,225][root][INFO] - ===> Epoch[535](13914/26): Loss -0.7658, Sem 0.0739, dir -0.9735, norm 0.1338, swav 0.0000 LR: 3.427e-02 Score 97.427 Data time: 0.2282, Forward time: 2.3699, Backward time: 3.0873, DDP time: 0.0031, Total iter time: 5.8823 [2020-11-13 12:39:04,760][root][INFO] - ===> Epoch[535](13915/26): Loss -0.7805, Sem 0.0746, dir -0.9782, norm 0.1231, swav 0.0000 LR: 3.426e-02 Score 97.365 Data time: 0.2702, Forward time: 2.3709, Backward time: 3.0923, DDP time: 0.0031, Total iter time: 8.3867 [2020-11-13 12:39:11,137][root][INFO] - ===> Epoch[535](13916/26): Loss -0.7485, Sem 0.0889, dir -0.9762, norm 0.1389, swav 0.0000 LR: 3.426e-02 Score 96.906 Data time: 0.2016, Forward time: 2.3704, Backward time: 3.0939, DDP time: 0.0031, Total iter time: 6.2119 [2020-11-13 12:39:17,236][root][INFO] - ===> Epoch[536](13917/26): Loss -0.7868, Sem 0.0711, dir -0.9772, norm 0.1192, swav 0.0000 LR: 3.425e-02 Score 97.584 Data time: 0.1531, Forward time: 2.3688, Backward time: 3.0961, DDP time: 0.0031, Total iter time: 5.9720 [2020-11-13 12:39:22,529][root][INFO] - ===> Epoch[536](13918/26): Loss -0.7690, Sem 0.0841, dir -0.9708, norm 0.1177, swav 0.0000 LR: 3.425e-02 Score 97.014 Data time: 0.1865, Forward time: 2.3680, Backward time: 3.0956, DDP time: 0.0031, Total iter time: 5.2043 [2020-11-13 12:39:28,087][root][INFO] - ===> Epoch[536](13919/26): Loss -0.7933, Sem 0.0673, dir -0.9773, norm 0.1167, swav 0.0000 LR: 3.424e-02 Score 97.624 Data time: 0.2675, Forward time: 2.3690, Backward time: 3.0939, DDP time: 0.0031, Total iter time: 5.4276 [2020-11-13 12:39:34,047][root][INFO] - ===> Epoch[536](13920/26): Loss -0.7912, Sem 0.0689, dir -0.9786, norm 0.1185, swav 0.0000 LR: 3.424e-02 Score 97.560 Data time: 0.2275, Forward time: 2.3693, Backward time: 3.0937, DDP time: 0.0031, Total iter time: 5.8112 [2020-11-13 12:39:40,370][root][INFO] - ===> Epoch[536](13921/26): Loss -0.7487, Sem 0.0870, dir -0.9738, norm 0.1382, swav 0.0000 LR: 3.423e-02 Score 96.989 Data time: 0.1980, Forward time: 2.3687, Backward time: 3.0952, DDP time: 0.0031, Total iter time: 6.1341 [2020-11-13 12:39:46,993][root][INFO] - ===> Epoch[536](13922/26): Loss -0.7817, Sem 0.0705, dir -0.9784, norm 0.1262, swav 0.0000 LR: 3.423e-02 Score 97.503 Data time: 0.1875, Forward time: 2.3679, Backward time: 3.0977, DDP time: 0.0031, Total iter time: 6.4579 [2020-11-13 12:39:52,789][root][INFO] - ===> Epoch[536](13923/26): Loss -0.7692, Sem 0.0792, dir -0.9768, norm 0.1283, swav 0.0000 LR: 3.422e-02 Score 97.233 Data time: 0.2263, Forward time: 2.3677, Backward time: 3.0976, DDP time: 0.0031, Total iter time: 5.6805 [2020-11-13 12:39:58,469][root][INFO] - ===> Epoch[536](13924/26): Loss -0.7466, Sem 0.0808, dir -0.9682, norm 0.1408, swav 0.0000 LR: 3.422e-02 Score 97.204 Data time: 0.2385, Forward time: 2.3686, Backward time: 3.0963, DDP time: 0.0031, Total iter time: 5.5241 [2020-11-13 12:40:04,288][root][INFO] - ===> Epoch[536](13925/26): Loss -0.7682, Sem 0.0722, dir -0.9722, norm 0.1318, swav 0.0000 LR: 3.421e-02 Score 97.402 Data time: 0.1957, Forward time: 2.3676, Backward time: 3.0971, DDP time: 0.0031, Total iter time: 5.6764 [2020-11-13 12:40:09,871][root][INFO] - ===> Epoch[536](13926/26): Loss -0.7506, Sem 0.0786, dir -0.9721, norm 0.1428, swav 0.0000 LR: 3.421e-02 Score 97.144 Data time: 0.2201, Forward time: 2.3683, Backward time: 3.0960, DDP time: 0.0031, Total iter time: 5.5161 [2020-11-13 12:40:16,830][root][INFO] - ===> Epoch[536](13927/26): Loss -0.7390, Sem 0.0971, dir -0.9710, norm 0.1348, swav 0.0000 LR: 3.420e-02 Score 96.572 Data time: 0.1834, Forward time: 2.3672, Backward time: 3.0994, DDP time: 0.0031, Total iter time: 6.8164 [2020-11-13 12:40:21,455][root][INFO] - ===> Epoch[536](13928/26): Loss -0.7883, Sem 0.0691, dir -0.9751, norm 0.1177, swav 0.0000 LR: 3.420e-02 Score 97.388 Data time: 0.2086, Forward time: 2.3671, Backward time: 3.0968, DDP time: 0.0031, Total iter time: 4.5168 [2020-11-13 12:40:27,987][root][INFO] - ===> Epoch[536](13929/26): Loss -0.7597, Sem 0.0781, dir -0.9715, norm 0.1337, swav 0.0000 LR: 3.419e-02 Score 97.213 Data time: 0.2928, Forward time: 2.3692, Backward time: 3.0961, DDP time: 0.0031, Total iter time: 6.3985 [2020-11-13 12:40:33,958][root][INFO] - ===> Epoch[536](13930/26): Loss -0.7783, Sem 0.0733, dir -0.9763, norm 0.1247, swav 0.0000 LR: 3.419e-02 Score 97.373 Data time: 0.1548, Forward time: 2.3678, Backward time: 3.0977, DDP time: 0.0031, Total iter time: 5.8159 [2020-11-13 12:40:39,605][root][INFO] - ===> Epoch[536](13931/26): Loss -0.7835, Sem 0.0622, dir -0.9743, norm 0.1285, swav 0.0000 LR: 3.418e-02 Score 97.837 Data time: 0.2523, Forward time: 2.3688, Backward time: 3.0963, DDP time: 0.0031, Total iter time: 5.5516 [2020-11-13 12:40:45,714][root][INFO] - ===> Epoch[536](13932/26): Loss -0.7592, Sem 0.0852, dir -0.9737, norm 0.1293, swav 0.0000 LR: 3.418e-02 Score 97.086 Data time: 0.2023, Forward time: 2.3682, Backward time: 3.0973, DDP time: 0.0031, Total iter time: 5.9694 [2020-11-13 12:40:51,236][root][INFO] - ===> Epoch[536](13933/26): Loss -0.7813, Sem 0.0738, dir -0.9753, norm 0.1201, swav 0.0000 LR: 3.417e-02 Score 97.404 Data time: 0.1899, Forward time: 2.3675, Backward time: 3.0972, DDP time: 0.0031, Total iter time: 5.4070 [2020-11-13 12:40:56,423][root][INFO] - ===> Epoch[536](13934/26): Loss -0.7721, Sem 0.0822, dir -0.9764, norm 0.1220, swav 0.0000 LR: 3.417e-02 Score 97.077 Data time: 0.2599, Forward time: 2.3682, Backward time: 3.0950, DDP time: 0.0031, Total iter time: 5.0567 [2020-11-13 12:41:02,543][root][INFO] - ===> Epoch[536](13935/26): Loss -0.7767, Sem 0.0747, dir -0.9748, norm 0.1234, swav 0.0000 LR: 3.416e-02 Score 97.340 Data time: 0.2526, Forward time: 2.3686, Backward time: 3.0950, DDP time: 0.0031, Total iter time: 5.9653 [2020-11-13 12:41:09,085][root][INFO] - ===> Epoch[536](13936/26): Loss -0.7625, Sem 0.0792, dir -0.9748, norm 0.1331, swav 0.0000 LR: 3.416e-02 Score 97.248 Data time: 0.2885, Forward time: 2.3702, Backward time: 3.0948, DDP time: 0.0031, Total iter time: 6.3943 [2020-11-13 12:41:14,438][root][INFO] - ===> Epoch[536](13937/26): Loss -0.7787, Sem 0.0720, dir -0.9777, norm 0.1270, swav 0.0000 LR: 3.415e-02 Score 97.493 Data time: 0.1733, Forward time: 2.3691, Backward time: 3.0945, DDP time: 0.0031, Total iter time: 5.1717 [2020-11-13 12:41:21,140][root][INFO] - ===> Epoch[536](13938/26): Loss -0.7699, Sem 0.0702, dir -0.9716, norm 0.1316, swav 0.0000 LR: 3.415e-02 Score 97.525 Data time: 0.2279, Forward time: 2.3689, Backward time: 3.0966, DDP time: 0.0031, Total iter time: 6.6216 [2020-11-13 12:41:27,970][root][INFO] - ===> Epoch[536](13939/26): Loss -0.7775, Sem 0.0704, dir -0.9726, norm 0.1248, swav 0.0000 LR: 3.414e-02 Score 97.490 Data time: 0.2888, Forward time: 2.3705, Backward time: 3.0971, DDP time: 0.0031, Total iter time: 6.7077 [2020-11-13 12:41:34,256][root][INFO] - ===> Epoch[536](13940/26): Loss -0.7661, Sem 0.0887, dir -0.9756, norm 0.1208, swav 0.0000 LR: 3.414e-02 Score 97.091 Data time: 0.2499, Forward time: 2.3710, Backward time: 3.0973, DDP time: 0.0031, Total iter time: 6.1067 [2020-11-13 12:41:39,423][root][INFO] - ===> Epoch[536](13941/26): Loss -0.7764, Sem 0.0788, dir -0.9771, norm 0.1219, swav 0.0000 LR: 3.413e-02 Score 97.232 Data time: 0.1426, Forward time: 2.3693, Backward time: 3.0975, DDP time: 0.0031, Total iter time: 5.0188 [2020-11-13 12:41:44,688][root][INFO] - ===> Epoch[536](13942/26): Loss -0.7816, Sem 0.0741, dir -0.9769, norm 0.1212, swav 0.0000 LR: 3.413e-02 Score 97.332 Data time: 0.1912, Forward time: 2.3688, Backward time: 3.0968, DDP time: 0.0031, Total iter time: 5.1990 [2020-11-13 12:41:50,420][root][INFO] - ===> Epoch[537](13943/26): Loss -0.7764, Sem 0.0743, dir -0.9745, norm 0.1238, swav 0.0000 LR: 3.412e-02 Score 97.359 Data time: 0.2361, Forward time: 2.3689, Backward time: 3.0963, DDP time: 0.0031, Total iter time: 5.6244 [2020-11-13 12:41:56,285][root][INFO] - ===> Epoch[537](13944/26): Loss -0.7850, Sem 0.0768, dir -0.9790, norm 0.1172, swav 0.0000 LR: 3.412e-02 Score 97.339 Data time: 0.2216, Forward time: 2.3681, Backward time: 3.0968, DDP time: 0.0031, Total iter time: 5.7169 [2020-11-13 12:42:00,899][root][INFO] - ===> Epoch[537](13945/26): Loss -0.7596, Sem 0.0863, dir -0.9759, norm 0.1301, swav 0.0000 LR: 3.411e-02 Score 96.874 Data time: 0.1256, Forward time: 2.3664, Backward time: 3.0959, DDP time: 0.0031, Total iter time: 4.4743 [2020-11-13 12:42:06,869][root][INFO] - ===> Epoch[537](13946/26): Loss -0.7784, Sem 0.0751, dir -0.9762, norm 0.1227, swav 0.0000 LR: 3.411e-02 Score 97.245 Data time: 0.1672, Forward time: 2.3655, Backward time: 3.0971, DDP time: 0.0031, Total iter time: 5.8996 [2020-11-13 12:42:12,438][root][INFO] - ===> Epoch[537](13947/26): Loss -0.7855, Sem 0.0749, dir -0.9787, norm 0.1183, swav 0.0000 LR: 3.410e-02 Score 97.398 Data time: 0.1803, Forward time: 2.3643, Backward time: 3.0976, DDP time: 0.0031, Total iter time: 5.4596 [2020-11-13 12:42:18,195][root][INFO] - ===> Epoch[537](13948/26): Loss -0.7707, Sem 0.0756, dir -0.9728, norm 0.1264, swav 0.0000 LR: 3.410e-02 Score 97.376 Data time: 0.2190, Forward time: 2.3648, Backward time: 3.0971, DDP time: 0.0031, Total iter time: 5.6888 [2020-11-13 12:42:23,620][root][INFO] - ===> Epoch[537](13949/26): Loss -0.7648, Sem 0.0774, dir -0.9735, norm 0.1312, swav 0.0000 LR: 3.409e-02 Score 97.253 Data time: 0.2662, Forward time: 2.3655, Backward time: 3.0953, DDP time: 0.0031, Total iter time: 5.2822 [2020-11-13 12:42:28,984][root][INFO] - ===> Epoch[537](13950/26): Loss -0.7174, Sem 0.1079, dir -0.9720, norm 0.1467, swav 0.0000 LR: 3.409e-02 Score 96.556 Data time: 0.1737, Forward time: 2.3647, Backward time: 3.0951, DDP time: 0.0031, Total iter time: 5.2224 [2020-11-13 12:42:35,496][root][INFO] - ===> Epoch[537](13951/26): Loss -0.7818, Sem 0.0770, dir -0.9767, norm 0.1179, swav 0.0000 LR: 3.408e-02 Score 97.284 Data time: 0.2460, Forward time: 2.3654, Backward time: 3.0958, DDP time: 0.0031, Total iter time: 6.4308 [2020-11-13 12:42:41,933][root][INFO] - ===> Epoch[537](13952/26): Loss -0.7750, Sem 0.0772, dir -0.9728, norm 0.1205, swav 0.0000 LR: 3.408e-02 Score 97.199 Data time: 0.2366, Forward time: 2.3664, Backward time: 3.0959, DDP time: 0.0031, Total iter time: 6.2714 [2020-11-13 12:42:47,223][root][INFO] - ===> Epoch[537](13953/26): Loss -0.7623, Sem 0.0766, dir -0.9729, norm 0.1340, swav 0.0000 LR: 3.407e-02 Score 97.249 Data time: 0.2522, Forward time: 2.3674, Backward time: 3.0936, DDP time: 0.0031, Total iter time: 5.1348 [2020-11-13 12:42:51,663][root][INFO] - ===> Epoch[537](13954/26): Loss -0.7813, Sem 0.0744, dir -0.9751, norm 0.1195, swav 0.0000 LR: 3.407e-02 Score 97.433 Data time: 0.1625, Forward time: 2.3665, Backward time: 3.0914, DDP time: 0.0031, Total iter time: 4.3136 [2020-11-13 12:42:57,455][root][INFO] - ===> Epoch[537](13955/26): Loss -0.7419, Sem 0.0912, dir -0.9711, norm 0.1381, swav 0.0000 LR: 3.406e-02 Score 96.786 Data time: 0.1751, Forward time: 2.3657, Backward time: 3.0922, DDP time: 0.0031, Total iter time: 5.6772 [2020-11-13 12:43:02,769][root][INFO] - ===> Epoch[537](13956/26): Loss -0.7734, Sem 0.0812, dir -0.9749, norm 0.1203, swav 0.0000 LR: 3.405e-02 Score 97.133 Data time: 0.2341, Forward time: 2.3666, Backward time: 3.0901, DDP time: 0.0031, Total iter time: 5.2046 [2020-11-13 12:43:08,984][root][INFO] - ===> Epoch[537](13957/26): Loss -0.7887, Sem 0.0723, dir -0.9776, norm 0.1166, swav 0.0000 LR: 3.405e-02 Score 97.453 Data time: 0.2376, Forward time: 2.3673, Backward time: 3.0902, DDP time: 0.0031, Total iter time: 6.0806 [2020-11-13 12:43:14,341][root][INFO] - ===> Epoch[537](13958/26): Loss -0.7916, Sem 0.0745, dir -0.9773, norm 0.1112, swav 0.0000 LR: 3.404e-02 Score 97.240 Data time: 0.2109, Forward time: 2.3671, Backward time: 3.0892, DDP time: 0.0031, Total iter time: 5.2004 [2020-11-13 12:43:20,191][root][INFO] - ===> Epoch[537](13959/26): Loss -0.7790, Sem 0.0740, dir -0.9759, norm 0.1229, swav 0.0000 LR: 3.404e-02 Score 97.305 Data time: 0.2587, Forward time: 2.3685, Backward time: 3.0877, DDP time: 0.0031, Total iter time: 5.7162 [2020-11-13 12:43:25,599][root][INFO] - ===> Epoch[537](13960/26): Loss -0.7633, Sem 0.0749, dir -0.9722, norm 0.1341, swav 0.0000 LR: 3.403e-02 Score 97.326 Data time: 0.1565, Forward time: 2.3672, Backward time: 3.0880, DDP time: 0.0031, Total iter time: 5.2370 [2020-11-13 12:43:31,647][root][INFO] - ===> Epoch[537](13961/26): Loss -0.7515, Sem 0.0753, dir -0.9676, norm 0.1409, swav 0.0000 LR: 3.403e-02 Score 97.321 Data time: 0.1679, Forward time: 2.3661, Backward time: 3.0895, DDP time: 0.0031, Total iter time: 5.9052 [2020-11-13 12:43:36,862][root][INFO] - ===> Epoch[537](13962/26): Loss -0.7595, Sem 0.0803, dir -0.9738, norm 0.1340, swav 0.0000 LR: 3.402e-02 Score 97.160 Data time: 0.1442, Forward time: 2.3646, Backward time: 3.0897, DDP time: 0.0031, Total iter time: 5.1074 [2020-11-13 12:43:42,981][root][INFO] - ===> Epoch[537](13963/26): Loss -0.7715, Sem 0.0803, dir -0.9745, norm 0.1227, swav 0.0000 LR: 3.402e-02 Score 97.125 Data time: 0.1700, Forward time: 2.3638, Backward time: 3.0912, DDP time: 0.0031, Total iter time: 6.0316 [2020-11-13 12:43:49,167][root][INFO] - ===> Epoch[537](13964/26): Loss -0.7445, Sem 0.0855, dir -0.9705, norm 0.1405, swav 0.0000 LR: 3.401e-02 Score 96.937 Data time: 0.1745, Forward time: 2.3630, Backward time: 3.0926, DDP time: 0.0031, Total iter time: 6.0568 [2020-11-13 12:43:54,273][root][INFO] - ===> Epoch[537](13965/26): Loss -0.7813, Sem 0.0687, dir -0.9744, norm 0.1243, swav 0.0000 LR: 3.401e-02 Score 97.609 Data time: 0.1905, Forward time: 2.3625, Backward time: 3.0916, DDP time: 0.0032, Total iter time: 5.0306 [2020-11-13 12:43:59,890][root][INFO] - ===> Epoch[537](13966/26): Loss -0.7843, Sem 0.0732, dir -0.9788, norm 0.1213, swav 0.0000 LR: 3.400e-02 Score 97.343 Data time: 0.1865, Forward time: 2.3621, Backward time: 3.0915, DDP time: 0.0032, Total iter time: 5.4977 [2020-11-13 12:44:05,276][root][INFO] - ===> Epoch[537](13967/26): Loss -0.7751, Sem 0.0768, dir -0.9751, norm 0.1232, swav 0.0000 LR: 3.400e-02 Score 97.342 Data time: 0.1785, Forward time: 2.3614, Backward time: 3.0912, DDP time: 0.0032, Total iter time: 5.2426 [2020-11-13 12:44:10,727][root][INFO] - ===> Epoch[537](13968/26): Loss -0.7688, Sem 0.0770, dir -0.9758, norm 0.1300, swav 0.0000 LR: 3.399e-02 Score 97.185 Data time: 0.1802, Forward time: 2.3606, Backward time: 3.0913, DDP time: 0.0032, Total iter time: 5.3472 [2020-11-13 12:44:16,296][root][INFO] - ===> Epoch[538](13969/26): Loss -0.7736, Sem 0.0759, dir -0.9753, norm 0.1257, swav 0.0000 LR: 3.399e-02 Score 97.334 Data time: 0.1878, Forward time: 2.3603, Backward time: 3.0910, DDP time: 0.0032, Total iter time: 5.4736 [2020-11-13 12:44:21,466][root][INFO] - ===> Epoch[538](13970/26): Loss -0.7815, Sem 0.0702, dir -0.9759, norm 0.1242, swav 0.0000 LR: 3.398e-02 Score 97.640 Data time: 0.1926, Forward time: 2.3601, Backward time: 3.0899, DDP time: 0.0032, Total iter time: 5.0309 [2020-11-13 12:44:27,957][root][INFO] - ===> Epoch[538](13971/26): Loss -0.7641, Sem 0.0775, dir -0.9709, norm 0.1294, swav 0.0000 LR: 3.398e-02 Score 97.226 Data time: 0.2117, Forward time: 2.3603, Backward time: 3.0910, DDP time: 0.0032, Total iter time: 6.3489 [2020-11-13 12:44:34,574][root][INFO] - ===> Epoch[538](13972/26): Loss -0.7663, Sem 0.0803, dir -0.9762, norm 0.1296, swav 0.0000 LR: 3.397e-02 Score 97.116 Data time: 0.1709, Forward time: 2.3598, Backward time: 3.0930, DDP time: 0.0032, Total iter time: 6.4568 [2020-11-13 12:44:39,516][root][INFO] - ===> Epoch[538](13973/26): Loss -0.7843, Sem 0.0653, dir -0.9785, norm 0.1288, swav 0.0000 LR: 3.397e-02 Score 97.756 Data time: 0.1366, Forward time: 2.3580, Backward time: 3.0930, DDP time: 0.0032, Total iter time: 4.7985 [2020-11-13 12:44:44,922][root][INFO] - ===> Epoch[538](13974/26): Loss -0.7572, Sem 0.0844, dir -0.9718, norm 0.1303, swav 0.0000 LR: 3.396e-02 Score 97.143 Data time: 0.1785, Forward time: 2.3572, Backward time: 3.0930, DDP time: 0.0032, Total iter time: 5.3459 [2020-11-13 12:44:50,718][root][INFO] - ===> Epoch[538](13975/26): Loss -0.7807, Sem 0.0700, dir -0.9758, norm 0.1252, swav 0.0000 LR: 3.396e-02 Score 97.508 Data time: 0.2386, Forward time: 2.3579, Backward time: 3.0922, DDP time: 0.0032, Total iter time: 5.6813 [2020-11-13 12:44:56,638][root][INFO] - ===> Epoch[538](13976/26): Loss -0.7618, Sem 0.0766, dir -0.9728, norm 0.1343, swav 0.0000 LR: 3.395e-02 Score 97.329 Data time: 0.3008, Forward time: 2.3592, Backward time: 3.0909, DDP time: 0.0032, Total iter time: 5.7621 [2020-11-13 12:45:02,252][root][INFO] - ===> Epoch[538](13977/26): Loss -0.7662, Sem 0.0781, dir -0.9735, norm 0.1292, swav 0.0000 LR: 3.395e-02 Score 97.305 Data time: 0.3044, Forward time: 2.3604, Backward time: 3.0891, DDP time: 0.0032, Total iter time: 5.4614 [2020-11-13 12:45:08,931][root][INFO] - ===> Epoch[538](13978/26): Loss -0.7792, Sem 0.0698, dir -0.9742, norm 0.1252, swav 0.0000 LR: 3.394e-02 Score 97.580 Data time: 0.2851, Forward time: 2.3618, Backward time: 3.0892, DDP time: 0.0032, Total iter time: 6.5159 [2020-11-13 12:45:16,374][root][INFO] - ===> Epoch[538](13979/26): Loss -0.7672, Sem 0.0763, dir -0.9750, norm 0.1315, swav 0.0000 LR: 3.394e-02 Score 97.290 Data time: 0.2410, Forward time: 2.3623, Backward time: 3.0918, DDP time: 0.0032, Total iter time: 7.2661 [2020-11-13 12:45:22,257][root][INFO] - ===> Epoch[538](13980/26): Loss -0.7586, Sem 0.0847, dir -0.9710, norm 0.1278, swav 0.0000 LR: 3.393e-02 Score 96.929 Data time: 0.2668, Forward time: 2.3635, Backward time: 3.0905, DDP time: 0.0032, Total iter time: 5.7443 [2020-11-13 12:45:27,500][root][INFO] - ===> Epoch[538](13981/26): Loss -0.7738, Sem 0.0662, dir -0.9753, norm 0.1352, swav 0.0000 LR: 3.393e-02 Score 97.628 Data time: 0.2079, Forward time: 2.3624, Backward time: 3.0903, DDP time: 0.0032, Total iter time: 5.0906 [2020-11-13 12:45:33,199][root][INFO] - ===> Epoch[538](13982/26): Loss -0.7839, Sem 0.0672, dir -0.9770, norm 0.1260, swav 0.0000 LR: 3.392e-02 Score 97.673 Data time: 0.2001, Forward time: 2.3618, Backward time: 3.0906, DDP time: 0.0032, Total iter time: 5.5901 [2020-11-13 12:45:39,128][root][INFO] - ===> Epoch[538](13983/26): Loss -0.7583, Sem 0.0783, dir -0.9721, norm 0.1356, swav 0.0000 LR: 3.392e-02 Score 97.207 Data time: 0.1751, Forward time: 2.3610, Backward time: 3.0914, DDP time: 0.0032, Total iter time: 5.7723 [2020-11-13 12:45:44,710][root][INFO] - ===> Epoch[538](13984/26): Loss -0.7757, Sem 0.0703, dir -0.9710, norm 0.1250, swav 0.0000 LR: 3.391e-02 Score 97.567 Data time: 0.3098, Forward time: 2.3619, Backward time: 3.0899, DDP time: 0.0032, Total iter time: 5.4577 [2020-11-13 12:45:51,458][root][INFO] - ===> Epoch[538](13985/26): Loss -0.7682, Sem 0.0840, dir -0.9745, norm 0.1223, swav 0.0000 LR: 3.391e-02 Score 97.083 Data time: 0.2940, Forward time: 2.3638, Backward time: 3.0896, DDP time: 0.0032, Total iter time: 6.5814 [2020-11-13 12:45:56,695][root][INFO] - ===> Epoch[538](13986/26): Loss -0.7791, Sem 0.0767, dir -0.9781, norm 0.1223, swav 0.0000 LR: 3.390e-02 Score 97.337 Data time: 0.2048, Forward time: 2.3638, Backward time: 3.0884, DDP time: 0.0032, Total iter time: 5.0763 [2020-11-13 12:46:02,441][root][INFO] - ===> Epoch[538](13987/26): Loss -0.7578, Sem 0.0820, dir -0.9739, norm 0.1341, swav 0.0000 LR: 3.390e-02 Score 97.073 Data time: 0.1524, Forward time: 2.3626, Backward time: 3.0895, DDP time: 0.0032, Total iter time: 5.6392 [2020-11-13 12:46:08,776][root][INFO] - ===> Epoch[538](13988/26): Loss -0.7740, Sem 0.0743, dir -0.9763, norm 0.1279, swav 0.0000 LR: 3.389e-02 Score 97.379 Data time: 0.1865, Forward time: 2.3623, Backward time: 3.0908, DDP time: 0.0032, Total iter time: 6.2833 [2020-11-13 12:46:13,794][root][INFO] - ===> Epoch[538](13989/26): Loss -0.7806, Sem 0.0696, dir -0.9722, norm 0.1220, swav 0.0000 LR: 3.389e-02 Score 97.565 Data time: 0.1689, Forward time: 2.3614, Backward time: 3.0901, DDP time: 0.0032, Total iter time: 4.8844 [2020-11-13 12:46:19,270][root][INFO] - ===> Epoch[538](13990/26): Loss -0.7624, Sem 0.0707, dir -0.9736, norm 0.1405, swav 0.0000 LR: 3.388e-02 Score 97.453 Data time: 0.1961, Forward time: 2.3610, Backward time: 3.0898, DDP time: 0.0032, Total iter time: 5.3981 [2020-11-13 12:46:23,802][root][INFO] - ===> Epoch[538](13991/26): Loss -0.7760, Sem 0.0753, dir -0.9742, norm 0.1228, swav 0.0000 LR: 3.388e-02 Score 97.406 Data time: 0.1269, Forward time: 2.3593, Backward time: 3.0890, DDP time: 0.0032, Total iter time: 4.3964 [2020-11-13 12:46:29,430][root][INFO] - ===> Epoch[538](13992/26): Loss -0.7892, Sem 0.0744, dir -0.9789, norm 0.1154, swav 0.0000 LR: 3.387e-02 Score 97.337 Data time: 0.1633, Forward time: 2.3574, Backward time: 3.0905, DDP time: 0.0032, Total iter time: 5.5604 [2020-11-13 12:46:34,875][root][INFO] - ===> Epoch[538](13993/26): Loss -0.7658, Sem 0.0795, dir -0.9739, norm 0.1285, swav 0.0000 LR: 3.387e-02 Score 97.231 Data time: 0.1301, Forward time: 2.3559, Backward time: 3.0914, DDP time: 0.0032, Total iter time: 5.3897 [2020-11-13 12:46:41,078][root][INFO] - ===> Epoch[538](13994/26): Loss -0.7644, Sem 0.0852, dir -0.9761, norm 0.1265, swav 0.0000 LR: 3.386e-02 Score 97.036 Data time: 0.1774, Forward time: 2.3553, Backward time: 3.0929, DDP time: 0.0032, Total iter time: 6.1660 [2020-11-13 12:46:47,784][root][INFO] - ===> Epoch[539](13995/26): Loss -0.7668, Sem 0.0804, dir -0.9740, norm 0.1267, swav 0.0000 LR: 3.386e-02 Score 97.130 Data time: 0.2084, Forward time: 2.3552, Backward time: 3.0945, DDP time: 0.0032, Total iter time: 6.5349 [2020-11-13 12:46:52,553][root][INFO] - ===> Epoch[539](13996/26): Loss -0.7933, Sem 0.0658, dir -0.9743, norm 0.1153, swav 0.0000 LR: 3.385e-02 Score 97.545 Data time: 0.1715, Forward time: 2.3543, Backward time: 3.0933, DDP time: 0.0032, Total iter time: 4.6061 [2020-11-13 12:46:58,347][root][INFO] - ===> Epoch[539](13997/26): Loss -0.7888, Sem 0.0743, dir -0.9766, norm 0.1134, swav 0.0000 LR: 3.385e-02 Score 97.462 Data time: 0.1379, Forward time: 2.3524, Backward time: 3.0949, DDP time: 0.0032, Total iter time: 5.6861 [2020-11-13 12:47:04,272][root][INFO] - ===> Epoch[539](13998/26): Loss -0.7627, Sem 0.0768, dir -0.9733, norm 0.1338, swav 0.0000 LR: 3.384e-02 Score 97.258 Data time: 0.1941, Forward time: 2.3518, Backward time: 3.0958, DDP time: 0.0032, Total iter time: 5.8579 [2020-11-13 12:47:11,852][root][INFO] - ===> Epoch[539](13999/26): Loss -0.7550, Sem 0.0807, dir -0.9729, norm 0.1372, swav 0.0000 LR: 3.384e-02 Score 97.205 Data time: 0.2271, Forward time: 2.3525, Backward time: 3.0984, DDP time: 0.0032, Total iter time: 7.4410 [2020-11-13 12:47:16,729][root][INFO] - ===> Epoch[539](14000/26): Loss -0.7830, Sem 0.0679, dir -0.9750, norm 0.1241, swav 0.0000 LR: 3.383e-02 Score 97.531 Data time: 0.1734, Forward time: 2.3516, Backward time: 3.0974, DDP time: 0.0032, Total iter time: 4.7241 [2020-11-13 12:47:17,787][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 12:47:17,982][root][INFO] - ===> Start testing [2020-11-13 12:48:49,921][root][INFO] - 101/312: Data time: 0.0065, Iter time: 0.3567 Loss 0.077 (AVG: 0.537) Score 97.474 (AVG: 90.394) mIOU 73.152 mAP 77.258 mAcc 80.642 IOU: 86.505 96.204 61.166 83.950 93.230 89.207 71.719 60.516 58.920 85.628 44.920 66.443 61.867 74.321 56.896 60.211 96.008 71.811 85.681 57.846 mAP: 82.845 94.775 68.825 83.735 91.893 80.412 72.645 66.300 66.379 78.954 57.982 57.929 69.668 78.766 58.661 90.228 97.851 91.806 86.551 68.957 mAcc: 96.737 98.777 76.693 86.091 95.691 91.278 85.819 70.170 66.343 92.143 58.126 84.772 75.026 80.180 59.821 64.938 97.290 78.348 91.112 63.483 [2020-11-13 12:50:17,364][root][INFO] - 201/312: Data time: 0.0080, Iter time: 0.2928 Loss 0.242 (AVG: 0.553) Score 92.320 (AVG: 90.008) mIOU 72.287 mAP 76.790 mAcc 79.633 IOU: 85.133 96.162 61.187 81.836 93.219 88.525 74.730 61.614 63.214 81.374 38.135 70.664 63.805 68.679 56.909 58.500 95.677 67.035 87.002 52.335 mAP: 81.819 95.747 66.651 81.784 91.950 80.955 73.564 68.526 70.786 75.615 59.507 65.414 69.107 74.835 60.169 85.840 97.368 88.917 80.613 66.641 mAcc: 96.053 98.794 76.648 84.289 96.287 92.249 87.109 71.538 72.892 89.047 47.099 87.861 76.233 75.156 59.981 60.590 97.783 74.592 91.458 56.996 [2020-11-13 12:52:00,181][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.4299 Loss 0.170 (AVG: 0.550) Score 93.633 (AVG: 89.631) mIOU 71.938 mAP 76.516 mAcc 79.696 IOU: 84.111 96.460 62.996 80.662 92.890 87.182 72.331 62.784 59.885 81.315 29.951 66.513 61.749 69.834 59.526 63.344 94.126 70.314 87.969 54.821 mAP: 81.292 96.045 66.785 73.910 91.676 80.818 74.101 71.144 70.340 72.147 58.628 61.221 67.007 77.786 65.924 86.162 96.632 87.563 85.978 65.159 mAcc: 96.086 98.745 76.968 83.840 96.024 93.687 84.744 72.437 68.643 89.485 38.217 82.149 77.126 76.394 64.004 67.469 96.096 79.338 93.160 59.305 [2020-11-13 12:52:10,158][root][INFO] - 312/312: Data time: 0.0034, Iter time: 0.3692 Loss 0.111 (AVG: 0.546) Score 96.267 (AVG: 89.699) mIOU 72.077 mAP 76.576 mAcc 79.831 IOU: 84.280 96.445 62.528 82.067 92.934 87.276 72.641 63.093 60.409 81.290 30.020 66.413 62.046 71.173 58.300 63.344 94.153 71.089 87.939 54.095 mAP: 81.450 96.068 66.573 74.848 91.846 80.819 74.118 71.455 70.159 72.593 57.795 61.221 66.977 78.258 65.818 86.162 96.658 87.608 85.978 65.124 mAcc: 96.113 98.748 76.770 85.236 96.011 93.734 84.798 72.989 69.174 89.760 38.357 82.149 77.397 77.594 62.521 67.469 96.069 80.123 93.160 58.444 [2020-11-13 12:52:10,159][root][INFO] - Finished test. Elapsed time: 292.1750 [2020-11-13 12:52:20,042][root][INFO] - [2020-11-13 12:52:20,042][root][INFO] - ################################################################ [2020-11-13 12:52:20,042][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 12:52:20,042][root][INFO] - ################################################################ [2020-11-13 12:52:20,043][root][INFO] - cabinet : 0.288 0.520 0.708 [2020-11-13 12:52:20,043][root][INFO] - bed : 0.369 0.728 0.839 [2020-11-13 12:52:20,043][root][INFO] - chair : 0.731 0.874 0.920 [2020-11-13 12:52:20,043][root][INFO] - sofa : 0.471 0.704 0.857 [2020-11-13 12:52:20,043][root][INFO] - table : 0.455 0.667 0.771 [2020-11-13 12:52:20,043][root][INFO] - door : 0.254 0.472 0.596 [2020-11-13 12:52:20,043][root][INFO] - window : 0.230 0.396 0.600 [2020-11-13 12:52:20,043][root][INFO] - bookshelf : 0.238 0.592 0.732 [2020-11-13 12:52:20,043][root][INFO] - picture : 0.220 0.339 0.401 [2020-11-13 12:52:20,043][root][INFO] - counter : 0.105 0.294 0.643 [2020-11-13 12:52:20,043][root][INFO] - desk : 0.079 0.295 0.748 [2020-11-13 12:52:20,043][root][INFO] - curtain : 0.275 0.441 0.603 [2020-11-13 12:52:20,043][root][INFO] - refrigerator : 0.389 0.534 0.552 [2020-11-13 12:52:20,043][root][INFO] - shower curtain : 0.499 0.667 0.696 [2020-11-13 12:52:20,043][root][INFO] - toilet : 0.823 0.983 1.000 [2020-11-13 12:52:20,043][root][INFO] - sink : 0.415 0.732 0.892 [2020-11-13 12:52:20,043][root][INFO] - bathtub : 0.560 0.788 0.821 [2020-11-13 12:52:20,043][root][INFO] - otherfurniture : 0.410 0.541 0.661 [2020-11-13 12:52:20,043][root][INFO] - ---------------------------------------------------------------- [2020-11-13 12:52:20,043][root][INFO] - average : 0.378 0.587 0.725 [2020-11-13 12:52:20,043][root][INFO] - [2020-11-13 12:52:20,262][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 12:52:20,264][root][INFO] - Current best mIoU: 72.127 at iter 12000 [2020-11-13 12:52:25,070][root][INFO] - ===> Epoch[539](14001/26): Loss -0.7803, Sem 0.0740, dir -0.9774, norm 0.1231, swav 0.0000 LR: 3.383e-02 Score 97.372 Data time: 0.2267, Forward time: 2.3514, Backward time: 3.0956, DDP time: 0.0032, Total iter time: 4.8005 [2020-11-13 12:52:31,673][root][INFO] - ===> Epoch[539](14002/26): Loss -0.7516, Sem 0.0763, dir -0.9700, norm 0.1421, swav 0.0000 LR: 3.382e-02 Score 97.307 Data time: 0.2672, Forward time: 2.3516, Backward time: 3.0967, DDP time: 0.0032, Total iter time: 6.4299 [2020-11-13 12:52:38,880][root][INFO] - ===> Epoch[539](14003/26): Loss -0.7457, Sem 0.0850, dir -0.9716, norm 0.1408, swav 0.0000 LR: 3.382e-02 Score 96.962 Data time: 0.1908, Forward time: 2.3518, Backward time: 3.0992, DDP time: 0.0032, Total iter time: 7.0919 [2020-11-13 12:52:44,573][root][INFO] - ===> Epoch[539](14004/26): Loss -0.7798, Sem 0.0714, dir -0.9767, norm 0.1255, swav 0.0000 LR: 3.381e-02 Score 97.234 Data time: 0.1366, Forward time: 2.3504, Backward time: 3.1004, DDP time: 0.0032, Total iter time: 5.5618 [2020-11-13 12:52:50,184][root][INFO] - ===> Epoch[539](14005/26): Loss -0.7643, Sem 0.0777, dir -0.9709, norm 0.1288, swav 0.0000 LR: 3.381e-02 Score 97.139 Data time: 0.1565, Forward time: 2.3490, Backward time: 3.1013, DDP time: 0.0032, Total iter time: 5.5323 [2020-11-13 12:52:56,565][root][INFO] - ===> Epoch[539](14006/26): Loss -0.7748, Sem 0.0755, dir -0.9759, norm 0.1256, swav 0.0000 LR: 3.380e-02 Score 97.282 Data time: 0.1541, Forward time: 2.3481, Backward time: 3.1033, DDP time: 0.0032, Total iter time: 6.3089 [2020-11-13 12:53:02,605][root][INFO] - ===> Epoch[539](14007/26): Loss -0.7671, Sem 0.0741, dir -0.9740, norm 0.1328, swav 0.0000 LR: 3.380e-02 Score 97.417 Data time: 0.1879, Forward time: 2.3475, Backward time: 3.1043, DDP time: 0.0032, Total iter time: 5.9056 [2020-11-13 12:53:09,545][root][INFO] - ===> Epoch[539](14008/26): Loss -0.7642, Sem 0.0809, dir -0.9769, norm 0.1318, swav 0.0000 LR: 3.379e-02 Score 97.174 Data time: 0.1956, Forward time: 2.3472, Backward time: 3.1067, DDP time: 0.0032, Total iter time: 6.8105 [2020-11-13 12:53:15,433][root][INFO] - ===> Epoch[539](14009/26): Loss -0.7695, Sem 0.0736, dir -0.9730, norm 0.1299, swav 0.0000 LR: 3.379e-02 Score 97.411 Data time: 0.2555, Forward time: 2.3483, Backward time: 3.1055, DDP time: 0.0032, Total iter time: 5.7378 [2020-11-13 12:53:21,215][root][INFO] - ===> Epoch[539](14010/26): Loss -0.7777, Sem 0.0735, dir -0.9737, norm 0.1224, swav 0.0000 LR: 3.378e-02 Score 97.448 Data time: 0.1678, Forward time: 2.3474, Backward time: 3.1063, DDP time: 0.0032, Total iter time: 5.6671 [2020-11-13 12:53:26,410][root][INFO] - ===> Epoch[539](14011/26): Loss -0.7460, Sem 0.0834, dir -0.9688, norm 0.1395, swav 0.0000 LR: 3.378e-02 Score 97.018 Data time: 0.2859, Forward time: 2.3479, Backward time: 3.1045, DDP time: 0.0032, Total iter time: 5.0733 [2020-11-13 12:53:33,129][root][INFO] - ===> Epoch[539](14012/26): Loss -0.7432, Sem 0.0936, dir -0.9713, norm 0.1345, swav 0.0000 LR: 3.377e-02 Score 96.552 Data time: 0.1285, Forward time: 2.3462, Backward time: 3.1077, DDP time: 0.0032, Total iter time: 6.5422 [2020-11-13 12:53:39,296][root][INFO] - ===> Epoch[539](14013/26): Loss -0.7646, Sem 0.0738, dir -0.9742, norm 0.1358, swav 0.0000 LR: 3.377e-02 Score 97.390 Data time: 0.2139, Forward time: 2.3465, Backward time: 3.1081, DDP time: 0.0032, Total iter time: 6.1269 [2020-11-13 12:53:45,418][root][INFO] - ===> Epoch[539](14014/26): Loss -0.7754, Sem 0.0799, dir -0.9752, norm 0.1199, swav 0.0000 LR: 3.376e-02 Score 97.209 Data time: 0.1751, Forward time: 2.3457, Backward time: 3.1093, DDP time: 0.0032, Total iter time: 5.9527 [2020-11-13 12:53:50,655][root][INFO] - ===> Epoch[539](14015/26): Loss -0.7661, Sem 0.0830, dir -0.9760, norm 0.1268, swav 0.0000 LR: 3.376e-02 Score 96.998 Data time: 0.1991, Forward time: 2.3455, Backward time: 3.1084, DDP time: 0.0032, Total iter time: 5.1681 [2020-11-13 12:53:56,312][root][INFO] - ===> Epoch[539](14016/26): Loss -0.7692, Sem 0.0744, dir -0.9741, norm 0.1304, swav 0.0000 LR: 3.375e-02 Score 97.408 Data time: 0.1600, Forward time: 2.3443, Backward time: 3.1092, DDP time: 0.0032, Total iter time: 5.5203 [2020-11-13 12:54:01,909][root][INFO] - ===> Epoch[539](14017/26): Loss -0.7818, Sem 0.0785, dir -0.9790, norm 0.1187, swav 0.0000 LR: 3.375e-02 Score 97.201 Data time: 0.1441, Forward time: 2.3425, Backward time: 3.1105, DDP time: 0.0032, Total iter time: 5.5205 [2020-11-13 12:54:08,624][root][INFO] - ===> Epoch[539](14018/26): Loss -0.7739, Sem 0.0785, dir -0.9748, norm 0.1224, swav 0.0000 LR: 3.374e-02 Score 97.245 Data time: 0.2972, Forward time: 2.3442, Backward time: 3.1105, DDP time: 0.0032, Total iter time: 6.6536 [2020-11-13 12:54:15,142][root][INFO] - ===> Epoch[539](14019/26): Loss -0.7590, Sem 0.0798, dir -0.9719, norm 0.1331, swav 0.0000 LR: 3.374e-02 Score 97.165 Data time: 0.2091, Forward time: 2.3441, Backward time: 3.1117, DDP time: 0.0032, Total iter time: 6.3412 [2020-11-13 12:54:20,629][root][INFO] - ===> Epoch[539](14020/26): Loss -0.7870, Sem 0.0726, dir -0.9743, norm 0.1147, swav 0.0000 LR: 3.373e-02 Score 97.459 Data time: 0.2590, Forward time: 2.3450, Backward time: 3.1101, DDP time: 0.0032, Total iter time: 5.3596 [2020-11-13 12:54:26,502][root][INFO] - ===> Epoch[540](14021/26): Loss -0.7525, Sem 0.0837, dir -0.9726, norm 0.1364, swav 0.0000 LR: 3.373e-02 Score 97.205 Data time: 0.2422, Forward time: 2.3458, Backward time: 3.1093, DDP time: 0.0032, Total iter time: 5.7167 [2020-11-13 12:54:31,725][root][INFO] - ===> Epoch[540](14022/26): Loss -0.7737, Sem 0.0745, dir -0.9696, norm 0.1213, swav 0.0000 LR: 3.372e-02 Score 97.281 Data time: 0.1988, Forward time: 2.3456, Backward time: 3.1083, DDP time: 0.0032, Total iter time: 5.1056 [2020-11-13 12:54:37,102][root][INFO] - ===> Epoch[540](14023/26): Loss -0.7761, Sem 0.0702, dir -0.9728, norm 0.1264, swav 0.0000 LR: 3.371e-02 Score 97.479 Data time: 0.2273, Forward time: 2.3459, Backward time: 3.1072, DDP time: 0.0032, Total iter time: 5.2586 [2020-11-13 12:54:42,117][root][INFO] - ===> Epoch[540](14024/26): Loss -0.7731, Sem 0.0843, dir -0.9762, norm 0.1188, swav 0.0000 LR: 3.371e-02 Score 96.938 Data time: 0.2214, Forward time: 2.3460, Backward time: 3.1055, DDP time: 0.0032, Total iter time: 4.8445 [2020-11-13 12:54:47,081][root][INFO] - ===> Epoch[540](14025/26): Loss -0.7760, Sem 0.0783, dir -0.9766, norm 0.1223, swav 0.0000 LR: 3.370e-02 Score 97.236 Data time: 0.2007, Forward time: 2.3457, Backward time: 3.1040, DDP time: 0.0032, Total iter time: 4.7933 [2020-11-13 12:54:54,128][root][INFO] - ===> Epoch[540](14026/26): Loss -0.7765, Sem 0.0697, dir -0.9761, norm 0.1299, swav 0.0000 LR: 3.370e-02 Score 97.541 Data time: 0.2006, Forward time: 2.3456, Backward time: 3.1063, DDP time: 0.0032, Total iter time: 6.9110 [2020-11-13 12:54:59,395][root][INFO] - ===> Epoch[540](14027/26): Loss -0.7972, Sem 0.0685, dir -0.9780, norm 0.1122, swav 0.0000 LR: 3.369e-02 Score 97.615 Data time: 0.1726, Forward time: 2.3446, Backward time: 3.1061, DDP time: 0.0032, Total iter time: 5.0844 [2020-11-13 12:55:05,254][root][INFO] - ===> Epoch[540](14028/26): Loss -0.7685, Sem 0.0735, dir -0.9766, norm 0.1347, swav 0.0000 LR: 3.369e-02 Score 97.474 Data time: 0.2359, Forward time: 2.3452, Backward time: 3.1056, DDP time: 0.0032, Total iter time: 5.7529 [2020-11-13 12:55:10,270][root][INFO] - ===> Epoch[540](14029/26): Loss -0.7919, Sem 0.0671, dir -0.9774, norm 0.1184, swav 0.0000 LR: 3.368e-02 Score 97.586 Data time: 0.2367, Forward time: 2.3457, Backward time: 3.1035, DDP time: 0.0032, Total iter time: 4.8303 [2020-11-13 12:55:16,211][root][INFO] - ===> Epoch[540](14030/26): Loss -0.7933, Sem 0.0699, dir -0.9791, norm 0.1159, swav 0.0000 LR: 3.368e-02 Score 97.469 Data time: 0.1904, Forward time: 2.3455, Backward time: 3.1038, DDP time: 0.0032, Total iter time: 5.7949 [2020-11-13 12:55:23,586][root][INFO] - ===> Epoch[540](14031/26): Loss -0.7817, Sem 0.0704, dir -0.9754, norm 0.1233, swav 0.0000 LR: 3.367e-02 Score 97.550 Data time: 0.2117, Forward time: 2.3456, Backward time: 3.1064, DDP time: 0.0032, Total iter time: 7.2218 [2020-11-13 12:55:28,866][root][INFO] - ===> Epoch[540](14032/26): Loss -0.7809, Sem 0.0667, dir -0.9738, norm 0.1262, swav 0.0000 LR: 3.367e-02 Score 97.717 Data time: 0.2161, Forward time: 2.3459, Backward time: 3.1051, DDP time: 0.0032, Total iter time: 5.1398 [2020-11-13 12:55:34,391][root][INFO] - ===> Epoch[540](14033/26): Loss -0.7836, Sem 0.0735, dir -0.9750, norm 0.1179, swav 0.0000 LR: 3.366e-02 Score 97.397 Data time: 0.2226, Forward time: 2.3460, Backward time: 3.1043, DDP time: 0.0032, Total iter time: 5.3423 [2020-11-13 12:55:40,539][root][INFO] - ===> Epoch[540](14034/26): Loss -0.7842, Sem 0.0759, dir -0.9761, norm 0.1161, swav 0.0000 LR: 3.366e-02 Score 97.402 Data time: 0.2084, Forward time: 2.3460, Backward time: 3.1048, DDP time: 0.0032, Total iter time: 6.0083 [2020-11-13 12:55:45,431][root][INFO] - ===> Epoch[540](14035/26): Loss -0.7623, Sem 0.0735, dir -0.9713, norm 0.1355, swav 0.0000 LR: 3.365e-02 Score 97.377 Data time: 0.2400, Forward time: 2.3456, Backward time: 3.1033, DDP time: 0.0032, Total iter time: 4.7615 [2020-11-13 12:55:52,169][root][INFO] - ===> Epoch[540](14036/26): Loss -0.7653, Sem 0.0787, dir -0.9750, norm 0.1311, swav 0.0000 LR: 3.365e-02 Score 97.229 Data time: 0.2025, Forward time: 2.3458, Backward time: 3.1049, DDP time: 0.0032, Total iter time: 6.6483 [2020-11-13 12:55:59,378][root][INFO] - ===> Epoch[540](14037/26): Loss -0.7830, Sem 0.0730, dir -0.9773, norm 0.1213, swav 0.0000 LR: 3.364e-02 Score 97.383 Data time: 0.2291, Forward time: 2.3460, Backward time: 3.1070, DDP time: 0.0032, Total iter time: 7.0427 [2020-11-13 12:56:05,314][root][INFO] - ===> Epoch[540](14038/26): Loss -0.7655, Sem 0.0842, dir -0.9730, norm 0.1232, swav 0.0000 LR: 3.364e-02 Score 97.010 Data time: 0.1916, Forward time: 2.3457, Backward time: 3.1073, DDP time: 0.0032, Total iter time: 5.7696 [2020-11-13 12:56:11,123][root][INFO] - ===> Epoch[540](14039/26): Loss -0.7790, Sem 0.0736, dir -0.9758, norm 0.1232, swav 0.0000 LR: 3.363e-02 Score 97.308 Data time: 0.1839, Forward time: 2.3448, Backward time: 3.1081, DDP time: 0.0032, Total iter time: 5.6746 [2020-11-13 12:56:17,569][root][INFO] - ===> Epoch[540](14040/26): Loss -0.7758, Sem 0.0743, dir -0.9759, norm 0.1257, swav 0.0000 LR: 3.363e-02 Score 97.384 Data time: 0.2886, Forward time: 2.3467, Backward time: 3.1074, DDP time: 0.0032, Total iter time: 6.3764 [2020-11-13 12:56:23,668][root][INFO] - ===> Epoch[540](14041/26): Loss -0.7885, Sem 0.0686, dir -0.9756, norm 0.1186, swav 0.0000 LR: 3.362e-02 Score 97.566 Data time: 0.1480, Forward time: 2.3457, Backward time: 3.1088, DDP time: 0.0032, Total iter time: 5.9245 [2020-11-13 12:56:28,852][root][INFO] - ===> Epoch[540](14042/26): Loss -0.7654, Sem 0.0679, dir -0.9719, norm 0.1386, swav 0.0000 LR: 3.362e-02 Score 97.641 Data time: 0.1920, Forward time: 2.3453, Backward time: 3.1079, DDP time: 0.0032, Total iter time: 5.0553 [2020-11-13 12:56:33,684][root][INFO] - ===> Epoch[540](14043/26): Loss -0.7656, Sem 0.0783, dir -0.9733, norm 0.1294, swav 0.0000 LR: 3.361e-02 Score 97.285 Data time: 0.1916, Forward time: 2.3452, Backward time: 3.1063, DDP time: 0.0032, Total iter time: 4.7036 [2020-11-13 12:56:39,240][root][INFO] - ===> Epoch[540](14044/26): Loss -0.7740, Sem 0.0769, dir -0.9750, norm 0.1241, swav 0.0000 LR: 3.361e-02 Score 97.309 Data time: 0.2537, Forward time: 2.3461, Backward time: 3.1047, DDP time: 0.0032, Total iter time: 5.4433 [2020-11-13 12:56:46,026][root][INFO] - ===> Epoch[540](14045/26): Loss -0.7880, Sem 0.0677, dir -0.9776, norm 0.1219, swav 0.0000 LR: 3.360e-02 Score 97.624 Data time: 0.3485, Forward time: 2.3482, Backward time: 3.1042, DDP time: 0.0032, Total iter time: 6.6388 [2020-11-13 12:56:51,910][root][INFO] - ===> Epoch[540](14046/26): Loss -0.7698, Sem 0.0718, dir -0.9751, norm 0.1335, swav 0.0000 LR: 3.360e-02 Score 97.434 Data time: 0.2454, Forward time: 2.3489, Backward time: 3.1033, DDP time: 0.0032, Total iter time: 5.7321 [2020-11-13 12:56:57,038][root][INFO] - ===> Epoch[541](14047/26): Loss -0.7716, Sem 0.0772, dir -0.9740, norm 0.1252, swav 0.0000 LR: 3.359e-02 Score 97.213 Data time: 0.1956, Forward time: 2.3488, Backward time: 3.1019, DDP time: 0.0032, Total iter time: 4.9985 [2020-11-13 12:57:02,226][root][INFO] - ===> Epoch[541](14048/26): Loss -0.7747, Sem 0.0730, dir -0.9712, norm 0.1235, swav 0.0000 LR: 3.359e-02 Score 97.434 Data time: 0.2130, Forward time: 2.3487, Backward time: 3.1008, DDP time: 0.0032, Total iter time: 5.0400 [2020-11-13 12:57:07,493][root][INFO] - ===> Epoch[541](14049/26): Loss -0.7663, Sem 0.0814, dir -0.9761, norm 0.1285, swav 0.0000 LR: 3.358e-02 Score 97.061 Data time: 0.1635, Forward time: 2.3476, Backward time: 3.1008, DDP time: 0.0032, Total iter time: 5.1113 [2020-11-13 12:57:12,906][root][INFO] - ===> Epoch[541](14050/26): Loss -0.7638, Sem 0.0736, dir -0.9735, norm 0.1361, swav 0.0000 LR: 3.358e-02 Score 97.480 Data time: 0.1846, Forward time: 2.3473, Backward time: 3.1005, DDP time: 0.0032, Total iter time: 5.3411 [2020-11-13 12:57:19,900][root][INFO] - ===> Epoch[541](14051/26): Loss -0.7839, Sem 0.0747, dir -0.9768, norm 0.1182, swav 0.0000 LR: 3.357e-02 Score 97.385 Data time: 0.1839, Forward time: 2.3468, Backward time: 3.1030, DDP time: 0.0032, Total iter time: 6.8567 [2020-11-13 12:57:25,341][root][INFO] - ===> Epoch[541](14052/26): Loss -0.7464, Sem 0.0797, dir -0.9722, norm 0.1462, swav 0.0000 LR: 3.357e-02 Score 97.127 Data time: 0.1897, Forward time: 2.3465, Backward time: 3.1025, DDP time: 0.0032, Total iter time: 5.3249 [2020-11-13 12:57:32,060][root][INFO] - ===> Epoch[541](14053/26): Loss -0.7408, Sem 0.0847, dir -0.9737, norm 0.1482, swav 0.0000 LR: 3.356e-02 Score 97.113 Data time: 0.1904, Forward time: 2.3452, Backward time: 3.1053, DDP time: 0.0032, Total iter time: 6.6099 [2020-11-13 12:57:38,075][root][INFO] - ===> Epoch[541](14054/26): Loss -0.7771, Sem 0.0736, dir -0.9766, norm 0.1259, swav 0.0000 LR: 3.356e-02 Score 97.324 Data time: 0.2037, Forward time: 2.3454, Backward time: 3.1056, DDP time: 0.0032, Total iter time: 5.9812 [2020-11-13 12:57:44,754][root][INFO] - ===> Epoch[541](14055/26): Loss -0.7619, Sem 0.0789, dir -0.9764, norm 0.1356, swav 0.0000 LR: 3.355e-02 Score 97.192 Data time: 0.1363, Forward time: 2.3443, Backward time: 3.1083, DDP time: 0.0032, Total iter time: 6.5721 [2020-11-13 12:57:49,449][root][INFO] - ===> Epoch[541](14056/26): Loss -0.7631, Sem 0.0782, dir -0.9743, norm 0.1330, swav 0.0000 LR: 3.355e-02 Score 97.245 Data time: 0.2195, Forward time: 2.3435, Backward time: 3.1070, DDP time: 0.0032, Total iter time: 4.6191 [2020-11-13 12:57:54,411][root][INFO] - ===> Epoch[541](14057/26): Loss -0.7622, Sem 0.0863, dir -0.9758, norm 0.1273, swav 0.0000 LR: 3.354e-02 Score 96.880 Data time: 0.2042, Forward time: 2.3434, Backward time: 3.1057, DDP time: 0.0032, Total iter time: 4.8756 [2020-11-13 12:58:00,134][root][INFO] - ===> Epoch[541](14058/26): Loss -0.7871, Sem 0.0690, dir -0.9773, norm 0.1213, swav 0.0000 LR: 3.354e-02 Score 97.616 Data time: 0.2367, Forward time: 2.3442, Backward time: 3.1047, DDP time: 0.0032, Total iter time: 5.5784 [2020-11-13 12:58:05,651][root][INFO] - ===> Epoch[541](14059/26): Loss -0.7674, Sem 0.0766, dir -0.9731, norm 0.1290, swav 0.0000 LR: 3.353e-02 Score 97.264 Data time: 0.1890, Forward time: 2.3437, Backward time: 3.1045, DDP time: 0.0032, Total iter time: 5.3893 [2020-11-13 12:58:11,755][root][INFO] - ===> Epoch[541](14060/26): Loss -0.7856, Sem 0.0679, dir -0.9790, norm 0.1255, swav 0.0000 LR: 3.353e-02 Score 97.627 Data time: 0.1947, Forward time: 2.3437, Backward time: 3.1050, DDP time: 0.0032, Total iter time: 6.0006 [2020-11-13 12:58:17,110][root][INFO] - ===> Epoch[541](14061/26): Loss -0.7624, Sem 0.0738, dir -0.9714, norm 0.1352, swav 0.0000 LR: 3.352e-02 Score 97.458 Data time: 0.1898, Forward time: 2.3432, Backward time: 3.1047, DDP time: 0.0032, Total iter time: 5.2231 [2020-11-13 12:58:22,904][root][INFO] - ===> Epoch[541](14062/26): Loss -0.7765, Sem 0.0787, dir -0.9740, norm 0.1188, swav 0.0000 LR: 3.352e-02 Score 97.297 Data time: 0.2313, Forward time: 2.3435, Backward time: 3.1043, DDP time: 0.0032, Total iter time: 5.7118 [2020-11-13 12:58:29,034][root][INFO] - ===> Epoch[541](14063/26): Loss -0.7703, Sem 0.0743, dir -0.9725, norm 0.1278, swav 0.0000 LR: 3.351e-02 Score 97.248 Data time: 0.1992, Forward time: 2.3434, Backward time: 3.1049, DDP time: 0.0032, Total iter time: 5.9490 [2020-11-13 12:58:36,539][root][INFO] - ===> Epoch[541](14064/26): Loss -0.7844, Sem 0.0682, dir -0.9734, norm 0.1207, swav 0.0000 LR: 3.351e-02 Score 97.593 Data time: 0.1602, Forward time: 2.3425, Backward time: 3.1086, DDP time: 0.0032, Total iter time: 7.3791 [2020-11-13 12:58:42,770][root][INFO] - ===> Epoch[541](14065/26): Loss -0.7702, Sem 0.0685, dir -0.9755, norm 0.1368, swav 0.0000 LR: 3.350e-02 Score 97.636 Data time: 0.1918, Forward time: 2.3423, Backward time: 3.1096, DDP time: 0.0032, Total iter time: 6.1796 [2020-11-13 12:58:47,862][root][INFO] - ===> Epoch[541](14066/26): Loss -0.7663, Sem 0.0725, dir -0.9710, norm 0.1322, swav 0.0000 LR: 3.350e-02 Score 97.449 Data time: 0.1787, Forward time: 2.3419, Backward time: 3.1088, DDP time: 0.0032, Total iter time: 4.9921 [2020-11-13 12:58:52,597][root][INFO] - ===> Epoch[541](14067/26): Loss -0.7683, Sem 0.0753, dir -0.9716, norm 0.1280, swav 0.0000 LR: 3.349e-02 Score 97.340 Data time: 0.1740, Forward time: 2.3410, Backward time: 3.1077, DDP time: 0.0032, Total iter time: 4.6582 [2020-11-13 12:58:58,077][root][INFO] - ===> Epoch[541](14068/26): Loss -0.7521, Sem 0.0826, dir -0.9734, norm 0.1387, swav 0.0000 LR: 3.349e-02 Score 97.122 Data time: 0.2334, Forward time: 2.3418, Backward time: 3.1063, DDP time: 0.0032, Total iter time: 5.4136 [2020-11-13 12:59:03,216][root][INFO] - ===> Epoch[541](14069/26): Loss -0.7592, Sem 0.0811, dir -0.9724, norm 0.1321, swav 0.0000 LR: 3.348e-02 Score 97.170 Data time: 0.2364, Forward time: 2.3420, Backward time: 3.1048, DDP time: 0.0032, Total iter time: 4.9584 [2020-11-13 12:59:09,959][root][INFO] - ===> Epoch[541](14070/26): Loss -0.7541, Sem 0.0783, dir -0.9728, norm 0.1404, swav 0.0000 LR: 3.348e-02 Score 97.174 Data time: 0.3273, Forward time: 2.3440, Backward time: 3.1044, DDP time: 0.0032, Total iter time: 6.6224 [2020-11-13 12:59:16,102][root][INFO] - ===> Epoch[541](14071/26): Loss -0.7596, Sem 0.0765, dir -0.9715, norm 0.1353, swav 0.0000 LR: 3.347e-02 Score 97.341 Data time: 0.1375, Forward time: 2.3428, Backward time: 3.1059, DDP time: 0.0032, Total iter time: 5.9428 [2020-11-13 12:59:22,187][root][INFO] - ===> Epoch[541](14072/26): Loss -0.7626, Sem 0.0694, dir -0.9723, norm 0.1402, swav 0.0000 LR: 3.347e-02 Score 97.514 Data time: 0.2269, Forward time: 2.3433, Backward time: 3.1059, DDP time: 0.0032, Total iter time: 6.0012 [2020-11-13 12:59:27,160][root][INFO] - ===> Epoch[542](14073/26): Loss -0.7872, Sem 0.0706, dir -0.9768, norm 0.1190, swav 0.0000 LR: 3.346e-02 Score 97.464 Data time: 0.2296, Forward time: 2.3438, Backward time: 3.1039, DDP time: 0.0032, Total iter time: 4.8362 [2020-11-13 12:59:32,456][root][INFO] - ===> Epoch[542](14074/26): Loss -0.7649, Sem 0.0862, dir -0.9735, norm 0.1224, swav 0.0000 LR: 3.346e-02 Score 96.835 Data time: 0.1637, Forward time: 2.3431, Backward time: 3.1038, DDP time: 0.0032, Total iter time: 5.1893 [2020-11-13 12:59:38,456][root][INFO] - ===> Epoch[542](14075/26): Loss -0.7564, Sem 0.0779, dir -0.9691, norm 0.1348, swav 0.0000 LR: 3.345e-02 Score 97.240 Data time: 0.1727, Forward time: 2.3430, Backward time: 3.1042, DDP time: 0.0032, Total iter time: 5.9181 [2020-11-13 12:59:44,068][root][INFO] - ===> Epoch[542](14076/26): Loss -0.7755, Sem 0.0792, dir -0.9759, norm 0.1211, swav 0.0000 LR: 3.345e-02 Score 97.143 Data time: 0.1882, Forward time: 2.3429, Backward time: 3.1040, DDP time: 0.0032, Total iter time: 5.5002 [2020-11-13 12:59:49,868][root][INFO] - ===> Epoch[542](14077/26): Loss -0.7741, Sem 0.0749, dir -0.9759, norm 0.1269, swav 0.0000 LR: 3.344e-02 Score 97.487 Data time: 0.1838, Forward time: 2.3423, Backward time: 3.1045, DDP time: 0.0032, Total iter time: 5.6558 [2020-11-13 12:59:57,209][root][INFO] - ===> Epoch[542](14078/26): Loss -0.7649, Sem 0.0785, dir -0.9752, norm 0.1319, swav 0.0000 LR: 3.344e-02 Score 97.221 Data time: 0.2177, Forward time: 2.3425, Backward time: 3.1068, DDP time: 0.0032, Total iter time: 7.2184 [2020-11-13 13:00:03,037][root][INFO] - ===> Epoch[542](14079/26): Loss -0.7729, Sem 0.0685, dir -0.9748, norm 0.1334, swav 0.0000 LR: 3.343e-02 Score 97.563 Data time: 0.1578, Forward time: 2.3414, Backward time: 3.1078, DDP time: 0.0032, Total iter time: 5.6858 [2020-11-13 13:00:11,135][root][INFO] - ===> Epoch[542](14080/26): Loss -0.7795, Sem 0.0694, dir -0.9743, norm 0.1254, swav 0.0000 LR: 3.343e-02 Score 97.508 Data time: 0.1751, Forward time: 2.3410, Backward time: 3.1120, DDP time: 0.0032, Total iter time: 8.0210 [2020-11-13 13:00:17,072][root][INFO] - ===> Epoch[542](14081/26): Loss -0.7392, Sem 0.0943, dir -0.9730, norm 0.1395, swav 0.0000 LR: 3.342e-02 Score 96.851 Data time: 0.1889, Forward time: 2.3407, Backward time: 3.1124, DDP time: 0.0032, Total iter time: 5.8012 [2020-11-13 13:00:22,528][root][INFO] - ===> Epoch[542](14082/26): Loss -0.7750, Sem 0.0727, dir -0.9742, norm 0.1265, swav 0.0000 LR: 3.342e-02 Score 97.375 Data time: 0.1623, Forward time: 2.3398, Backward time: 3.1126, DDP time: 0.0032, Total iter time: 5.2691 [2020-11-13 13:00:28,007][root][INFO] - ===> Epoch[542](14083/26): Loss -0.7854, Sem 0.0669, dir -0.9783, norm 0.1261, swav 0.0000 LR: 3.341e-02 Score 97.627 Data time: 0.1433, Forward time: 2.3387, Backward time: 3.1132, DDP time: 0.0032, Total iter time: 5.3661 [2020-11-13 13:00:35,790][root][INFO] - ===> Epoch[542](14084/26): Loss -0.7693, Sem 0.0742, dir -0.9736, norm 0.1300, swav 0.0000 LR: 3.341e-02 Score 97.349 Data time: 0.1934, Forward time: 2.3382, Backward time: 3.1170, DDP time: 0.0032, Total iter time: 7.7404 [2020-11-13 13:00:42,417][root][INFO] - ===> Epoch[542](14085/26): Loss -0.7735, Sem 0.0738, dir -0.9719, norm 0.1246, swav 0.0000 LR: 3.340e-02 Score 97.521 Data time: 0.2772, Forward time: 2.3398, Backward time: 3.1167, DDP time: 0.0032, Total iter time: 6.5146 [2020-11-13 13:00:48,225][root][INFO] - ===> Epoch[542](14086/26): Loss -0.7622, Sem 0.0752, dir -0.9759, norm 0.1385, swav 0.0000 LR: 3.339e-02 Score 97.425 Data time: 0.1892, Forward time: 2.3395, Backward time: 3.1168, DDP time: 0.0032, Total iter time: 5.6439 [2020-11-13 13:00:53,733][root][INFO] - ===> Epoch[542](14087/26): Loss -0.7679, Sem 0.0819, dir -0.9718, norm 0.1221, swav 0.0000 LR: 3.339e-02 Score 97.252 Data time: 0.1699, Forward time: 2.3388, Backward time: 3.1169, DDP time: 0.0032, Total iter time: 5.3656 [2020-11-13 13:00:59,421][root][INFO] - ===> Epoch[542](14088/26): Loss -0.7593, Sem 0.0836, dir -0.9723, norm 0.1295, swav 0.0000 LR: 3.338e-02 Score 97.033 Data time: 0.1810, Forward time: 2.3385, Backward time: 3.1170, DDP time: 0.0032, Total iter time: 5.5871 [2020-11-13 13:01:04,958][root][INFO] - ===> Epoch[542](14089/26): Loss -0.7612, Sem 0.0753, dir -0.9744, norm 0.1379, swav 0.0000 LR: 3.338e-02 Score 97.368 Data time: 0.2210, Forward time: 2.3381, Backward time: 3.1168, DDP time: 0.0032, Total iter time: 5.3841 [2020-11-13 13:01:11,099][root][INFO] - ===> Epoch[542](14090/26): Loss -0.7816, Sem 0.0772, dir -0.9779, norm 0.1191, swav 0.0000 LR: 3.337e-02 Score 97.283 Data time: 0.2806, Forward time: 2.3395, Backward time: 3.1158, DDP time: 0.0032, Total iter time: 6.0184 [2020-11-13 13:01:16,197][root][INFO] - ===> Epoch[542](14091/26): Loss -0.7700, Sem 0.0726, dir -0.9721, norm 0.1295, swav 0.0000 LR: 3.337e-02 Score 97.408 Data time: 0.1883, Forward time: 2.3387, Backward time: 3.1153, DDP time: 0.0032, Total iter time: 4.9162 [2020-11-13 13:01:21,482][root][INFO] - ===> Epoch[542](14092/26): Loss -0.7815, Sem 0.0732, dir -0.9793, norm 0.1246, swav 0.0000 LR: 3.336e-02 Score 97.471 Data time: 0.1711, Forward time: 2.3382, Backward time: 3.1149, DDP time: 0.0032, Total iter time: 5.1803 [2020-11-13 13:01:26,529][root][INFO] - ===> Epoch[542](14093/26): Loss -0.7975, Sem 0.0713, dir -0.9798, norm 0.1110, swav 0.0000 LR: 3.336e-02 Score 97.470 Data time: 0.1419, Forward time: 2.3370, Backward time: 3.1149, DDP time: 0.0032, Total iter time: 4.9364 [2020-11-13 13:01:32,315][root][INFO] - ===> Epoch[542](14094/26): Loss -0.7963, Sem 0.0696, dir -0.9767, norm 0.1108, swav 0.0000 LR: 3.335e-02 Score 97.511 Data time: 0.2599, Forward time: 2.3377, Backward time: 3.1141, DDP time: 0.0032, Total iter time: 5.7105 [2020-11-13 13:01:38,088][root][INFO] - ===> Epoch[542](14095/26): Loss -0.7564, Sem 0.0847, dir -0.9711, norm 0.1300, swav 0.0000 LR: 3.335e-02 Score 96.973 Data time: 0.2582, Forward time: 2.3388, Backward time: 3.1128, DDP time: 0.0032, Total iter time: 5.6301 [2020-11-13 13:01:43,637][root][INFO] - ===> Epoch[542](14096/26): Loss -0.7767, Sem 0.0718, dir -0.9754, norm 0.1269, swav 0.0000 LR: 3.334e-02 Score 97.530 Data time: 0.1795, Forward time: 2.3383, Backward time: 3.1128, DDP time: 0.0032, Total iter time: 5.4062 [2020-11-13 13:01:48,999][root][INFO] - ===> Epoch[542](14097/26): Loss -0.7771, Sem 0.0774, dir -0.9779, norm 0.1234, swav 0.0000 LR: 3.334e-02 Score 97.159 Data time: 0.1629, Forward time: 2.3376, Backward time: 3.1127, DDP time: 0.0032, Total iter time: 5.2390 [2020-11-13 13:01:54,283][root][INFO] - ===> Epoch[542](14098/26): Loss -0.7788, Sem 0.0754, dir -0.9757, norm 0.1215, swav 0.0000 LR: 3.333e-02 Score 97.336 Data time: 0.1522, Forward time: 2.3369, Backward time: 3.1127, DDP time: 0.0032, Total iter time: 5.2133 [2020-11-13 13:01:59,211][root][INFO] - ===> Epoch[543](14099/26): Loss -0.7716, Sem 0.0808, dir -0.9746, norm 0.1221, swav 0.0000 LR: 3.333e-02 Score 97.051 Data time: 0.2320, Forward time: 2.3372, Backward time: 3.1109, DDP time: 0.0032, Total iter time: 4.8289 [2020-11-13 13:02:04,447][root][INFO] - ===> Epoch[543](14100/26): Loss -0.7781, Sem 0.0800, dir -0.9751, norm 0.1169, swav 0.0000 LR: 3.332e-02 Score 97.221 Data time: 0.2438, Forward time: 2.3378, Backward time: 3.1093, DDP time: 0.0032, Total iter time: 5.0885 [2020-11-13 13:02:11,099][root][INFO] - ===> Epoch[543](14101/26): Loss -0.7304, Sem 0.0845, dir -0.9696, norm 0.1547, swav 0.0000 LR: 3.332e-02 Score 97.115 Data time: 0.2026, Forward time: 2.3376, Backward time: 3.1107, DDP time: 0.0032, Total iter time: 6.4785 [2020-11-13 13:02:16,738][root][INFO] - ===> Epoch[543](14102/26): Loss -0.7899, Sem 0.0724, dir -0.9745, norm 0.1121, swav 0.0000 LR: 3.331e-02 Score 97.451 Data time: 0.2757, Forward time: 2.3385, Backward time: 3.1095, DDP time: 0.0032, Total iter time: 5.4985 [2020-11-13 13:02:23,417][root][INFO] - ===> Epoch[543](14103/26): Loss -0.7830, Sem 0.0711, dir -0.9760, norm 0.1219, swav 0.0000 LR: 3.331e-02 Score 97.492 Data time: 0.3278, Forward time: 2.3398, Backward time: 3.1094, DDP time: 0.0032, Total iter time: 6.5115 [2020-11-13 13:02:28,859][root][INFO] - ===> Epoch[543](14104/26): Loss -0.7738, Sem 0.0686, dir -0.9739, norm 0.1315, swav 0.0000 LR: 3.330e-02 Score 97.565 Data time: 0.2425, Forward time: 2.3403, Backward time: 3.1080, DDP time: 0.0032, Total iter time: 5.2605 [2020-11-13 13:02:34,565][root][INFO] - ===> Epoch[543](14105/26): Loss -0.7671, Sem 0.0798, dir -0.9753, norm 0.1284, swav 0.0000 LR: 3.330e-02 Score 97.090 Data time: 0.2249, Forward time: 2.3407, Backward time: 3.1074, DDP time: 0.0032, Total iter time: 5.5770 [2020-11-13 13:02:40,469][root][INFO] - ===> Epoch[543](14106/26): Loss -0.7768, Sem 0.0722, dir -0.9763, norm 0.1273, swav 0.0000 LR: 3.329e-02 Score 97.511 Data time: 0.1921, Forward time: 2.3406, Backward time: 3.1077, DDP time: 0.0032, Total iter time: 5.7863 [2020-11-13 13:02:45,554][root][INFO] - ===> Epoch[543](14107/26): Loss -0.7592, Sem 0.0851, dir -0.9750, norm 0.1307, swav 0.0000 LR: 3.329e-02 Score 96.935 Data time: 0.1930, Forward time: 2.3404, Backward time: 3.1066, DDP time: 0.0032, Total iter time: 4.9624 [2020-11-13 13:02:51,126][root][INFO] - ===> Epoch[543](14108/26): Loss -0.7913, Sem 0.0683, dir -0.9760, norm 0.1164, swav 0.0000 LR: 3.328e-02 Score 97.509 Data time: 0.1847, Forward time: 2.3400, Backward time: 3.1066, DDP time: 0.0032, Total iter time: 5.4269 [2020-11-13 13:02:56,136][root][INFO] - ===> Epoch[543](14109/26): Loss -0.7846, Sem 0.0700, dir -0.9745, norm 0.1200, swav 0.0000 LR: 3.328e-02 Score 97.602 Data time: 0.2159, Forward time: 2.3396, Backward time: 3.1054, DDP time: 0.0032, Total iter time: 4.8641 [2020-11-13 13:03:03,010][root][INFO] - ===> Epoch[543](14110/26): Loss -0.7654, Sem 0.0782, dir -0.9764, norm 0.1328, swav 0.0000 LR: 3.327e-02 Score 97.308 Data time: 0.3974, Forward time: 2.3415, Backward time: 3.1050, DDP time: 0.0032, Total iter time: 6.7353 [2020-11-13 13:03:08,319][root][INFO] - ===> Epoch[543](14111/26): Loss -0.7713, Sem 0.0840, dir -0.9777, norm 0.1223, swav 0.0000 LR: 3.327e-02 Score 96.899 Data time: 0.2274, Forward time: 2.3417, Backward time: 3.1038, DDP time: 0.0032, Total iter time: 5.1216 [2020-11-13 13:03:14,863][root][INFO] - ===> Epoch[543](14112/26): Loss -0.7624, Sem 0.0833, dir -0.9750, norm 0.1293, swav 0.0000 LR: 3.326e-02 Score 97.110 Data time: 0.2420, Forward time: 2.3422, Backward time: 3.1044, DDP time: 0.0032, Total iter time: 6.4239 [2020-11-13 13:03:20,802][root][INFO] - ===> Epoch[543](14113/26): Loss -0.7581, Sem 0.0742, dir -0.9754, norm 0.1430, swav 0.0000 LR: 3.326e-02 Score 97.354 Data time: 0.2810, Forward time: 2.3434, Backward time: 3.1032, DDP time: 0.0032, Total iter time: 5.7705 [2020-11-13 13:03:26,695][root][INFO] - ===> Epoch[543](14114/26): Loss -0.7558, Sem 0.0799, dir -0.9745, norm 0.1388, swav 0.0000 LR: 3.325e-02 Score 97.042 Data time: 0.2778, Forward time: 2.3443, Backward time: 3.1022, DDP time: 0.0032, Total iter time: 5.7348 [2020-11-13 13:03:32,288][root][INFO] - ===> Epoch[543](14115/26): Loss -0.7655, Sem 0.0794, dir -0.9758, norm 0.1309, swav 0.0000 LR: 3.325e-02 Score 97.237 Data time: 0.2548, Forward time: 2.3452, Backward time: 3.1010, DDP time: 0.0032, Total iter time: 5.4513 [2020-11-13 13:03:38,823][root][INFO] - ===> Epoch[543](14116/26): Loss -0.7705, Sem 0.0729, dir -0.9722, norm 0.1288, swav 0.0000 LR: 3.324e-02 Score 97.443 Data time: 0.2346, Forward time: 2.3456, Backward time: 3.1016, DDP time: 0.0032, Total iter time: 6.3805 [2020-11-13 13:03:44,399][root][INFO] - ===> Epoch[543](14117/26): Loss -0.7738, Sem 0.0816, dir -0.9797, norm 0.1243, swav 0.0000 LR: 3.324e-02 Score 97.197 Data time: 0.1910, Forward time: 2.3455, Backward time: 3.1012, DDP time: 0.0032, Total iter time: 5.4234 [2020-11-13 13:03:50,459][root][INFO] - ===> Epoch[543](14118/26): Loss -0.7767, Sem 0.0794, dir -0.9744, norm 0.1184, swav 0.0000 LR: 3.323e-02 Score 97.136 Data time: 0.2018, Forward time: 2.3455, Backward time: 3.1016, DDP time: 0.0032, Total iter time: 5.9374 [2020-11-13 13:03:57,019][root][INFO] - ===> Epoch[543](14119/26): Loss -0.7766, Sem 0.0686, dir -0.9745, norm 0.1293, swav 0.0000 LR: 3.323e-02 Score 97.582 Data time: 0.1774, Forward time: 2.3450, Backward time: 3.1031, DDP time: 0.0032, Total iter time: 6.4086 [2020-11-13 13:04:02,617][root][INFO] - ===> Epoch[543](14120/26): Loss -0.7854, Sem 0.0685, dir -0.9773, norm 0.1235, swav 0.0000 LR: 3.322e-02 Score 97.602 Data time: 0.2155, Forward time: 2.3443, Backward time: 3.1033, DDP time: 0.0032, Total iter time: 5.4874 [2020-11-13 13:04:07,853][root][INFO] - ===> Epoch[543](14121/26): Loss -0.7723, Sem 0.0807, dir -0.9752, norm 0.1222, swav 0.0000 LR: 3.322e-02 Score 97.337 Data time: 0.1876, Forward time: 2.3441, Backward time: 3.1026, DDP time: 0.0032, Total iter time: 5.1346 [2020-11-13 13:04:14,059][root][INFO] - ===> Epoch[543](14122/26): Loss -0.7775, Sem 0.0821, dir -0.9780, norm 0.1185, swav 0.0000 LR: 3.321e-02 Score 97.154 Data time: 0.1726, Forward time: 2.3433, Backward time: 3.1039, DDP time: 0.0032, Total iter time: 6.0373 [2020-11-13 13:04:19,828][root][INFO] - ===> Epoch[543](14123/26): Loss -0.7778, Sem 0.0684, dir -0.9766, norm 0.1304, swav 0.0000 LR: 3.321e-02 Score 97.585 Data time: 0.2088, Forward time: 2.3434, Backward time: 3.1037, DDP time: 0.0032, Total iter time: 5.6885 [2020-11-13 13:04:26,909][root][INFO] - ===> Epoch[543](14124/26): Loss -0.7456, Sem 0.0873, dir -0.9714, norm 0.1385, swav 0.0000 LR: 3.320e-02 Score 97.051 Data time: 0.2269, Forward time: 2.3435, Backward time: 3.1054, DDP time: 0.0032, Total iter time: 6.9042 [2020-11-13 13:04:33,525][root][INFO] - ===> Epoch[544](14125/26): Loss -0.7662, Sem 0.0830, dir -0.9727, norm 0.1235, swav 0.0000 LR: 3.320e-02 Score 96.973 Data time: 0.1980, Forward time: 2.3432, Backward time: 3.1068, DDP time: 0.0032, Total iter time: 6.4559 [2020-11-13 13:04:38,475][root][INFO] - ===> Epoch[544](14126/26): Loss -0.7826, Sem 0.0695, dir -0.9698, norm 0.1177, swav 0.0000 LR: 3.319e-02 Score 97.542 Data time: 0.1862, Forward time: 2.3427, Backward time: 3.1059, DDP time: 0.0032, Total iter time: 4.8100 [2020-11-13 13:04:43,051][root][INFO] - ===> Epoch[544](14127/26): Loss -0.7780, Sem 0.0714, dir -0.9738, norm 0.1244, swav 0.0000 LR: 3.319e-02 Score 97.510 Data time: 0.1589, Forward time: 2.3417, Backward time: 3.1050, DDP time: 0.0032, Total iter time: 4.4512 [2020-11-13 13:04:48,214][root][INFO] - ===> Epoch[544](14128/26): Loss -0.7725, Sem 0.0862, dir -0.9757, norm 0.1170, swav 0.0000 LR: 3.318e-02 Score 97.065 Data time: 0.3040, Forward time: 2.3421, Backward time: 3.1035, DDP time: 0.0032, Total iter time: 5.1051 [2020-11-13 13:04:55,704][root][INFO] - ===> Epoch[544](14129/26): Loss -0.7764, Sem 0.0740, dir -0.9767, norm 0.1262, swav 0.0000 LR: 3.318e-02 Score 97.371 Data time: 0.4015, Forward time: 2.3444, Backward time: 3.1036, DDP time: 0.0032, Total iter time: 7.3678 [2020-11-13 13:05:01,354][root][INFO] - ===> Epoch[544](14130/26): Loss -0.7603, Sem 0.0833, dir -0.9709, norm 0.1273, swav 0.0000 LR: 3.317e-02 Score 96.968 Data time: 0.1786, Forward time: 2.3443, Backward time: 3.1033, DDP time: 0.0032, Total iter time: 5.4748 [2020-11-13 13:05:06,952][root][INFO] - ===> Epoch[544](14131/26): Loss -0.7955, Sem 0.0700, dir -0.9783, norm 0.1128, swav 0.0000 LR: 3.317e-02 Score 97.431 Data time: 0.2330, Forward time: 2.3446, Backward time: 3.1026, DDP time: 0.0032, Total iter time: 5.4472 [2020-11-13 13:05:12,521][root][INFO] - ===> Epoch[544](14132/26): Loss -0.7565, Sem 0.0829, dir -0.9727, norm 0.1333, swav 0.0000 LR: 3.316e-02 Score 97.029 Data time: 0.2246, Forward time: 2.3450, Backward time: 3.1018, DDP time: 0.0032, Total iter time: 5.4201 [2020-11-13 13:05:18,355][root][INFO] - ===> Epoch[544](14133/26): Loss -0.7731, Sem 0.0762, dir -0.9759, norm 0.1266, swav 0.0000 LR: 3.316e-02 Score 97.278 Data time: 0.2348, Forward time: 2.3453, Backward time: 3.1013, DDP time: 0.0032, Total iter time: 5.6818 [2020-11-13 13:05:23,699][root][INFO] - ===> Epoch[544](14134/26): Loss -0.7688, Sem 0.0782, dir -0.9738, norm 0.1268, swav 0.0000 LR: 3.315e-02 Score 97.323 Data time: 0.1930, Forward time: 2.3449, Backward time: 3.1009, DDP time: 0.0032, Total iter time: 5.1940 [2020-11-13 13:05:29,376][root][INFO] - ===> Epoch[544](14135/26): Loss -0.7581, Sem 0.0784, dir -0.9758, norm 0.1393, swav 0.0000 LR: 3.315e-02 Score 97.354 Data time: 0.2385, Forward time: 2.3456, Backward time: 3.1000, DDP time: 0.0032, Total iter time: 5.5668 [2020-11-13 13:05:34,385][root][INFO] - ===> Epoch[544](14136/26): Loss -0.7629, Sem 0.0822, dir -0.9728, norm 0.1277, swav 0.0000 LR: 3.314e-02 Score 96.996 Data time: 0.1199, Forward time: 2.3443, Backward time: 3.1000, DDP time: 0.0032, Total iter time: 4.8524 [2020-11-13 13:05:39,551][root][INFO] - ===> Epoch[544](14137/26): Loss -0.7779, Sem 0.0700, dir -0.9766, norm 0.1287, swav 0.0000 LR: 3.314e-02 Score 97.316 Data time: 0.2156, Forward time: 2.3444, Backward time: 3.0988, DDP time: 0.0032, Total iter time: 5.0934 [2020-11-13 13:05:45,948][root][INFO] - ===> Epoch[544](14138/26): Loss -0.7865, Sem 0.0741, dir -0.9763, norm 0.1158, swav 0.0000 LR: 3.313e-02 Score 97.326 Data time: 0.2428, Forward time: 2.3451, Backward time: 3.0990, DDP time: 0.0032, Total iter time: 6.2850 [2020-11-13 13:05:51,739][root][INFO] - ===> Epoch[544](14139/26): Loss -0.7452, Sem 0.0776, dir -0.9655, norm 0.1427, swav 0.0000 LR: 3.313e-02 Score 97.322 Data time: 0.1506, Forward time: 2.3443, Backward time: 3.0996, DDP time: 0.0032, Total iter time: 5.6308 [2020-11-13 13:05:57,779][root][INFO] - ===> Epoch[544](14140/26): Loss -0.7558, Sem 0.0812, dir -0.9732, norm 0.1362, swav 0.0000 LR: 3.312e-02 Score 97.130 Data time: 0.1746, Forward time: 2.3435, Backward time: 3.1008, DDP time: 0.0032, Total iter time: 5.9159 [2020-11-13 13:06:04,960][root][INFO] - ===> Epoch[544](14141/26): Loss -0.7714, Sem 0.0762, dir -0.9727, norm 0.1250, swav 0.0000 LR: 3.312e-02 Score 97.297 Data time: 0.2438, Forward time: 2.3440, Backward time: 3.1023, DDP time: 0.0032, Total iter time: 7.0668 [2020-11-13 13:06:10,662][root][INFO] - ===> Epoch[544](14142/26): Loss -0.7561, Sem 0.0807, dir -0.9751, norm 0.1384, swav 0.0000 LR: 3.311e-02 Score 97.203 Data time: 0.2277, Forward time: 2.3443, Backward time: 3.1017, DDP time: 0.0032, Total iter time: 5.5359 [2020-11-13 13:06:15,654][root][INFO] - ===> Epoch[544](14143/26): Loss -0.7638, Sem 0.0812, dir -0.9738, norm 0.1288, swav 0.0000 LR: 3.311e-02 Score 97.104 Data time: 0.1841, Forward time: 2.3438, Backward time: 3.1009, DDP time: 0.0032, Total iter time: 4.8650 [2020-11-13 13:06:20,694][root][INFO] - ===> Epoch[544](14144/26): Loss -0.7800, Sem 0.0748, dir -0.9763, norm 0.1215, swav 0.0000 LR: 3.310e-02 Score 97.447 Data time: 0.1833, Forward time: 2.3433, Backward time: 3.1002, DDP time: 0.0032, Total iter time: 4.9254 [2020-11-13 13:06:27,373][root][INFO] - ===> Epoch[544](14145/26): Loss -0.7655, Sem 0.0844, dir -0.9759, norm 0.1260, swav 0.0000 LR: 3.309e-02 Score 97.196 Data time: 0.2204, Forward time: 2.3432, Backward time: 3.1015, DDP time: 0.0032, Total iter time: 6.5422 [2020-11-13 13:06:33,342][root][INFO] - ===> Epoch[544](14146/26): Loss -0.7642, Sem 0.0725, dir -0.9744, norm 0.1378, swav 0.0000 LR: 3.309e-02 Score 97.351 Data time: 0.2945, Forward time: 2.3441, Backward time: 3.1007, DDP time: 0.0032, Total iter time: 5.8193 [2020-11-13 13:06:39,159][root][INFO] - ===> Epoch[544](14147/26): Loss -0.7685, Sem 0.0816, dir -0.9739, norm 0.1239, swav 0.0000 LR: 3.308e-02 Score 97.036 Data time: 0.2811, Forward time: 2.3450, Backward time: 3.0996, DDP time: 0.0032, Total iter time: 5.6311 [2020-11-13 13:06:44,595][root][INFO] - ===> Epoch[544](14148/26): Loss -0.7846, Sem 0.0697, dir -0.9762, norm 0.1219, swav 0.0000 LR: 3.308e-02 Score 97.454 Data time: 0.1923, Forward time: 2.3450, Backward time: 3.0990, DDP time: 0.0032, Total iter time: 5.2976 [2020-11-13 13:06:49,253][root][INFO] - ===> Epoch[544](14149/26): Loss -0.7473, Sem 0.0785, dir -0.9742, norm 0.1485, swav 0.0000 LR: 3.307e-02 Score 97.247 Data time: 0.1793, Forward time: 2.3445, Backward time: 3.0977, DDP time: 0.0032, Total iter time: 4.5507 [2020-11-13 13:06:54,210][root][INFO] - ===> Epoch[544](14150/26): Loss -0.7878, Sem 0.0679, dir -0.9754, norm 0.1197, swav 0.0000 LR: 3.307e-02 Score 97.604 Data time: 0.2131, Forward time: 2.3447, Backward time: 3.0964, DDP time: 0.0032, Total iter time: 4.9073 [2020-11-13 13:07:00,962][root][INFO] - ===> Epoch[545](14151/26): Loss -0.7674, Sem 0.0831, dir -0.9757, norm 0.1252, swav 0.0000 LR: 3.306e-02 Score 97.035 Data time: 0.2634, Forward time: 2.3453, Backward time: 3.0971, DDP time: 0.0032, Total iter time: 6.5841 [2020-11-13 13:07:06,648][root][INFO] - ===> Epoch[545](14152/26): Loss -0.7870, Sem 0.0694, dir -0.9735, norm 0.1171, swav 0.0000 LR: 3.306e-02 Score 97.583 Data time: 0.2007, Forward time: 2.3451, Backward time: 3.0970, DDP time: 0.0032, Total iter time: 5.5449 [2020-11-13 13:07:11,593][root][INFO] - ===> Epoch[545](14153/26): Loss -0.7701, Sem 0.0793, dir -0.9732, norm 0.1239, swav 0.0000 LR: 3.305e-02 Score 97.243 Data time: 0.2190, Forward time: 2.3453, Backward time: 3.0954, DDP time: 0.0032, Total iter time: 4.8040 [2020-11-13 13:07:17,600][root][INFO] - ===> Epoch[545](14154/26): Loss -0.7713, Sem 0.0788, dir -0.9757, norm 0.1256, swav 0.0000 LR: 3.305e-02 Score 97.176 Data time: 0.1868, Forward time: 2.3449, Backward time: 3.0961, DDP time: 0.0032, Total iter time: 5.8796 [2020-11-13 13:07:23,116][root][INFO] - ===> Epoch[545](14155/26): Loss -0.7743, Sem 0.0689, dir -0.9741, norm 0.1308, swav 0.0000 LR: 3.304e-02 Score 97.543 Data time: 0.1986, Forward time: 2.3447, Backward time: 3.0958, DDP time: 0.0032, Total iter time: 5.4274 [2020-11-13 13:07:29,785][root][INFO] - ===> Epoch[545](14156/26): Loss -0.7818, Sem 0.0719, dir -0.9753, norm 0.1216, swav 0.0000 LR: 3.304e-02 Score 97.454 Data time: 0.1981, Forward time: 2.3446, Backward time: 3.0971, DDP time: 0.0032, Total iter time: 6.5167 [2020-11-13 13:07:35,307][root][INFO] - ===> Epoch[545](14157/26): Loss -0.7754, Sem 0.0725, dir -0.9767, norm 0.1288, swav 0.0000 LR: 3.303e-02 Score 97.451 Data time: 0.2261, Forward time: 2.3448, Backward time: 3.0964, DDP time: 0.0032, Total iter time: 5.3773 [2020-11-13 13:07:40,355][root][INFO] - ===> Epoch[545](14158/26): Loss -0.7309, Sem 0.0842, dir -0.9748, norm 0.1598, swav 0.0000 LR: 3.303e-02 Score 97.065 Data time: 0.2352, Forward time: 2.3452, Backward time: 3.0948, DDP time: 0.0032, Total iter time: 4.8750 [2020-11-13 13:07:45,401][root][INFO] - ===> Epoch[545](14159/26): Loss -0.7666, Sem 0.0723, dir -0.9756, norm 0.1367, swav 0.0000 LR: 3.302e-02 Score 97.458 Data time: 0.2293, Forward time: 2.3456, Backward time: 3.0932, DDP time: 0.0032, Total iter time: 4.9198 [2020-11-13 13:07:51,541][root][INFO] - ===> Epoch[545](14160/26): Loss -0.7653, Sem 0.0793, dir -0.9746, norm 0.1300, swav 0.0000 LR: 3.302e-02 Score 97.184 Data time: 0.2810, Forward time: 2.3468, Backward time: 3.0925, DDP time: 0.0032, Total iter time: 6.0210 [2020-11-13 13:07:57,893][root][INFO] - ===> Epoch[545](14161/26): Loss -0.7873, Sem 0.0734, dir -0.9757, norm 0.1149, swav 0.0000 LR: 3.301e-02 Score 97.377 Data time: 0.3116, Forward time: 2.3482, Backward time: 3.0917, DDP time: 0.0032, Total iter time: 6.1689 [2020-11-13 13:08:02,970][root][INFO] - ===> Epoch[545](14162/26): Loss -0.7959, Sem 0.0657, dir -0.9757, norm 0.1141, swav 0.0000 LR: 3.301e-02 Score 97.739 Data time: 0.2369, Forward time: 2.3486, Backward time: 3.0901, DDP time: 0.0032, Total iter time: 4.8960 [2020-11-13 13:08:09,329][root][INFO] - ===> Epoch[545](14163/26): Loss -0.7666, Sem 0.0801, dir -0.9772, norm 0.1305, swav 0.0000 LR: 3.300e-02 Score 97.193 Data time: 0.2382, Forward time: 2.3486, Backward time: 3.0908, DDP time: 0.0032, Total iter time: 6.2426 [2020-11-13 13:08:15,426][root][INFO] - ===> Epoch[545](14164/26): Loss -0.7777, Sem 0.0737, dir -0.9755, norm 0.1241, swav 0.0000 LR: 3.300e-02 Score 97.370 Data time: 0.2876, Forward time: 2.3498, Backward time: 3.0899, DDP time: 0.0032, Total iter time: 5.9789 [2020-11-13 13:08:20,496][root][INFO] - ===> Epoch[545](14165/26): Loss -0.7637, Sem 0.0847, dir -0.9764, norm 0.1280, swav 0.0000 LR: 3.299e-02 Score 97.077 Data time: 0.2380, Forward time: 2.3501, Backward time: 3.0885, DDP time: 0.0032, Total iter time: 4.9119 [2020-11-13 13:08:26,383][root][INFO] - ===> Epoch[545](14166/26): Loss -0.7729, Sem 0.0802, dir -0.9772, norm 0.1241, swav 0.0000 LR: 3.299e-02 Score 97.190 Data time: 0.2627, Forward time: 2.3510, Backward time: 3.0876, DDP time: 0.0032, Total iter time: 5.7801 [2020-11-13 13:08:32,070][root][INFO] - ===> Epoch[545](14167/26): Loss -0.7611, Sem 0.0769, dir -0.9763, norm 0.1382, swav 0.0000 LR: 3.298e-02 Score 97.252 Data time: 0.2009, Forward time: 2.3511, Backward time: 3.0872, DDP time: 0.0032, Total iter time: 5.4996 [2020-11-13 13:08:37,487][root][INFO] - ===> Epoch[545](14168/26): Loss -0.7839, Sem 0.0698, dir -0.9758, norm 0.1221, swav 0.0000 LR: 3.298e-02 Score 97.553 Data time: 0.1432, Forward time: 2.3503, Backward time: 3.0873, DDP time: 0.0032, Total iter time: 5.2978 [2020-11-13 13:08:42,783][root][INFO] - ===> Epoch[545](14169/26): Loss -0.7774, Sem 0.0775, dir -0.9774, norm 0.1225, swav 0.0000 LR: 3.297e-02 Score 97.241 Data time: 0.1573, Forward time: 2.3496, Backward time: 3.0873, DDP time: 0.0032, Total iter time: 5.2212 [2020-11-13 13:08:48,510][root][INFO] - ===> Epoch[545](14170/26): Loss -0.7727, Sem 0.0777, dir -0.9743, norm 0.1239, swav 0.0000 LR: 3.297e-02 Score 97.271 Data time: 0.1492, Forward time: 2.3487, Backward time: 3.0882, DDP time: 0.0032, Total iter time: 5.6226 [2020-11-13 13:08:53,415][root][INFO] - ===> Epoch[545](14171/26): Loss -0.7780, Sem 0.0745, dir -0.9757, norm 0.1233, swav 0.0000 LR: 3.296e-02 Score 97.338 Data time: 0.2114, Forward time: 2.3485, Backward time: 3.0871, DDP time: 0.0032, Total iter time: 4.8091 [2020-11-13 13:08:59,804][root][INFO] - ===> Epoch[545](14172/26): Loss -0.7806, Sem 0.0760, dir -0.9753, norm 0.1186, swav 0.0000 LR: 3.296e-02 Score 97.341 Data time: 0.3206, Forward time: 2.3499, Backward time: 3.0864, DDP time: 0.0032, Total iter time: 6.2235 [2020-11-13 13:09:04,368][root][INFO] - ===> Epoch[545](14173/26): Loss -0.7854, Sem 0.0701, dir -0.9734, norm 0.1179, swav 0.0000 LR: 3.295e-02 Score 97.550 Data time: 0.2247, Forward time: 2.3500, Backward time: 3.0843, DDP time: 0.0032, Total iter time: 4.3775 [2020-11-13 13:09:10,215][root][INFO] - ===> Epoch[545](14174/26): Loss -0.7753, Sem 0.0689, dir -0.9727, norm 0.1284, swav 0.0000 LR: 3.295e-02 Score 97.599 Data time: 0.2796, Forward time: 2.3502, Backward time: 3.0841, DDP time: 0.0032, Total iter time: 5.7317 [2020-11-13 13:09:15,378][root][INFO] - ===> Epoch[545](14175/26): Loss -0.7794, Sem 0.0812, dir -0.9771, norm 0.1165, swav 0.0000 LR: 3.294e-02 Score 97.089 Data time: 0.2317, Forward time: 2.3507, Backward time: 3.0826, DDP time: 0.0032, Total iter time: 4.9853 [2020-11-13 13:09:20,879][root][INFO] - ===> Epoch[545](14176/26): Loss -0.7732, Sem 0.0725, dir -0.9737, norm 0.1280, swav 0.0000 LR: 3.294e-02 Score 97.490 Data time: 0.2444, Forward time: 2.3509, Backward time: 3.0817, DDP time: 0.0032, Total iter time: 5.3313 [2020-11-13 13:09:26,481][root][INFO] - ===> Epoch[546](14177/26): Loss -0.7729, Sem 0.0759, dir -0.9736, norm 0.1247, swav 0.0000 LR: 3.293e-02 Score 97.320 Data time: 0.2558, Forward time: 2.3517, Backward time: 3.0806, DDP time: 0.0032, Total iter time: 5.4694 [2020-11-13 13:09:32,967][root][INFO] - ===> Epoch[546](14178/26): Loss -0.7681, Sem 0.0775, dir -0.9755, norm 0.1300, swav 0.0000 LR: 3.293e-02 Score 97.338 Data time: 0.2528, Forward time: 2.3524, Backward time: 3.0808, DDP time: 0.0032, Total iter time: 6.3291 [2020-11-13 13:09:38,185][root][INFO] - ===> Epoch[546](14179/26): Loss -0.7403, Sem 0.0956, dir -0.9692, norm 0.1334, swav 0.0000 LR: 3.292e-02 Score 96.838 Data time: 0.1670, Forward time: 2.3520, Backward time: 3.0804, DDP time: 0.0032, Total iter time: 5.0770 [2020-11-13 13:09:43,198][root][INFO] - ===> Epoch[546](14180/26): Loss -0.7762, Sem 0.0646, dir -0.9752, norm 0.1344, swav 0.0000 LR: 3.292e-02 Score 97.707 Data time: 0.1266, Forward time: 2.3508, Backward time: 3.0804, DDP time: 0.0032, Total iter time: 4.8887 [2020-11-13 13:09:48,862][root][INFO] - ===> Epoch[546](14181/26): Loss -0.7735, Sem 0.0706, dir -0.9741, norm 0.1300, swav 0.0000 LR: 3.291e-02 Score 97.436 Data time: 0.1685, Forward time: 2.3500, Backward time: 3.0811, DDP time: 0.0032, Total iter time: 5.5899 [2020-11-13 13:09:55,560][root][INFO] - ===> Epoch[546](14182/26): Loss -0.7803, Sem 0.0760, dir -0.9748, norm 0.1185, swav 0.0000 LR: 3.291e-02 Score 97.292 Data time: 0.1704, Forward time: 2.3493, Backward time: 3.0830, DDP time: 0.0032, Total iter time: 6.5885 [2020-11-13 13:10:01,116][root][INFO] - ===> Epoch[546](14183/26): Loss -0.7760, Sem 0.0806, dir -0.9762, norm 0.1195, swav 0.0000 LR: 3.290e-02 Score 97.084 Data time: 0.2399, Forward time: 2.3496, Backward time: 3.0822, DDP time: 0.0032, Total iter time: 5.4157 [2020-11-13 13:10:06,951][root][INFO] - ===> Epoch[546](14184/26): Loss -0.7650, Sem 0.0822, dir -0.9736, norm 0.1264, swav 0.0000 LR: 3.290e-02 Score 97.056 Data time: 0.2762, Forward time: 2.3504, Backward time: 3.0813, DDP time: 0.0032, Total iter time: 5.6930 [2020-11-13 13:10:12,933][root][INFO] - ===> Epoch[546](14185/26): Loss -0.7608, Sem 0.0828, dir -0.9715, norm 0.1279, swav 0.0000 LR: 3.289e-02 Score 97.106 Data time: 0.2159, Forward time: 2.3506, Backward time: 3.0812, DDP time: 0.0032, Total iter time: 5.8062 [2020-11-13 13:10:18,153][root][INFO] - ===> Epoch[546](14186/26): Loss -0.7791, Sem 0.0725, dir -0.9760, norm 0.1244, swav 0.0000 LR: 3.289e-02 Score 97.480 Data time: 0.1461, Forward time: 2.3496, Backward time: 3.0813, DDP time: 0.0032, Total iter time: 5.0772 [2020-11-13 13:10:24,769][root][INFO] - ===> Epoch[546](14187/26): Loss -0.7747, Sem 0.0764, dir -0.9760, norm 0.1249, swav 0.0000 LR: 3.288e-02 Score 97.307 Data time: 0.2028, Forward time: 2.3490, Backward time: 3.0830, DDP time: 0.0032, Total iter time: 6.4861 [2020-11-13 13:10:31,249][root][INFO] - ===> Epoch[546](14188/26): Loss -0.7653, Sem 0.0792, dir -0.9737, norm 0.1292, swav 0.0000 LR: 3.288e-02 Score 97.259 Data time: 0.3171, Forward time: 2.3504, Backward time: 3.0825, DDP time: 0.0032, Total iter time: 6.3736 [2020-11-13 13:10:36,409][root][INFO] - ===> Epoch[546](14189/26): Loss -0.7722, Sem 0.0848, dir -0.9774, norm 0.1204, swav 0.0000 LR: 3.287e-02 Score 97.113 Data time: 0.1640, Forward time: 2.3498, Backward time: 3.0821, DDP time: 0.0032, Total iter time: 4.9844 [2020-11-13 13:10:41,694][root][INFO] - ===> Epoch[546](14190/26): Loss -0.7662, Sem 0.0742, dir -0.9719, norm 0.1315, swav 0.0000 LR: 3.287e-02 Score 97.451 Data time: 0.2329, Forward time: 2.3503, Backward time: 3.0808, DDP time: 0.0032, Total iter time: 5.1826 [2020-11-13 13:10:47,847][root][INFO] - ===> Epoch[546](14191/26): Loss -0.7753, Sem 0.0813, dir -0.9772, norm 0.1206, swav 0.0000 LR: 3.286e-02 Score 97.079 Data time: 0.2025, Forward time: 2.3501, Backward time: 3.0813, DDP time: 0.0032, Total iter time: 5.9473 [2020-11-13 13:10:52,555][root][INFO] - ===> Epoch[546](14192/26): Loss -0.7797, Sem 0.0719, dir -0.9741, norm 0.1225, swav 0.0000 LR: 3.286e-02 Score 97.452 Data time: 0.1648, Forward time: 2.3493, Backward time: 3.0804, DDP time: 0.0032, Total iter time: 4.5623 [2020-11-13 13:10:57,557][root][INFO] - ===> Epoch[546](14193/26): Loss -0.7512, Sem 0.0794, dir -0.9730, norm 0.1424, swav 0.0000 LR: 3.285e-02 Score 97.216 Data time: 0.2142, Forward time: 2.3495, Backward time: 3.0791, DDP time: 0.0032, Total iter time: 4.9180 [2020-11-13 13:11:02,325][root][INFO] - ===> Epoch[546](14194/26): Loss -0.7906, Sem 0.0664, dir -0.9752, norm 0.1182, swav 0.0000 LR: 3.285e-02 Score 97.662 Data time: 0.1953, Forward time: 2.3490, Backward time: 3.0781, DDP time: 0.0032, Total iter time: 4.6286 [2020-11-13 13:11:09,619][root][INFO] - ===> Epoch[546](14195/26): Loss -0.7630, Sem 0.0819, dir -0.9736, norm 0.1287, swav 0.0000 LR: 3.284e-02 Score 97.157 Data time: 0.3669, Forward time: 2.3509, Backward time: 3.0782, DDP time: 0.0032, Total iter time: 7.1506 [2020-11-13 13:11:15,500][root][INFO] - ===> Epoch[546](14196/26): Loss -0.7349, Sem 0.0992, dir -0.9761, norm 0.1420, swav 0.0000 LR: 3.284e-02 Score 96.507 Data time: 0.2205, Forward time: 2.3511, Backward time: 3.0780, DDP time: 0.0032, Total iter time: 5.6852 [2020-11-13 13:11:20,904][root][INFO] - ===> Epoch[546](14197/26): Loss -0.7625, Sem 0.0811, dir -0.9722, norm 0.1286, swav 0.0000 LR: 3.283e-02 Score 97.127 Data time: 0.2047, Forward time: 2.3509, Backward time: 3.0775, DDP time: 0.0032, Total iter time: 5.2486 [2020-11-13 13:11:26,640][root][INFO] - ===> Epoch[546](14198/26): Loss -0.7749, Sem 0.0701, dir -0.9724, norm 0.1275, swav 0.0000 LR: 3.283e-02 Score 97.511 Data time: 0.1679, Forward time: 2.3504, Backward time: 3.0780, DDP time: 0.0032, Total iter time: 5.6176 [2020-11-13 13:11:32,345][root][INFO] - ===> Epoch[546](14199/26): Loss -0.7860, Sem 0.0683, dir -0.9778, norm 0.1236, swav 0.0000 LR: 3.282e-02 Score 97.645 Data time: 0.1362, Forward time: 2.3492, Backward time: 3.0790, DDP time: 0.0032, Total iter time: 5.6016 [2020-11-13 13:11:37,652][root][INFO] - ===> Epoch[546](14200/26): Loss -0.7897, Sem 0.0736, dir -0.9780, norm 0.1147, swav 0.0000 LR: 3.281e-02 Score 97.302 Data time: 0.1747, Forward time: 2.3489, Backward time: 3.0787, DDP time: 0.0032, Total iter time: 5.2458 [2020-11-13 13:11:42,891][root][INFO] - ===> Epoch[546](14201/26): Loss -0.7713, Sem 0.0723, dir -0.9733, norm 0.1297, swav 0.0000 LR: 3.281e-02 Score 97.524 Data time: 0.1643, Forward time: 2.3480, Backward time: 3.0788, DDP time: 0.0032, Total iter time: 5.1407 [2020-11-13 13:11:47,876][root][INFO] - ===> Epoch[546](14202/26): Loss -0.7600, Sem 0.0769, dir -0.9728, norm 0.1359, swav 0.0000 LR: 3.280e-02 Score 97.339 Data time: 0.2210, Forward time: 2.3484, Backward time: 3.0774, DDP time: 0.0032, Total iter time: 4.9545 [2020-11-13 13:11:53,292][root][INFO] - ===> Epoch[547](14203/26): Loss -0.7373, Sem 0.0973, dir -0.9729, norm 0.1383, swav 0.0000 LR: 3.280e-02 Score 96.359 Data time: 0.2328, Forward time: 2.3489, Backward time: 3.0763, DDP time: 0.0032, Total iter time: 5.2743 [2020-11-13 13:11:59,998][root][INFO] - ===> Epoch[547](14204/26): Loss -0.7595, Sem 0.0784, dir -0.9736, norm 0.1357, swav 0.0000 LR: 3.279e-02 Score 97.271 Data time: 0.1745, Forward time: 2.3487, Backward time: 3.0777, DDP time: 0.0032, Total iter time: 6.5846 [2020-11-13 13:12:06,495][root][INFO] - ===> Epoch[547](14205/26): Loss -0.7411, Sem 0.0831, dir -0.9730, norm 0.1488, swav 0.0000 LR: 3.279e-02 Score 97.069 Data time: 0.1544, Forward time: 2.3478, Backward time: 3.0795, DDP time: 0.0032, Total iter time: 6.3513 [2020-11-13 13:12:12,722][root][INFO] - ===> Epoch[547](14206/26): Loss -0.7695, Sem 0.0749, dir -0.9763, norm 0.1320, swav 0.0000 LR: 3.278e-02 Score 97.373 Data time: 0.1917, Forward time: 2.3477, Backward time: 3.0802, DDP time: 0.0032, Total iter time: 6.1562 [2020-11-13 13:12:17,839][root][INFO] - ===> Epoch[547](14207/26): Loss -0.7795, Sem 0.0752, dir -0.9766, norm 0.1219, swav 0.0000 LR: 3.278e-02 Score 97.392 Data time: 0.2184, Forward time: 2.3478, Backward time: 3.0792, DDP time: 0.0032, Total iter time: 5.0028 [2020-11-13 13:12:22,646][root][INFO] - ===> Epoch[547](14208/26): Loss -0.7544, Sem 0.0828, dir -0.9740, norm 0.1368, swav 0.0000 LR: 3.277e-02 Score 97.124 Data time: 0.2200, Forward time: 2.3477, Backward time: 3.0777, DDP time: 0.0032, Total iter time: 4.6253 [2020-11-13 13:12:27,769][root][INFO] - ===> Epoch[547](14209/26): Loss -0.7674, Sem 0.0814, dir -0.9755, norm 0.1267, swav 0.0000 LR: 3.277e-02 Score 97.308 Data time: 0.2456, Forward time: 2.3481, Backward time: 3.0763, DDP time: 0.0032, Total iter time: 4.9981 [2020-11-13 13:12:33,503][root][INFO] - ===> Epoch[547](14210/26): Loss -0.7805, Sem 0.0707, dir -0.9739, norm 0.1227, swav 0.0000 LR: 3.276e-02 Score 97.467 Data time: 0.2480, Forward time: 2.3485, Backward time: 3.0758, DDP time: 0.0032, Total iter time: 5.5612 [2020-11-13 13:12:38,616][root][INFO] - ===> Epoch[547](14211/26): Loss -0.8007, Sem 0.0662, dir -0.9799, norm 0.1131, swav 0.0000 LR: 3.276e-02 Score 97.688 Data time: 0.2169, Forward time: 2.3485, Backward time: 3.0746, DDP time: 0.0032, Total iter time: 4.9888 [2020-11-13 13:12:44,084][root][INFO] - ===> Epoch[547](14212/26): Loss -0.7749, Sem 0.0826, dir -0.9745, norm 0.1170, swav 0.0000 LR: 3.275e-02 Score 97.127 Data time: 0.2460, Forward time: 2.3490, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 5.3156 [2020-11-13 13:12:50,511][root][INFO] - ===> Epoch[547](14213/26): Loss -0.7764, Sem 0.0775, dir -0.9762, norm 0.1224, swav 0.0000 LR: 3.275e-02 Score 97.213 Data time: 0.3016, Forward time: 2.3497, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 6.2777 [2020-11-13 13:12:57,459][root][INFO] - ===> Epoch[547](14214/26): Loss -0.7707, Sem 0.0778, dir -0.9751, norm 0.1267, swav 0.0000 LR: 3.274e-02 Score 97.341 Data time: 0.3551, Forward time: 2.3511, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 6.7662 [2020-11-13 13:13:02,498][root][INFO] - ===> Epoch[547](14215/26): Loss -0.7519, Sem 0.0779, dir -0.9704, norm 0.1407, swav 0.0000 LR: 3.274e-02 Score 97.260 Data time: 0.2108, Forward time: 2.3513, Backward time: 3.0720, DDP time: 0.0032, Total iter time: 4.8573 [2020-11-13 13:13:08,312][root][INFO] - ===> Epoch[547](14216/26): Loss -0.7653, Sem 0.0757, dir -0.9786, norm 0.1375, swav 0.0000 LR: 3.273e-02 Score 97.361 Data time: 0.2039, Forward time: 2.3511, Backward time: 3.0722, DDP time: 0.0032, Total iter time: 5.6975 [2020-11-13 13:13:14,300][root][INFO] - ===> Epoch[547](14217/26): Loss -0.7711, Sem 0.0719, dir -0.9741, norm 0.1311, swav 0.0000 LR: 3.273e-02 Score 97.423 Data time: 0.2805, Forward time: 2.3522, Backward time: 3.0714, DDP time: 0.0032, Total iter time: 5.8870 [2020-11-13 13:13:19,627][root][INFO] - ===> Epoch[547](14218/26): Loss -0.8053, Sem 0.0631, dir -0.9791, norm 0.1107, swav 0.0000 LR: 3.272e-02 Score 97.747 Data time: 0.2568, Forward time: 2.3528, Backward time: 3.0700, DDP time: 0.0032, Total iter time: 5.1292 [2020-11-13 13:13:25,850][root][INFO] - ===> Epoch[547](14219/26): Loss -0.7498, Sem 0.0896, dir -0.9729, norm 0.1334, swav 0.0000 LR: 3.272e-02 Score 96.832 Data time: 0.2645, Forward time: 2.3539, Backward time: 3.0695, DDP time: 0.0032, Total iter time: 6.0988 [2020-11-13 13:13:32,298][root][INFO] - ===> Epoch[547](14220/26): Loss -0.7747, Sem 0.0732, dir -0.9762, norm 0.1283, swav 0.0000 LR: 3.271e-02 Score 97.433 Data time: 0.1663, Forward time: 2.3532, Backward time: 3.0709, DDP time: 0.0032, Total iter time: 6.2555 [2020-11-13 13:13:36,918][root][INFO] - ===> Epoch[547](14221/26): Loss -0.7668, Sem 0.0705, dir -0.9759, norm 0.1386, swav 0.0000 LR: 3.271e-02 Score 97.518 Data time: 0.1813, Forward time: 2.3528, Backward time: 3.0697, DDP time: 0.0032, Total iter time: 4.5030 [2020-11-13 13:13:42,031][root][INFO] - ===> Epoch[547](14222/26): Loss -0.7726, Sem 0.0775, dir -0.9733, norm 0.1231, swav 0.0000 LR: 3.270e-02 Score 97.227 Data time: 0.2003, Forward time: 2.3526, Backward time: 3.0690, DDP time: 0.0032, Total iter time: 5.0277 [2020-11-13 13:13:49,402][root][INFO] - ===> Epoch[547](14223/26): Loss -0.7721, Sem 0.0818, dir -0.9755, norm 0.1217, swav 0.0000 LR: 3.270e-02 Score 97.069 Data time: 0.2508, Forward time: 2.3530, Backward time: 3.0706, DDP time: 0.0032, Total iter time: 7.2306 [2020-11-13 13:13:54,585][root][INFO] - ===> Epoch[547](14224/26): Loss -0.7460, Sem 0.0864, dir -0.9728, norm 0.1404, swav 0.0000 LR: 3.269e-02 Score 97.017 Data time: 0.2362, Forward time: 2.3534, Backward time: 3.0693, DDP time: 0.0032, Total iter time: 5.0356 [2020-11-13 13:14:01,718][root][INFO] - ===> Epoch[547](14225/26): Loss -0.7829, Sem 0.0683, dir -0.9728, norm 0.1216, swav 0.0000 LR: 3.269e-02 Score 97.543 Data time: 0.2214, Forward time: 2.3536, Backward time: 3.0708, DDP time: 0.0032, Total iter time: 6.9695 [2020-11-13 13:14:07,104][root][INFO] - ===> Epoch[547](14226/26): Loss -0.7603, Sem 0.0776, dir -0.9732, norm 0.1353, swav 0.0000 LR: 3.268e-02 Score 97.161 Data time: 0.1614, Forward time: 2.3531, Backward time: 3.0708, DDP time: 0.0032, Total iter time: 5.2773 [2020-11-13 13:14:13,852][root][INFO] - ===> Epoch[547](14227/26): Loss -0.7447, Sem 0.0832, dir -0.9705, norm 0.1426, swav 0.0000 LR: 3.268e-02 Score 97.014 Data time: 0.1688, Forward time: 2.3525, Backward time: 3.0726, DDP time: 0.0032, Total iter time: 6.5928 [2020-11-13 13:14:18,715][root][INFO] - ===> Epoch[547](14228/26): Loss -0.7924, Sem 0.0763, dir -0.9791, norm 0.1103, swav 0.0000 LR: 3.267e-02 Score 97.396 Data time: 0.2242, Forward time: 2.3526, Backward time: 3.0711, DDP time: 0.0032, Total iter time: 4.7753 [2020-11-13 13:14:24,163][root][INFO] - ===> Epoch[548](14229/26): Loss -0.7789, Sem 0.0666, dir -0.9711, norm 0.1255, swav 0.0000 LR: 3.267e-02 Score 97.655 Data time: 0.2346, Forward time: 2.3528, Backward time: 3.0704, DDP time: 0.0032, Total iter time: 5.3397 [2020-11-13 13:14:31,163][root][INFO] - ===> Epoch[548](14230/26): Loss -0.7673, Sem 0.0781, dir -0.9732, norm 0.1278, swav 0.0000 LR: 3.266e-02 Score 97.211 Data time: 0.2819, Forward time: 2.3530, Backward time: 3.0716, DDP time: 0.0032, Total iter time: 6.8627 [2020-11-13 13:14:36,761][root][INFO] - ===> Epoch[548](14231/26): Loss -0.7450, Sem 0.0881, dir -0.9743, norm 0.1413, swav 0.0000 LR: 3.266e-02 Score 96.924 Data time: 0.1773, Forward time: 2.3527, Backward time: 3.0716, DDP time: 0.0032, Total iter time: 5.4168 [2020-11-13 13:14:41,729][root][INFO] - ===> Epoch[548](14232/26): Loss -0.7795, Sem 0.0698, dir -0.9748, norm 0.1255, swav 0.0000 LR: 3.265e-02 Score 97.591 Data time: 0.1630, Forward time: 2.3521, Backward time: 3.0711, DDP time: 0.0032, Total iter time: 4.8457 [2020-11-13 13:14:46,673][root][INFO] - ===> Epoch[548](14233/26): Loss -0.7750, Sem 0.0760, dir -0.9743, norm 0.1234, swav 0.0000 LR: 3.265e-02 Score 97.240 Data time: 0.1756, Forward time: 2.3518, Backward time: 3.0704, DDP time: 0.0032, Total iter time: 4.8592 [2020-11-13 13:14:52,261][root][INFO] - ===> Epoch[548](14234/26): Loss -0.7538, Sem 0.0919, dir -0.9754, norm 0.1298, swav 0.0000 LR: 3.264e-02 Score 96.800 Data time: 0.1251, Forward time: 2.3507, Backward time: 3.0712, DDP time: 0.0032, Total iter time: 5.4695 [2020-11-13 13:14:58,300][root][INFO] - ===> Epoch[548](14235/26): Loss -0.7832, Sem 0.0698, dir -0.9754, norm 0.1223, swav 0.0000 LR: 3.264e-02 Score 97.462 Data time: 0.1487, Forward time: 2.3498, Backward time: 3.0724, DDP time: 0.0032, Total iter time: 5.9575 [2020-11-13 13:15:04,478][root][INFO] - ===> Epoch[548](14236/26): Loss -0.7867, Sem 0.0697, dir -0.9754, norm 0.1190, swav 0.0000 LR: 3.263e-02 Score 97.557 Data time: 0.1838, Forward time: 2.3495, Backward time: 3.0732, DDP time: 0.0032, Total iter time: 6.0554 [2020-11-13 13:15:09,991][root][INFO] - ===> Epoch[548](14237/26): Loss -0.7617, Sem 0.0824, dir -0.9743, norm 0.1301, swav 0.0000 LR: 3.263e-02 Score 97.083 Data time: 0.2347, Forward time: 2.3499, Backward time: 3.0724, DDP time: 0.0032, Total iter time: 5.3708 [2020-11-13 13:15:16,154][root][INFO] - ===> Epoch[548](14238/26): Loss -0.7634, Sem 0.0900, dir -0.9731, norm 0.1198, swav 0.0000 LR: 3.262e-02 Score 96.677 Data time: 0.2299, Forward time: 2.3498, Backward time: 3.0728, DDP time: 0.0032, Total iter time: 5.9882 [2020-11-13 13:15:22,735][root][INFO] - ===> Epoch[548](14239/26): Loss -0.7657, Sem 0.0782, dir -0.9719, norm 0.1281, swav 0.0000 LR: 3.262e-02 Score 97.263 Data time: 0.3219, Forward time: 2.3510, Backward time: 3.0725, DDP time: 0.0032, Total iter time: 6.4756 [2020-11-13 13:15:28,205][root][INFO] - ===> Epoch[548](14240/26): Loss -0.7773, Sem 0.0695, dir -0.9781, norm 0.1313, swav 0.0000 LR: 3.261e-02 Score 97.522 Data time: 0.2296, Forward time: 2.3514, Backward time: 3.0717, DDP time: 0.0032, Total iter time: 5.3211 [2020-11-13 13:15:34,185][root][INFO] - ===> Epoch[548](14241/26): Loss -0.7816, Sem 0.0695, dir -0.9749, norm 0.1238, swav 0.0000 LR: 3.261e-02 Score 97.532 Data time: 0.2389, Forward time: 2.3516, Backward time: 3.0715, DDP time: 0.0032, Total iter time: 5.8338 [2020-11-13 13:15:39,539][root][INFO] - ===> Epoch[548](14242/26): Loss -0.7813, Sem 0.0695, dir -0.9773, norm 0.1265, swav 0.0000 LR: 3.260e-02 Score 97.463 Data time: 0.2487, Forward time: 2.3521, Backward time: 3.0703, DDP time: 0.0032, Total iter time: 5.2157 [2020-11-13 13:15:45,482][root][INFO] - ===> Epoch[548](14243/26): Loss -0.7543, Sem 0.0755, dir -0.9716, norm 0.1419, swav 0.0000 LR: 3.260e-02 Score 97.378 Data time: 0.1539, Forward time: 2.3513, Backward time: 3.0713, DDP time: 0.0032, Total iter time: 5.7743 [2020-11-13 13:15:52,679][root][INFO] - ===> Epoch[548](14244/26): Loss -0.7599, Sem 0.0822, dir -0.9714, norm 0.1293, swav 0.0000 LR: 3.259e-02 Score 97.039 Data time: 0.2026, Forward time: 2.3513, Backward time: 3.0731, DDP time: 0.0032, Total iter time: 7.1417 [2020-11-13 13:15:57,964][root][INFO] - ===> Epoch[548](14245/26): Loss -0.7544, Sem 0.0833, dir -0.9727, norm 0.1350, swav 0.0000 LR: 3.259e-02 Score 96.978 Data time: 0.1570, Forward time: 2.3505, Backward time: 3.0732, DDP time: 0.0032, Total iter time: 5.1787 [2020-11-13 13:16:04,027][root][INFO] - ===> Epoch[548](14246/26): Loss -0.7912, Sem 0.0688, dir -0.9762, norm 0.1163, swav 0.0000 LR: 3.258e-02 Score 97.521 Data time: 0.1942, Forward time: 2.3504, Backward time: 3.0738, DDP time: 0.0032, Total iter time: 5.9870 [2020-11-13 13:16:09,816][root][INFO] - ===> Epoch[548](14247/26): Loss -0.7808, Sem 0.0707, dir -0.9740, norm 0.1225, swav 0.0000 LR: 3.258e-02 Score 97.489 Data time: 0.2968, Forward time: 2.3507, Backward time: 3.0734, DDP time: 0.0032, Total iter time: 5.6806 [2020-11-13 13:16:14,895][root][INFO] - ===> Epoch[548](14248/26): Loss -0.7769, Sem 0.0769, dir -0.9747, norm 0.1209, swav 0.0000 LR: 3.257e-02 Score 97.233 Data time: 0.2379, Forward time: 2.3509, Backward time: 3.0722, DDP time: 0.0032, Total iter time: 4.9387 [2020-11-13 13:16:20,777][root][INFO] - ===> Epoch[548](14249/26): Loss -0.7832, Sem 0.0734, dir -0.9779, norm 0.1213, swav 0.0000 LR: 3.257e-02 Score 97.422 Data time: 0.2485, Forward time: 2.3514, Backward time: 3.0717, DDP time: 0.0032, Total iter time: 5.7334 [2020-11-13 13:16:25,775][root][INFO] - ===> Epoch[548](14250/26): Loss -0.7900, Sem 0.0668, dir -0.9791, norm 0.1223, swav 0.0000 LR: 3.256e-02 Score 97.556 Data time: 0.2289, Forward time: 2.3515, Backward time: 3.0703, DDP time: 0.0032, Total iter time: 4.8461 [2020-11-13 13:16:31,604][root][INFO] - ===> Epoch[548](14251/26): Loss -0.7683, Sem 0.0753, dir -0.9757, norm 0.1321, swav 0.0000 LR: 3.256e-02 Score 97.302 Data time: 0.2707, Forward time: 2.3525, Backward time: 3.0694, DDP time: 0.0032, Total iter time: 5.7276 [2020-11-13 13:16:37,007][root][INFO] - ===> Epoch[548](14252/26): Loss -0.8036, Sem 0.0666, dir -0.9804, norm 0.1103, swav 0.0000 LR: 3.255e-02 Score 97.591 Data time: 0.1892, Forward time: 2.3521, Backward time: 3.0691, DDP time: 0.0032, Total iter time: 5.2191 [2020-11-13 13:16:42,553][root][INFO] - ===> Epoch[548](14253/26): Loss -0.7539, Sem 0.0830, dir -0.9738, norm 0.1370, swav 0.0000 LR: 3.254e-02 Score 97.094 Data time: 0.1931, Forward time: 2.3519, Backward time: 3.0690, DDP time: 0.0032, Total iter time: 5.4314 [2020-11-13 13:16:47,574][root][INFO] - ===> Epoch[548](14254/26): Loss -0.7788, Sem 0.0718, dir -0.9717, norm 0.1211, swav 0.0000 LR: 3.254e-02 Score 97.454 Data time: 0.1523, Forward time: 2.3512, Backward time: 3.0687, DDP time: 0.0032, Total iter time: 4.8716 [2020-11-13 13:16:53,336][root][INFO] - ===> Epoch[549](14255/26): Loss -0.7484, Sem 0.0831, dir -0.9721, norm 0.1405, swav 0.0000 LR: 3.253e-02 Score 97.189 Data time: 0.2031, Forward time: 2.3507, Backward time: 3.0692, DDP time: 0.0032, Total iter time: 5.7052 [2020-11-13 13:16:58,064][root][INFO] - ===> Epoch[549](14256/26): Loss -0.7754, Sem 0.0770, dir -0.9782, norm 0.1258, swav 0.0000 LR: 3.253e-02 Score 97.247 Data time: 0.2130, Forward time: 2.3508, Backward time: 3.0676, DDP time: 0.0032, Total iter time: 4.6007 [2020-11-13 13:17:03,962][root][INFO] - ===> Epoch[549](14257/26): Loss -0.7675, Sem 0.0693, dir -0.9692, norm 0.1324, swav 0.0000 LR: 3.252e-02 Score 97.506 Data time: 0.2020, Forward time: 2.3506, Backward time: 3.0680, DDP time: 0.0032, Total iter time: 5.7924 [2020-11-13 13:17:10,142][root][INFO] - ===> Epoch[549](14258/26): Loss -0.7839, Sem 0.0707, dir -0.9804, norm 0.1258, swav 0.0000 LR: 3.252e-02 Score 97.535 Data time: 0.2196, Forward time: 2.3502, Backward time: 3.0689, DDP time: 0.0032, Total iter time: 6.0710 [2020-11-13 13:17:16,888][root][INFO] - ===> Epoch[549](14259/26): Loss -0.7503, Sem 0.0899, dir -0.9709, norm 0.1307, swav 0.0000 LR: 3.251e-02 Score 96.863 Data time: 0.1815, Forward time: 2.3499, Backward time: 3.0704, DDP time: 0.0032, Total iter time: 6.6604 [2020-11-13 13:17:22,513][root][INFO] - ===> Epoch[549](14260/26): Loss -0.7626, Sem 0.0770, dir -0.9744, norm 0.1347, swav 0.0000 LR: 3.251e-02 Score 97.139 Data time: 0.2735, Forward time: 2.3500, Backward time: 3.0700, DDP time: 0.0032, Total iter time: 5.4933 [2020-11-13 13:17:28,153][root][INFO] - ===> Epoch[549](14261/26): Loss -0.7850, Sem 0.0735, dir -0.9773, norm 0.1189, swav 0.0000 LR: 3.250e-02 Score 97.355 Data time: 0.2313, Forward time: 2.3503, Backward time: 3.0694, DDP time: 0.0032, Total iter time: 5.4782 [2020-11-13 13:17:32,868][root][INFO] - ===> Epoch[549](14262/26): Loss -0.7676, Sem 0.0773, dir -0.9719, norm 0.1271, swav 0.0000 LR: 3.250e-02 Score 97.204 Data time: 0.2036, Forward time: 2.3503, Backward time: 3.0681, DDP time: 0.0032, Total iter time: 4.5956 [2020-11-13 13:17:37,921][root][INFO] - ===> Epoch[549](14263/26): Loss -0.7655, Sem 0.0752, dir -0.9717, norm 0.1310, swav 0.0000 LR: 3.249e-02 Score 97.362 Data time: 0.1862, Forward time: 2.3499, Backward time: 3.0675, DDP time: 0.0032, Total iter time: 4.9518 [2020-11-13 13:17:43,668][root][INFO] - ===> Epoch[549](14264/26): Loss -0.7373, Sem 0.0932, dir -0.9720, norm 0.1415, swav 0.0000 LR: 3.249e-02 Score 96.681 Data time: 0.2393, Forward time: 2.3496, Backward time: 3.0676, DDP time: 0.0032, Total iter time: 5.6240 [2020-11-13 13:17:50,723][root][INFO] - ===> Epoch[549](14265/26): Loss -0.7881, Sem 0.0675, dir -0.9770, norm 0.1215, swav 0.0000 LR: 3.248e-02 Score 97.626 Data time: 0.1748, Forward time: 2.3490, Backward time: 3.0698, DDP time: 0.0032, Total iter time: 6.9471 [2020-11-13 13:17:57,086][root][INFO] - ===> Epoch[549](14266/26): Loss -0.7826, Sem 0.0771, dir -0.9765, norm 0.1168, swav 0.0000 LR: 3.248e-02 Score 97.200 Data time: 0.3091, Forward time: 2.3502, Backward time: 3.0694, DDP time: 0.0032, Total iter time: 6.2946 [2020-11-13 13:18:03,764][root][INFO] - ===> Epoch[549](14267/26): Loss -0.7834, Sem 0.0725, dir -0.9773, norm 0.1214, swav 0.0000 LR: 3.247e-02 Score 97.181 Data time: 0.1822, Forward time: 2.3500, Backward time: 3.0705, DDP time: 0.0032, Total iter time: 6.5048 [2020-11-13 13:18:09,394][root][INFO] - ===> Epoch[549](14268/26): Loss -0.7891, Sem 0.0751, dir -0.9775, norm 0.1133, swav 0.0000 LR: 3.247e-02 Score 97.249 Data time: 0.1787, Forward time: 2.3494, Backward time: 3.0709, DDP time: 0.0032, Total iter time: 5.5071 [2020-11-13 13:18:16,328][root][INFO] - ===> Epoch[549](14269/26): Loss -0.7828, Sem 0.0741, dir -0.9774, norm 0.1205, swav 0.0000 LR: 3.246e-02 Score 97.395 Data time: 0.2412, Forward time: 2.3501, Backward time: 3.0717, DDP time: 0.0032, Total iter time: 6.8377 [2020-11-13 13:18:22,541][root][INFO] - ===> Epoch[549](14270/26): Loss -0.7859, Sem 0.0690, dir -0.9758, norm 0.1210, swav 0.0000 LR: 3.246e-02 Score 97.504 Data time: 0.1520, Forward time: 2.3492, Backward time: 3.0730, DDP time: 0.0032, Total iter time: 6.0538 [2020-11-13 13:18:28,497][root][INFO] - ===> Epoch[549](14271/26): Loss -0.7850, Sem 0.0695, dir -0.9761, norm 0.1216, swav 0.0000 LR: 3.245e-02 Score 97.481 Data time: 0.2667, Forward time: 2.3497, Backward time: 3.0727, DDP time: 0.0032, Total iter time: 5.8581 [2020-11-13 13:18:34,640][root][INFO] - ===> Epoch[549](14272/26): Loss -0.7584, Sem 0.0765, dir -0.9718, norm 0.1369, swav 0.0000 LR: 3.245e-02 Score 97.240 Data time: 0.2767, Forward time: 2.3507, Backward time: 3.0720, DDP time: 0.0032, Total iter time: 5.9889 [2020-11-13 13:18:40,697][root][INFO] - ===> Epoch[549](14273/26): Loss -0.7694, Sem 0.0699, dir -0.9710, norm 0.1317, swav 0.0000 LR: 3.244e-02 Score 97.519 Data time: 0.1214, Forward time: 2.3496, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 5.9318 [2020-11-13 13:18:46,041][root][INFO] - ===> Epoch[549](14274/26): Loss -0.7860, Sem 0.0674, dir -0.9772, norm 0.1238, swav 0.0000 LR: 3.244e-02 Score 97.613 Data time: 0.1821, Forward time: 2.3491, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 5.2679 [2020-11-13 13:18:51,224][root][INFO] - ===> Epoch[549](14275/26): Loss -0.7758, Sem 0.0766, dir -0.9739, norm 0.1215, swav 0.0000 LR: 3.243e-02 Score 97.333 Data time: 0.2152, Forward time: 2.3493, Backward time: 3.0726, DDP time: 0.0032, Total iter time: 5.0793 [2020-11-13 13:18:56,521][root][INFO] - ===> Epoch[549](14276/26): Loss -0.7930, Sem 0.0651, dir -0.9784, norm 0.1203, swav 0.0000 LR: 3.243e-02 Score 97.770 Data time: 0.1449, Forward time: 2.3483, Backward time: 3.0729, DDP time: 0.0032, Total iter time: 5.1621 [2020-11-13 13:19:02,404][root][INFO] - ===> Epoch[549](14277/26): Loss -0.7575, Sem 0.0774, dir -0.9701, norm 0.1352, swav 0.0000 LR: 3.242e-02 Score 97.306 Data time: 0.2493, Forward time: 2.3479, Backward time: 3.0735, DDP time: 0.0032, Total iter time: 5.8362 [2020-11-13 13:19:07,865][root][INFO] - ===> Epoch[549](14278/26): Loss -0.7763, Sem 0.0708, dir -0.9727, norm 0.1255, swav 0.0000 LR: 3.242e-02 Score 97.553 Data time: 0.2077, Forward time: 2.3478, Backward time: 3.0732, DDP time: 0.0032, Total iter time: 5.3705 [2020-11-13 13:19:13,896][root][INFO] - ===> Epoch[549](14279/26): Loss -0.7643, Sem 0.0729, dir -0.9740, norm 0.1367, swav 0.0000 LR: 3.241e-02 Score 97.393 Data time: 0.2440, Forward time: 2.3484, Backward time: 3.0728, DDP time: 0.0032, Total iter time: 5.9219 [2020-11-13 13:19:18,955][root][INFO] - ===> Epoch[549](14280/26): Loss -0.7538, Sem 0.0749, dir -0.9715, norm 0.1427, swav 0.0000 LR: 3.241e-02 Score 97.400 Data time: 0.1991, Forward time: 2.3483, Backward time: 3.0720, DDP time: 0.0032, Total iter time: 4.8986 [2020-11-13 13:19:25,914][root][INFO] - ===> Epoch[550](14281/26): Loss -0.7666, Sem 0.0783, dir -0.9731, norm 0.1281, swav 0.0000 LR: 3.240e-02 Score 97.252 Data time: 0.1836, Forward time: 2.3479, Backward time: 3.0737, DDP time: 0.0032, Total iter time: 6.8348 [2020-11-13 13:19:31,799][root][INFO] - ===> Epoch[550](14282/26): Loss -0.7939, Sem 0.0659, dir -0.9799, norm 0.1200, swav 0.0000 LR: 3.240e-02 Score 97.679 Data time: 0.2082, Forward time: 2.3481, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 5.7715 [2020-11-13 13:19:37,425][root][INFO] - ===> Epoch[550](14283/26): Loss -0.7862, Sem 0.0728, dir -0.9790, norm 0.1201, swav 0.0000 LR: 3.239e-02 Score 97.403 Data time: 0.1862, Forward time: 2.3478, Backward time: 3.0736, DDP time: 0.0032, Total iter time: 5.4911 [2020-11-13 13:19:43,103][root][INFO] - ===> Epoch[550](14284/26): Loss -0.7765, Sem 0.0726, dir -0.9760, norm 0.1269, swav 0.0000 LR: 3.239e-02 Score 97.416 Data time: 0.2096, Forward time: 2.3477, Backward time: 3.0735, DDP time: 0.0032, Total iter time: 5.5496 [2020-11-13 13:19:50,004][root][INFO] - ===> Epoch[550](14285/26): Loss -0.7931, Sem 0.0637, dir -0.9745, norm 0.1176, swav 0.0000 LR: 3.238e-02 Score 97.734 Data time: 0.1826, Forward time: 2.3475, Backward time: 3.0751, DDP time: 0.0032, Total iter time: 6.7887 [2020-11-13 13:19:55,279][root][INFO] - ===> Epoch[550](14286/26): Loss -0.7877, Sem 0.0717, dir -0.9779, norm 0.1185, swav 0.0000 LR: 3.238e-02 Score 97.447 Data time: 0.1752, Forward time: 2.3471, Backward time: 3.0749, DDP time: 0.0032, Total iter time: 5.1592 [2020-11-13 13:20:00,795][root][INFO] - ===> Epoch[550](14287/26): Loss -0.7842, Sem 0.0672, dir -0.9769, norm 0.1256, swav 0.0000 LR: 3.237e-02 Score 97.643 Data time: 0.1841, Forward time: 2.3468, Backward time: 3.0748, DDP time: 0.0032, Total iter time: 5.3837 [2020-11-13 13:20:07,309][root][INFO] - ===> Epoch[550](14288/26): Loss -0.7885, Sem 0.0698, dir -0.9762, norm 0.1178, swav 0.0000 LR: 3.237e-02 Score 97.558 Data time: 0.1914, Forward time: 2.3464, Backward time: 3.0760, DDP time: 0.0032, Total iter time: 6.3785 [2020-11-13 13:20:13,448][root][INFO] - ===> Epoch[550](14289/26): Loss -0.7784, Sem 0.0762, dir -0.9758, norm 0.1212, swav 0.0000 LR: 3.236e-02 Score 97.248 Data time: 0.2201, Forward time: 2.3465, Backward time: 3.0763, DDP time: 0.0032, Total iter time: 6.0034 [2020-11-13 13:20:18,837][root][INFO] - ===> Epoch[550](14290/26): Loss -0.7738, Sem 0.0650, dir -0.9750, norm 0.1362, swav 0.0000 LR: 3.236e-02 Score 97.713 Data time: 0.2018, Forward time: 2.3464, Backward time: 3.0758, DDP time: 0.0032, Total iter time: 5.2442 [2020-11-13 13:20:23,398][root][INFO] - ===> Epoch[550](14291/26): Loss -0.7789, Sem 0.0747, dir -0.9778, norm 0.1242, swav 0.0000 LR: 3.235e-02 Score 97.366 Data time: 0.1760, Forward time: 2.3459, Backward time: 3.0748, DDP time: 0.0032, Total iter time: 4.4038 [2020-11-13 13:20:28,562][root][INFO] - ===> Epoch[550](14292/26): Loss -0.7847, Sem 0.0698, dir -0.9762, norm 0.1217, swav 0.0000 LR: 3.235e-02 Score 97.593 Data time: 0.2006, Forward time: 2.3455, Backward time: 3.0744, DDP time: 0.0032, Total iter time: 5.1005 [2020-11-13 13:20:35,390][root][INFO] - ===> Epoch[550](14293/26): Loss -0.7529, Sem 0.0801, dir -0.9731, norm 0.1401, swav 0.0000 LR: 3.234e-02 Score 97.228 Data time: 0.3259, Forward time: 2.3469, Backward time: 3.0742, DDP time: 0.0032, Total iter time: 6.6982 [2020-11-13 13:20:41,392][root][INFO] - ===> Epoch[550](14294/26): Loss -0.7706, Sem 0.0779, dir -0.9760, norm 0.1275, swav 0.0000 LR: 3.234e-02 Score 97.221 Data time: 0.2618, Forward time: 2.3470, Backward time: 3.0742, DDP time: 0.0032, Total iter time: 5.8110 [2020-11-13 13:20:47,223][root][INFO] - ===> Epoch[550](14295/26): Loss -0.7459, Sem 0.0806, dir -0.9693, norm 0.1427, swav 0.0000 LR: 3.233e-02 Score 97.148 Data time: 0.1717, Forward time: 2.3467, Backward time: 3.0745, DDP time: 0.0032, Total iter time: 5.7200 [2020-11-13 13:20:53,062][root][INFO] - ===> Epoch[550](14296/26): Loss -0.7821, Sem 0.0748, dir -0.9777, norm 0.1209, swav 0.0000 LR: 3.233e-02 Score 97.452 Data time: 0.1424, Forward time: 2.3458, Backward time: 3.0755, DDP time: 0.0032, Total iter time: 5.7190 [2020-11-13 13:20:58,780][root][INFO] - ===> Epoch[550](14297/26): Loss -0.7775, Sem 0.0726, dir -0.9751, norm 0.1250, swav 0.0000 LR: 3.232e-02 Score 97.468 Data time: 0.2083, Forward time: 2.3456, Backward time: 3.0756, DDP time: 0.0032, Total iter time: 5.6812 [2020-11-13 13:21:05,565][root][INFO] - ===> Epoch[550](14298/26): Loss -0.7620, Sem 0.0813, dir -0.9732, norm 0.1299, swav 0.0000 LR: 3.232e-02 Score 97.100 Data time: 0.3190, Forward time: 2.3469, Backward time: 3.0755, DDP time: 0.0032, Total iter time: 6.6669 [2020-11-13 13:21:11,394][root][INFO] - ===> Epoch[550](14299/26): Loss -0.7853, Sem 0.0752, dir -0.9763, norm 0.1158, swav 0.0000 LR: 3.231e-02 Score 97.278 Data time: 0.2536, Forward time: 2.3477, Backward time: 3.0746, DDP time: 0.0032, Total iter time: 5.6607 [2020-11-13 13:21:16,977][root][INFO] - ===> Epoch[550](14300/26): Loss -0.7741, Sem 0.0807, dir -0.9752, norm 0.1205, swav 0.0000 LR: 3.231e-02 Score 97.166 Data time: 0.1844, Forward time: 2.3473, Backward time: 3.0748, DDP time: 0.0032, Total iter time: 5.4481 [2020-11-13 13:21:22,732][root][INFO] - ===> Epoch[550](14301/26): Loss -0.7702, Sem 0.0752, dir -0.9774, norm 0.1320, swav 0.0000 LR: 3.230e-02 Score 97.271 Data time: 0.2402, Forward time: 2.3477, Backward time: 3.0742, DDP time: 0.0032, Total iter time: 5.6199 [2020-11-13 13:21:28,739][root][INFO] - ===> Epoch[550](14302/26): Loss -0.7801, Sem 0.0718, dir -0.9742, norm 0.1224, swav 0.0000 LR: 3.229e-02 Score 97.481 Data time: 0.1418, Forward time: 2.3468, Backward time: 3.0753, DDP time: 0.0032, Total iter time: 5.8403 [2020-11-13 13:21:34,354][root][INFO] - ===> Epoch[550](14303/26): Loss -0.7668, Sem 0.0752, dir -0.9752, norm 0.1332, swav 0.0000 LR: 3.229e-02 Score 97.265 Data time: 0.1946, Forward time: 2.3466, Backward time: 3.0753, DDP time: 0.0032, Total iter time: 5.5218 [2020-11-13 13:21:39,859][root][INFO] - ===> Epoch[550](14304/26): Loss -0.7881, Sem 0.0747, dir -0.9782, norm 0.1154, swav 0.0000 LR: 3.228e-02 Score 97.442 Data time: 0.1270, Forward time: 2.3456, Backward time: 3.0759, DDP time: 0.0032, Total iter time: 5.3736 [2020-11-13 13:21:46,079][root][INFO] - ===> Epoch[550](14305/26): Loss -0.7772, Sem 0.0792, dir -0.9716, norm 0.1151, swav 0.0000 LR: 3.228e-02 Score 97.231 Data time: 0.1389, Forward time: 2.3447, Backward time: 3.0774, DDP time: 0.0032, Total iter time: 6.1075 [2020-11-13 13:21:51,944][root][INFO] - ===> Epoch[550](14306/26): Loss -0.7864, Sem 0.0678, dir -0.9763, norm 0.1221, swav 0.0000 LR: 3.227e-02 Score 97.491 Data time: 0.1492, Forward time: 2.3438, Backward time: 3.0783, DDP time: 0.0032, Total iter time: 5.7615 [2020-11-13 13:21:56,708][root][INFO] - ===> Epoch[551](14307/26): Loss -0.7812, Sem 0.0738, dir -0.9741, norm 0.1192, swav 0.0000 LR: 3.227e-02 Score 97.421 Data time: 0.1554, Forward time: 2.3428, Backward time: 3.0781, DDP time: 0.0032, Total iter time: 4.6742 [2020-11-13 13:22:02,202][root][INFO] - ===> Epoch[551](14308/26): Loss -0.7910, Sem 0.0676, dir -0.9756, norm 0.1170, swav 0.0000 LR: 3.226e-02 Score 97.617 Data time: 0.2595, Forward time: 2.3435, Backward time: 3.0771, DDP time: 0.0032, Total iter time: 5.4174 [2020-11-13 13:22:07,771][root][INFO] - ===> Epoch[551](14309/26): Loss -0.7875, Sem 0.0722, dir -0.9772, norm 0.1175, swav 0.0000 LR: 3.226e-02 Score 97.409 Data time: 0.2053, Forward time: 2.3435, Backward time: 3.0767, DDP time: 0.0032, Total iter time: 5.4092 [2020-11-13 13:22:15,140][root][INFO] - ===> Epoch[551](14310/26): Loss -0.7872, Sem 0.0706, dir -0.9774, norm 0.1196, swav 0.0000 LR: 3.225e-02 Score 97.461 Data time: 0.1830, Forward time: 2.3431, Backward time: 3.0789, DDP time: 0.0032, Total iter time: 7.2059 [2020-11-13 13:22:20,778][root][INFO] - ===> Epoch[551](14311/26): Loss -0.7722, Sem 0.0749, dir -0.9746, norm 0.1275, swav 0.0000 LR: 3.225e-02 Score 97.366 Data time: 0.2517, Forward time: 2.3436, Backward time: 3.0782, DDP time: 0.0032, Total iter time: 5.5248 [2020-11-13 13:22:25,641][root][INFO] - ===> Epoch[551](14312/26): Loss -0.7749, Sem 0.0799, dir -0.9773, norm 0.1225, swav 0.0000 LR: 3.224e-02 Score 97.319 Data time: 0.1629, Forward time: 2.3432, Backward time: 3.0775, DDP time: 0.0032, Total iter time: 4.7090 [2020-11-13 13:22:31,850][root][INFO] - ===> Epoch[551](14313/26): Loss -0.7844, Sem 0.0757, dir -0.9773, norm 0.1171, swav 0.0000 LR: 3.224e-02 Score 97.352 Data time: 0.1890, Forward time: 2.3428, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 6.1201 [2020-11-13 13:22:37,791][root][INFO] - ===> Epoch[551](14314/26): Loss -0.7899, Sem 0.0695, dir -0.9721, norm 0.1128, swav 0.0000 LR: 3.223e-02 Score 97.458 Data time: 0.2214, Forward time: 2.3430, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 5.8033 [2020-11-13 13:22:43,619][root][INFO] - ===> Epoch[551](14315/26): Loss -0.7763, Sem 0.0766, dir -0.9760, norm 0.1231, swav 0.0000 LR: 3.223e-02 Score 97.242 Data time: 0.1675, Forward time: 2.3425, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 5.6776 [2020-11-13 13:22:48,794][root][INFO] - ===> Epoch[551](14316/26): Loss -0.7701, Sem 0.0766, dir -0.9727, norm 0.1260, swav 0.0000 LR: 3.222e-02 Score 97.317 Data time: 0.1918, Forward time: 2.3423, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 5.0302 [2020-11-13 13:22:54,394][root][INFO] - ===> Epoch[551](14317/26): Loss -0.7647, Sem 0.0780, dir -0.9744, norm 0.1317, swav 0.0000 LR: 3.222e-02 Score 97.238 Data time: 0.1946, Forward time: 2.3421, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.4611 [2020-11-13 13:22:59,312][root][INFO] - ===> Epoch[551](14318/26): Loss -0.7799, Sem 0.0724, dir -0.9739, norm 0.1216, swav 0.0000 LR: 3.221e-02 Score 97.417 Data time: 0.1841, Forward time: 2.3417, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 4.7987 [2020-11-13 13:23:05,478][root][INFO] - ===> Epoch[551](14319/26): Loss -0.7954, Sem 0.0688, dir -0.9766, norm 0.1124, swav 0.0000 LR: 3.221e-02 Score 97.585 Data time: 0.2061, Forward time: 2.3418, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 6.0384 [2020-11-13 13:23:11,802][root][INFO] - ===> Epoch[551](14320/26): Loss -0.7948, Sem 0.0656, dir -0.9779, norm 0.1175, swav 0.0000 LR: 3.220e-02 Score 97.649 Data time: 0.1877, Forward time: 2.3415, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 6.2110 [2020-11-13 13:23:19,094][root][INFO] - ===> Epoch[551](14321/26): Loss -0.7701, Sem 0.0696, dir -0.9753, norm 0.1356, swav 0.0000 LR: 3.220e-02 Score 97.537 Data time: 0.2325, Forward time: 2.3415, Backward time: 3.0804, DDP time: 0.0033, Total iter time: 7.1459 [2020-11-13 13:23:25,791][root][INFO] - ===> Epoch[551](14322/26): Loss -0.7653, Sem 0.0837, dir -0.9757, norm 0.1267, swav 0.0000 LR: 3.219e-02 Score 97.114 Data time: 0.1820, Forward time: 2.3410, Backward time: 3.0818, DDP time: 0.0033, Total iter time: 6.5346 [2020-11-13 13:23:30,807][root][INFO] - ===> Epoch[551](14323/26): Loss -0.8045, Sem 0.0681, dir -0.9799, norm 0.1073, swav 0.0000 LR: 3.219e-02 Score 97.588 Data time: 0.1891, Forward time: 2.3407, Backward time: 3.0812, DDP time: 0.0033, Total iter time: 4.8703 [2020-11-13 13:23:35,813][root][INFO] - ===> Epoch[551](14324/26): Loss -0.7681, Sem 0.0783, dir -0.9787, norm 0.1323, swav 0.0000 LR: 3.218e-02 Score 97.287 Data time: 0.2001, Forward time: 2.3403, Backward time: 3.0805, DDP time: 0.0033, Total iter time: 4.8914 [2020-11-13 13:23:41,887][root][INFO] - ===> Epoch[551](14325/26): Loss -0.7736, Sem 0.0701, dir -0.9779, norm 0.1342, swav 0.0000 LR: 3.218e-02 Score 97.526 Data time: 0.2170, Forward time: 2.3404, Backward time: 3.0808, DDP time: 0.0033, Total iter time: 5.9514 [2020-11-13 13:23:47,430][root][INFO] - ===> Epoch[551](14326/26): Loss -0.7831, Sem 0.0676, dir -0.9735, norm 0.1228, swav 0.0000 LR: 3.217e-02 Score 97.583 Data time: 0.2099, Forward time: 2.3404, Backward time: 3.0804, DDP time: 0.0033, Total iter time: 5.3784 [2020-11-13 13:23:52,362][root][INFO] - ===> Epoch[551](14327/26): Loss -0.7669, Sem 0.0816, dir -0.9733, norm 0.1248, swav 0.0000 LR: 3.217e-02 Score 97.074 Data time: 0.1735, Forward time: 2.3400, Backward time: 3.0798, DDP time: 0.0033, Total iter time: 4.7807 [2020-11-13 13:23:57,684][root][INFO] - ===> Epoch[551](14328/26): Loss -0.7642, Sem 0.0823, dir -0.9768, norm 0.1303, swav 0.0000 LR: 3.216e-02 Score 97.081 Data time: 0.1806, Forward time: 2.3395, Backward time: 3.0797, DDP time: 0.0033, Total iter time: 5.2064 [2020-11-13 13:24:03,003][root][INFO] - ===> Epoch[551](14329/26): Loss -0.7713, Sem 0.0765, dir -0.9760, norm 0.1282, swav 0.0000 LR: 3.216e-02 Score 97.241 Data time: 0.2349, Forward time: 2.3398, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.1924 [2020-11-13 13:24:08,339][root][INFO] - ===> Epoch[551](14330/26): Loss -0.7662, Sem 0.0808, dir -0.9724, norm 0.1253, swav 0.0000 LR: 3.215e-02 Score 97.039 Data time: 0.1951, Forward time: 2.3397, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.1851 [2020-11-13 13:24:14,714][root][INFO] - ===> Epoch[551](14331/26): Loss -0.7717, Sem 0.0775, dir -0.9737, norm 0.1246, swav 0.0000 LR: 3.215e-02 Score 97.246 Data time: 0.2092, Forward time: 2.3397, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 6.2402 [2020-11-13 13:24:19,230][root][INFO] - ===> Epoch[551](14332/26): Loss -0.7716, Sem 0.0763, dir -0.9737, norm 0.1257, swav 0.0000 LR: 3.214e-02 Score 97.295 Data time: 0.1533, Forward time: 2.3391, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 4.3577 [2020-11-13 13:24:24,793][root][INFO] - ===> Epoch[552](14333/26): Loss -0.7717, Sem 0.0727, dir -0.9763, norm 0.1319, swav 0.0000 LR: 3.214e-02 Score 97.436 Data time: 0.1879, Forward time: 2.3388, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.4414 [2020-11-13 13:24:29,309][root][INFO] - ===> Epoch[552](14334/26): Loss -0.7842, Sem 0.0748, dir -0.9750, norm 0.1160, swav 0.0000 LR: 3.213e-02 Score 97.367 Data time: 0.2009, Forward time: 2.3386, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 4.3816 [2020-11-13 13:24:34,936][root][INFO] - ===> Epoch[552](14335/26): Loss -0.7813, Sem 0.0705, dir -0.9773, norm 0.1255, swav 0.0000 LR: 3.213e-02 Score 97.492 Data time: 0.3087, Forward time: 2.3391, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 5.4987 [2020-11-13 13:24:40,396][root][INFO] - ===> Epoch[552](14336/26): Loss -0.7683, Sem 0.0763, dir -0.9730, norm 0.1285, swav 0.0000 LR: 3.212e-02 Score 97.391 Data time: 0.2618, Forward time: 2.3396, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.2953 [2020-11-13 13:24:46,377][root][INFO] - ===> Epoch[552](14337/26): Loss -0.7754, Sem 0.0713, dir -0.9736, norm 0.1269, swav 0.0000 LR: 3.212e-02 Score 97.596 Data time: 0.2507, Forward time: 2.3401, Backward time: 3.0747, DDP time: 0.0033, Total iter time: 5.7990 [2020-11-13 13:24:50,903][root][INFO] - ===> Epoch[552](14338/26): Loss -0.7872, Sem 0.0649, dir -0.9783, norm 0.1262, swav 0.0000 LR: 3.211e-02 Score 97.703 Data time: 0.2255, Forward time: 2.3400, Backward time: 3.0732, DDP time: 0.0033, Total iter time: 4.3638 [2020-11-13 13:24:56,465][root][INFO] - ===> Epoch[552](14339/26): Loss -0.7832, Sem 0.0746, dir -0.9763, norm 0.1185, swav 0.0000 LR: 3.211e-02 Score 97.350 Data time: 0.1889, Forward time: 2.3396, Backward time: 3.0733, DDP time: 0.0033, Total iter time: 5.4313 [2020-11-13 13:25:03,196][root][INFO] - ===> Epoch[552](14340/26): Loss -0.7835, Sem 0.0775, dir -0.9755, norm 0.1144, swav 0.0000 LR: 3.210e-02 Score 97.146 Data time: 0.2086, Forward time: 2.3396, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 6.6234 [2020-11-13 13:25:09,124][root][INFO] - ===> Epoch[552](14341/26): Loss -0.7924, Sem 0.0740, dir -0.9771, norm 0.1107, swav 0.0000 LR: 3.210e-02 Score 97.333 Data time: 0.2869, Forward time: 2.3404, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.7844 [2020-11-13 13:25:13,868][root][INFO] - ===> Epoch[552](14342/26): Loss -0.7846, Sem 0.0777, dir -0.9752, norm 0.1129, swav 0.0000 LR: 3.209e-02 Score 97.267 Data time: 0.2051, Forward time: 2.3402, Backward time: 3.0726, DDP time: 0.0033, Total iter time: 4.5842 [2020-11-13 13:25:20,740][root][INFO] - ===> Epoch[552](14343/26): Loss -0.7965, Sem 0.0688, dir -0.9803, norm 0.1150, swav 0.0000 LR: 3.209e-02 Score 97.506 Data time: 0.3652, Forward time: 2.3415, Backward time: 3.0724, DDP time: 0.0033, Total iter time: 6.7713 [2020-11-13 13:25:27,278][root][INFO] - ===> Epoch[552](14344/26): Loss -0.7900, Sem 0.0788, dir -0.9780, norm 0.1092, swav 0.0000 LR: 3.208e-02 Score 97.252 Data time: 0.3133, Forward time: 2.3427, Backward time: 3.0719, DDP time: 0.0033, Total iter time: 6.3385 [2020-11-13 13:25:34,114][root][INFO] - ===> Epoch[552](14345/26): Loss -0.7607, Sem 0.0807, dir -0.9746, norm 0.1332, swav 0.0000 LR: 3.208e-02 Score 97.215 Data time: 0.3036, Forward time: 2.3432, Backward time: 3.0726, DDP time: 0.0033, Total iter time: 6.7110 [2020-11-13 13:25:39,573][root][INFO] - ===> Epoch[552](14346/26): Loss -0.7658, Sem 0.0842, dir -0.9752, norm 0.1252, swav 0.0000 LR: 3.207e-02 Score 97.162 Data time: 0.2565, Forward time: 2.3438, Backward time: 3.0716, DDP time: 0.0033, Total iter time: 5.3146 [2020-11-13 13:25:45,153][root][INFO] - ===> Epoch[552](14347/26): Loss -0.7874, Sem 0.0712, dir -0.9769, norm 0.1183, swav 0.0000 LR: 3.207e-02 Score 97.520 Data time: 0.2679, Forward time: 2.3444, Backward time: 3.0707, DDP time: 0.0033, Total iter time: 5.4643 [2020-11-13 13:25:50,750][root][INFO] - ===> Epoch[552](14348/26): Loss -0.7972, Sem 0.0712, dir -0.9790, norm 0.1107, swav 0.0000 LR: 3.206e-02 Score 97.541 Data time: 0.2385, Forward time: 2.3449, Backward time: 3.0700, DDP time: 0.0033, Total iter time: 5.4743 [2020-11-13 13:25:57,337][root][INFO] - ===> Epoch[552](14349/26): Loss -0.7872, Sem 0.0656, dir -0.9744, norm 0.1216, swav 0.0000 LR: 3.206e-02 Score 97.768 Data time: 0.1587, Forward time: 2.3442, Backward time: 3.0715, DDP time: 0.0033, Total iter time: 6.4700 [2020-11-13 13:26:03,271][root][INFO] - ===> Epoch[552](14350/26): Loss -0.7663, Sem 0.0794, dir -0.9765, norm 0.1308, swav 0.0000 LR: 3.205e-02 Score 97.227 Data time: 0.1928, Forward time: 2.3441, Backward time: 3.0718, DDP time: 0.0033, Total iter time: 5.8641 [2020-11-13 13:26:08,647][root][INFO] - ===> Epoch[552](14351/26): Loss -0.7809, Sem 0.0798, dir -0.9773, norm 0.1166, swav 0.0000 LR: 3.204e-02 Score 97.227 Data time: 0.1755, Forward time: 2.3437, Backward time: 3.0716, DDP time: 0.0033, Total iter time: 5.2462 [2020-11-13 13:26:13,883][root][INFO] - ===> Epoch[552](14352/26): Loss -0.7672, Sem 0.0728, dir -0.9735, norm 0.1335, swav 0.0000 LR: 3.204e-02 Score 97.453 Data time: 0.2036, Forward time: 2.3434, Backward time: 3.0711, DDP time: 0.0033, Total iter time: 5.1248 [2020-11-13 13:26:19,087][root][INFO] - ===> Epoch[552](14353/26): Loss -0.7744, Sem 0.0793, dir -0.9775, norm 0.1238, swav 0.0000 LR: 3.203e-02 Score 97.287 Data time: 0.2340, Forward time: 2.3438, Backward time: 3.0701, DDP time: 0.0033, Total iter time: 5.0674 [2020-11-13 13:26:24,725][root][INFO] - ===> Epoch[552](14354/26): Loss -0.7748, Sem 0.0774, dir -0.9748, norm 0.1227, swav 0.0000 LR: 3.203e-02 Score 97.291 Data time: 0.1846, Forward time: 2.3433, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 5.4633 [2020-11-13 13:26:29,850][root][INFO] - ===> Epoch[552](14355/26): Loss -0.7922, Sem 0.0668, dir -0.9759, norm 0.1169, swav 0.0000 LR: 3.202e-02 Score 97.587 Data time: 0.2018, Forward time: 2.3431, Backward time: 3.0697, DDP time: 0.0033, Total iter time: 5.0247 [2020-11-13 13:26:35,558][root][INFO] - ===> Epoch[552](14356/26): Loss -0.7642, Sem 0.0825, dir -0.9748, norm 0.1281, swav 0.0000 LR: 3.202e-02 Score 96.969 Data time: 0.2374, Forward time: 2.3430, Backward time: 3.0697, DDP time: 0.0033, Total iter time: 5.6147 [2020-11-13 13:26:41,743][root][INFO] - ===> Epoch[552](14357/26): Loss -0.7885, Sem 0.0721, dir -0.9795, norm 0.1189, swav 0.0000 LR: 3.201e-02 Score 97.496 Data time: 0.2080, Forward time: 2.3430, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 6.0776 [2020-11-13 13:26:47,485][root][INFO] - ===> Epoch[552](14358/26): Loss -0.7522, Sem 0.0819, dir -0.9778, norm 0.1437, swav 0.0000 LR: 3.201e-02 Score 97.072 Data time: 0.2134, Forward time: 2.3430, Backward time: 3.0700, DDP time: 0.0033, Total iter time: 5.5833 [2020-11-13 13:26:52,164][root][INFO] - ===> Epoch[553](14359/26): Loss -0.7838, Sem 0.0658, dir -0.9748, norm 0.1253, swav 0.0000 LR: 3.200e-02 Score 97.741 Data time: 0.1711, Forward time: 2.3425, Backward time: 3.0693, DDP time: 0.0033, Total iter time: 4.5559 [2020-11-13 13:26:57,326][root][INFO] - ===> Epoch[553](14360/26): Loss -0.7739, Sem 0.0836, dir -0.9762, norm 0.1187, swav 0.0000 LR: 3.200e-02 Score 97.068 Data time: 0.1940, Forward time: 2.3423, Backward time: 3.0687, DDP time: 0.0033, Total iter time: 5.0491 [2020-11-13 13:27:02,957][root][INFO] - ===> Epoch[553](14361/26): Loss -0.7783, Sem 0.0730, dir -0.9738, norm 0.1225, swav 0.0000 LR: 3.199e-02 Score 97.470 Data time: 0.1490, Forward time: 2.3415, Backward time: 3.0693, DDP time: 0.0033, Total iter time: 5.4596 [2020-11-13 13:27:08,217][root][INFO] - ===> Epoch[553](14362/26): Loss -0.7785, Sem 0.0770, dir -0.9756, norm 0.1201, swav 0.0000 LR: 3.199e-02 Score 97.338 Data time: 0.1515, Forward time: 2.3408, Backward time: 3.0694, DDP time: 0.0033, Total iter time: 5.1848 [2020-11-13 13:27:14,317][root][INFO] - ===> Epoch[553](14363/26): Loss -0.7743, Sem 0.0775, dir -0.9743, norm 0.1225, swav 0.0000 LR: 3.198e-02 Score 97.273 Data time: 0.2022, Forward time: 2.3408, Backward time: 3.0698, DDP time: 0.0033, Total iter time: 5.9652 [2020-11-13 13:27:21,094][root][INFO] - ===> Epoch[553](14364/26): Loss -0.7747, Sem 0.0771, dir -0.9752, norm 0.1234, swav 0.0000 LR: 3.198e-02 Score 97.238 Data time: 0.2059, Forward time: 2.3408, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 6.6212 [2020-11-13 13:27:26,334][root][INFO] - ===> Epoch[553](14365/26): Loss -0.7703, Sem 0.0790, dir -0.9777, norm 0.1284, swav 0.0000 LR: 3.197e-02 Score 97.215 Data time: 0.2052, Forward time: 2.3404, Backward time: 3.0705, DDP time: 0.0033, Total iter time: 5.0477 [2020-11-13 13:27:33,371][root][INFO] - ===> Epoch[553](14366/26): Loss -0.7798, Sem 0.0712, dir -0.9780, norm 0.1271, swav 0.0000 LR: 3.197e-02 Score 97.479 Data time: 0.3140, Forward time: 2.3418, Backward time: 3.0705, DDP time: 0.0033, Total iter time: 6.9589 [2020-11-13 13:27:39,295][root][INFO] - ===> Epoch[553](14367/26): Loss -0.7641, Sem 0.0746, dir -0.9704, norm 0.1317, swav 0.0000 LR: 3.196e-02 Score 97.334 Data time: 0.2013, Forward time: 2.3417, Backward time: 3.0706, DDP time: 0.0033, Total iter time: 5.7313 [2020-11-13 13:27:44,293][root][INFO] - ===> Epoch[553](14368/26): Loss -0.7898, Sem 0.0692, dir -0.9763, norm 0.1173, swav 0.0000 LR: 3.196e-02 Score 97.624 Data time: 0.2071, Forward time: 2.3415, Backward time: 3.0699, DDP time: 0.0033, Total iter time: 4.8264 [2020-11-13 13:27:49,024][root][INFO] - ===> Epoch[553](14369/26): Loss -0.7882, Sem 0.0758, dir -0.9796, norm 0.1156, swav 0.0000 LR: 3.195e-02 Score 97.337 Data time: 0.1730, Forward time: 2.3409, Backward time: 3.0693, DDP time: 0.0033, Total iter time: 4.5906 [2020-11-13 13:27:54,400][root][INFO] - ===> Epoch[553](14370/26): Loss -0.7915, Sem 0.0719, dir -0.9770, norm 0.1136, swav 0.0000 LR: 3.195e-02 Score 97.480 Data time: 0.2123, Forward time: 2.3410, Backward time: 3.0687, DDP time: 0.0033, Total iter time: 5.2605 [2020-11-13 13:27:59,981][root][INFO] - ===> Epoch[553](14371/26): Loss -0.7780, Sem 0.0749, dir -0.9745, norm 0.1216, swav 0.0000 LR: 3.194e-02 Score 97.396 Data time: 0.2218, Forward time: 2.3411, Backward time: 3.0683, DDP time: 0.0033, Total iter time: 5.4263 [2020-11-13 13:28:06,116][root][INFO] - ===> Epoch[553](14372/26): Loss -0.7723, Sem 0.0772, dir -0.9747, norm 0.1252, swav 0.0000 LR: 3.194e-02 Score 97.222 Data time: 0.2975, Forward time: 2.3420, Backward time: 3.0678, DDP time: 0.0033, Total iter time: 6.0109 [2020-11-13 13:28:12,453][root][INFO] - ===> Epoch[553](14373/26): Loss -0.7676, Sem 0.0784, dir -0.9760, norm 0.1300, swav 0.0000 LR: 3.193e-02 Score 97.193 Data time: 0.2314, Forward time: 2.3423, Backward time: 3.0680, DDP time: 0.0033, Total iter time: 6.1892 [2020-11-13 13:28:17,847][root][INFO] - ===> Epoch[553](14374/26): Loss -0.7570, Sem 0.0843, dir -0.9703, norm 0.1290, swav 0.0000 LR: 3.193e-02 Score 97.141 Data time: 0.1703, Forward time: 2.3420, Backward time: 3.0678, DDP time: 0.0033, Total iter time: 5.2185 [2020-11-13 13:28:23,448][root][INFO] - ===> Epoch[553](14375/26): Loss -0.7710, Sem 0.0808, dir -0.9702, norm 0.1184, swav 0.0000 LR: 3.192e-02 Score 97.187 Data time: 0.1668, Forward time: 2.3415, Backward time: 3.0681, DDP time: 0.0033, Total iter time: 5.4919 [2020-11-13 13:28:28,987][root][INFO] - ===> Epoch[553](14376/26): Loss -0.7746, Sem 0.0663, dir -0.9697, norm 0.1288, swav 0.0000 LR: 3.192e-02 Score 97.684 Data time: 0.1854, Forward time: 2.3411, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 5.4400 [2020-11-13 13:28:34,844][root][INFO] - ===> Epoch[553](14377/26): Loss -0.7846, Sem 0.0737, dir -0.9764, norm 0.1182, swav 0.0000 LR: 3.191e-02 Score 97.361 Data time: 0.1899, Forward time: 2.3409, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 5.7329 [2020-11-13 13:28:40,563][root][INFO] - ===> Epoch[553](14378/26): Loss -0.7410, Sem 0.0871, dir -0.9705, norm 0.1424, swav 0.0000 LR: 3.191e-02 Score 96.945 Data time: 0.1600, Forward time: 2.3402, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.5594 [2020-11-13 13:28:45,658][root][INFO] - ===> Epoch[553](14379/26): Loss -0.7739, Sem 0.0677, dir -0.9756, norm 0.1340, swav 0.0000 LR: 3.190e-02 Score 97.558 Data time: 0.2325, Forward time: 2.3405, Backward time: 3.0680, DDP time: 0.0033, Total iter time: 4.9882 [2020-11-13 13:28:50,994][root][INFO] - ===> Epoch[553](14380/26): Loss -0.7660, Sem 0.0825, dir -0.9718, norm 0.1233, swav 0.0000 LR: 3.190e-02 Score 97.088 Data time: 0.2216, Forward time: 2.3407, Backward time: 3.0673, DDP time: 0.0033, Total iter time: 5.2212 [2020-11-13 13:28:56,670][root][INFO] - ===> Epoch[553](14381/26): Loss -0.7880, Sem 0.0704, dir -0.9774, norm 0.1190, swav 0.0000 LR: 3.189e-02 Score 97.505 Data time: 0.1955, Forward time: 2.3404, Backward time: 3.0674, DDP time: 0.0033, Total iter time: 5.5092 [2020-11-13 13:29:02,751][root][INFO] - ===> Epoch[553](14382/26): Loss -0.7470, Sem 0.0902, dir -0.9729, norm 0.1357, swav 0.0000 LR: 3.189e-02 Score 96.799 Data time: 0.2178, Forward time: 2.3404, Backward time: 3.0676, DDP time: 0.0033, Total iter time: 5.9196 [2020-11-13 13:29:07,751][root][INFO] - ===> Epoch[553](14383/26): Loss -0.7833, Sem 0.0730, dir -0.9746, norm 0.1184, swav 0.0000 LR: 3.188e-02 Score 97.322 Data time: 0.2153, Forward time: 2.3405, Backward time: 3.0665, DDP time: 0.0033, Total iter time: 4.8396 [2020-11-13 13:29:13,753][root][INFO] - ===> Epoch[553](14384/26): Loss -0.7909, Sem 0.0656, dir -0.9766, norm 0.1201, swav 0.0000 LR: 3.188e-02 Score 97.718 Data time: 0.1939, Forward time: 2.3402, Backward time: 3.0670, DDP time: 0.0033, Total iter time: 5.8546 [2020-11-13 13:29:19,143][root][INFO] - ===> Epoch[554](14385/26): Loss -0.8052, Sem 0.0614, dir -0.9795, norm 0.1129, swav 0.0000 LR: 3.187e-02 Score 97.822 Data time: 0.1981, Forward time: 2.3399, Backward time: 3.0669, DDP time: 0.0033, Total iter time: 5.2522 [2020-11-13 13:29:25,500][root][INFO] - ===> Epoch[554](14386/26): Loss -0.7749, Sem 0.0758, dir -0.9732, norm 0.1225, swav 0.0000 LR: 3.187e-02 Score 97.450 Data time: 0.2469, Forward time: 2.3404, Backward time: 3.0670, DDP time: 0.0033, Total iter time: 6.2050 [2020-11-13 13:29:31,595][root][INFO] - ===> Epoch[554](14387/26): Loss -0.7700, Sem 0.0779, dir -0.9737, norm 0.1257, swav 0.0000 LR: 3.186e-02 Score 97.265 Data time: 0.1922, Forward time: 2.3396, Backward time: 3.0680, DDP time: 0.0033, Total iter time: 5.8979 [2020-11-13 13:29:37,435][root][INFO] - ===> Epoch[554](14388/26): Loss -0.7873, Sem 0.0723, dir -0.9741, norm 0.1145, swav 0.0000 LR: 3.186e-02 Score 97.439 Data time: 0.2028, Forward time: 2.3394, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 5.7687 [2020-11-13 13:29:44,080][root][INFO] - ===> Epoch[554](14389/26): Loss -0.7848, Sem 0.0731, dir -0.9785, norm 0.1206, swav 0.0000 LR: 3.185e-02 Score 97.507 Data time: 0.2294, Forward time: 2.3396, Backward time: 3.0689, DDP time: 0.0033, Total iter time: 6.4910 [2020-11-13 13:29:50,631][root][INFO] - ===> Epoch[554](14390/26): Loss -0.7811, Sem 0.0666, dir -0.9772, norm 0.1296, swav 0.0000 LR: 3.185e-02 Score 97.662 Data time: 0.2386, Forward time: 2.3398, Backward time: 3.0695, DDP time: 0.0033, Total iter time: 6.4099 [2020-11-13 13:29:57,568][root][INFO] - ===> Epoch[554](14391/26): Loss -0.7615, Sem 0.0785, dir -0.9730, norm 0.1329, swav 0.0000 LR: 3.184e-02 Score 97.194 Data time: 0.3406, Forward time: 2.3405, Backward time: 3.0699, DDP time: 0.0033, Total iter time: 6.8084 [2020-11-13 13:30:03,000][root][INFO] - ===> Epoch[554](14392/26): Loss -0.7594, Sem 0.0787, dir -0.9716, norm 0.1334, swav 0.0000 LR: 3.184e-02 Score 97.201 Data time: 0.2232, Forward time: 2.3410, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.2916 [2020-11-13 13:30:10,129][root][INFO] - ===> Epoch[554](14393/26): Loss -0.7779, Sem 0.0799, dir -0.9792, norm 0.1214, swav 0.0000 LR: 3.183e-02 Score 97.241 Data time: 0.1693, Forward time: 2.3404, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 6.9615 [2020-11-13 13:30:15,775][root][INFO] - ===> Epoch[554](14394/26): Loss -0.7649, Sem 0.0744, dir -0.9690, norm 0.1297, swav 0.0000 LR: 3.183e-02 Score 97.255 Data time: 0.1972, Forward time: 2.3404, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 5.5610 [2020-11-13 13:30:20,329][root][INFO] - ===> Epoch[554](14395/26): Loss -0.7849, Sem 0.0762, dir -0.9754, norm 0.1143, swav 0.0000 LR: 3.182e-02 Score 97.293 Data time: 0.1757, Forward time: 2.3398, Backward time: 3.0700, DDP time: 0.0033, Total iter time: 4.4181 [2020-11-13 13:30:26,145][root][INFO] - ===> Epoch[554](14396/26): Loss -0.7793, Sem 0.0737, dir -0.9763, norm 0.1233, swav 0.0000 LR: 3.182e-02 Score 97.426 Data time: 0.2005, Forward time: 2.3397, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 5.7481 [2020-11-13 13:30:32,227][root][INFO] - ===> Epoch[554](14397/26): Loss -0.7485, Sem 0.0987, dir -0.9756, norm 0.1284, swav 0.0000 LR: 3.181e-02 Score 96.826 Data time: 0.2158, Forward time: 2.3396, Backward time: 3.0705, DDP time: 0.0033, Total iter time: 5.9350 [2020-11-13 13:30:37,704][root][INFO] - ===> Epoch[554](14398/26): Loss -0.7545, Sem 0.0845, dir -0.9698, norm 0.1308, swav 0.0000 LR: 3.180e-02 Score 97.172 Data time: 0.2024, Forward time: 2.3395, Backward time: 3.0703, DDP time: 0.0033, Total iter time: 5.3459 [2020-11-13 13:30:43,421][root][INFO] - ===> Epoch[554](14399/26): Loss -0.7556, Sem 0.0950, dir -0.9752, norm 0.1246, swav 0.0000 LR: 3.180e-02 Score 96.914 Data time: 0.3264, Forward time: 2.3402, Backward time: 3.0695, DDP time: 0.0033, Total iter time: 5.5725 [2020-11-13 13:30:48,669][root][INFO] - ===> Epoch[554](14400/26): Loss -0.7685, Sem 0.0803, dir -0.9744, norm 0.1256, swav 0.0000 LR: 3.179e-02 Score 97.376 Data time: 0.2007, Forward time: 2.3400, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.0983 [2020-11-13 13:30:54,671][root][INFO] - ===> Epoch[554](14401/26): Loss -0.7758, Sem 0.0713, dir -0.9758, norm 0.1287, swav 0.0000 LR: 3.179e-02 Score 97.446 Data time: 0.2430, Forward time: 2.3403, Backward time: 3.0689, DDP time: 0.0033, Total iter time: 5.8945 [2020-11-13 13:31:00,542][root][INFO] - ===> Epoch[554](14402/26): Loss -0.7735, Sem 0.0730, dir -0.9720, norm 0.1255, swav 0.0000 LR: 3.178e-02 Score 97.458 Data time: 0.2722, Forward time: 2.3411, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 5.7295 [2020-11-13 13:31:06,743][root][INFO] - ===> Epoch[554](14403/26): Loss -0.7517, Sem 0.0761, dir -0.9729, norm 0.1450, swav 0.0000 LR: 3.178e-02 Score 97.340 Data time: 0.1629, Forward time: 2.3405, Backward time: 3.0691, DDP time: 0.0033, Total iter time: 6.0497 [2020-11-13 13:31:13,165][root][INFO] - ===> Epoch[554](14404/26): Loss -0.7822, Sem 0.0759, dir -0.9761, norm 0.1181, swav 0.0000 LR: 3.177e-02 Score 97.280 Data time: 0.1872, Forward time: 2.3403, Backward time: 3.0700, DDP time: 0.0033, Total iter time: 6.3135 [2020-11-13 13:31:17,928][root][INFO] - ===> Epoch[554](14405/26): Loss -0.7708, Sem 0.0783, dir -0.9760, norm 0.1269, swav 0.0000 LR: 3.177e-02 Score 97.149 Data time: 0.1959, Forward time: 2.3401, Backward time: 3.0691, DDP time: 0.0033, Total iter time: 4.6863 [2020-11-13 13:31:23,202][root][INFO] - ===> Epoch[554](14406/26): Loss -0.7861, Sem 0.0767, dir -0.9781, norm 0.1152, swav 0.0000 LR: 3.176e-02 Score 97.589 Data time: 0.1792, Forward time: 2.3400, Backward time: 3.0686, DDP time: 0.0033, Total iter time: 5.1749 [2020-11-13 13:31:28,966][root][INFO] - ===> Epoch[554](14407/26): Loss -0.7659, Sem 0.0814, dir -0.9725, norm 0.1252, swav 0.0000 LR: 3.176e-02 Score 97.231 Data time: 0.1507, Forward time: 2.3394, Backward time: 3.0692, DDP time: 0.0033, Total iter time: 5.6480 [2020-11-13 13:31:34,292][root][INFO] - ===> Epoch[554](14408/26): Loss -0.7567, Sem 0.0825, dir -0.9727, norm 0.1336, swav 0.0000 LR: 3.175e-02 Score 97.088 Data time: 0.1417, Forward time: 2.3387, Backward time: 3.0695, DDP time: 0.0033, Total iter time: 5.2336 [2020-11-13 13:31:40,227][root][INFO] - ===> Epoch[554](14409/26): Loss -0.7697, Sem 0.0737, dir -0.9719, norm 0.1285, swav 0.0000 LR: 3.175e-02 Score 97.420 Data time: 0.1776, Forward time: 2.3381, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 5.8995 [2020-11-13 13:31:45,642][root][INFO] - ===> Epoch[554](14410/26): Loss -0.7432, Sem 0.0939, dir -0.9721, norm 0.1351, swav 0.0000 LR: 3.174e-02 Score 96.741 Data time: 0.2265, Forward time: 2.3383, Backward time: 3.0697, DDP time: 0.0033, Total iter time: 5.3375 [2020-11-13 13:31:50,494][root][INFO] - ===> Epoch[555](14411/26): Loss -0.7601, Sem 0.0787, dir -0.9741, norm 0.1353, swav 0.0000 LR: 3.174e-02 Score 97.287 Data time: 0.2613, Forward time: 2.3383, Backward time: 3.0685, DDP time: 0.0033, Total iter time: 4.7226 [2020-11-13 13:31:56,478][root][INFO] - ===> Epoch[555](14412/26): Loss -0.7840, Sem 0.0687, dir -0.9760, norm 0.1233, swav 0.0000 LR: 3.173e-02 Score 97.547 Data time: 0.1915, Forward time: 2.3381, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.8926 [2020-11-13 13:32:01,395][root][INFO] - ===> Epoch[555](14413/26): Loss -0.7977, Sem 0.0680, dir -0.9795, norm 0.1138, swav 0.0000 LR: 3.173e-02 Score 97.523 Data time: 0.2346, Forward time: 2.3383, Backward time: 3.0679, DDP time: 0.0033, Total iter time: 4.8235 [2020-11-13 13:32:07,923][root][INFO] - ===> Epoch[555](14414/26): Loss -0.7807, Sem 0.0675, dir -0.9727, norm 0.1245, swav 0.0000 LR: 3.172e-02 Score 97.642 Data time: 0.3329, Forward time: 2.3393, Backward time: 3.0676, DDP time: 0.0033, Total iter time: 6.3954 [2020-11-13 13:32:13,915][root][INFO] - ===> Epoch[555](14415/26): Loss -0.7727, Sem 0.0820, dir -0.9749, norm 0.1202, swav 0.0000 LR: 3.172e-02 Score 97.104 Data time: 0.1954, Forward time: 2.3393, Backward time: 3.0678, DDP time: 0.0033, Total iter time: 5.8581 [2020-11-13 13:32:19,472][root][INFO] - ===> Epoch[555](14416/26): Loss -0.7804, Sem 0.0791, dir -0.9743, norm 0.1148, swav 0.0000 LR: 3.171e-02 Score 97.141 Data time: 0.1678, Forward time: 2.3387, Backward time: 3.0681, DDP time: 0.0033, Total iter time: 5.4219 [2020-11-13 13:32:25,538][root][INFO] - ===> Epoch[555](14417/26): Loss -0.7834, Sem 0.0752, dir -0.9779, norm 0.1193, swav 0.0000 LR: 3.171e-02 Score 97.387 Data time: 0.2896, Forward time: 2.3395, Backward time: 3.0675, DDP time: 0.0033, Total iter time: 5.9724 [2020-11-13 13:32:31,045][root][INFO] - ===> Epoch[555](14418/26): Loss -0.7539, Sem 0.0796, dir -0.9730, norm 0.1395, swav 0.0000 LR: 3.170e-02 Score 97.201 Data time: 0.2647, Forward time: 2.3401, Backward time: 3.0666, DDP time: 0.0033, Total iter time: 5.3694 [2020-11-13 13:32:37,497][root][INFO] - ===> Epoch[555](14419/26): Loss -0.7861, Sem 0.0721, dir -0.9769, norm 0.1186, swav 0.0000 LR: 3.170e-02 Score 97.427 Data time: 0.2402, Forward time: 2.3403, Backward time: 3.0671, DDP time: 0.0033, Total iter time: 6.3311 [2020-11-13 13:32:43,329][root][INFO] - ===> Epoch[555](14420/26): Loss -0.7810, Sem 0.0666, dir -0.9756, norm 0.1280, swav 0.0000 LR: 3.169e-02 Score 97.651 Data time: 0.2573, Forward time: 2.3410, Backward time: 3.0664, DDP time: 0.0033, Total iter time: 5.6810 [2020-11-13 13:32:48,985][root][INFO] - ===> Epoch[555](14421/26): Loss -0.7680, Sem 0.0817, dir -0.9748, norm 0.1251, swav 0.0000 LR: 3.169e-02 Score 97.104 Data time: 0.1785, Forward time: 2.3408, Backward time: 3.0664, DDP time: 0.0033, Total iter time: 5.4898 [2020-11-13 13:32:54,577][root][INFO] - ===> Epoch[555](14422/26): Loss -0.7674, Sem 0.0762, dir -0.9735, norm 0.1298, swav 0.0000 LR: 3.168e-02 Score 97.259 Data time: 0.2220, Forward time: 2.3410, Backward time: 3.0660, DDP time: 0.0033, Total iter time: 5.5034 [2020-11-13 13:32:59,908][root][INFO] - ===> Epoch[555](14423/26): Loss -0.7649, Sem 0.0752, dir -0.9760, norm 0.1358, swav 0.0000 LR: 3.168e-02 Score 97.417 Data time: 0.1845, Forward time: 2.3407, Backward time: 3.0658, DDP time: 0.0033, Total iter time: 5.1995 [2020-11-13 13:33:05,057][root][INFO] - ===> Epoch[555](14424/26): Loss -0.7876, Sem 0.0714, dir -0.9768, norm 0.1178, swav 0.0000 LR: 3.167e-02 Score 97.492 Data time: 0.1936, Forward time: 2.3407, Backward time: 3.0652, DDP time: 0.0033, Total iter time: 5.0435 [2020-11-13 13:33:10,811][root][INFO] - ===> Epoch[555](14425/26): Loss -0.7782, Sem 0.0712, dir -0.9749, norm 0.1255, swav 0.0000 LR: 3.167e-02 Score 97.483 Data time: 0.1840, Forward time: 2.3404, Backward time: 3.0654, DDP time: 0.0033, Total iter time: 5.6017 [2020-11-13 13:33:16,415][root][INFO] - ===> Epoch[555](14426/26): Loss -0.7762, Sem 0.0719, dir -0.9772, norm 0.1290, swav 0.0000 LR: 3.166e-02 Score 97.452 Data time: 0.1799, Forward time: 2.3401, Backward time: 3.0655, DDP time: 0.0033, Total iter time: 5.4514 [2020-11-13 13:33:22,317][root][INFO] - ===> Epoch[555](14427/26): Loss -0.7900, Sem 0.0746, dir -0.9769, norm 0.1123, swav 0.0000 LR: 3.166e-02 Score 97.336 Data time: 0.1311, Forward time: 2.3391, Backward time: 3.0667, DDP time: 0.0033, Total iter time: 5.7985 [2020-11-13 13:33:27,816][root][INFO] - ===> Epoch[555](14428/26): Loss -0.7741, Sem 0.0791, dir -0.9770, norm 0.1238, swav 0.0000 LR: 3.165e-02 Score 97.196 Data time: 0.2475, Forward time: 2.3395, Backward time: 3.0661, DDP time: 0.0033, Total iter time: 5.4385 [2020-11-13 13:33:34,872][root][INFO] - ===> Epoch[555](14429/26): Loss -0.7605, Sem 0.0796, dir -0.9713, norm 0.1313, swav 0.0000 LR: 3.165e-02 Score 97.236 Data time: 0.3159, Forward time: 2.3401, Backward time: 3.0667, DDP time: 0.0033, Total iter time: 6.9211 [2020-11-13 13:33:40,147][root][INFO] - ===> Epoch[555](14430/26): Loss -0.7733, Sem 0.0758, dir -0.9751, norm 0.1260, swav 0.0000 LR: 3.164e-02 Score 97.303 Data time: 0.1810, Forward time: 2.3400, Backward time: 3.0662, DDP time: 0.0033, Total iter time: 5.1194 [2020-11-13 13:33:45,981][root][INFO] - ===> Epoch[555](14431/26): Loss -0.7626, Sem 0.0788, dir -0.9737, norm 0.1323, swav 0.0000 LR: 3.164e-02 Score 97.204 Data time: 0.2237, Forward time: 2.3401, Backward time: 3.0661, DDP time: 0.0033, Total iter time: 5.7103 [2020-11-13 13:33:51,790][root][INFO] - ===> Epoch[555](14432/26): Loss -0.7956, Sem 0.0655, dir -0.9794, norm 0.1183, swav 0.0000 LR: 3.163e-02 Score 97.674 Data time: 0.1857, Forward time: 2.3399, Backward time: 3.0661, DDP time: 0.0033, Total iter time: 5.6001 [2020-11-13 13:33:57,941][root][INFO] - ===> Epoch[555](14433/26): Loss -0.7896, Sem 0.0661, dir -0.9796, norm 0.1238, swav 0.0000 LR: 3.163e-02 Score 97.672 Data time: 0.1167, Forward time: 2.3389, Backward time: 3.0677, DDP time: 0.0033, Total iter time: 6.0620 [2020-11-13 13:34:04,560][root][INFO] - ===> Epoch[555](14434/26): Loss -0.7755, Sem 0.0710, dir -0.9747, norm 0.1282, swav 0.0000 LR: 3.162e-02 Score 97.395 Data time: 0.1852, Forward time: 2.3388, Backward time: 3.0688, DDP time: 0.0033, Total iter time: 6.5939 [2020-11-13 13:34:09,989][root][INFO] - ===> Epoch[555](14435/26): Loss -0.7695, Sem 0.0761, dir -0.9753, norm 0.1297, swav 0.0000 LR: 3.162e-02 Score 97.335 Data time: 0.1962, Forward time: 2.3388, Backward time: 3.0685, DDP time: 0.0033, Total iter time: 5.3115 [2020-11-13 13:34:15,021][root][INFO] - ===> Epoch[555](14436/26): Loss -0.7613, Sem 0.0795, dir -0.9717, norm 0.1308, swav 0.0000 LR: 3.161e-02 Score 97.132 Data time: 0.1495, Forward time: 2.3380, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 4.8966 [2020-11-13 13:34:20,651][root][INFO] - ===> Epoch[556](14437/26): Loss -0.7602, Sem 0.0809, dir -0.9735, norm 0.1324, swav 0.0000 LR: 3.161e-02 Score 97.217 Data time: 0.2073, Forward time: 2.3381, Backward time: 3.0681, DDP time: 0.0033, Total iter time: 5.5447 [2020-11-13 13:34:27,388][root][INFO] - ===> Epoch[556](14438/26): Loss -0.7855, Sem 0.0740, dir -0.9773, norm 0.1178, swav 0.0000 LR: 3.160e-02 Score 97.386 Data time: 0.1764, Forward time: 2.3377, Backward time: 3.0695, DDP time: 0.0033, Total iter time: 6.6001 [2020-11-13 13:34:33,571][root][INFO] - ===> Epoch[556](14439/26): Loss -0.7729, Sem 0.0788, dir -0.9773, norm 0.1257, swav 0.0000 LR: 3.160e-02 Score 97.279 Data time: 0.2794, Forward time: 2.3386, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 6.0548 [2020-11-13 13:34:39,873][root][INFO] - ===> Epoch[556](14440/26): Loss -0.7645, Sem 0.0716, dir -0.9741, norm 0.1379, swav 0.0000 LR: 3.159e-02 Score 97.409 Data time: 0.2435, Forward time: 2.3392, Backward time: 3.0689, DDP time: 0.0033, Total iter time: 6.1470 [2020-11-13 13:34:48,317][root][INFO] - ===> Epoch[556](14441/26): Loss -0.7750, Sem 0.0713, dir -0.9775, norm 0.1312, swav 0.0000 LR: 3.158e-02 Score 97.492 Data time: 0.1684, Forward time: 2.3388, Backward time: 3.0719, DDP time: 0.0033, Total iter time: 8.2761 [2020-11-13 13:34:53,301][root][INFO] - ===> Epoch[556](14442/26): Loss -0.7600, Sem 0.0718, dir -0.9711, norm 0.1393, swav 0.0000 LR: 3.158e-02 Score 97.456 Data time: 0.1973, Forward time: 2.3386, Backward time: 3.0713, DDP time: 0.0033, Total iter time: 4.8449 [2020-11-13 13:34:59,111][root][INFO] - ===> Epoch[556](14443/26): Loss -0.7972, Sem 0.0685, dir -0.9770, norm 0.1113, swav 0.0000 LR: 3.157e-02 Score 97.540 Data time: 0.2046, Forward time: 2.3385, Backward time: 3.0713, DDP time: 0.0033, Total iter time: 5.6688 [2020-11-13 13:35:05,118][root][INFO] - ===> Epoch[556](14444/26): Loss -0.7709, Sem 0.0757, dir -0.9708, norm 0.1243, swav 0.0000 LR: 3.157e-02 Score 97.292 Data time: 0.2009, Forward time: 2.3383, Backward time: 3.0717, DDP time: 0.0033, Total iter time: 5.8157 [2020-11-13 13:35:10,746][root][INFO] - ===> Epoch[556](14445/26): Loss -0.7869, Sem 0.0720, dir -0.9779, norm 0.1190, swav 0.0000 LR: 3.156e-02 Score 97.514 Data time: 0.1909, Forward time: 2.3382, Backward time: 3.0716, DDP time: 0.0033, Total iter time: 5.5148 [2020-11-13 13:35:15,613][root][INFO] - ===> Epoch[556](14446/26): Loss -0.7724, Sem 0.0824, dir -0.9756, norm 0.1208, swav 0.0000 LR: 3.156e-02 Score 97.146 Data time: 0.2021, Forward time: 2.3381, Backward time: 3.0707, DDP time: 0.0033, Total iter time: 4.7020 [2020-11-13 13:35:20,895][root][INFO] - ===> Epoch[556](14447/26): Loss -0.7617, Sem 0.0867, dir -0.9753, norm 0.1270, swav 0.0000 LR: 3.155e-02 Score 97.027 Data time: 0.1854, Forward time: 2.3379, Backward time: 3.0704, DDP time: 0.0033, Total iter time: 5.1731 [2020-11-13 13:35:26,857][root][INFO] - ===> Epoch[556](14448/26): Loss -0.7749, Sem 0.0787, dir -0.9776, norm 0.1241, swav 0.0000 LR: 3.155e-02 Score 97.059 Data time: 0.1956, Forward time: 2.3375, Backward time: 3.0710, DDP time: 0.0033, Total iter time: 5.8419 [2020-11-13 13:35:32,592][root][INFO] - ===> Epoch[556](14449/26): Loss -0.7877, Sem 0.0690, dir -0.9704, norm 0.1137, swav 0.0000 LR: 3.154e-02 Score 97.534 Data time: 0.1701, Forward time: 2.3369, Backward time: 3.0713, DDP time: 0.0033, Total iter time: 5.5616 [2020-11-13 13:35:37,275][root][INFO] - ===> Epoch[556](14450/26): Loss -0.7580, Sem 0.0744, dir -0.9684, norm 0.1360, swav 0.0000 LR: 3.154e-02 Score 97.355 Data time: 0.1500, Forward time: 2.3362, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 4.5738 [2020-11-13 13:35:42,501][root][INFO] - ===> Epoch[556](14451/26): Loss -0.7999, Sem 0.0611, dir -0.9766, norm 0.1156, swav 0.0000 LR: 3.153e-02 Score 97.769 Data time: 0.1807, Forward time: 2.3360, Backward time: 3.0706, DDP time: 0.0033, Total iter time: 5.1273 [2020-11-13 13:35:47,769][root][INFO] - ===> Epoch[556](14452/26): Loss -0.7700, Sem 0.0679, dir -0.9748, norm 0.1368, swav 0.0000 LR: 3.153e-02 Score 97.629 Data time: 0.1741, Forward time: 2.3356, Backward time: 3.0704, DDP time: 0.0033, Total iter time: 5.1067 [2020-11-13 13:35:53,765][root][INFO] - ===> Epoch[556](14453/26): Loss -0.7467, Sem 0.0799, dir -0.9685, norm 0.1419, swav 0.0000 LR: 3.152e-02 Score 97.234 Data time: 0.2274, Forward time: 2.3357, Backward time: 3.0706, DDP time: 0.0033, Total iter time: 5.8946 [2020-11-13 13:35:59,239][root][INFO] - ===> Epoch[556](14454/26): Loss -0.7583, Sem 0.0818, dir -0.9746, norm 0.1344, swav 0.0000 LR: 3.152e-02 Score 97.067 Data time: 0.2782, Forward time: 2.3361, Backward time: 3.0697, DDP time: 0.0033, Total iter time: 5.3457 [2020-11-13 13:36:04,562][root][INFO] - ===> Epoch[556](14455/26): Loss -0.7846, Sem 0.0638, dir -0.9736, norm 0.1252, swav 0.0000 LR: 3.151e-02 Score 97.783 Data time: 0.2746, Forward time: 2.3365, Backward time: 3.0688, DDP time: 0.0033, Total iter time: 5.1959 [2020-11-13 13:36:11,782][root][INFO] - ===> Epoch[556](14456/26): Loss -0.7943, Sem 0.0685, dir -0.9767, norm 0.1138, swav 0.0000 LR: 3.151e-02 Score 97.577 Data time: 0.1721, Forward time: 2.3360, Backward time: 3.0707, DDP time: 0.0033, Total iter time: 7.0761 [2020-11-13 13:36:17,062][root][INFO] - ===> Epoch[556](14457/26): Loss -0.7821, Sem 0.0773, dir -0.9772, norm 0.1178, swav 0.0000 LR: 3.150e-02 Score 97.267 Data time: 0.2381, Forward time: 2.3363, Backward time: 3.0699, DDP time: 0.0033, Total iter time: 5.1974 [2020-11-13 13:36:22,545][root][INFO] - ===> Epoch[556](14458/26): Loss -0.7697, Sem 0.0741, dir -0.9749, norm 0.1311, swav 0.0000 LR: 3.150e-02 Score 97.429 Data time: 0.1872, Forward time: 2.3360, Backward time: 3.0698, DDP time: 0.0033, Total iter time: 5.3550 [2020-11-13 13:36:28,825][root][INFO] - ===> Epoch[556](14459/26): Loss -0.7671, Sem 0.0759, dir -0.9735, norm 0.1305, swav 0.0000 LR: 3.149e-02 Score 97.392 Data time: 0.1940, Forward time: 2.3360, Backward time: 3.0705, DDP time: 0.0033, Total iter time: 6.2233 [2020-11-13 13:36:33,742][root][INFO] - ===> Epoch[556](14460/26): Loss -0.7896, Sem 0.0728, dir -0.9793, norm 0.1169, swav 0.0000 LR: 3.149e-02 Score 97.430 Data time: 0.1901, Forward time: 2.3357, Backward time: 3.0699, DDP time: 0.0033, Total iter time: 4.7850 [2020-11-13 13:36:38,478][root][INFO] - ===> Epoch[556](14461/26): Loss -0.7678, Sem 0.0829, dir -0.9760, norm 0.1253, swav 0.0000 LR: 3.148e-02 Score 97.003 Data time: 0.2198, Forward time: 2.3357, Backward time: 3.0688, DDP time: 0.0033, Total iter time: 4.6240 [2020-11-13 13:36:43,951][root][INFO] - ===> Epoch[556](14462/26): Loss -0.7966, Sem 0.0646, dir -0.9764, norm 0.1151, swav 0.0000 LR: 3.148e-02 Score 97.710 Data time: 0.3026, Forward time: 2.3361, Backward time: 3.0680, DDP time: 0.0033, Total iter time: 5.3385 [2020-11-13 13:36:49,858][root][INFO] - ===> Epoch[557](14463/26): Loss -0.7553, Sem 0.0803, dir -0.9695, norm 0.1339, swav 0.0000 LR: 3.147e-02 Score 97.160 Data time: 0.2225, Forward time: 2.3360, Backward time: 3.0681, DDP time: 0.0033, Total iter time: 5.7402 [2020-11-13 13:36:55,350][root][INFO] - ===> Epoch[557](14464/26): Loss -0.7740, Sem 0.0716, dir -0.9717, norm 0.1261, swav 0.0000 LR: 3.147e-02 Score 97.494 Data time: 0.3086, Forward time: 2.3365, Backward time: 3.0672, DDP time: 0.0033, Total iter time: 5.3528 [2020-11-13 13:37:01,497][root][INFO] - ===> Epoch[557](14465/26): Loss -0.7794, Sem 0.0745, dir -0.9771, norm 0.1232, swav 0.0000 LR: 3.146e-02 Score 97.328 Data time: 0.2426, Forward time: 2.3367, Backward time: 3.0673, DDP time: 0.0033, Total iter time: 5.9677 [2020-11-13 13:37:08,631][root][INFO] - ===> Epoch[557](14466/26): Loss -0.7985, Sem 0.0698, dir -0.9783, norm 0.1100, swav 0.0000 LR: 3.146e-02 Score 97.521 Data time: 0.1696, Forward time: 2.3362, Backward time: 3.0691, DDP time: 0.0033, Total iter time: 6.9874 [2020-11-13 13:37:13,842][root][INFO] - ===> Epoch[557](14467/26): Loss -0.7887, Sem 0.0642, dir -0.9750, norm 0.1222, swav 0.0000 LR: 3.145e-02 Score 97.673 Data time: 0.2372, Forward time: 2.3366, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 5.1302 [2020-11-13 13:37:19,341][root][INFO] - ===> Epoch[557](14468/26): Loss -0.7621, Sem 0.0755, dir -0.9725, norm 0.1348, swav 0.0000 LR: 3.145e-02 Score 97.318 Data time: 0.2146, Forward time: 2.3368, Backward time: 3.0677, DDP time: 0.0033, Total iter time: 5.3655 [2020-11-13 13:37:24,956][root][INFO] - ===> Epoch[557](14469/26): Loss -0.7768, Sem 0.0768, dir -0.9750, norm 0.1213, swav 0.0000 LR: 3.144e-02 Score 97.314 Data time: 0.1224, Forward time: 2.3358, Backward time: 3.0686, DDP time: 0.0033, Total iter time: 5.4632 [2020-11-13 13:37:30,177][root][INFO] - ===> Epoch[557](14470/26): Loss -0.7847, Sem 0.0713, dir -0.9750, norm 0.1190, swav 0.0000 LR: 3.144e-02 Score 97.482 Data time: 0.2472, Forward time: 2.3361, Backward time: 3.0678, DDP time: 0.0033, Total iter time: 5.1853 [2020-11-13 13:37:35,542][root][INFO] - ===> Epoch[557](14471/26): Loss -0.7664, Sem 0.0736, dir -0.9743, norm 0.1343, swav 0.0000 LR: 3.143e-02 Score 97.423 Data time: 0.1951, Forward time: 2.3360, Backward time: 3.0674, DDP time: 0.0033, Total iter time: 5.2381 [2020-11-13 13:37:40,826][root][INFO] - ===> Epoch[557](14472/26): Loss -0.7676, Sem 0.0751, dir -0.9732, norm 0.1306, swav 0.0000 LR: 3.143e-02 Score 97.385 Data time: 0.1960, Forward time: 2.3360, Backward time: 3.0670, DDP time: 0.0033, Total iter time: 5.1944 [2020-11-13 13:37:46,478][root][INFO] - ===> Epoch[557](14473/26): Loss -0.7782, Sem 0.0744, dir -0.9762, norm 0.1236, swav 0.0000 LR: 3.142e-02 Score 97.382 Data time: 0.2023, Forward time: 2.3356, Backward time: 3.0673, DDP time: 0.0033, Total iter time: 5.5430 [2020-11-13 13:37:52,111][root][INFO] - ===> Epoch[557](14474/26): Loss -0.7870, Sem 0.0671, dir -0.9778, norm 0.1237, swav 0.0000 LR: 3.142e-02 Score 97.582 Data time: 0.1361, Forward time: 2.3348, Backward time: 3.0679, DDP time: 0.0033, Total iter time: 5.5536 [2020-11-13 13:37:58,733][root][INFO] - ===> Epoch[557](14475/26): Loss -0.7761, Sem 0.0704, dir -0.9761, norm 0.1297, swav 0.0000 LR: 3.141e-02 Score 97.461 Data time: 0.2562, Forward time: 2.3347, Backward time: 3.0688, DDP time: 0.0033, Total iter time: 6.5824 [2020-11-13 13:38:04,990][root][INFO] - ===> Epoch[557](14476/26): Loss -0.7902, Sem 0.0682, dir -0.9766, norm 0.1182, swav 0.0000 LR: 3.141e-02 Score 97.561 Data time: 0.2694, Forward time: 2.3353, Backward time: 3.0687, DDP time: 0.0033, Total iter time: 6.1160 [2020-11-13 13:38:10,728][root][INFO] - ===> Epoch[557](14477/26): Loss -0.7769, Sem 0.0714, dir -0.9780, norm 0.1298, swav 0.0000 LR: 3.140e-02 Score 97.497 Data time: 0.2515, Forward time: 2.3357, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 5.5881 [2020-11-13 13:38:16,509][root][INFO] - ===> Epoch[557](14478/26): Loss -0.7850, Sem 0.0702, dir -0.9759, norm 0.1207, swav 0.0000 LR: 3.140e-02 Score 97.535 Data time: 0.1790, Forward time: 2.3354, Backward time: 3.0685, DDP time: 0.0033, Total iter time: 5.6529 [2020-11-13 13:38:21,884][root][INFO] - ===> Epoch[557](14479/26): Loss -0.7675, Sem 0.0748, dir -0.9741, norm 0.1319, swav 0.0000 LR: 3.139e-02 Score 97.349 Data time: 0.1828, Forward time: 2.3353, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 5.2785 [2020-11-13 13:38:27,280][root][INFO] - ===> Epoch[557](14480/26): Loss -0.7755, Sem 0.0728, dir -0.9722, norm 0.1239, swav 0.0000 LR: 3.139e-02 Score 97.437 Data time: 0.1883, Forward time: 2.3350, Backward time: 3.0681, DDP time: 0.0033, Total iter time: 5.2766 [2020-11-13 13:38:33,322][root][INFO] - ===> Epoch[557](14481/26): Loss -0.7750, Sem 0.0738, dir -0.9745, norm 0.1257, swav 0.0000 LR: 3.138e-02 Score 97.319 Data time: 0.2355, Forward time: 2.3351, Backward time: 3.0683, DDP time: 0.0033, Total iter time: 5.9228 [2020-11-13 13:38:40,306][root][INFO] - ===> Epoch[557](14482/26): Loss -0.7806, Sem 0.0741, dir -0.9738, norm 0.1192, swav 0.0000 LR: 3.138e-02 Score 97.345 Data time: 0.3359, Forward time: 2.3363, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 6.8840 [2020-11-13 13:38:45,620][root][INFO] - ===> Epoch[557](14483/26): Loss -0.7850, Sem 0.0726, dir -0.9764, norm 0.1188, swav 0.0000 LR: 3.137e-02 Score 97.428 Data time: 0.1906, Forward time: 2.3363, Backward time: 3.0677, DDP time: 0.0033, Total iter time: 5.1083 [2020-11-13 13:38:52,337][root][INFO] - ===> Epoch[557](14484/26): Loss -0.7515, Sem 0.0828, dir -0.9724, norm 0.1381, swav 0.0000 LR: 3.136e-02 Score 96.949 Data time: 0.1750, Forward time: 2.3358, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 6.5692 [2020-11-13 13:38:58,628][root][INFO] - ===> Epoch[557](14485/26): Loss -0.7744, Sem 0.0744, dir -0.9738, norm 0.1250, swav 0.0000 LR: 3.136e-02 Score 97.303 Data time: 0.2359, Forward time: 2.3354, Backward time: 3.0699, DDP time: 0.0033, Total iter time: 6.1737 [2020-11-13 13:39:04,009][root][INFO] - ===> Epoch[557](14486/26): Loss -0.7669, Sem 0.0742, dir -0.9726, norm 0.1316, swav 0.0000 LR: 3.135e-02 Score 97.417 Data time: 0.2956, Forward time: 2.3358, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.2586 [2020-11-13 13:39:09,160][root][INFO] - ===> Epoch[557](14487/26): Loss -0.7764, Sem 0.0754, dir -0.9740, norm 0.1222, swav 0.0000 LR: 3.135e-02 Score 97.381 Data time: 0.2107, Forward time: 2.3358, Backward time: 3.0682, DDP time: 0.0033, Total iter time: 4.9778 [2020-11-13 13:39:15,001][root][INFO] - ===> Epoch[557](14488/26): Loss -0.7707, Sem 0.0805, dir -0.9751, norm 0.1240, swav 0.0000 LR: 3.134e-02 Score 97.132 Data time: 0.1995, Forward time: 2.3356, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 5.6979 [2020-11-13 13:39:20,325][root][INFO] - ===> Epoch[558](14489/26): Loss -0.7725, Sem 0.0770, dir -0.9752, norm 0.1257, swav 0.0000 LR: 3.134e-02 Score 97.198 Data time: 0.1919, Forward time: 2.3354, Backward time: 3.0681, DDP time: 0.0033, Total iter time: 5.1721 [2020-11-13 13:39:25,244][root][INFO] - ===> Epoch[558](14490/26): Loss -0.7962, Sem 0.0651, dir -0.9763, norm 0.1149, swav 0.0000 LR: 3.133e-02 Score 97.697 Data time: 0.1789, Forward time: 2.3351, Backward time: 3.0676, DDP time: 0.0033, Total iter time: 4.7534 [2020-11-13 13:39:30,753][root][INFO] - ===> Epoch[558](14491/26): Loss -0.7826, Sem 0.0598, dir -0.9797, norm 0.1373, swav 0.0000 LR: 3.133e-02 Score 97.922 Data time: 0.1971, Forward time: 2.3348, Backward time: 3.0675, DDP time: 0.0033, Total iter time: 5.3882 [2020-11-13 13:39:36,037][root][INFO] - ===> Epoch[558](14492/26): Loss -0.7943, Sem 0.0654, dir -0.9782, norm 0.1185, swav 0.0000 LR: 3.132e-02 Score 97.741 Data time: 0.2559, Forward time: 2.3353, Backward time: 3.0666, DDP time: 0.0033, Total iter time: 5.1657 [2020-11-13 13:39:41,847][root][INFO] - ===> Epoch[558](14493/26): Loss -0.7864, Sem 0.0722, dir -0.9784, norm 0.1197, swav 0.0000 LR: 3.132e-02 Score 97.398 Data time: 0.2383, Forward time: 2.3355, Backward time: 3.0663, DDP time: 0.0033, Total iter time: 5.6117 [2020-11-13 13:39:46,876][root][INFO] - ===> Epoch[558](14494/26): Loss -0.7893, Sem 0.0648, dir -0.9756, norm 0.1216, swav 0.0000 LR: 3.131e-02 Score 97.741 Data time: 0.2095, Forward time: 2.3355, Backward time: 3.0655, DDP time: 0.0033, Total iter time: 4.8856 [2020-11-13 13:39:53,302][root][INFO] - ===> Epoch[558](14495/26): Loss -0.7744, Sem 0.0726, dir -0.9769, norm 0.1299, swav 0.0000 LR: 3.131e-02 Score 97.526 Data time: 0.2083, Forward time: 2.3355, Backward time: 3.0662, DDP time: 0.0033, Total iter time: 6.3021 [2020-11-13 13:39:58,835][root][INFO] - ===> Epoch[558](14496/26): Loss -0.7496, Sem 0.0813, dir -0.9701, norm 0.1392, swav 0.0000 LR: 3.130e-02 Score 97.135 Data time: 0.2616, Forward time: 2.3354, Backward time: 3.0659, DDP time: 0.0033, Total iter time: 5.3992 [2020-11-13 13:40:04,147][root][INFO] - ===> Epoch[558](14497/26): Loss -0.7794, Sem 0.0717, dir -0.9732, norm 0.1222, swav 0.0000 LR: 3.130e-02 Score 97.530 Data time: 0.2606, Forward time: 2.3358, Backward time: 3.0650, DDP time: 0.0033, Total iter time: 5.1490 [2020-11-13 13:40:09,817][root][INFO] - ===> Epoch[558](14498/26): Loss -0.7963, Sem 0.0611, dir -0.9748, norm 0.1174, swav 0.0000 LR: 3.129e-02 Score 97.855 Data time: 0.1745, Forward time: 2.3353, Backward time: 3.0653, DDP time: 0.0033, Total iter time: 5.5333 [2020-11-13 13:40:16,663][root][INFO] - ===> Epoch[558](14499/26): Loss -0.8017, Sem 0.0635, dir -0.9777, norm 0.1125, swav 0.0000 LR: 3.129e-02 Score 97.688 Data time: 0.2209, Forward time: 2.3354, Backward time: 3.0662, DDP time: 0.0033, Total iter time: 6.7457 [2020-11-13 13:40:22,810][root][INFO] - ===> Epoch[558](14500/26): Loss -0.7809, Sem 0.0661, dir -0.9718, norm 0.1248, swav 0.0000 LR: 3.128e-02 Score 97.713 Data time: 0.1908, Forward time: 2.3352, Backward time: 3.0667, DDP time: 0.0033, Total iter time: 6.0152 [2020-11-13 13:40:24,884][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 13:40:25,092][root][INFO] - ===> Start testing [2020-11-13 13:41:58,724][root][INFO] - 101/312: Data time: 0.0056, Iter time: 0.5366 Loss 0.890 (AVG: 0.576) Score 84.813 (AVG: 89.265) mIOU 70.602 mAP 73.835 mAcc 77.992 IOU: 83.963 96.010 65.016 83.498 94.231 90.694 75.620 59.790 61.988 64.424 23.460 61.813 68.341 63.561 56.350 64.220 94.370 73.919 86.473 44.312 mAP: 78.113 96.108 63.728 77.298 91.312 82.647 70.006 66.845 72.105 71.902 47.224 50.084 72.083 74.632 52.977 87.812 96.019 88.182 79.372 58.248 mAcc: 96.295 98.856 76.698 86.158 97.485 94.861 84.580 69.741 73.222 72.598 27.308 76.730 85.306 72.684 64.847 65.692 95.715 78.783 93.450 48.824 [2020-11-13 13:43:22,606][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.3085 Loss 1.559 (AVG: 0.566) Score 66.171 (AVG: 89.588) mIOU 71.733 mAP 75.859 mAcc 78.903 IOU: 84.266 96.195 62.367 83.801 92.577 90.175 74.775 60.413 63.003 71.167 28.568 64.959 64.931 72.590 56.269 63.026 91.640 69.774 86.789 57.384 mAP: 79.622 96.288 66.674 75.952 91.335 81.974 72.422 68.086 73.667 74.913 52.850 58.851 73.260 80.115 58.913 83.123 96.553 88.116 79.711 64.765 mAcc: 96.588 98.758 76.752 87.513 95.859 94.876 83.550 70.563 71.030 79.016 33.385 78.777 82.463 79.898 63.607 64.085 94.911 73.957 90.571 61.903 [2020-11-13 13:44:52,747][root][INFO] - 301/312: Data time: 0.0526, Iter time: 0.3969 Loss 0.860 (AVG: 0.572) Score 91.081 (AVG: 89.684) mIOU 72.191 mAP 76.264 mAcc 79.453 IOU: 84.031 96.321 63.128 83.073 92.472 89.438 75.356 61.080 60.256 77.036 32.732 67.719 63.685 71.485 55.472 62.811 93.079 69.761 88.569 56.325 mAP: 80.671 96.205 66.955 75.667 91.267 81.842 74.098 71.224 70.883 73.542 56.192 60.695 72.043 78.223 60.265 83.459 96.471 86.709 83.366 65.500 mAcc: 96.357 98.804 76.675 86.623 95.873 93.922 83.353 71.057 69.090 83.800 38.250 80.906 82.561 78.765 62.684 66.193 95.660 74.629 92.685 61.173 [2020-11-13 13:45:05,566][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1677 Loss 0.192 (AVG: 0.580) Score 93.611 (AVG: 89.578) mIOU 72.107 mAP 75.998 mAcc 79.411 IOU: 83.810 96.334 62.386 82.774 92.471 88.146 75.619 61.353 60.348 78.310 32.619 67.366 63.907 71.845 55.366 62.808 93.120 70.150 88.569 54.835 mAP: 80.255 96.126 65.997 74.632 91.250 81.052 74.265 71.364 71.120 72.305 55.575 60.695 72.346 77.572 60.189 83.459 96.422 86.859 83.366 65.103 mAcc: 96.385 98.822 75.744 86.297 95.789 93.688 83.622 71.213 68.820 85.895 38.114 80.906 82.324 78.856 62.676 66.193 95.740 74.992 92.685 59.455 [2020-11-13 13:45:05,568][root][INFO] - Finished test. Elapsed time: 280.4736 [2020-11-13 13:45:15,538][root][INFO] - [2020-11-13 13:45:15,538][root][INFO] - ################################################################ [2020-11-13 13:45:15,538][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 13:45:15,538][root][INFO] - ################################################################ [2020-11-13 13:45:15,538][root][INFO] - cabinet : 0.267 0.476 0.676 [2020-11-13 13:45:15,538][root][INFO] - bed : 0.365 0.728 0.839 [2020-11-13 13:45:15,539][root][INFO] - chair : 0.736 0.884 0.919 [2020-11-13 13:45:15,539][root][INFO] - sofa : 0.450 0.662 0.828 [2020-11-13 13:45:15,539][root][INFO] - table : 0.452 0.659 0.765 [2020-11-13 13:45:15,539][root][INFO] - door : 0.254 0.471 0.582 [2020-11-13 13:45:15,539][root][INFO] - window : 0.204 0.380 0.599 [2020-11-13 13:45:15,539][root][INFO] - bookshelf : 0.202 0.486 0.642 [2020-11-13 13:45:15,539][root][INFO] - picture : 0.238 0.377 0.459 [2020-11-13 13:45:15,539][root][INFO] - counter : 0.104 0.340 0.642 [2020-11-13 13:45:15,539][root][INFO] - desk : 0.097 0.339 0.716 [2020-11-13 13:45:15,539][root][INFO] - curtain : 0.291 0.487 0.590 [2020-11-13 13:45:15,539][root][INFO] - refrigerator : 0.386 0.530 0.549 [2020-11-13 13:45:15,539][root][INFO] - shower curtain : 0.468 0.652 0.680 [2020-11-13 13:45:15,539][root][INFO] - toilet : 0.848 0.983 0.999 [2020-11-13 13:45:15,539][root][INFO] - sink : 0.420 0.739 0.855 [2020-11-13 13:45:15,539][root][INFO] - bathtub : 0.578 0.763 0.841 [2020-11-13 13:45:15,539][root][INFO] - otherfurniture : 0.395 0.538 0.647 [2020-11-13 13:45:15,539][root][INFO] - ---------------------------------------------------------------- [2020-11-13 13:45:15,539][root][INFO] - average : 0.375 0.583 0.713 [2020-11-13 13:45:15,539][root][INFO] - [2020-11-13 13:45:15,752][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 13:45:15,755][root][INFO] - Current best mIoU: 72.127 at iter 12000 [2020-11-13 13:45:20,403][root][INFO] - ===> Epoch[558](14501/26): Loss -0.7834, Sem 0.0738, dir -0.9773, norm 0.1201, swav 0.0000 LR: 3.128e-02 Score 97.302 Data time: 0.2025, Forward time: 2.3351, Backward time: 3.0658, DDP time: 0.0033, Total iter time: 4.6310 [2020-11-13 13:45:26,130][root][INFO] - ===> Epoch[558](14502/26): Loss -0.7830, Sem 0.0704, dir -0.9767, norm 0.1233, swav 0.0000 LR: 3.127e-02 Score 97.499 Data time: 0.1947, Forward time: 2.3348, Backward time: 3.0660, DDP time: 0.0033, Total iter time: 5.5971 [2020-11-13 13:45:32,019][root][INFO] - ===> Epoch[558](14503/26): Loss -0.7391, Sem 0.0869, dir -0.9754, norm 0.1495, swav 0.0000 LR: 3.127e-02 Score 97.190 Data time: 0.2696, Forward time: 2.3355, Backward time: 3.0653, DDP time: 0.0033, Total iter time: 5.7594 [2020-11-13 13:45:37,858][root][INFO] - ===> Epoch[558](14504/26): Loss -0.7608, Sem 0.0851, dir -0.9742, norm 0.1283, swav 0.0000 LR: 3.126e-02 Score 96.946 Data time: 0.2421, Forward time: 2.3360, Backward time: 3.0648, DDP time: 0.0033, Total iter time: 5.6792 [2020-11-13 13:45:44,056][root][INFO] - ===> Epoch[558](14505/26): Loss -0.7788, Sem 0.0728, dir -0.9731, norm 0.1215, swav 0.0000 LR: 3.126e-02 Score 97.496 Data time: 0.2206, Forward time: 2.3362, Backward time: 3.0649, DDP time: 0.0033, Total iter time: 6.0593 [2020-11-13 13:45:49,814][root][INFO] - ===> Epoch[558](14506/26): Loss -0.7804, Sem 0.0778, dir -0.9751, norm 0.1169, swav 0.0000 LR: 3.125e-02 Score 97.151 Data time: 0.1862, Forward time: 2.3359, Backward time: 3.0651, DDP time: 0.0033, Total iter time: 5.6494 [2020-11-13 13:45:56,230][root][INFO] - ===> Epoch[558](14507/26): Loss -0.7739, Sem 0.0750, dir -0.9720, norm 0.1230, swav 0.0000 LR: 3.125e-02 Score 97.338 Data time: 0.2324, Forward time: 2.3362, Backward time: 3.0655, DDP time: 0.0033, Total iter time: 6.3099 [2020-11-13 13:46:01,739][root][INFO] - ===> Epoch[558](14508/26): Loss -0.7844, Sem 0.0719, dir -0.9739, norm 0.1175, swav 0.0000 LR: 3.124e-02 Score 97.397 Data time: 0.2558, Forward time: 2.3367, Backward time: 3.0647, DDP time: 0.0033, Total iter time: 5.3615 [2020-11-13 13:46:07,670][root][INFO] - ===> Epoch[558](14509/26): Loss -0.7697, Sem 0.0802, dir -0.9745, norm 0.1246, swav 0.0000 LR: 3.124e-02 Score 97.044 Data time: 0.2619, Forward time: 2.3368, Backward time: 3.0646, DDP time: 0.0033, Total iter time: 5.7773 [2020-11-13 13:46:13,156][root][INFO] - ===> Epoch[558](14510/26): Loss -0.7756, Sem 0.0727, dir -0.9747, norm 0.1263, swav 0.0000 LR: 3.123e-02 Score 97.462 Data time: 0.1666, Forward time: 2.3364, Backward time: 3.0647, DDP time: 0.0033, Total iter time: 5.3556 [2020-11-13 13:46:18,588][root][INFO] - ===> Epoch[558](14511/26): Loss -0.7786, Sem 0.0750, dir -0.9748, norm 0.1211, swav 0.0000 LR: 3.123e-02 Score 97.445 Data time: 0.2054, Forward time: 2.3366, Backward time: 3.0643, DDP time: 0.0033, Total iter time: 5.3395 [2020-11-13 13:46:25,138][root][INFO] - ===> Epoch[558](14512/26): Loss -0.7905, Sem 0.0705, dir -0.9771, norm 0.1161, swav 0.0000 LR: 3.122e-02 Score 97.412 Data time: 0.1669, Forward time: 2.3360, Backward time: 3.0655, DDP time: 0.0033, Total iter time: 6.3858 [2020-11-13 13:46:31,139][root][INFO] - ===> Epoch[558](14513/26): Loss -0.7812, Sem 0.0663, dir -0.9775, norm 0.1301, swav 0.0000 LR: 3.122e-02 Score 97.670 Data time: 0.1778, Forward time: 2.3356, Backward time: 3.0662, DDP time: 0.0033, Total iter time: 5.9063 [2020-11-13 13:46:37,852][root][INFO] - ===> Epoch[558](14514/26): Loss -0.7860, Sem 0.0676, dir -0.9766, norm 0.1230, swav 0.0000 LR: 3.121e-02 Score 97.622 Data time: 0.2367, Forward time: 2.3357, Backward time: 3.0669, DDP time: 0.0033, Total iter time: 6.6159 [2020-11-13 13:46:43,700][root][INFO] - ===> Epoch[559](14515/26): Loss -0.7759, Sem 0.0758, dir -0.9769, norm 0.1252, swav 0.0000 LR: 3.121e-02 Score 97.361 Data time: 0.1901, Forward time: 2.3355, Backward time: 3.0672, DDP time: 0.0033, Total iter time: 5.7045 [2020-11-13 13:46:49,421][root][INFO] - ===> Epoch[559](14516/26): Loss -0.7809, Sem 0.0735, dir -0.9754, norm 0.1210, swav 0.0000 LR: 3.120e-02 Score 97.383 Data time: 0.2245, Forward time: 2.3356, Backward time: 3.0670, DDP time: 0.0033, Total iter time: 5.5840 [2020-11-13 13:46:55,761][root][INFO] - ===> Epoch[559](14517/26): Loss -0.7775, Sem 0.0687, dir -0.9748, norm 0.1286, swav 0.0000 LR: 3.120e-02 Score 97.571 Data time: 0.3114, Forward time: 2.3364, Backward time: 3.0666, DDP time: 0.0033, Total iter time: 6.1748 [2020-11-13 13:47:01,252][root][INFO] - ===> Epoch[559](14518/26): Loss -0.7922, Sem 0.0682, dir -0.9763, norm 0.1158, swav 0.0000 LR: 3.119e-02 Score 97.588 Data time: 0.2049, Forward time: 2.3364, Backward time: 3.0663, DDP time: 0.0033, Total iter time: 5.3276 [2020-11-13 13:47:06,275][root][INFO] - ===> Epoch[559](14519/26): Loss -0.7913, Sem 0.0725, dir -0.9764, norm 0.1126, swav 0.0000 LR: 3.119e-02 Score 97.429 Data time: 0.2013, Forward time: 2.3364, Backward time: 3.0655, DDP time: 0.0033, Total iter time: 4.8769 [2020-11-13 13:47:12,317][root][INFO] - ===> Epoch[559](14520/26): Loss -0.7792, Sem 0.0708, dir -0.9762, norm 0.1262, swav 0.0000 LR: 3.118e-02 Score 97.532 Data time: 0.2187, Forward time: 2.3361, Backward time: 3.0660, DDP time: 0.0033, Total iter time: 5.8898 [2020-11-13 13:47:17,030][root][INFO] - ===> Epoch[559](14521/26): Loss -0.7776, Sem 0.0730, dir -0.9753, norm 0.1247, swav 0.0000 LR: 3.118e-02 Score 97.457 Data time: 0.2006, Forward time: 2.3355, Backward time: 3.0655, DDP time: 0.0033, Total iter time: 4.6169 [2020-11-13 13:47:22,370][root][INFO] - ===> Epoch[559](14522/26): Loss -0.7656, Sem 0.0840, dir -0.9777, norm 0.1280, swav 0.0000 LR: 3.117e-02 Score 97.037 Data time: 0.1902, Forward time: 2.3354, Backward time: 3.0652, DDP time: 0.0033, Total iter time: 5.2579 [2020-11-13 13:47:28,996][root][INFO] - ===> Epoch[559](14523/26): Loss -0.7814, Sem 0.0702, dir -0.9773, norm 0.1257, swav 0.0000 LR: 3.117e-02 Score 97.477 Data time: 0.1426, Forward time: 2.3347, Backward time: 3.0667, DDP time: 0.0033, Total iter time: 6.4826 [2020-11-13 13:47:34,096][root][INFO] - ===> Epoch[559](14524/26): Loss -0.7693, Sem 0.0773, dir -0.9735, norm 0.1269, swav 0.0000 LR: 3.116e-02 Score 97.359 Data time: 0.1688, Forward time: 2.3341, Backward time: 3.0667, DDP time: 0.0033, Total iter time: 5.0284 [2020-11-13 13:47:39,582][root][INFO] - ===> Epoch[559](14525/26): Loss -0.7852, Sem 0.0704, dir -0.9777, norm 0.1222, swav 0.0000 LR: 3.116e-02 Score 97.468 Data time: 0.2259, Forward time: 2.3341, Backward time: 3.0664, DDP time: 0.0033, Total iter time: 5.3665 [2020-11-13 13:47:45,086][root][INFO] - ===> Epoch[559](14526/26): Loss -0.7562, Sem 0.0775, dir -0.9722, norm 0.1385, swav 0.0000 LR: 3.115e-02 Score 97.320 Data time: 0.2426, Forward time: 2.3345, Backward time: 3.0657, DDP time: 0.0033, Total iter time: 5.3828 [2020-11-13 13:47:50,830][root][INFO] - ===> Epoch[559](14527/26): Loss -0.7730, Sem 0.0801, dir -0.9760, norm 0.1229, swav 0.0000 LR: 3.114e-02 Score 96.950 Data time: 0.1556, Forward time: 2.3339, Backward time: 3.0663, DDP time: 0.0033, Total iter time: 5.6062 [2020-11-13 13:47:57,150][root][INFO] - ===> Epoch[559](14528/26): Loss -0.7667, Sem 0.0816, dir -0.9760, norm 0.1277, swav 0.0000 LR: 3.114e-02 Score 97.117 Data time: 0.1783, Forward time: 2.3336, Backward time: 3.0671, DDP time: 0.0033, Total iter time: 6.2206 [2020-11-13 13:48:03,131][root][INFO] - ===> Epoch[559](14529/26): Loss -0.7667, Sem 0.0790, dir -0.9708, norm 0.1251, swav 0.0000 LR: 3.113e-02 Score 97.224 Data time: 0.1601, Forward time: 2.3330, Backward time: 3.0679, DDP time: 0.0033, Total iter time: 5.8948 [2020-11-13 13:48:08,553][root][INFO] - ===> Epoch[559](14530/26): Loss -0.7788, Sem 0.0719, dir -0.9736, norm 0.1229, swav 0.0000 LR: 3.113e-02 Score 97.409 Data time: 0.2539, Forward time: 2.3334, Backward time: 3.0672, DDP time: 0.0033, Total iter time: 5.3288 [2020-11-13 13:48:13,709][root][INFO] - ===> Epoch[559](14531/26): Loss -0.7811, Sem 0.0719, dir -0.9746, norm 0.1216, swav 0.0000 LR: 3.112e-02 Score 97.553 Data time: 0.2313, Forward time: 2.3335, Backward time: 3.0664, DDP time: 0.0033, Total iter time: 5.0161 [2020-11-13 13:48:18,942][root][INFO] - ===> Epoch[559](14532/26): Loss -0.7755, Sem 0.0824, dir -0.9755, norm 0.1176, swav 0.0000 LR: 3.112e-02 Score 97.083 Data time: 0.1796, Forward time: 2.3332, Backward time: 3.0662, DDP time: 0.0033, Total iter time: 5.1002 [2020-11-13 13:48:25,168][root][INFO] - ===> Epoch[559](14533/26): Loss -0.7779, Sem 0.0794, dir -0.9760, norm 0.1187, swav 0.0000 LR: 3.111e-02 Score 97.175 Data time: 0.2919, Forward time: 2.3339, Backward time: 3.0659, DDP time: 0.0033, Total iter time: 6.1233 [2020-11-13 13:48:30,997][root][INFO] - ===> Epoch[559](14534/26): Loss -0.7706, Sem 0.0762, dir -0.9735, norm 0.1267, swav 0.0000 LR: 3.111e-02 Score 97.138 Data time: 0.1475, Forward time: 2.3335, Backward time: 3.0663, DDP time: 0.0033, Total iter time: 5.6882 [2020-11-13 13:48:36,740][root][INFO] - ===> Epoch[559](14535/26): Loss -0.7889, Sem 0.0687, dir -0.9711, norm 0.1134, swav 0.0000 LR: 3.110e-02 Score 97.590 Data time: 0.1207, Forward time: 2.3326, Backward time: 3.0671, DDP time: 0.0033, Total iter time: 5.6174 [2020-11-13 13:48:43,190][root][INFO] - ===> Epoch[559](14536/26): Loss -0.7878, Sem 0.0698, dir -0.9760, norm 0.1184, swav 0.0000 LR: 3.110e-02 Score 97.562 Data time: 0.1484, Forward time: 2.3320, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 6.3857 [2020-11-13 13:48:48,466][root][INFO] - ===> Epoch[559](14537/26): Loss -0.7741, Sem 0.0700, dir -0.9714, norm 0.1274, swav 0.0000 LR: 3.109e-02 Score 97.525 Data time: 0.1812, Forward time: 2.3316, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 5.1756 [2020-11-13 13:48:54,479][root][INFO] - ===> Epoch[559](14538/26): Loss -0.7727, Sem 0.0810, dir -0.9760, norm 0.1223, swav 0.0000 LR: 3.109e-02 Score 97.161 Data time: 0.2751, Forward time: 2.3322, Backward time: 3.0678, DDP time: 0.0033, Total iter time: 5.8776 [2020-11-13 13:49:00,082][root][INFO] - ===> Epoch[559](14539/26): Loss -0.7881, Sem 0.0740, dir -0.9781, norm 0.1159, swav 0.0000 LR: 3.108e-02 Score 97.265 Data time: 0.2152, Forward time: 2.3322, Backward time: 3.0676, DDP time: 0.0033, Total iter time: 5.4599 [2020-11-13 13:49:06,444][root][INFO] - ===> Epoch[559](14540/26): Loss -0.7643, Sem 0.0798, dir -0.9776, norm 0.1334, swav 0.0000 LR: 3.108e-02 Score 97.219 Data time: 0.1808, Forward time: 2.3319, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 6.2075 [2020-11-13 13:49:12,388][root][INFO] - ===> Epoch[560](14541/26): Loss -0.7875, Sem 0.0739, dir -0.9773, norm 0.1159, swav 0.0000 LR: 3.107e-02 Score 97.389 Data time: 0.1658, Forward time: 2.3314, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.7996 [2020-11-13 13:49:18,322][root][INFO] - ===> Epoch[560](14542/26): Loss -0.7863, Sem 0.0691, dir -0.9731, norm 0.1177, swav 0.0000 LR: 3.107e-02 Score 97.541 Data time: 0.2052, Forward time: 2.3310, Backward time: 3.0695, DDP time: 0.0033, Total iter time: 5.8056 [2020-11-13 13:49:23,547][root][INFO] - ===> Epoch[560](14543/26): Loss -0.7807, Sem 0.0789, dir -0.9764, norm 0.1167, swav 0.0000 LR: 3.106e-02 Score 97.394 Data time: 0.1971, Forward time: 2.3306, Backward time: 3.0693, DDP time: 0.0033, Total iter time: 5.0677 [2020-11-13 13:49:29,980][root][INFO] - ===> Epoch[560](14544/26): Loss -0.7743, Sem 0.0810, dir -0.9789, norm 0.1236, swav 0.0000 LR: 3.106e-02 Score 97.178 Data time: 0.2406, Forward time: 2.3310, Backward time: 3.0695, DDP time: 0.0033, Total iter time: 6.2799 [2020-11-13 13:49:35,871][root][INFO] - ===> Epoch[560](14545/26): Loss -0.7731, Sem 0.0786, dir -0.9735, norm 0.1219, swav 0.0000 LR: 3.105e-02 Score 97.339 Data time: 0.1430, Forward time: 2.3303, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 5.7213 [2020-11-13 13:49:42,565][root][INFO] - ===> Epoch[560](14546/26): Loss -0.7917, Sem 0.0693, dir -0.9746, norm 0.1136, swav 0.0000 LR: 3.105e-02 Score 97.548 Data time: 0.2559, Forward time: 2.3307, Backward time: 3.0707, DDP time: 0.0033, Total iter time: 6.5795 [2020-11-13 13:49:49,979][root][INFO] - ===> Epoch[560](14547/26): Loss -0.7846, Sem 0.0739, dir -0.9772, norm 0.1187, swav 0.0000 LR: 3.104e-02 Score 97.357 Data time: 0.3650, Forward time: 2.3320, Backward time: 3.0708, DDP time: 0.0033, Total iter time: 7.2570 [2020-11-13 13:49:56,292][root][INFO] - ===> Epoch[560](14548/26): Loss -0.7858, Sem 0.0735, dir -0.9769, norm 0.1176, swav 0.0000 LR: 3.104e-02 Score 97.425 Data time: 0.2594, Forward time: 2.3326, Backward time: 3.0705, DDP time: 0.0033, Total iter time: 6.1312 [2020-11-13 13:50:01,975][root][INFO] - ===> Epoch[560](14549/26): Loss -0.7729, Sem 0.0687, dir -0.9776, norm 0.1360, swav 0.0000 LR: 3.103e-02 Score 97.592 Data time: 0.2216, Forward time: 2.3327, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 5.5186 [2020-11-13 13:50:06,940][root][INFO] - ===> Epoch[560](14550/26): Loss -0.7788, Sem 0.0764, dir -0.9749, norm 0.1198, swav 0.0000 LR: 3.103e-02 Score 97.316 Data time: 0.1617, Forward time: 2.3323, Backward time: 3.0699, DDP time: 0.0033, Total iter time: 4.8166 [2020-11-13 13:50:11,733][root][INFO] - ===> Epoch[560](14551/26): Loss -0.7683, Sem 0.0799, dir -0.9748, norm 0.1266, swav 0.0000 LR: 3.102e-02 Score 97.152 Data time: 0.1745, Forward time: 2.3319, Backward time: 3.0694, DDP time: 0.0033, Total iter time: 4.7112 [2020-11-13 13:50:16,457][root][INFO] - ===> Epoch[560](14552/26): Loss -0.7892, Sem 0.0718, dir -0.9796, norm 0.1187, swav 0.0000 LR: 3.102e-02 Score 97.463 Data time: 0.2154, Forward time: 2.3317, Backward time: 3.0686, DDP time: 0.0033, Total iter time: 4.5929 [2020-11-13 13:50:22,472][root][INFO] - ===> Epoch[560](14553/26): Loss -0.7696, Sem 0.0791, dir -0.9762, norm 0.1275, swav 0.0000 LR: 3.101e-02 Score 97.041 Data time: 0.2453, Forward time: 2.3320, Backward time: 3.0685, DDP time: 0.0033, Total iter time: 5.8611 [2020-11-13 13:50:27,884][root][INFO] - ===> Epoch[560](14554/26): Loss -0.7745, Sem 0.0785, dir -0.9763, norm 0.1233, swav 0.0000 LR: 3.101e-02 Score 97.171 Data time: 0.1747, Forward time: 2.3315, Backward time: 3.0685, DDP time: 0.0033, Total iter time: 5.2455 [2020-11-13 13:50:33,930][root][INFO] - ===> Epoch[560](14555/26): Loss -0.7780, Sem 0.0731, dir -0.9744, norm 0.1233, swav 0.0000 LR: 3.100e-02 Score 97.370 Data time: 0.2351, Forward time: 2.3314, Backward time: 3.0689, DDP time: 0.0033, Total iter time: 5.9497 [2020-11-13 13:50:39,467][root][INFO] - ===> Epoch[560](14556/26): Loss -0.7800, Sem 0.0716, dir -0.9782, norm 0.1267, swav 0.0000 LR: 3.100e-02 Score 97.369 Data time: 0.1296, Forward time: 2.3307, Backward time: 3.0693, DDP time: 0.0033, Total iter time: 5.3963 [2020-11-13 13:50:44,334][root][INFO] - ===> Epoch[560](14557/26): Loss -0.7941, Sem 0.0672, dir -0.9774, norm 0.1161, swav 0.0000 LR: 3.099e-02 Score 97.605 Data time: 0.1445, Forward time: 2.3301, Backward time: 3.0691, DDP time: 0.0033, Total iter time: 4.7754 [2020-11-13 13:50:49,289][root][INFO] - ===> Epoch[560](14558/26): Loss -0.7678, Sem 0.0742, dir -0.9749, norm 0.1330, swav 0.0000 LR: 3.099e-02 Score 97.464 Data time: 0.2038, Forward time: 2.3300, Backward time: 3.0685, DDP time: 0.0033, Total iter time: 4.9044 [2020-11-13 13:50:54,930][root][INFO] - ===> Epoch[560](14559/26): Loss -0.7784, Sem 0.0723, dir -0.9773, norm 0.1267, swav 0.0000 LR: 3.098e-02 Score 97.432 Data time: 0.2645, Forward time: 2.3306, Backward time: 3.0678, DDP time: 0.0033, Total iter time: 5.4969 [2020-11-13 13:51:00,151][root][INFO] - ===> Epoch[560](14560/26): Loss -0.7720, Sem 0.0773, dir -0.9763, norm 0.1270, swav 0.0000 LR: 3.098e-02 Score 97.269 Data time: 0.2307, Forward time: 2.3307, Backward time: 3.0671, DDP time: 0.0033, Total iter time: 5.0721 [2020-11-13 13:51:06,476][root][INFO] - ===> Epoch[560](14561/26): Loss -0.7701, Sem 0.0746, dir -0.9759, norm 0.1313, swav 0.0000 LR: 3.097e-02 Score 97.311 Data time: 0.2215, Forward time: 2.3308, Backward time: 3.0675, DDP time: 0.0033, Total iter time: 6.1741 [2020-11-13 13:51:12,490][root][INFO] - ===> Epoch[560](14562/26): Loss -0.7755, Sem 0.0736, dir -0.9763, norm 0.1272, swav 0.0000 LR: 3.097e-02 Score 97.465 Data time: 0.2670, Forward time: 2.3308, Backward time: 3.0676, DDP time: 0.0033, Total iter time: 5.8507 [2020-11-13 13:51:18,584][root][INFO] - ===> Epoch[560](14563/26): Loss -0.7698, Sem 0.0710, dir -0.9750, norm 0.1342, swav 0.0000 LR: 3.096e-02 Score 97.472 Data time: 0.2924, Forward time: 2.3316, Backward time: 3.0671, DDP time: 0.0033, Total iter time: 5.9552 [2020-11-13 13:51:24,426][root][INFO] - ===> Epoch[560](14564/26): Loss -0.7731, Sem 0.0740, dir -0.9742, norm 0.1270, swav 0.0000 LR: 3.096e-02 Score 97.346 Data time: 0.1969, Forward time: 2.3316, Backward time: 3.0670, DDP time: 0.0033, Total iter time: 5.6508 [2020-11-13 13:51:28,948][root][INFO] - ===> Epoch[560](14565/26): Loss -0.7744, Sem 0.0751, dir -0.9755, norm 0.1260, swav 0.0000 LR: 3.095e-02 Score 97.276 Data time: 0.1660, Forward time: 2.3312, Backward time: 3.0663, DDP time: 0.0033, Total iter time: 4.4095 [2020-11-13 13:51:34,272][root][INFO] - ===> Epoch[560](14566/26): Loss -0.7645, Sem 0.0851, dir -0.9748, norm 0.1252, swav 0.0000 LR: 3.094e-02 Score 96.964 Data time: 0.1731, Forward time: 2.3308, Backward time: 3.0662, DDP time: 0.0033, Total iter time: 5.2079 [2020-11-13 13:51:39,607][root][INFO] - ===> Epoch[561](14567/26): Loss -0.7661, Sem 0.0709, dir -0.9718, norm 0.1348, swav 0.0000 LR: 3.094e-02 Score 97.487 Data time: 0.1309, Forward time: 2.3300, Backward time: 3.0668, DDP time: 0.0033, Total iter time: 5.1843 [2020-11-13 13:51:45,987][root][INFO] - ===> Epoch[561](14568/26): Loss -0.7858, Sem 0.0662, dir -0.9748, norm 0.1228, swav 0.0000 LR: 3.093e-02 Score 97.665 Data time: 0.3074, Forward time: 2.3308, Backward time: 3.0665, DDP time: 0.0033, Total iter time: 6.3279 [2020-11-13 13:51:52,197][root][INFO] - ===> Epoch[561](14569/26): Loss -0.7826, Sem 0.0713, dir -0.9772, norm 0.1233, swav 0.0000 LR: 3.093e-02 Score 97.454 Data time: 0.2001, Forward time: 2.3308, Backward time: 3.0668, DDP time: 0.0033, Total iter time: 6.0642 [2020-11-13 13:51:57,061][root][INFO] - ===> Epoch[561](14570/26): Loss -0.7596, Sem 0.0877, dir -0.9748, norm 0.1275, swav 0.0000 LR: 3.092e-02 Score 96.959 Data time: 0.1489, Forward time: 2.3302, Backward time: 3.0665, DDP time: 0.0033, Total iter time: 4.7533 [2020-11-13 13:52:02,193][root][INFO] - ===> Epoch[561](14571/26): Loss -0.7810, Sem 0.0627, dir -0.9707, norm 0.1270, swav 0.0000 LR: 3.092e-02 Score 97.734 Data time: 0.1854, Forward time: 2.3300, Backward time: 3.0663, DDP time: 0.0033, Total iter time: 5.0655 [2020-11-13 13:52:07,856][root][INFO] - ===> Epoch[561](14572/26): Loss -0.7798, Sem 0.0758, dir -0.9763, norm 0.1206, swav 0.0000 LR: 3.091e-02 Score 97.290 Data time: 0.2641, Forward time: 2.3304, Backward time: 3.0657, DDP time: 0.0033, Total iter time: 5.4863 [2020-11-13 13:52:14,652][root][INFO] - ===> Epoch[561](14573/26): Loss -0.7828, Sem 0.0722, dir -0.9769, norm 0.1219, swav 0.0000 LR: 3.091e-02 Score 97.310 Data time: 0.1787, Forward time: 2.3301, Backward time: 3.0669, DDP time: 0.0033, Total iter time: 6.6550 [2020-11-13 13:52:19,498][root][INFO] - ===> Epoch[561](14574/26): Loss -0.7812, Sem 0.0746, dir -0.9769, norm 0.1211, swav 0.0000 LR: 3.090e-02 Score 97.352 Data time: 0.1622, Forward time: 2.3294, Backward time: 3.0666, DDP time: 0.0033, Total iter time: 4.6921 [2020-11-13 13:52:25,827][root][INFO] - ===> Epoch[561](14575/26): Loss -0.7680, Sem 0.0770, dir -0.9747, norm 0.1296, swav 0.0000 LR: 3.090e-02 Score 97.219 Data time: 0.1986, Forward time: 2.3295, Backward time: 3.0671, DDP time: 0.0033, Total iter time: 6.2671 [2020-11-13 13:52:30,727][root][INFO] - ===> Epoch[561](14576/26): Loss -0.7831, Sem 0.0751, dir -0.9768, norm 0.1185, swav 0.0000 LR: 3.089e-02 Score 97.296 Data time: 0.1489, Forward time: 2.3290, Backward time: 3.0668, DDP time: 0.0033, Total iter time: 4.7756 [2020-11-13 13:52:36,530][root][INFO] - ===> Epoch[561](14577/26): Loss -0.7712, Sem 0.0782, dir -0.9759, norm 0.1264, swav 0.0000 LR: 3.089e-02 Score 97.211 Data time: 0.2129, Forward time: 2.3286, Backward time: 3.0673, DDP time: 0.0033, Total iter time: 5.7618 [2020-11-13 13:52:41,380][root][INFO] - ===> Epoch[561](14578/26): Loss -0.7792, Sem 0.0780, dir -0.9740, norm 0.1168, swav 0.0000 LR: 3.088e-02 Score 97.176 Data time: 0.1907, Forward time: 2.3285, Backward time: 3.0665, DDP time: 0.0033, Total iter time: 4.7219 [2020-11-13 13:52:46,417][root][INFO] - ===> Epoch[561](14579/26): Loss -0.7820, Sem 0.0731, dir -0.9777, norm 0.1226, swav 0.0000 LR: 3.088e-02 Score 97.332 Data time: 0.1693, Forward time: 2.3280, Backward time: 3.0664, DDP time: 0.0033, Total iter time: 4.9485 [2020-11-13 13:52:52,901][root][INFO] - ===> Epoch[561](14580/26): Loss -0.7722, Sem 0.0805, dir -0.9755, norm 0.1228, swav 0.0000 LR: 3.087e-02 Score 97.060 Data time: 0.2588, Forward time: 2.3286, Backward time: 3.0664, DDP time: 0.0033, Total iter time: 6.4037 [2020-11-13 13:53:00,440][root][INFO] - ===> Epoch[561](14581/26): Loss -0.7851, Sem 0.0732, dir -0.9773, norm 0.1189, swav 0.0000 LR: 3.087e-02 Score 97.370 Data time: 0.1578, Forward time: 2.3282, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 7.3597 [2020-11-13 13:53:06,520][root][INFO] - ===> Epoch[561](14582/26): Loss -0.7467, Sem 0.0873, dir -0.9701, norm 0.1360, swav 0.0000 LR: 3.086e-02 Score 96.900 Data time: 0.1633, Forward time: 2.3278, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.9962 [2020-11-13 13:53:12,173][root][INFO] - ===> Epoch[561](14583/26): Loss -0.7894, Sem 0.0741, dir -0.9782, norm 0.1146, swav 0.0000 LR: 3.086e-02 Score 97.283 Data time: 0.1841, Forward time: 2.3277, Backward time: 3.0690, DDP time: 0.0033, Total iter time: 5.5405 [2020-11-13 13:53:19,425][root][INFO] - ===> Epoch[561](14584/26): Loss -0.7819, Sem 0.0712, dir -0.9772, norm 0.1241, swav 0.0000 LR: 3.085e-02 Score 97.442 Data time: 0.1864, Forward time: 2.3276, Backward time: 3.0704, DDP time: 0.0033, Total iter time: 7.1322 [2020-11-13 13:53:25,022][root][INFO] - ===> Epoch[561](14585/26): Loss -0.7800, Sem 0.0730, dir -0.9757, norm 0.1226, swav 0.0000 LR: 3.085e-02 Score 97.312 Data time: 0.1453, Forward time: 2.3269, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 5.4710 [2020-11-13 13:53:30,452][root][INFO] - ===> Epoch[561](14586/26): Loss -0.7783, Sem 0.0719, dir -0.9753, norm 0.1252, swav 0.0000 LR: 3.084e-02 Score 97.455 Data time: 0.2137, Forward time: 2.3269, Backward time: 3.0706, DDP time: 0.0033, Total iter time: 5.3745 [2020-11-13 13:53:36,340][root][INFO] - ===> Epoch[561](14587/26): Loss -0.7740, Sem 0.0814, dir -0.9743, norm 0.1188, swav 0.0000 LR: 3.084e-02 Score 97.244 Data time: 0.2377, Forward time: 2.3273, Backward time: 3.0703, DDP time: 0.0033, Total iter time: 5.7619 [2020-11-13 13:53:41,796][root][INFO] - ===> Epoch[561](14588/26): Loss -0.7736, Sem 0.0745, dir -0.9754, norm 0.1273, swav 0.0000 LR: 3.083e-02 Score 97.342 Data time: 0.1867, Forward time: 2.3270, Backward time: 3.0702, DDP time: 0.0033, Total iter time: 5.2910 [2020-11-13 13:53:48,054][root][INFO] - ===> Epoch[561](14589/26): Loss -0.7809, Sem 0.0690, dir -0.9763, norm 0.1264, swav 0.0000 LR: 3.083e-02 Score 97.556 Data time: 0.1665, Forward time: 2.3267, Backward time: 3.0710, DDP time: 0.0033, Total iter time: 6.1223 [2020-11-13 13:53:53,910][root][INFO] - ===> Epoch[561](14590/26): Loss -0.7793, Sem 0.0702, dir -0.9748, norm 0.1253, swav 0.0000 LR: 3.082e-02 Score 97.565 Data time: 0.1626, Forward time: 2.3263, Backward time: 3.0715, DDP time: 0.0033, Total iter time: 5.7749 [2020-11-13 13:53:59,645][root][INFO] - ===> Epoch[561](14591/26): Loss -0.7687, Sem 0.0841, dir -0.9753, norm 0.1225, swav 0.0000 LR: 3.082e-02 Score 97.041 Data time: 0.2282, Forward time: 2.3265, Backward time: 3.0712, DDP time: 0.0033, Total iter time: 5.6491 [2020-11-13 13:54:05,398][root][INFO] - ===> Epoch[561](14592/26): Loss -0.7606, Sem 0.0816, dir -0.9752, norm 0.1329, swav 0.0000 LR: 3.081e-02 Score 97.055 Data time: 0.2070, Forward time: 2.3265, Backward time: 3.0711, DDP time: 0.0033, Total iter time: 5.5982 [2020-11-13 13:54:12,357][root][INFO] - ===> Epoch[562](14593/26): Loss -0.7559, Sem 0.0837, dir -0.9736, norm 0.1341, swav 0.0000 LR: 3.081e-02 Score 97.125 Data time: 0.1628, Forward time: 2.3260, Backward time: 3.0726, DDP time: 0.0033, Total iter time: 6.8020 [2020-11-13 13:54:19,785][root][INFO] - ===> Epoch[562](14594/26): Loss -0.7750, Sem 0.0802, dir -0.9729, norm 0.1177, swav 0.0000 LR: 3.080e-02 Score 97.096 Data time: 0.2136, Forward time: 2.3260, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 7.3157 [2020-11-13 13:54:24,840][root][INFO] - ===> Epoch[562](14595/26): Loss -0.7516, Sem 0.0894, dir -0.9738, norm 0.1328, swav 0.0000 LR: 3.080e-02 Score 96.829 Data time: 0.2057, Forward time: 2.3258, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 4.9117 [2020-11-13 13:54:31,233][root][INFO] - ===> Epoch[562](14596/26): Loss -0.7791, Sem 0.0716, dir -0.9765, norm 0.1258, swav 0.0000 LR: 3.079e-02 Score 97.475 Data time: 0.3175, Forward time: 2.3266, Backward time: 3.0733, DDP time: 0.0033, Total iter time: 6.2763 [2020-11-13 13:54:36,519][root][INFO] - ===> Epoch[562](14597/26): Loss -0.7683, Sem 0.0739, dir -0.9759, norm 0.1337, swav 0.0000 LR: 3.079e-02 Score 97.430 Data time: 0.2205, Forward time: 2.3268, Backward time: 3.0726, DDP time: 0.0033, Total iter time: 5.1370 [2020-11-13 13:54:41,598][root][INFO] - ===> Epoch[562](14598/26): Loss -0.7737, Sem 0.0691, dir -0.9721, norm 0.1293, swav 0.0000 LR: 3.078e-02 Score 97.536 Data time: 0.1222, Forward time: 2.3259, Backward time: 3.0730, DDP time: 0.0033, Total iter time: 4.9068 [2020-11-13 13:54:47,352][root][INFO] - ===> Epoch[562](14599/26): Loss -0.7803, Sem 0.0804, dir -0.9767, norm 0.1160, swav 0.0000 LR: 3.078e-02 Score 97.138 Data time: 0.2182, Forward time: 2.3258, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 5.7196 [2020-11-13 13:54:54,704][root][INFO] - ===> Epoch[562](14600/26): Loss -0.7631, Sem 0.0775, dir -0.9731, norm 0.1325, swav 0.0000 LR: 3.077e-02 Score 97.262 Data time: 0.3230, Forward time: 2.3267, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 7.2447 [2020-11-13 13:55:01,088][root][INFO] - ===> Epoch[562](14601/26): Loss -0.7970, Sem 0.0674, dir -0.9780, norm 0.1135, swav 0.0000 LR: 3.077e-02 Score 97.598 Data time: 0.2102, Forward time: 2.3269, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 6.2355 [2020-11-13 13:55:05,869][root][INFO] - ===> Epoch[562](14602/26): Loss -0.7867, Sem 0.0764, dir -0.9783, norm 0.1152, swav 0.0000 LR: 3.076e-02 Score 97.441 Data time: 0.1642, Forward time: 2.3266, Backward time: 3.0732, DDP time: 0.0033, Total iter time: 4.6727 [2020-11-13 13:55:11,413][root][INFO] - ===> Epoch[562](14603/26): Loss -0.7599, Sem 0.0745, dir -0.9717, norm 0.1372, swav 0.0000 LR: 3.076e-02 Score 97.341 Data time: 0.2037, Forward time: 2.3265, Backward time: 3.0732, DDP time: 0.0033, Total iter time: 5.4427 [2020-11-13 13:55:16,459][root][INFO] - ===> Epoch[562](14604/26): Loss -0.7724, Sem 0.0805, dir -0.9763, norm 0.1233, swav 0.0000 LR: 3.075e-02 Score 97.271 Data time: 0.1809, Forward time: 2.3262, Backward time: 3.0728, DDP time: 0.0033, Total iter time: 4.9306 [2020-11-13 13:55:21,986][root][INFO] - ===> Epoch[562](14605/26): Loss -0.7677, Sem 0.0789, dir -0.9776, norm 0.1310, swav 0.0000 LR: 3.074e-02 Score 97.111 Data time: 0.1547, Forward time: 2.3257, Backward time: 3.0730, DDP time: 0.0033, Total iter time: 5.4153 [2020-11-13 13:55:27,536][root][INFO] - ===> Epoch[562](14606/26): Loss -0.7864, Sem 0.0719, dir -0.9757, norm 0.1174, swav 0.0000 LR: 3.074e-02 Score 97.399 Data time: 0.1773, Forward time: 2.3255, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 5.4419 [2020-11-13 13:55:33,519][root][INFO] - ===> Epoch[562](14607/26): Loss -0.7659, Sem 0.0782, dir -0.9760, norm 0.1319, swav 0.0000 LR: 3.073e-02 Score 97.188 Data time: 0.2187, Forward time: 2.3254, Backward time: 3.0732, DDP time: 0.0033, Total iter time: 5.8346 [2020-11-13 13:55:40,472][root][INFO] - ===> Epoch[562](14608/26): Loss -0.7837, Sem 0.0703, dir -0.9761, norm 0.1221, swav 0.0000 LR: 3.073e-02 Score 97.571 Data time: 0.2531, Forward time: 2.3255, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 6.7989 [2020-11-13 13:55:45,958][root][INFO] - ===> Epoch[562](14609/26): Loss -0.7719, Sem 0.0729, dir -0.9752, norm 0.1304, swav 0.0000 LR: 3.072e-02 Score 97.510 Data time: 0.2270, Forward time: 2.3251, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 5.3325 [2020-11-13 13:55:50,864][root][INFO] - ===> Epoch[562](14610/26): Loss -0.7890, Sem 0.0688, dir -0.9776, norm 0.1198, swav 0.0000 LR: 3.072e-02 Score 97.573 Data time: 0.2087, Forward time: 2.3251, Backward time: 3.0734, DDP time: 0.0033, Total iter time: 4.8110 [2020-11-13 13:55:56,588][root][INFO] - ===> Epoch[562](14611/26): Loss -0.7732, Sem 0.0762, dir -0.9737, norm 0.1244, swav 0.0000 LR: 3.071e-02 Score 97.265 Data time: 0.2136, Forward time: 2.3249, Backward time: 3.0734, DDP time: 0.0033, Total iter time: 5.5835 [2020-11-13 13:56:04,232][root][INFO] - ===> Epoch[562](14612/26): Loss -0.7867, Sem 0.0715, dir -0.9766, norm 0.1183, swav 0.0000 LR: 3.071e-02 Score 97.527 Data time: 0.2721, Forward time: 2.3255, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 7.5094 [2020-11-13 13:56:09,875][root][INFO] - ===> Epoch[562](14613/26): Loss -0.7698, Sem 0.0868, dir -0.9783, norm 0.1216, swav 0.0000 LR: 3.070e-02 Score 96.938 Data time: 0.2429, Forward time: 2.3260, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 5.4642 [2020-11-13 13:56:15,802][root][INFO] - ===> Epoch[562](14614/26): Loss -0.7805, Sem 0.0757, dir -0.9771, norm 0.1209, swav 0.0000 LR: 3.070e-02 Score 97.393 Data time: 0.2119, Forward time: 2.3260, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 5.7782 [2020-11-13 13:56:21,491][root][INFO] - ===> Epoch[562](14615/26): Loss -0.7897, Sem 0.0735, dir -0.9781, norm 0.1150, swav 0.0000 LR: 3.069e-02 Score 97.311 Data time: 0.1507, Forward time: 2.3254, Backward time: 3.0743, DDP time: 0.0033, Total iter time: 5.5789 [2020-11-13 13:56:27,824][root][INFO] - ===> Epoch[562](14616/26): Loss -0.7985, Sem 0.0660, dir -0.9785, norm 0.1140, swav 0.0000 LR: 3.069e-02 Score 97.582 Data time: 0.2376, Forward time: 2.3258, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 6.2719 [2020-11-13 13:56:35,264][root][INFO] - ===> Epoch[562](14617/26): Loss -0.7590, Sem 0.0797, dir -0.9717, norm 0.1330, swav 0.0000 LR: 3.068e-02 Score 97.214 Data time: 0.1766, Forward time: 2.3255, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 7.2834 [2020-11-13 13:56:41,386][root][INFO] - ===> Epoch[562](14618/26): Loss -0.7885, Sem 0.0669, dir -0.9793, norm 0.1240, swav 0.0000 LR: 3.068e-02 Score 97.588 Data time: 0.3401, Forward time: 2.3262, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 6.0482 [2020-11-13 13:56:46,546][root][INFO] - ===> Epoch[563](14619/26): Loss -0.7820, Sem 0.0696, dir -0.9742, norm 0.1225, swav 0.0000 LR: 3.067e-02 Score 97.457 Data time: 0.1702, Forward time: 2.3259, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 4.9721 [2020-11-13 13:56:51,852][root][INFO] - ===> Epoch[563](14620/26): Loss -0.7805, Sem 0.0756, dir -0.9771, norm 0.1209, swav 0.0000 LR: 3.067e-02 Score 97.290 Data time: 0.1384, Forward time: 2.3253, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 5.1934 [2020-11-13 13:56:57,805][root][INFO] - ===> Epoch[563](14621/26): Loss -0.7658, Sem 0.0776, dir -0.9727, norm 0.1293, swav 0.0000 LR: 3.066e-02 Score 97.212 Data time: 0.1714, Forward time: 2.3249, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 5.8703 [2020-11-13 13:57:02,740][root][INFO] - ===> Epoch[563](14622/26): Loss -0.7766, Sem 0.0749, dir -0.9765, norm 0.1250, swav 0.0000 LR: 3.066e-02 Score 97.292 Data time: 0.1588, Forward time: 2.3243, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 4.8125 [2020-11-13 13:57:08,282][root][INFO] - ===> Epoch[563](14623/26): Loss -0.7643, Sem 0.0733, dir -0.9723, norm 0.1346, swav 0.0000 LR: 3.065e-02 Score 97.475 Data time: 0.2471, Forward time: 2.3248, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.5059 [2020-11-13 13:57:14,872][root][INFO] - ===> Epoch[563](14624/26): Loss -0.7642, Sem 0.0834, dir -0.9724, norm 0.1248, swav 0.0000 LR: 3.065e-02 Score 97.191 Data time: 0.1554, Forward time: 2.3242, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 6.4329 [2020-11-13 13:57:19,920][root][INFO] - ===> Epoch[563](14625/26): Loss -0.7780, Sem 0.0689, dir -0.9759, norm 0.1290, swav 0.0000 LR: 3.064e-02 Score 97.534 Data time: 0.2262, Forward time: 2.3244, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 4.9520 [2020-11-13 13:57:25,540][root][INFO] - ===> Epoch[563](14626/26): Loss -0.7608, Sem 0.0778, dir -0.9738, norm 0.1352, swav 0.0000 LR: 3.064e-02 Score 97.236 Data time: 0.1776, Forward time: 2.3241, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 5.4848 [2020-11-13 13:57:31,826][root][INFO] - ===> Epoch[563](14627/26): Loss -0.7609, Sem 0.0863, dir -0.9762, norm 0.1290, swav 0.0000 LR: 3.063e-02 Score 96.730 Data time: 0.1848, Forward time: 2.3239, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 6.1898 [2020-11-13 13:57:37,224][root][INFO] - ===> Epoch[563](14628/26): Loss -0.7572, Sem 0.0806, dir -0.9733, norm 0.1355, swav 0.0000 LR: 3.063e-02 Score 97.072 Data time: 0.2409, Forward time: 2.3243, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.2613 [2020-11-13 13:57:42,464][root][INFO] - ===> Epoch[563](14629/26): Loss -0.7746, Sem 0.0714, dir -0.9707, norm 0.1246, swav 0.0000 LR: 3.062e-02 Score 97.425 Data time: 0.1150, Forward time: 2.3234, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 5.0681 [2020-11-13 13:57:47,574][root][INFO] - ===> Epoch[563](14630/26): Loss -0.7725, Sem 0.0758, dir -0.9756, norm 0.1273, swav 0.0000 LR: 3.062e-02 Score 97.212 Data time: 0.2099, Forward time: 2.3232, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.0584 [2020-11-13 13:57:54,709][root][INFO] - ===> Epoch[563](14631/26): Loss -0.7936, Sem 0.0674, dir -0.9776, norm 0.1166, swav 0.0000 LR: 3.061e-02 Score 97.662 Data time: 0.3355, Forward time: 2.3243, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 6.9993 [2020-11-13 13:58:01,063][root][INFO] - ===> Epoch[563](14632/26): Loss -0.7838, Sem 0.0676, dir -0.9740, norm 0.1226, swav 0.0000 LR: 3.061e-02 Score 97.662 Data time: 0.1660, Forward time: 2.3241, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 6.2188 [2020-11-13 13:58:06,701][root][INFO] - ===> Epoch[563](14633/26): Loss -0.7664, Sem 0.0817, dir -0.9751, norm 0.1270, swav 0.0000 LR: 3.060e-02 Score 97.197 Data time: 0.1511, Forward time: 2.3236, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.5176 [2020-11-13 13:58:12,363][root][INFO] - ===> Epoch[563](14634/26): Loss -0.7743, Sem 0.0714, dir -0.9779, norm 0.1322, swav 0.0000 LR: 3.060e-02 Score 97.535 Data time: 0.1576, Forward time: 2.3232, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.6031 [2020-11-13 13:58:18,457][root][INFO] - ===> Epoch[563](14635/26): Loss -0.7799, Sem 0.0666, dir -0.9729, norm 0.1265, swav 0.0000 LR: 3.059e-02 Score 97.693 Data time: 0.2057, Forward time: 2.3231, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 5.9764 [2020-11-13 13:58:23,106][root][INFO] - ===> Epoch[563](14636/26): Loss -0.7887, Sem 0.0699, dir -0.9769, norm 0.1183, swav 0.0000 LR: 3.059e-02 Score 97.526 Data time: 0.1975, Forward time: 2.3230, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 4.4939 [2020-11-13 13:58:29,007][root][INFO] - ===> Epoch[563](14637/26): Loss -0.7750, Sem 0.0723, dir -0.9749, norm 0.1276, swav 0.0000 LR: 3.058e-02 Score 97.458 Data time: 0.1941, Forward time: 2.3229, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.7944 [2020-11-13 13:58:35,923][root][INFO] - ===> Epoch[563](14638/26): Loss -0.7732, Sem 0.0839, dir -0.9749, norm 0.1179, swav 0.0000 LR: 3.058e-02 Score 96.902 Data time: 0.2110, Forward time: 2.3229, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 6.7374 [2020-11-13 13:58:42,046][root][INFO] - ===> Epoch[563](14639/26): Loss -0.7949, Sem 0.0629, dir -0.9726, norm 0.1148, swav 0.0000 LR: 3.057e-02 Score 97.774 Data time: 0.1642, Forward time: 2.3225, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 5.9605 [2020-11-13 13:58:47,471][root][INFO] - ===> Epoch[563](14640/26): Loss -0.7834, Sem 0.0740, dir -0.9747, norm 0.1172, swav 0.0000 LR: 3.057e-02 Score 97.370 Data time: 0.1920, Forward time: 2.3223, Backward time: 3.0785, DDP time: 0.0033, Total iter time: 5.2936 [2020-11-13 13:58:53,408][root][INFO] - ===> Epoch[563](14641/26): Loss -0.7411, Sem 0.0952, dir -0.9748, norm 0.1385, swav 0.0000 LR: 3.056e-02 Score 96.872 Data time: 0.2236, Forward time: 2.3225, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 5.8066 [2020-11-13 13:58:58,580][root][INFO] - ===> Epoch[563](14642/26): Loss -0.7726, Sem 0.0793, dir -0.9773, norm 0.1254, swav 0.0000 LR: 3.056e-02 Score 97.186 Data time: 0.2372, Forward time: 2.3227, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.0269 [2020-11-13 13:59:03,839][root][INFO] - ===> Epoch[563](14643/26): Loss -0.7924, Sem 0.0676, dir -0.9759, norm 0.1159, swav 0.0000 LR: 3.055e-02 Score 97.579 Data time: 0.2481, Forward time: 2.3231, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.1416 [2020-11-13 13:59:09,082][root][INFO] - ===> Epoch[563](14644/26): Loss -0.7677, Sem 0.0825, dir -0.9724, norm 0.1222, swav 0.0000 LR: 3.054e-02 Score 97.111 Data time: 0.2449, Forward time: 2.3234, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 5.0930 [2020-11-13 13:59:14,658][root][INFO] - ===> Epoch[564](14645/26): Loss -0.7583, Sem 0.0881, dir -0.9758, norm 0.1295, swav 0.0000 LR: 3.054e-02 Score 96.887 Data time: 0.2167, Forward time: 2.3235, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 5.4387 [2020-11-13 13:59:19,884][root][INFO] - ===> Epoch[564](14646/26): Loss -0.7793, Sem 0.0723, dir -0.9731, norm 0.1215, swav 0.0000 LR: 3.053e-02 Score 97.476 Data time: 0.1869, Forward time: 2.3232, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.0932 [2020-11-13 13:59:26,643][root][INFO] - ===> Epoch[564](14647/26): Loss -0.7824, Sem 0.0717, dir -0.9769, norm 0.1229, swav 0.0000 LR: 3.053e-02 Score 97.444 Data time: 0.3140, Forward time: 2.3241, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 6.6621 [2020-11-13 13:59:32,884][root][INFO] - ===> Epoch[564](14648/26): Loss -0.7685, Sem 0.0803, dir -0.9733, norm 0.1245, swav 0.0000 LR: 3.052e-02 Score 97.126 Data time: 0.1596, Forward time: 2.3238, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 6.0878 [2020-11-13 13:59:39,033][root][INFO] - ===> Epoch[564](14649/26): Loss -0.7773, Sem 0.0775, dir -0.9746, norm 0.1199, swav 0.0000 LR: 3.052e-02 Score 97.212 Data time: 0.1882, Forward time: 2.3236, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 6.0214 [2020-11-13 13:59:44,225][root][INFO] - ===> Epoch[564](14650/26): Loss -0.7769, Sem 0.0734, dir -0.9750, norm 0.1247, swav 0.0000 LR: 3.051e-02 Score 97.363 Data time: 0.2127, Forward time: 2.3235, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.0454 [2020-11-13 13:59:51,251][root][INFO] - ===> Epoch[564](14651/26): Loss -0.7763, Sem 0.0681, dir -0.9745, norm 0.1301, swav 0.0000 LR: 3.051e-02 Score 97.588 Data time: 0.3294, Forward time: 2.3245, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 6.8846 [2020-11-13 13:59:56,564][root][INFO] - ===> Epoch[564](14652/26): Loss -0.7737, Sem 0.0783, dir -0.9736, norm 0.1215, swav 0.0000 LR: 3.050e-02 Score 97.171 Data time: 0.2382, Forward time: 2.3249, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.1667 [2020-11-13 14:00:02,589][root][INFO] - ===> Epoch[564](14653/26): Loss -0.7750, Sem 0.0718, dir -0.9723, norm 0.1256, swav 0.0000 LR: 3.050e-02 Score 97.458 Data time: 0.1414, Forward time: 2.3245, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.8681 [2020-11-13 14:00:07,634][root][INFO] - ===> Epoch[564](14654/26): Loss -0.7868, Sem 0.0723, dir -0.9770, norm 0.1179, swav 0.0000 LR: 3.049e-02 Score 97.381 Data time: 0.1731, Forward time: 2.3241, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 4.9752 [2020-11-13 14:00:13,115][root][INFO] - ===> Epoch[564](14655/26): Loss -0.7931, Sem 0.0702, dir -0.9785, norm 0.1152, swav 0.0000 LR: 3.049e-02 Score 97.425 Data time: 0.2157, Forward time: 2.3245, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.3785 [2020-11-13 14:00:18,446][root][INFO] - ===> Epoch[564](14656/26): Loss -0.7852, Sem 0.0752, dir -0.9772, norm 0.1168, swav 0.0000 LR: 3.048e-02 Score 97.428 Data time: 0.1626, Forward time: 2.3240, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.2093 [2020-11-13 14:00:23,638][root][INFO] - ===> Epoch[564](14657/26): Loss -0.7648, Sem 0.0724, dir -0.9709, norm 0.1337, swav 0.0000 LR: 3.048e-02 Score 97.411 Data time: 0.2054, Forward time: 2.3240, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.1195 [2020-11-13 14:00:29,029][root][INFO] - ===> Epoch[564](14658/26): Loss -0.7701, Sem 0.0832, dir -0.9772, norm 0.1240, swav 0.0000 LR: 3.047e-02 Score 96.939 Data time: 0.2335, Forward time: 2.3244, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 5.2546 [2020-11-13 14:00:34,591][root][INFO] - ===> Epoch[564](14659/26): Loss -0.7815, Sem 0.0678, dir -0.9761, norm 0.1268, swav 0.0000 LR: 3.047e-02 Score 97.549 Data time: 0.1497, Forward time: 2.3238, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 5.3935 [2020-11-13 14:00:40,828][root][INFO] - ===> Epoch[564](14660/26): Loss -0.7869, Sem 0.0677, dir -0.9715, norm 0.1169, swav 0.0000 LR: 3.046e-02 Score 97.684 Data time: 0.1321, Forward time: 2.3233, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.1417 [2020-11-13 14:00:46,166][root][INFO] - ===> Epoch[564](14661/26): Loss -0.7831, Sem 0.0770, dir -0.9793, norm 0.1192, swav 0.0000 LR: 3.046e-02 Score 97.312 Data time: 0.1121, Forward time: 2.3224, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.2662 [2020-11-13 14:00:52,505][root][INFO] - ===> Epoch[564](14662/26): Loss -0.7729, Sem 0.0767, dir -0.9740, norm 0.1244, swav 0.0000 LR: 3.045e-02 Score 97.440 Data time: 0.1937, Forward time: 2.3224, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 6.2990 [2020-11-13 14:00:58,680][root][INFO] - ===> Epoch[564](14663/26): Loss -0.7981, Sem 0.0654, dir -0.9782, norm 0.1148, swav 0.0000 LR: 3.045e-02 Score 97.675 Data time: 0.2105, Forward time: 2.3225, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 6.0460 [2020-11-13 14:01:04,856][root][INFO] - ===> Epoch[564](14664/26): Loss -0.7867, Sem 0.0675, dir -0.9788, norm 0.1246, swav 0.0000 LR: 3.044e-02 Score 97.558 Data time: 0.1860, Forward time: 2.3224, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 6.0466 [2020-11-13 14:01:09,531][root][INFO] - ===> Epoch[564](14665/26): Loss -0.7689, Sem 0.0849, dir -0.9766, norm 0.1227, swav 0.0000 LR: 3.044e-02 Score 97.020 Data time: 0.1836, Forward time: 2.3221, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 4.5295 [2020-11-13 14:01:15,049][root][INFO] - ===> Epoch[564](14666/26): Loss -0.7610, Sem 0.0815, dir -0.9757, norm 0.1332, swav 0.0000 LR: 3.043e-02 Score 97.142 Data time: 0.2463, Forward time: 2.3223, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.4379 [2020-11-13 14:01:20,475][root][INFO] - ===> Epoch[564](14667/26): Loss -0.7749, Sem 0.0731, dir -0.9735, norm 0.1255, swav 0.0000 LR: 3.043e-02 Score 97.429 Data time: 0.2559, Forward time: 2.3228, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.2438 [2020-11-13 14:01:26,705][root][INFO] - ===> Epoch[564](14668/26): Loss -0.7807, Sem 0.0717, dir -0.9759, norm 0.1236, swav 0.0000 LR: 3.042e-02 Score 97.531 Data time: 0.1703, Forward time: 2.3224, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 6.0694 [2020-11-13 14:01:32,550][root][INFO] - ===> Epoch[564](14669/26): Loss -0.7650, Sem 0.0749, dir -0.9742, norm 0.1343, swav 0.0000 LR: 3.042e-02 Score 97.290 Data time: 0.1898, Forward time: 2.3221, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.7391 [2020-11-13 14:01:38,947][root][INFO] - ===> Epoch[564](14670/26): Loss -0.7837, Sem 0.0742, dir -0.9787, norm 0.1209, swav 0.0000 LR: 3.041e-02 Score 97.414 Data time: 0.1841, Forward time: 2.3219, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 6.2512 [2020-11-13 14:01:43,665][root][INFO] - ===> Epoch[565](14671/26): Loss -0.7657, Sem 0.0778, dir -0.9722, norm 0.1287, swav 0.0000 LR: 3.041e-02 Score 97.286 Data time: 0.2038, Forward time: 2.3219, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 4.5947 [2020-11-13 14:01:49,329][root][INFO] - ===> Epoch[565](14672/26): Loss -0.7737, Sem 0.0724, dir -0.9737, norm 0.1276, swav 0.0000 LR: 3.040e-02 Score 97.376 Data time: 0.1945, Forward time: 2.3217, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 5.5647 [2020-11-13 14:01:55,016][root][INFO] - ===> Epoch[565](14673/26): Loss -0.7759, Sem 0.0740, dir -0.9743, norm 0.1244, swav 0.0000 LR: 3.040e-02 Score 97.364 Data time: 0.2417, Forward time: 2.3219, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 5.5759 [2020-11-13 14:02:01,196][root][INFO] - ===> Epoch[565](14674/26): Loss -0.7792, Sem 0.0759, dir -0.9760, norm 0.1209, swav 0.0000 LR: 3.039e-02 Score 97.211 Data time: 0.2883, Forward time: 2.3226, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.0301 [2020-11-13 14:02:06,763][root][INFO] - ===> Epoch[565](14675/26): Loss -0.7693, Sem 0.0789, dir -0.9770, norm 0.1287, swav 0.0000 LR: 3.039e-02 Score 97.096 Data time: 0.2400, Forward time: 2.3229, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 5.3849 [2020-11-13 14:02:12,989][root][INFO] - ===> Epoch[565](14676/26): Loss -0.7978, Sem 0.0665, dir -0.9745, norm 0.1102, swav 0.0000 LR: 3.038e-02 Score 97.631 Data time: 0.2415, Forward time: 2.3232, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 6.0559 [2020-11-13 14:02:19,168][root][INFO] - ===> Epoch[565](14677/26): Loss -0.7861, Sem 0.0725, dir -0.9782, norm 0.1196, swav 0.0000 LR: 3.038e-02 Score 97.419 Data time: 0.2235, Forward time: 2.3233, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 6.0096 [2020-11-13 14:02:24,842][root][INFO] - ===> Epoch[565](14678/26): Loss -0.7774, Sem 0.0727, dir -0.9727, norm 0.1226, swav 0.0000 LR: 3.037e-02 Score 97.472 Data time: 0.2175, Forward time: 2.3235, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.5162 [2020-11-13 14:02:33,476][root][INFO] - ===> Epoch[565](14679/26): Loss -0.7789, Sem 0.0726, dir -0.9743, norm 0.1227, swav 0.0000 LR: 3.037e-02 Score 97.442 Data time: 0.2247, Forward time: 2.3232, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 8.4967 [2020-11-13 14:02:39,678][root][INFO] - ===> Epoch[565](14680/26): Loss -0.7695, Sem 0.0737, dir -0.9750, norm 0.1318, swav 0.0000 LR: 3.036e-02 Score 97.346 Data time: 0.1894, Forward time: 2.3230, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 6.1035 [2020-11-13 14:02:45,497][root][INFO] - ===> Epoch[565](14681/26): Loss -0.7744, Sem 0.0770, dir -0.9768, norm 0.1255, swav 0.0000 LR: 3.035e-02 Score 97.190 Data time: 0.1611, Forward time: 2.3227, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 5.7055 [2020-11-13 14:02:51,112][root][INFO] - ===> Epoch[565](14682/26): Loss -0.7685, Sem 0.0788, dir -0.9748, norm 0.1275, swav 0.0000 LR: 3.035e-02 Score 97.196 Data time: 0.1983, Forward time: 2.3227, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.5380 [2020-11-13 14:02:55,806][root][INFO] - ===> Epoch[565](14683/26): Loss -0.7912, Sem 0.0731, dir -0.9769, norm 0.1125, swav 0.0000 LR: 3.034e-02 Score 97.425 Data time: 0.1597, Forward time: 2.3222, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 4.5733 [2020-11-13 14:03:01,549][root][INFO] - ===> Epoch[565](14684/26): Loss -0.7797, Sem 0.0737, dir -0.9787, norm 0.1253, swav 0.0000 LR: 3.034e-02 Score 97.312 Data time: 0.1603, Forward time: 2.3218, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.6679 [2020-11-13 14:03:06,984][root][INFO] - ===> Epoch[565](14685/26): Loss -0.7853, Sem 0.0714, dir -0.9725, norm 0.1158, swav 0.0000 LR: 3.033e-02 Score 97.432 Data time: 0.1858, Forward time: 2.3215, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.3183 [2020-11-13 14:03:12,764][root][INFO] - ===> Epoch[565](14686/26): Loss -0.7741, Sem 0.0726, dir -0.9759, norm 0.1292, swav 0.0000 LR: 3.033e-02 Score 97.408 Data time: 0.2404, Forward time: 2.3218, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.6736 [2020-11-13 14:03:18,042][root][INFO] - ===> Epoch[565](14687/26): Loss -0.7884, Sem 0.0666, dir -0.9751, norm 0.1201, swav 0.0000 LR: 3.032e-02 Score 97.579 Data time: 0.1953, Forward time: 2.3217, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 5.0884 [2020-11-13 14:03:23,609][root][INFO] - ===> Epoch[565](14688/26): Loss -0.7854, Sem 0.0676, dir -0.9754, norm 0.1223, swav 0.0000 LR: 3.032e-02 Score 97.633 Data time: 0.1800, Forward time: 2.3215, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.4333 [2020-11-13 14:03:28,761][root][INFO] - ===> Epoch[565](14689/26): Loss -0.7830, Sem 0.0717, dir -0.9757, norm 0.1209, swav 0.0000 LR: 3.031e-02 Score 97.524 Data time: 0.1999, Forward time: 2.3214, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.0389 [2020-11-13 14:03:33,800][root][INFO] - ===> Epoch[565](14690/26): Loss -0.8021, Sem 0.0592, dir -0.9780, norm 0.1167, swav 0.0000 LR: 3.031e-02 Score 97.898 Data time: 0.2096, Forward time: 2.3214, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 4.8805 [2020-11-13 14:03:39,736][root][INFO] - ===> Epoch[565](14691/26): Loss -0.7628, Sem 0.0792, dir -0.9710, norm 0.1290, swav 0.0000 LR: 3.030e-02 Score 97.190 Data time: 0.2708, Forward time: 2.3219, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 5.8021 [2020-11-13 14:03:45,135][root][INFO] - ===> Epoch[565](14692/26): Loss -0.7785, Sem 0.0732, dir -0.9740, norm 0.1223, swav 0.0000 LR: 3.030e-02 Score 97.453 Data time: 0.1797, Forward time: 2.3217, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.2022 [2020-11-13 14:03:51,049][root][INFO] - ===> Epoch[565](14693/26): Loss -0.7680, Sem 0.0803, dir -0.9755, norm 0.1272, swav 0.0000 LR: 3.029e-02 Score 97.278 Data time: 0.2372, Forward time: 2.3220, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.8112 [2020-11-13 14:03:58,359][root][INFO] - ===> Epoch[565](14694/26): Loss -0.7592, Sem 0.0804, dir -0.9770, norm 0.1374, swav 0.0000 LR: 3.029e-02 Score 97.082 Data time: 0.2473, Forward time: 2.3222, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 7.1493 [2020-11-13 14:04:04,521][root][INFO] - ===> Epoch[565](14695/26): Loss -0.7741, Sem 0.0767, dir -0.9767, norm 0.1259, swav 0.0000 LR: 3.028e-02 Score 97.207 Data time: 0.2173, Forward time: 2.3222, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 5.9969 [2020-11-13 14:04:11,087][root][INFO] - ===> Epoch[565](14696/26): Loss -0.7587, Sem 0.0760, dir -0.9701, norm 0.1353, swav 0.0000 LR: 3.028e-02 Score 97.267 Data time: 0.1807, Forward time: 2.3218, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 6.4319 [2020-11-13 14:04:17,360][root][INFO] - ===> Epoch[566](14697/26): Loss -0.7744, Sem 0.0821, dir -0.9766, norm 0.1201, swav 0.0000 LR: 3.027e-02 Score 97.206 Data time: 0.3150, Forward time: 2.3225, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 6.1624 [2020-11-13 14:04:24,456][root][INFO] - ===> Epoch[566](14698/26): Loss -0.7930, Sem 0.0669, dir -0.9759, norm 0.1160, swav 0.0000 LR: 3.027e-02 Score 97.567 Data time: 0.3418, Forward time: 2.3235, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 6.9478 [2020-11-13 14:04:30,580][root][INFO] - ===> Epoch[566](14699/26): Loss -0.7973, Sem 0.0650, dir -0.9758, norm 0.1136, swav 0.0000 LR: 3.026e-02 Score 97.642 Data time: 0.1688, Forward time: 2.3232, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.9384 [2020-11-13 14:04:35,947][root][INFO] - ===> Epoch[566](14700/26): Loss -0.7923, Sem 0.0747, dir -0.9766, norm 0.1096, swav 0.0000 LR: 3.026e-02 Score 97.391 Data time: 0.1885, Forward time: 2.3230, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.2266 [2020-11-13 14:04:41,866][root][INFO] - ===> Epoch[566](14701/26): Loss -0.7737, Sem 0.0789, dir -0.9741, norm 0.1216, swav 0.0000 LR: 3.025e-02 Score 97.191 Data time: 0.1941, Forward time: 2.3229, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.8037 [2020-11-13 14:04:46,738][root][INFO] - ===> Epoch[566](14702/26): Loss -0.7704, Sem 0.0741, dir -0.9760, norm 0.1315, swav 0.0000 LR: 3.025e-02 Score 97.332 Data time: 0.2100, Forward time: 2.3229, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 4.7457 [2020-11-13 14:04:52,043][root][INFO] - ===> Epoch[566](14703/26): Loss -0.7777, Sem 0.0770, dir -0.9724, norm 0.1176, swav 0.0000 LR: 3.024e-02 Score 97.154 Data time: 0.1962, Forward time: 2.3228, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.1818 [2020-11-13 14:04:57,869][root][INFO] - ===> Epoch[566](14704/26): Loss -0.7801, Sem 0.0718, dir -0.9755, norm 0.1236, swav 0.0000 LR: 3.024e-02 Score 97.554 Data time: 0.2181, Forward time: 2.3228, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.7301 [2020-11-13 14:05:03,430][root][INFO] - ===> Epoch[566](14705/26): Loss -0.7770, Sem 0.0843, dir -0.9782, norm 0.1169, swav 0.0000 LR: 3.023e-02 Score 97.007 Data time: 0.1553, Forward time: 2.3224, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.4003 [2020-11-13 14:05:08,851][root][INFO] - ===> Epoch[566](14706/26): Loss -0.7653, Sem 0.0739, dir -0.9768, norm 0.1376, swav 0.0000 LR: 3.023e-02 Score 97.438 Data time: 0.2119, Forward time: 2.3224, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 5.3414 [2020-11-13 14:05:13,993][root][INFO] - ===> Epoch[566](14707/26): Loss -0.7755, Sem 0.0692, dir -0.9774, norm 0.1327, swav 0.0000 LR: 3.022e-02 Score 97.478 Data time: 0.2291, Forward time: 2.3221, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 4.9880 [2020-11-13 14:05:19,484][root][INFO] - ===> Epoch[566](14708/26): Loss -0.7686, Sem 0.0763, dir -0.9749, norm 0.1300, swav 0.0000 LR: 3.022e-02 Score 97.223 Data time: 0.2561, Forward time: 2.3225, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.3954 [2020-11-13 14:05:25,139][root][INFO] - ===> Epoch[566](14709/26): Loss -0.7765, Sem 0.0783, dir -0.9766, norm 0.1218, swav 0.0000 LR: 3.021e-02 Score 97.228 Data time: 0.1740, Forward time: 2.3222, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.5079 [2020-11-13 14:05:30,926][root][INFO] - ===> Epoch[566](14710/26): Loss -0.7826, Sem 0.0710, dir -0.9752, norm 0.1216, swav 0.0000 LR: 3.021e-02 Score 97.478 Data time: 0.2731, Forward time: 2.3227, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 5.6379 [2020-11-13 14:05:36,854][root][INFO] - ===> Epoch[566](14711/26): Loss -0.7984, Sem 0.0619, dir -0.9765, norm 0.1162, swav 0.0000 LR: 3.020e-02 Score 97.796 Data time: 0.2524, Forward time: 2.3231, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.7694 [2020-11-13 14:05:43,133][root][INFO] - ===> Epoch[566](14712/26): Loss -0.7607, Sem 0.0874, dir -0.9776, norm 0.1294, swav 0.0000 LR: 3.020e-02 Score 96.908 Data time: 0.2647, Forward time: 2.3237, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 6.1293 [2020-11-13 14:05:48,569][root][INFO] - ===> Epoch[566](14713/26): Loss -0.7911, Sem 0.0657, dir -0.9798, norm 0.1230, swav 0.0000 LR: 3.019e-02 Score 97.624 Data time: 0.1468, Forward time: 2.3232, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 5.2695 [2020-11-13 14:05:53,759][root][INFO] - ===> Epoch[566](14714/26): Loss -0.7834, Sem 0.0791, dir -0.9781, norm 0.1157, swav 0.0000 LR: 3.019e-02 Score 97.122 Data time: 0.2064, Forward time: 2.3230, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 5.1357 [2020-11-13 14:06:00,833][root][INFO] - ===> Epoch[566](14715/26): Loss -0.7808, Sem 0.0658, dir -0.9709, norm 0.1242, swav 0.0000 LR: 3.018e-02 Score 97.614 Data time: 0.1331, Forward time: 2.3222, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 6.9849 [2020-11-13 14:06:07,288][root][INFO] - ===> Epoch[566](14716/26): Loss -0.7751, Sem 0.0756, dir -0.9745, norm 0.1238, swav 0.0000 LR: 3.017e-02 Score 97.309 Data time: 0.2668, Forward time: 2.3230, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 6.4346 [2020-11-13 14:06:15,267][root][INFO] - ===> Epoch[566](14717/26): Loss -0.7750, Sem 0.0706, dir -0.9745, norm 0.1289, swav 0.0000 LR: 3.017e-02 Score 97.461 Data time: 0.2244, Forward time: 2.3228, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 7.7958 [2020-11-13 14:06:22,114][root][INFO] - ===> Epoch[566](14718/26): Loss -0.7884, Sem 0.0689, dir -0.9764, norm 0.1191, swav 0.0000 LR: 3.016e-02 Score 97.574 Data time: 0.2149, Forward time: 2.3228, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 6.7321 [2020-11-13 14:06:26,374][root][INFO] - ===> Epoch[566](14719/26): Loss -0.7760, Sem 0.0683, dir -0.9763, norm 0.1319, swav 0.0000 LR: 3.016e-02 Score 97.628 Data time: 0.1785, Forward time: 2.3227, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 4.1190 [2020-11-13 14:06:32,083][root][INFO] - ===> Epoch[566](14720/26): Loss -0.7999, Sem 0.0681, dir -0.9808, norm 0.1128, swav 0.0000 LR: 3.015e-02 Score 97.644 Data time: 0.1486, Forward time: 2.3220, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 5.5913 [2020-11-13 14:06:37,722][root][INFO] - ===> Epoch[566](14721/26): Loss -0.7755, Sem 0.0800, dir -0.9768, norm 0.1213, swav 0.0000 LR: 3.015e-02 Score 97.123 Data time: 0.2131, Forward time: 2.3222, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.6055 [2020-11-13 14:06:43,127][root][INFO] - ===> Epoch[566](14722/26): Loss -0.7774, Sem 0.0718, dir -0.9749, norm 0.1257, swav 0.0000 LR: 3.014e-02 Score 97.433 Data time: 0.1666, Forward time: 2.3218, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 5.3054 [2020-11-13 14:06:49,043][root][INFO] - ===> Epoch[567](14723/26): Loss -0.7635, Sem 0.0768, dir -0.9723, norm 0.1321, swav 0.0000 LR: 3.014e-02 Score 97.204 Data time: 0.2280, Forward time: 2.3220, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 5.8288 [2020-11-13 14:06:54,953][root][INFO] - ===> Epoch[567](14724/26): Loss -0.7753, Sem 0.0752, dir -0.9724, norm 0.1219, swav 0.0000 LR: 3.013e-02 Score 97.363 Data time: 0.2022, Forward time: 2.3219, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.7548 [2020-11-13 14:07:01,470][root][INFO] - ===> Epoch[567](14725/26): Loss -0.7719, Sem 0.0786, dir -0.9755, norm 0.1251, swav 0.0000 LR: 3.013e-02 Score 97.112 Data time: 0.2338, Forward time: 2.3220, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 6.3805 [2020-11-13 14:07:07,430][root][INFO] - ===> Epoch[567](14726/26): Loss -0.8001, Sem 0.0590, dir -0.9760, norm 0.1170, swav 0.0000 LR: 3.012e-02 Score 97.910 Data time: 0.1627, Forward time: 2.3216, Backward time: 3.0792, DDP time: 0.0033, Total iter time: 5.8028 [2020-11-13 14:07:13,526][root][INFO] - ===> Epoch[567](14727/26): Loss -0.7843, Sem 0.0677, dir -0.9764, norm 0.1243, swav 0.0000 LR: 3.012e-02 Score 97.626 Data time: 0.2965, Forward time: 2.3223, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 6.0212 [2020-11-13 14:07:18,037][root][INFO] - ===> Epoch[567](14728/26): Loss -0.7793, Sem 0.0764, dir -0.9758, norm 0.1201, swav 0.0000 LR: 3.011e-02 Score 97.200 Data time: 0.1683, Forward time: 2.3220, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 4.3542 [2020-11-13 14:07:24,931][root][INFO] - ===> Epoch[567](14729/26): Loss -0.7702, Sem 0.0802, dir -0.9744, norm 0.1239, swav 0.0000 LR: 3.011e-02 Score 97.185 Data time: 0.2193, Forward time: 2.3221, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 6.7631 [2020-11-13 14:07:30,533][root][INFO] - ===> Epoch[567](14730/26): Loss -0.7748, Sem 0.0750, dir -0.9747, norm 0.1249, swav 0.0000 LR: 3.010e-02 Score 97.301 Data time: 0.1864, Forward time: 2.3220, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 5.4530 [2020-11-13 14:07:35,329][root][INFO] - ===> Epoch[567](14731/26): Loss -0.7512, Sem 0.0920, dir -0.9716, norm 0.1283, swav 0.0000 LR: 3.010e-02 Score 96.669 Data time: 0.1299, Forward time: 2.3213, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 4.6743 [2020-11-13 14:07:40,419][root][INFO] - ===> Epoch[567](14732/26): Loss -0.7643, Sem 0.0764, dir -0.9760, norm 0.1354, swav 0.0000 LR: 3.009e-02 Score 97.296 Data time: 0.2448, Forward time: 2.3215, Backward time: 3.0780, DDP time: 0.0033, Total iter time: 5.0175 [2020-11-13 14:07:47,480][root][INFO] - ===> Epoch[567](14733/26): Loss -0.7759, Sem 0.0683, dir -0.9765, norm 0.1322, swav 0.0000 LR: 3.009e-02 Score 97.566 Data time: 0.2629, Forward time: 2.3218, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 6.9211 [2020-11-13 14:07:53,449][root][INFO] - ===> Epoch[567](14734/26): Loss -0.7738, Sem 0.0751, dir -0.9739, norm 0.1249, swav 0.0000 LR: 3.008e-02 Score 97.355 Data time: 0.2920, Forward time: 2.3223, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 5.8080 [2020-11-13 14:07:59,470][root][INFO] - ===> Epoch[567](14735/26): Loss -0.7908, Sem 0.0686, dir -0.9768, norm 0.1174, swav 0.0000 LR: 3.008e-02 Score 97.612 Data time: 0.2728, Forward time: 2.3228, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.8528 [2020-11-13 14:08:04,252][root][INFO] - ===> Epoch[567](14736/26): Loss -0.7884, Sem 0.0714, dir -0.9749, norm 0.1150, swav 0.0000 LR: 3.007e-02 Score 97.441 Data time: 0.2018, Forward time: 2.3229, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 4.6281 [2020-11-13 14:08:09,645][root][INFO] - ===> Epoch[567](14737/26): Loss -0.7502, Sem 0.0848, dir -0.9753, norm 0.1402, swav 0.0000 LR: 3.007e-02 Score 97.026 Data time: 0.1973, Forward time: 2.3228, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.2596 [2020-11-13 14:08:15,534][root][INFO] - ===> Epoch[567](14738/26): Loss -0.7800, Sem 0.0716, dir -0.9733, norm 0.1217, swav 0.0000 LR: 3.006e-02 Score 97.492 Data time: 0.2637, Forward time: 2.3233, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 5.7992 [2020-11-13 14:08:21,065][root][INFO] - ===> Epoch[567](14739/26): Loss -0.7888, Sem 0.0734, dir -0.9793, norm 0.1171, swav 0.0000 LR: 3.006e-02 Score 97.310 Data time: 0.1847, Forward time: 2.3231, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 5.4070 [2020-11-13 14:08:27,212][root][INFO] - ===> Epoch[567](14740/26): Loss -0.7779, Sem 0.0722, dir -0.9777, norm 0.1276, swav 0.0000 LR: 3.005e-02 Score 97.554 Data time: 0.1616, Forward time: 2.3228, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 6.0292 [2020-11-13 14:08:32,656][root][INFO] - ===> Epoch[567](14741/26): Loss -0.7889, Sem 0.0714, dir -0.9789, norm 0.1186, swav 0.0000 LR: 3.005e-02 Score 97.491 Data time: 0.1295, Forward time: 2.3223, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.3746 [2020-11-13 14:08:37,342][root][INFO] - ===> Epoch[567](14742/26): Loss -0.7915, Sem 0.0697, dir -0.9787, norm 0.1175, swav 0.0000 LR: 3.004e-02 Score 97.475 Data time: 0.1717, Forward time: 2.3219, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.6277 [2020-11-13 14:08:43,645][root][INFO] - ===> Epoch[567](14743/26): Loss -0.7791, Sem 0.0694, dir -0.9730, norm 0.1245, swav 0.0000 LR: 3.004e-02 Score 97.573 Data time: 0.1940, Forward time: 2.3218, Backward time: 3.0773, DDP time: 0.0033, Total iter time: 6.2273 [2020-11-13 14:08:49,473][root][INFO] - ===> Epoch[567](14744/26): Loss -0.7756, Sem 0.0768, dir -0.9783, norm 0.1259, swav 0.0000 LR: 3.003e-02 Score 97.404 Data time: 0.1187, Forward time: 2.3210, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 5.6837 [2020-11-13 14:08:55,735][root][INFO] - ===> Epoch[567](14745/26): Loss -0.7787, Sem 0.0717, dir -0.9756, norm 0.1253, swav 0.0000 LR: 3.003e-02 Score 97.476 Data time: 0.2623, Forward time: 2.3215, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 6.1896 [2020-11-13 14:09:01,378][root][INFO] - ===> Epoch[567](14746/26): Loss -0.7859, Sem 0.0737, dir -0.9764, norm 0.1168, swav 0.0000 LR: 3.002e-02 Score 97.336 Data time: 0.2194, Forward time: 2.3216, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.5136 [2020-11-13 14:09:06,393][root][INFO] - ===> Epoch[567](14747/26): Loss -0.7984, Sem 0.0643, dir -0.9781, norm 0.1154, swav 0.0000 LR: 3.002e-02 Score 97.710 Data time: 0.2274, Forward time: 2.3214, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 4.8985 [2020-11-13 14:09:11,884][root][INFO] - ===> Epoch[567](14748/26): Loss -0.7768, Sem 0.0677, dir -0.9740, norm 0.1295, swav 0.0000 LR: 3.001e-02 Score 97.554 Data time: 0.2058, Forward time: 2.3209, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 5.4029 [2020-11-13 14:09:17,336][root][INFO] - ===> Epoch[568](14749/26): Loss -0.7763, Sem 0.0738, dir -0.9747, norm 0.1246, swav 0.0000 LR: 3.001e-02 Score 97.284 Data time: 0.1850, Forward time: 2.3208, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.3889 [2020-11-13 14:09:23,387][root][INFO] - ===> Epoch[568](14750/26): Loss -0.7739, Sem 0.0756, dir -0.9745, norm 0.1249, swav 0.0000 LR: 3.000e-02 Score 97.291 Data time: 0.2009, Forward time: 2.3208, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.9113 [2020-11-13 14:09:29,064][root][INFO] - ===> Epoch[568](14751/26): Loss -0.7690, Sem 0.0840, dir -0.9750, norm 0.1220, swav 0.0000 LR: 2.999e-02 Score 97.037 Data time: 0.2403, Forward time: 2.3211, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.5603 [2020-11-13 14:09:38,002][root][INFO] - ===> Epoch[568](14752/26): Loss -0.7576, Sem 0.0735, dir -0.9762, norm 0.1451, swav 0.0000 LR: 2.999e-02 Score 97.470 Data time: 0.1849, Forward time: 2.3209, Backward time: 3.0800, DDP time: 0.0033, Total iter time: 8.7408 [2020-11-13 14:09:43,250][root][INFO] - ===> Epoch[568](14753/26): Loss -0.7737, Sem 0.0762, dir -0.9736, norm 0.1236, swav 0.0000 LR: 2.998e-02 Score 97.238 Data time: 0.1595, Forward time: 2.3205, Backward time: 3.0799, DDP time: 0.0033, Total iter time: 5.1111 [2020-11-13 14:09:48,747][root][INFO] - ===> Epoch[568](14754/26): Loss -0.7620, Sem 0.0723, dir -0.9746, norm 0.1402, swav 0.0000 LR: 2.998e-02 Score 97.428 Data time: 0.1890, Forward time: 2.3203, Backward time: 3.0799, DDP time: 0.0033, Total iter time: 5.3908 [2020-11-13 14:09:53,940][root][INFO] - ===> Epoch[568](14755/26): Loss -0.7873, Sem 0.0682, dir -0.9750, norm 0.1194, swav 0.0000 LR: 2.997e-02 Score 97.642 Data time: 0.2495, Forward time: 2.3206, Backward time: 3.0792, DDP time: 0.0033, Total iter time: 5.0765 [2020-11-13 14:10:00,572][root][INFO] - ===> Epoch[568](14756/26): Loss -0.7864, Sem 0.0699, dir -0.9762, norm 0.1199, swav 0.0000 LR: 2.997e-02 Score 97.495 Data time: 0.2234, Forward time: 2.3207, Backward time: 3.0796, DDP time: 0.0033, Total iter time: 6.4947 [2020-11-13 14:10:05,523][root][INFO] - ===> Epoch[568](14757/26): Loss -0.7900, Sem 0.0708, dir -0.9775, norm 0.1166, swav 0.0000 LR: 2.996e-02 Score 97.417 Data time: 0.1582, Forward time: 2.3203, Backward time: 3.0795, DDP time: 0.0033, Total iter time: 4.8230 [2020-11-13 14:10:10,669][root][INFO] - ===> Epoch[568](14758/26): Loss -0.7706, Sem 0.0765, dir -0.9754, norm 0.1283, swav 0.0000 LR: 2.996e-02 Score 97.342 Data time: 0.1811, Forward time: 2.3200, Backward time: 3.0792, DDP time: 0.0033, Total iter time: 5.0740 [2020-11-13 14:10:15,239][root][INFO] - ===> Epoch[568](14759/26): Loss -0.7623, Sem 0.0761, dir -0.9715, norm 0.1332, swav 0.0000 LR: 2.995e-02 Score 97.381 Data time: 0.2290, Forward time: 2.3198, Backward time: 3.0785, DDP time: 0.0033, Total iter time: 4.4280 [2020-11-13 14:10:20,574][root][INFO] - ===> Epoch[568](14760/26): Loss -0.7412, Sem 0.0802, dir -0.9736, norm 0.1522, swav 0.0000 LR: 2.995e-02 Score 97.161 Data time: 0.1791, Forward time: 2.3195, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 5.1768 [2020-11-13 14:10:26,908][root][INFO] - ===> Epoch[568](14761/26): Loss -0.7826, Sem 0.0695, dir -0.9753, norm 0.1231, swav 0.0000 LR: 2.994e-02 Score 97.508 Data time: 0.2436, Forward time: 2.3194, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 6.2347 [2020-11-13 14:10:32,322][root][INFO] - ===> Epoch[568](14762/26): Loss -0.7752, Sem 0.0763, dir -0.9744, norm 0.1228, swav 0.0000 LR: 2.994e-02 Score 97.241 Data time: 0.1829, Forward time: 2.3193, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.2938 [2020-11-13 14:10:37,111][root][INFO] - ===> Epoch[568](14763/26): Loss -0.7624, Sem 0.0800, dir -0.9729, norm 0.1305, swav 0.0000 LR: 2.993e-02 Score 97.147 Data time: 0.1790, Forward time: 2.3190, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 4.6590 [2020-11-13 14:10:43,153][root][INFO] - ===> Epoch[568](14764/26): Loss -0.7829, Sem 0.0741, dir -0.9759, norm 0.1189, swav 0.0000 LR: 2.993e-02 Score 97.464 Data time: 0.2929, Forward time: 2.3196, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.9294 [2020-11-13 14:10:49,145][root][INFO] - ===> Epoch[568](14765/26): Loss -0.7733, Sem 0.0769, dir -0.9731, norm 0.1229, swav 0.0000 LR: 2.992e-02 Score 97.287 Data time: 0.2630, Forward time: 2.3197, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.8431 [2020-11-13 14:10:54,427][root][INFO] - ===> Epoch[568](14766/26): Loss -0.7759, Sem 0.0737, dir -0.9754, norm 0.1258, swav 0.0000 LR: 2.992e-02 Score 97.343 Data time: 0.2130, Forward time: 2.3197, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.1433 [2020-11-13 14:10:59,491][root][INFO] - ===> Epoch[568](14767/26): Loss -0.7810, Sem 0.0718, dir -0.9773, norm 0.1245, swav 0.0000 LR: 2.991e-02 Score 97.405 Data time: 0.1604, Forward time: 2.3194, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 4.9097 [2020-11-13 14:11:04,979][root][INFO] - ===> Epoch[568](14768/26): Loss -0.7835, Sem 0.0742, dir -0.9742, norm 0.1165, swav 0.0000 LR: 2.991e-02 Score 97.300 Data time: 0.2672, Forward time: 2.3193, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.4183 [2020-11-13 14:11:11,576][root][INFO] - ===> Epoch[568](14769/26): Loss -0.7914, Sem 0.0716, dir -0.9784, norm 0.1154, swav 0.0000 LR: 2.990e-02 Score 97.479 Data time: 0.2616, Forward time: 2.3198, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 6.4856 [2020-11-13 14:11:17,351][root][INFO] - ===> Epoch[568](14770/26): Loss -0.7392, Sem 0.0905, dir -0.9684, norm 0.1387, swav 0.0000 LR: 2.990e-02 Score 96.779 Data time: 0.2415, Forward time: 2.3201, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.5919 [2020-11-13 14:11:23,168][root][INFO] - ===> Epoch[568](14771/26): Loss -0.7501, Sem 0.0884, dir -0.9745, norm 0.1359, swav 0.0000 LR: 2.989e-02 Score 97.074 Data time: 0.2120, Forward time: 2.3202, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.6627 [2020-11-13 14:11:28,876][root][INFO] - ===> Epoch[568](14772/26): Loss -0.7798, Sem 0.0732, dir -0.9755, norm 0.1225, swav 0.0000 LR: 2.989e-02 Score 97.449 Data time: 0.1777, Forward time: 2.3200, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.5927 [2020-11-13 14:11:35,159][root][INFO] - ===> Epoch[568](14773/26): Loss -0.7669, Sem 0.0767, dir -0.9745, norm 0.1308, swav 0.0000 LR: 2.988e-02 Score 97.267 Data time: 0.1492, Forward time: 2.3195, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 6.1764 [2020-11-13 14:11:40,320][root][INFO] - ===> Epoch[568](14774/26): Loss -0.7568, Sem 0.0804, dir -0.9723, norm 0.1351, swav 0.0000 LR: 2.988e-02 Score 97.143 Data time: 0.2190, Forward time: 2.3195, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.0506 [2020-11-13 14:11:45,999][root][INFO] - ===> Epoch[569](14775/26): Loss -0.7416, Sem 0.0779, dir -0.9696, norm 0.1501, swav 0.0000 LR: 2.987e-02 Score 97.255 Data time: 0.1631, Forward time: 2.3191, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.5285 [2020-11-13 14:11:50,923][root][INFO] - ===> Epoch[569](14776/26): Loss -0.7772, Sem 0.0745, dir -0.9751, norm 0.1234, swav 0.0000 LR: 2.987e-02 Score 97.400 Data time: 0.2319, Forward time: 2.3193, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.8584 [2020-11-13 14:11:56,576][root][INFO] - ===> Epoch[569](14777/26): Loss -0.7762, Sem 0.0710, dir -0.9755, norm 0.1282, swav 0.0000 LR: 2.986e-02 Score 97.387 Data time: 0.2697, Forward time: 2.3197, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 5.4941 [2020-11-13 14:12:01,739][root][INFO] - ===> Epoch[569](14778/26): Loss -0.7625, Sem 0.0873, dir -0.9724, norm 0.1226, swav 0.0000 LR: 2.986e-02 Score 96.928 Data time: 0.2292, Forward time: 2.3200, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 4.9889 [2020-11-13 14:12:06,707][root][INFO] - ===> Epoch[569](14779/26): Loss -0.7628, Sem 0.0770, dir -0.9758, norm 0.1361, swav 0.0000 LR: 2.985e-02 Score 97.358 Data time: 0.1940, Forward time: 2.3199, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 4.8335 [2020-11-13 14:12:14,149][root][INFO] - ===> Epoch[569](14780/26): Loss -0.7510, Sem 0.0833, dir -0.9677, norm 0.1334, swav 0.0000 LR: 2.985e-02 Score 97.164 Data time: 0.1982, Forward time: 2.3197, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 7.3347 [2020-11-13 14:12:19,451][root][INFO] - ===> Epoch[569](14781/26): Loss -0.7774, Sem 0.0630, dir -0.9754, norm 0.1349, swav 0.0000 LR: 2.984e-02 Score 97.798 Data time: 0.2105, Forward time: 2.3198, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.1705 [2020-11-13 14:12:25,194][root][INFO] - ===> Epoch[569](14782/26): Loss -0.7775, Sem 0.0814, dir -0.9761, norm 0.1172, swav 0.0000 LR: 2.984e-02 Score 97.074 Data time: 0.2174, Forward time: 2.3197, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.5877 [2020-11-13 14:12:31,579][root][INFO] - ===> Epoch[569](14783/26): Loss -0.7527, Sem 0.0853, dir -0.9730, norm 0.1350, swav 0.0000 LR: 2.983e-02 Score 97.041 Data time: 0.2666, Forward time: 2.3203, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 6.2424 [2020-11-13 14:12:37,360][root][INFO] - ===> Epoch[569](14784/26): Loss -0.7792, Sem 0.0728, dir -0.9742, norm 0.1223, swav 0.0000 LR: 2.983e-02 Score 97.473 Data time: 0.1773, Forward time: 2.3200, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.6147 [2020-11-13 14:12:42,335][root][INFO] - ===> Epoch[569](14785/26): Loss -0.7571, Sem 0.0778, dir -0.9733, norm 0.1384, swav 0.0000 LR: 2.982e-02 Score 97.235 Data time: 0.1737, Forward time: 2.3198, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 4.8545 [2020-11-13 14:12:47,979][root][INFO] - ===> Epoch[569](14786/26): Loss -0.7635, Sem 0.0772, dir -0.9762, norm 0.1355, swav 0.0000 LR: 2.981e-02 Score 97.286 Data time: 0.2616, Forward time: 2.3202, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.5235 [2020-11-13 14:12:53,276][root][INFO] - ===> Epoch[569](14787/26): Loss -0.7537, Sem 0.0893, dir -0.9721, norm 0.1291, swav 0.0000 LR: 2.981e-02 Score 97.069 Data time: 0.2230, Forward time: 2.3204, Backward time: 3.0743, DDP time: 0.0033, Total iter time: 5.1257 [2020-11-13 14:12:59,101][root][INFO] - ===> Epoch[569](14788/26): Loss -0.7746, Sem 0.0789, dir -0.9754, norm 0.1219, swav 0.0000 LR: 2.980e-02 Score 97.249 Data time: 0.1927, Forward time: 2.3203, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.6887 [2020-11-13 14:13:05,283][root][INFO] - ===> Epoch[569](14789/26): Loss -0.7683, Sem 0.0725, dir -0.9680, norm 0.1273, swav 0.0000 LR: 2.980e-02 Score 97.479 Data time: 0.1690, Forward time: 2.3199, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.0772 [2020-11-13 14:13:10,463][root][INFO] - ===> Epoch[569](14790/26): Loss -0.7631, Sem 0.0794, dir -0.9721, norm 0.1296, swav 0.0000 LR: 2.979e-02 Score 97.175 Data time: 0.1319, Forward time: 2.3193, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.1252 [2020-11-13 14:13:15,877][root][INFO] - ===> Epoch[569](14791/26): Loss -0.7689, Sem 0.0764, dir -0.9762, norm 0.1308, swav 0.0000 LR: 2.979e-02 Score 97.288 Data time: 0.1616, Forward time: 2.3189, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.3878 [2020-11-13 14:13:22,122][root][INFO] - ===> Epoch[569](14792/26): Loss -0.7826, Sem 0.0706, dir -0.9749, norm 0.1218, swav 0.0000 LR: 2.978e-02 Score 97.517 Data time: 0.2483, Forward time: 2.3194, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 6.1822 [2020-11-13 14:13:27,465][root][INFO] - ===> Epoch[569](14793/26): Loss -0.7696, Sem 0.0776, dir -0.9763, norm 0.1291, swav 0.0000 LR: 2.978e-02 Score 97.231 Data time: 0.1344, Forward time: 2.3189, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 5.2056 [2020-11-13 14:13:33,461][root][INFO] - ===> Epoch[569](14794/26): Loss -0.7485, Sem 0.0907, dir -0.9724, norm 0.1332, swav 0.0000 LR: 2.977e-02 Score 96.829 Data time: 0.1580, Forward time: 2.3185, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 5.9316 [2020-11-13 14:13:38,982][root][INFO] - ===> Epoch[569](14795/26): Loss -0.7813, Sem 0.0758, dir -0.9776, norm 0.1206, swav 0.0000 LR: 2.977e-02 Score 97.334 Data time: 0.2522, Forward time: 2.3186, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 5.4714 [2020-11-13 14:13:44,054][root][INFO] - ===> Epoch[569](14796/26): Loss -0.7587, Sem 0.0793, dir -0.9725, norm 0.1345, swav 0.0000 LR: 2.976e-02 Score 97.199 Data time: 0.1843, Forward time: 2.3184, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 4.9342 [2020-11-13 14:13:50,336][root][INFO] - ===> Epoch[569](14797/26): Loss -0.7691, Sem 0.0756, dir -0.9774, norm 0.1327, swav 0.0000 LR: 2.976e-02 Score 97.313 Data time: 0.2042, Forward time: 2.3183, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 6.1547 [2020-11-13 14:13:56,399][root][INFO] - ===> Epoch[569](14798/26): Loss -0.7721, Sem 0.0743, dir -0.9734, norm 0.1270, swav 0.0000 LR: 2.975e-02 Score 97.440 Data time: 0.2489, Forward time: 2.3186, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 5.9265 [2020-11-13 14:14:02,001][root][INFO] - ===> Epoch[569](14799/26): Loss -0.7833, Sem 0.0690, dir -0.9731, norm 0.1208, swav 0.0000 LR: 2.975e-02 Score 97.556 Data time: 0.2004, Forward time: 2.3186, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.4685 [2020-11-13 14:14:08,942][root][INFO] - ===> Epoch[569](14800/26): Loss -0.7947, Sem 0.0609, dir -0.9770, norm 0.1214, swav 0.0000 LR: 2.974e-02 Score 97.803 Data time: 0.2510, Forward time: 2.3188, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 6.8028 [2020-11-13 14:14:16,271][root][INFO] - ===> Epoch[570](14801/26): Loss -0.7677, Sem 0.0828, dir -0.9764, norm 0.1259, swav 0.0000 LR: 2.974e-02 Score 97.102 Data time: 0.2702, Forward time: 2.3193, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 7.1922 [2020-11-13 14:14:22,539][root][INFO] - ===> Epoch[570](14802/26): Loss -0.7439, Sem 0.0822, dir -0.9719, norm 0.1459, swav 0.0000 LR: 2.973e-02 Score 97.157 Data time: 0.1901, Forward time: 2.3193, Backward time: 3.0773, DDP time: 0.0033, Total iter time: 6.0995 [2020-11-13 14:14:27,860][root][INFO] - ===> Epoch[570](14803/26): Loss -0.7851, Sem 0.0783, dir -0.9771, norm 0.1137, swav 0.0000 LR: 2.973e-02 Score 97.111 Data time: 0.0995, Forward time: 2.3183, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.2348 [2020-11-13 14:14:33,436][root][INFO] - ===> Epoch[570](14804/26): Loss -0.7553, Sem 0.0868, dir -0.9738, norm 0.1317, swav 0.0000 LR: 2.972e-02 Score 96.936 Data time: 0.2258, Forward time: 2.3185, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 5.5132 [2020-11-13 14:14:39,338][root][INFO] - ===> Epoch[570](14805/26): Loss -0.7884, Sem 0.0644, dir -0.9760, norm 0.1232, swav 0.0000 LR: 2.972e-02 Score 97.758 Data time: 0.2314, Forward time: 2.3187, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 5.7843 [2020-11-13 14:14:46,003][root][INFO] - ===> Epoch[570](14806/26): Loss -0.7579, Sem 0.0896, dir -0.9753, norm 0.1278, swav 0.0000 LR: 2.971e-02 Score 97.289 Data time: 0.1754, Forward time: 2.3184, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 6.5095 [2020-11-13 14:14:51,621][root][INFO] - ===> Epoch[570](14807/26): Loss -0.7757, Sem 0.0736, dir -0.9760, norm 0.1266, swav 0.0000 LR: 2.971e-02 Score 97.373 Data time: 0.1690, Forward time: 2.3179, Backward time: 3.0790, DDP time: 0.0033, Total iter time: 5.5064 [2020-11-13 14:14:58,456][root][INFO] - ===> Epoch[570](14808/26): Loss -0.7601, Sem 0.0768, dir -0.9724, norm 0.1355, swav 0.0000 LR: 2.970e-02 Score 97.286 Data time: 0.3706, Forward time: 2.3187, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 6.7797 [2020-11-13 14:15:04,444][root][INFO] - ===> Epoch[570](14809/26): Loss -0.7629, Sem 0.0774, dir -0.9707, norm 0.1303, swav 0.0000 LR: 2.970e-02 Score 97.267 Data time: 0.1656, Forward time: 2.3184, Backward time: 3.0793, DDP time: 0.0033, Total iter time: 5.8595 [2020-11-13 14:15:09,724][root][INFO] - ===> Epoch[570](14810/26): Loss -0.7791, Sem 0.0684, dir -0.9753, norm 0.1278, swav 0.0000 LR: 2.969e-02 Score 97.565 Data time: 0.2294, Forward time: 2.3185, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 5.1625 [2020-11-13 14:15:16,004][root][INFO] - ===> Epoch[570](14811/26): Loss -0.7891, Sem 0.0740, dir -0.9772, norm 0.1142, swav 0.0000 LR: 2.969e-02 Score 97.357 Data time: 0.2599, Forward time: 2.3191, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 6.1603 [2020-11-13 14:15:21,682][root][INFO] - ===> Epoch[570](14812/26): Loss -0.7760, Sem 0.0741, dir -0.9765, norm 0.1265, swav 0.0000 LR: 2.968e-02 Score 97.233 Data time: 0.1726, Forward time: 2.3187, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 5.5332 [2020-11-13 14:15:27,404][root][INFO] - ===> Epoch[570](14813/26): Loss -0.7821, Sem 0.0700, dir -0.9749, norm 0.1228, swav 0.0000 LR: 2.968e-02 Score 97.515 Data time: 0.2091, Forward time: 2.3187, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 5.6136 [2020-11-13 14:15:33,790][root][INFO] - ===> Epoch[570](14814/26): Loss -0.7599, Sem 0.0773, dir -0.9720, norm 0.1348, swav 0.0000 LR: 2.967e-02 Score 97.335 Data time: 0.2009, Forward time: 2.3186, Backward time: 3.0794, DDP time: 0.0033, Total iter time: 6.2918 [2020-11-13 14:15:40,170][root][INFO] - ===> Epoch[570](14815/26): Loss -0.7755, Sem 0.0737, dir -0.9727, norm 0.1235, swav 0.0000 LR: 2.967e-02 Score 97.430 Data time: 0.2486, Forward time: 2.3190, Backward time: 3.0794, DDP time: 0.0033, Total iter time: 6.2414 [2020-11-13 14:15:46,088][root][INFO] - ===> Epoch[570](14816/26): Loss -0.7718, Sem 0.0685, dir -0.9744, norm 0.1341, swav 0.0000 LR: 2.966e-02 Score 97.535 Data time: 0.1898, Forward time: 2.3190, Backward time: 3.0795, DDP time: 0.0033, Total iter time: 5.7955 [2020-11-13 14:15:52,412][root][INFO] - ===> Epoch[570](14817/26): Loss -0.7805, Sem 0.0771, dir -0.9750, norm 0.1174, swav 0.0000 LR: 2.966e-02 Score 97.241 Data time: 0.2357, Forward time: 2.3191, Backward time: 3.0798, DDP time: 0.0033, Total iter time: 6.1660 [2020-11-13 14:15:57,768][root][INFO] - ===> Epoch[570](14818/26): Loss -0.7723, Sem 0.0779, dir -0.9762, norm 0.1260, swav 0.0000 LR: 2.965e-02 Score 97.170 Data time: 0.2309, Forward time: 2.3193, Backward time: 3.0793, DDP time: 0.0033, Total iter time: 5.2091 [2020-11-13 14:16:03,160][root][INFO] - ===> Epoch[570](14819/26): Loss -0.7936, Sem 0.0673, dir -0.9786, norm 0.1177, swav 0.0000 LR: 2.964e-02 Score 97.589 Data time: 0.2437, Forward time: 2.3195, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.1955 [2020-11-13 14:16:10,274][root][INFO] - ===> Epoch[570](14820/26): Loss -0.7500, Sem 0.0782, dir -0.9746, norm 0.1464, swav 0.0000 LR: 2.964e-02 Score 97.226 Data time: 0.2104, Forward time: 2.3193, Backward time: 3.0798, DDP time: 0.0033, Total iter time: 6.9451 [2020-11-13 14:16:14,492][root][INFO] - ===> Epoch[570](14821/26): Loss -0.7893, Sem 0.0717, dir -0.9773, norm 0.1162, swav 0.0000 LR: 2.963e-02 Score 97.475 Data time: 0.1459, Forward time: 2.3187, Backward time: 3.0792, DDP time: 0.0033, Total iter time: 4.1323 [2020-11-13 14:16:19,590][root][INFO] - ===> Epoch[570](14822/26): Loss -0.7854, Sem 0.0749, dir -0.9757, norm 0.1155, swav 0.0000 LR: 2.963e-02 Score 97.309 Data time: 0.2217, Forward time: 2.3188, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.0639 [2020-11-13 14:16:24,416][root][INFO] - ===> Epoch[570](14823/26): Loss -0.7848, Sem 0.0707, dir -0.9737, norm 0.1182, swav 0.0000 LR: 2.962e-02 Score 97.492 Data time: 0.1703, Forward time: 2.3185, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 4.6937 [2020-11-13 14:16:30,679][root][INFO] - ===> Epoch[570](14824/26): Loss -0.7813, Sem 0.0699, dir -0.9783, norm 0.1271, swav 0.0000 LR: 2.962e-02 Score 97.508 Data time: 0.1921, Forward time: 2.3184, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 6.1716 [2020-11-13 14:16:35,462][root][INFO] - ===> Epoch[570](14825/26): Loss -0.8012, Sem 0.0653, dir -0.9799, norm 0.1134, swav 0.0000 LR: 2.961e-02 Score 97.718 Data time: 0.1835, Forward time: 2.3182, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 4.6355 [2020-11-13 14:16:41,609][root][INFO] - ===> Epoch[570](14826/26): Loss -0.7629, Sem 0.0843, dir -0.9738, norm 0.1266, swav 0.0000 LR: 2.961e-02 Score 97.008 Data time: 0.1908, Forward time: 2.3180, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 6.0432 [2020-11-13 14:16:47,226][root][INFO] - ===> Epoch[571](14827/26): Loss -0.7812, Sem 0.0786, dir -0.9749, norm 0.1152, swav 0.0000 LR: 2.960e-02 Score 97.269 Data time: 0.2461, Forward time: 2.3184, Backward time: 3.0780, DDP time: 0.0033, Total iter time: 5.4737 [2020-11-13 14:16:53,746][root][INFO] - ===> Epoch[571](14828/26): Loss -0.7818, Sem 0.0777, dir -0.9782, norm 0.1187, swav 0.0000 LR: 2.960e-02 Score 97.264 Data time: 0.1599, Forward time: 2.3181, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 6.3430 [2020-11-13 14:16:59,462][root][INFO] - ===> Epoch[571](14829/26): Loss -0.7924, Sem 0.0660, dir -0.9780, norm 0.1197, swav 0.0000 LR: 2.959e-02 Score 97.651 Data time: 0.1933, Forward time: 2.3180, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 5.5937 [2020-11-13 14:17:05,615][root][INFO] - ===> Epoch[571](14830/26): Loss -0.7757, Sem 0.0721, dir -0.9730, norm 0.1252, swav 0.0000 LR: 2.959e-02 Score 97.463 Data time: 0.2234, Forward time: 2.3181, Backward time: 3.0790, DDP time: 0.0033, Total iter time: 6.0063 [2020-11-13 14:17:11,218][root][INFO] - ===> Epoch[571](14831/26): Loss -0.7680, Sem 0.0763, dir -0.9736, norm 0.1293, swav 0.0000 LR: 2.958e-02 Score 97.277 Data time: 0.2189, Forward time: 2.3180, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 5.4626 [2020-11-13 14:17:16,983][root][INFO] - ===> Epoch[571](14832/26): Loss -0.7785, Sem 0.0734, dir -0.9778, norm 0.1259, swav 0.0000 LR: 2.958e-02 Score 97.461 Data time: 0.2710, Forward time: 2.3185, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 5.5999 [2020-11-13 14:17:22,197][root][INFO] - ===> Epoch[571](14833/26): Loss -0.7837, Sem 0.0850, dir -0.9781, norm 0.1094, swav 0.0000 LR: 2.957e-02 Score 97.064 Data time: 0.2379, Forward time: 2.3188, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 5.0503 [2020-11-13 14:17:28,369][root][INFO] - ===> Epoch[571](14834/26): Loss -0.7610, Sem 0.0848, dir -0.9733, norm 0.1275, swav 0.0000 LR: 2.957e-02 Score 97.001 Data time: 0.2097, Forward time: 2.3187, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 6.0218 [2020-11-13 14:17:33,401][root][INFO] - ===> Epoch[571](14835/26): Loss -0.7839, Sem 0.0714, dir -0.9766, norm 0.1213, swav 0.0000 LR: 2.956e-02 Score 97.409 Data time: 0.2075, Forward time: 2.3188, Backward time: 3.0773, DDP time: 0.0033, Total iter time: 4.8727 [2020-11-13 14:17:38,366][root][INFO] - ===> Epoch[571](14836/26): Loss -0.7938, Sem 0.0692, dir -0.9778, norm 0.1148, swav 0.0000 LR: 2.956e-02 Score 97.687 Data time: 0.1991, Forward time: 2.3187, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.8318 [2020-11-13 14:17:43,426][root][INFO] - ===> Epoch[571](14837/26): Loss -0.7694, Sem 0.0755, dir -0.9707, norm 0.1259, swav 0.0000 LR: 2.955e-02 Score 97.323 Data time: 0.2291, Forward time: 2.3190, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 4.9694 [2020-11-13 14:17:47,807][root][INFO] - ===> Epoch[571](14838/26): Loss -0.7940, Sem 0.0671, dir -0.9772, norm 0.1162, swav 0.0000 LR: 2.955e-02 Score 97.594 Data time: 0.1938, Forward time: 2.3189, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 4.2485 [2020-11-13 14:17:54,568][root][INFO] - ===> Epoch[571](14839/26): Loss -0.7973, Sem 0.0649, dir -0.9770, norm 0.1148, swav 0.0000 LR: 2.954e-02 Score 97.740 Data time: 0.2067, Forward time: 2.3187, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 6.6310 [2020-11-13 14:18:00,345][root][INFO] - ===> Epoch[571](14840/26): Loss -0.7826, Sem 0.0685, dir -0.9768, norm 0.1257, swav 0.0000 LR: 2.954e-02 Score 97.593 Data time: 0.2178, Forward time: 2.3188, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.6374 [2020-11-13 14:18:07,137][root][INFO] - ===> Epoch[571](14841/26): Loss -0.7903, Sem 0.0671, dir -0.9780, norm 0.1206, swav 0.0000 LR: 2.953e-02 Score 97.636 Data time: 0.2078, Forward time: 2.3187, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 6.6517 [2020-11-13 14:18:12,153][root][INFO] - ===> Epoch[571](14842/26): Loss -0.7687, Sem 0.0867, dir -0.9751, norm 0.1197, swav 0.0000 LR: 2.953e-02 Score 97.097 Data time: 0.2312, Forward time: 2.3186, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 4.8693 [2020-11-13 14:18:18,064][root][INFO] - ===> Epoch[571](14843/26): Loss -0.7735, Sem 0.0788, dir -0.9771, norm 0.1248, swav 0.0000 LR: 2.952e-02 Score 97.228 Data time: 0.2145, Forward time: 2.3187, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.7838 [2020-11-13 14:18:24,560][root][INFO] - ===> Epoch[571](14844/26): Loss -0.7629, Sem 0.0861, dir -0.9747, norm 0.1257, swav 0.0000 LR: 2.952e-02 Score 97.029 Data time: 0.1534, Forward time: 2.3182, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 6.3451 [2020-11-13 14:18:29,625][root][INFO] - ===> Epoch[571](14845/26): Loss -0.7701, Sem 0.0723, dir -0.9757, norm 0.1333, swav 0.0000 LR: 2.951e-02 Score 97.427 Data time: 0.2716, Forward time: 2.3185, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 4.9700 [2020-11-13 14:18:35,922][root][INFO] - ===> Epoch[571](14846/26): Loss -0.7753, Sem 0.0765, dir -0.9771, norm 0.1254, swav 0.0000 LR: 2.951e-02 Score 97.309 Data time: 0.1614, Forward time: 2.3181, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 6.1549 [2020-11-13 14:18:41,229][root][INFO] - ===> Epoch[571](14847/26): Loss -0.7505, Sem 0.0873, dir -0.9743, norm 0.1365, swav 0.0000 LR: 2.950e-02 Score 96.952 Data time: 0.2402, Forward time: 2.3181, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.2021 [2020-11-13 14:18:47,788][root][INFO] - ===> Epoch[571](14848/26): Loss -0.7763, Sem 0.0707, dir -0.9722, norm 0.1252, swav 0.0000 LR: 2.950e-02 Score 97.482 Data time: 0.1599, Forward time: 2.3177, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 6.4087 [2020-11-13 14:18:53,339][root][INFO] - ===> Epoch[571](14849/26): Loss -0.7721, Sem 0.0826, dir -0.9742, norm 0.1195, swav 0.0000 LR: 2.949e-02 Score 96.979 Data time: 0.2286, Forward time: 2.3180, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 5.5090 [2020-11-13 14:18:59,096][root][INFO] - ===> Epoch[571](14850/26): Loss -0.7802, Sem 0.0714, dir -0.9749, norm 0.1233, swav 0.0000 LR: 2.949e-02 Score 97.459 Data time: 0.1815, Forward time: 2.3177, Backward time: 3.0773, DDP time: 0.0033, Total iter time: 5.5800 [2020-11-13 14:19:04,923][root][INFO] - ===> Epoch[571](14851/26): Loss -0.7835, Sem 0.0752, dir -0.9761, norm 0.1174, swav 0.0000 LR: 2.948e-02 Score 97.273 Data time: 0.2596, Forward time: 2.3183, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.7451 [2020-11-13 14:19:09,663][root][INFO] - ===> Epoch[571](14852/26): Loss -0.7864, Sem 0.0695, dir -0.9751, norm 0.1192, swav 0.0000 LR: 2.947e-02 Score 97.561 Data time: 0.1860, Forward time: 2.3182, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 4.6042 [2020-11-13 14:19:16,090][root][INFO] - ===> Epoch[572](14853/26): Loss -0.7633, Sem 0.0829, dir -0.9729, norm 0.1267, swav 0.0000 LR: 2.947e-02 Score 97.105 Data time: 0.2034, Forward time: 2.3181, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 6.3482 [2020-11-13 14:19:22,673][root][INFO] - ===> Epoch[572](14854/26): Loss -0.7744, Sem 0.0812, dir -0.9752, norm 0.1195, swav 0.0000 LR: 2.946e-02 Score 97.024 Data time: 0.2301, Forward time: 2.3183, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 6.4467 [2020-11-13 14:19:27,823][root][INFO] - ===> Epoch[572](14855/26): Loss -0.7849, Sem 0.0771, dir -0.9767, norm 0.1147, swav 0.0000 LR: 2.946e-02 Score 97.232 Data time: 0.2007, Forward time: 2.3181, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.9767 [2020-11-13 14:19:34,587][root][INFO] - ===> Epoch[572](14856/26): Loss -0.7885, Sem 0.0706, dir -0.9751, norm 0.1159, swav 0.0000 LR: 2.945e-02 Score 97.497 Data time: 0.2903, Forward time: 2.3187, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 6.6430 [2020-11-13 14:19:39,609][root][INFO] - ===> Epoch[572](14857/26): Loss -0.7719, Sem 0.0725, dir -0.9749, norm 0.1305, swav 0.0000 LR: 2.945e-02 Score 97.538 Data time: 0.1578, Forward time: 2.3183, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 4.8477 [2020-11-13 14:19:46,384][root][INFO] - ===> Epoch[572](14858/26): Loss -0.7845, Sem 0.0776, dir -0.9777, norm 0.1155, swav 0.0000 LR: 2.944e-02 Score 97.197 Data time: 0.2362, Forward time: 2.3186, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 6.6950 [2020-11-13 14:19:52,364][root][INFO] - ===> Epoch[572](14859/26): Loss -0.7885, Sem 0.0682, dir -0.9771, norm 0.1204, swav 0.0000 LR: 2.944e-02 Score 97.563 Data time: 0.2113, Forward time: 2.3187, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.7857 [2020-11-13 14:19:58,713][root][INFO] - ===> Epoch[572](14860/26): Loss -0.7949, Sem 0.0677, dir -0.9760, norm 0.1134, swav 0.0000 LR: 2.943e-02 Score 97.634 Data time: 0.2779, Forward time: 2.3193, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 6.1899 [2020-11-13 14:20:05,288][root][INFO] - ===> Epoch[572](14861/26): Loss -0.7583, Sem 0.0853, dir -0.9713, norm 0.1276, swav 0.0000 LR: 2.943e-02 Score 96.904 Data time: 0.1796, Forward time: 2.3191, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 6.4081 [2020-11-13 14:20:10,833][root][INFO] - ===> Epoch[572](14862/26): Loss -0.7787, Sem 0.0808, dir -0.9764, norm 0.1168, swav 0.0000 LR: 2.942e-02 Score 97.145 Data time: 0.2276, Forward time: 2.3188, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.4483 [2020-11-13 14:20:16,767][root][INFO] - ===> Epoch[572](14863/26): Loss -0.7451, Sem 0.0861, dir -0.9662, norm 0.1351, swav 0.0000 LR: 2.942e-02 Score 97.067 Data time: 0.2526, Forward time: 2.3187, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.8078 [2020-11-13 14:20:21,962][root][INFO] - ===> Epoch[572](14864/26): Loss -0.7949, Sem 0.0696, dir -0.9741, norm 0.1095, swav 0.0000 LR: 2.941e-02 Score 97.625 Data time: 0.2356, Forward time: 2.3190, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 5.1112 [2020-11-13 14:20:26,630][root][INFO] - ===> Epoch[572](14865/26): Loss -0.7952, Sem 0.0692, dir -0.9771, norm 0.1126, swav 0.0000 LR: 2.941e-02 Score 97.511 Data time: 0.2039, Forward time: 2.3187, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 4.5625 [2020-11-13 14:20:32,898][root][INFO] - ===> Epoch[572](14866/26): Loss -0.7887, Sem 0.0693, dir -0.9746, norm 0.1166, swav 0.0000 LR: 2.940e-02 Score 97.623 Data time: 0.2518, Forward time: 2.3188, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 6.1914 [2020-11-13 14:20:38,127][root][INFO] - ===> Epoch[572](14867/26): Loss -0.7798, Sem 0.0815, dir -0.9780, norm 0.1168, swav 0.0000 LR: 2.940e-02 Score 97.093 Data time: 0.1778, Forward time: 2.3186, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.0641 [2020-11-13 14:20:44,614][root][INFO] - ===> Epoch[572](14868/26): Loss -0.7707, Sem 0.0769, dir -0.9738, norm 0.1262, swav 0.0000 LR: 2.939e-02 Score 97.281 Data time: 0.1849, Forward time: 2.3185, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 6.3437 [2020-11-13 14:20:51,511][root][INFO] - ===> Epoch[572](14869/26): Loss -0.7995, Sem 0.0634, dir -0.9780, norm 0.1151, swav 0.0000 LR: 2.939e-02 Score 97.759 Data time: 0.1713, Forward time: 2.3183, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 6.7642 [2020-11-13 14:20:56,839][root][INFO] - ===> Epoch[572](14870/26): Loss -0.7925, Sem 0.0683, dir -0.9763, norm 0.1156, swav 0.0000 LR: 2.938e-02 Score 97.578 Data time: 0.1246, Forward time: 2.3176, Backward time: 3.0785, DDP time: 0.0033, Total iter time: 5.1734 [2020-11-13 14:21:02,840][root][INFO] - ===> Epoch[572](14871/26): Loss -0.8002, Sem 0.0661, dir -0.9780, norm 0.1116, swav 0.0000 LR: 2.938e-02 Score 97.623 Data time: 0.2184, Forward time: 2.3177, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 5.9498 [2020-11-13 14:21:08,778][root][INFO] - ===> Epoch[572](14872/26): Loss -0.7674, Sem 0.0848, dir -0.9794, norm 0.1273, swav 0.0000 LR: 2.937e-02 Score 97.071 Data time: 0.2508, Forward time: 2.3180, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 5.7782 [2020-11-13 14:21:14,513][root][INFO] - ===> Epoch[572](14873/26): Loss -0.7739, Sem 0.0743, dir -0.9781, norm 0.1299, swav 0.0000 LR: 2.937e-02 Score 97.253 Data time: 0.2028, Forward time: 2.3181, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.5880 [2020-11-13 14:21:20,769][root][INFO] - ===> Epoch[572](14874/26): Loss -0.7636, Sem 0.0792, dir -0.9734, norm 0.1306, swav 0.0000 LR: 2.936e-02 Score 97.167 Data time: 0.1814, Forward time: 2.3178, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 6.1215 [2020-11-13 14:21:26,014][root][INFO] - ===> Epoch[572](14875/26): Loss -0.7910, Sem 0.0609, dir -0.9766, norm 0.1247, swav 0.0000 LR: 2.936e-02 Score 97.940 Data time: 0.1914, Forward time: 2.3177, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.1606 [2020-11-13 14:21:31,857][root][INFO] - ===> Epoch[572](14876/26): Loss -0.7510, Sem 0.0841, dir -0.9787, norm 0.1436, swav 0.0000 LR: 2.935e-02 Score 96.913 Data time: 0.2594, Forward time: 2.3181, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.7224 [2020-11-13 14:21:37,612][root][INFO] - ===> Epoch[572](14877/26): Loss -0.7940, Sem 0.0661, dir -0.9727, norm 0.1126, swav 0.0000 LR: 2.935e-02 Score 97.734 Data time: 0.2152, Forward time: 2.3180, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.6417 [2020-11-13 14:21:43,841][root][INFO] - ===> Epoch[572](14878/26): Loss -0.7984, Sem 0.0650, dir -0.9755, norm 0.1121, swav 0.0000 LR: 2.934e-02 Score 97.667 Data time: 0.2273, Forward time: 2.3182, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 6.1047 [2020-11-13 14:21:49,086][root][INFO] - ===> Epoch[573](14879/26): Loss -0.7659, Sem 0.0800, dir -0.9712, norm 0.1252, swav 0.0000 LR: 2.934e-02 Score 97.156 Data time: 0.2359, Forward time: 2.3184, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.1017 [2020-11-13 14:21:55,047][root][INFO] - ===> Epoch[573](14880/26): Loss -0.7725, Sem 0.0808, dir -0.9768, norm 0.1235, swav 0.0000 LR: 2.933e-02 Score 97.191 Data time: 0.1837, Forward time: 2.3182, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.8422 [2020-11-13 14:22:00,959][root][INFO] - ===> Epoch[573](14881/26): Loss -0.7807, Sem 0.0706, dir -0.9771, norm 0.1258, swav 0.0000 LR: 2.933e-02 Score 97.423 Data time: 0.1437, Forward time: 2.3177, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.7946 [2020-11-13 14:22:05,509][root][INFO] - ===> Epoch[573](14882/26): Loss -0.7717, Sem 0.0729, dir -0.9732, norm 0.1285, swav 0.0000 LR: 2.932e-02 Score 97.324 Data time: 0.1706, Forward time: 2.3175, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 4.4988 [2020-11-13 14:22:11,037][root][INFO] - ===> Epoch[573](14883/26): Loss -0.7795, Sem 0.0702, dir -0.9784, norm 0.1287, swav 0.0000 LR: 2.932e-02 Score 97.560 Data time: 0.2099, Forward time: 2.3174, Backward time: 3.0780, DDP time: 0.0033, Total iter time: 5.4467 [2020-11-13 14:22:17,693][root][INFO] - ===> Epoch[573](14884/26): Loss -0.7825, Sem 0.0749, dir -0.9780, norm 0.1206, swav 0.0000 LR: 2.931e-02 Score 97.309 Data time: 0.3078, Forward time: 2.3182, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 6.5264 [2020-11-13 14:22:24,238][root][INFO] - ===> Epoch[573](14885/26): Loss -0.7940, Sem 0.0735, dir -0.9799, norm 0.1124, swav 0.0000 LR: 2.930e-02 Score 97.322 Data time: 0.2091, Forward time: 2.3183, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 6.4207 [2020-11-13 14:22:29,768][root][INFO] - ===> Epoch[573](14886/26): Loss -0.7708, Sem 0.0778, dir -0.9731, norm 0.1246, swav 0.0000 LR: 2.930e-02 Score 97.187 Data time: 0.2124, Forward time: 2.3183, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.4291 [2020-11-13 14:22:35,729][root][INFO] - ===> Epoch[573](14887/26): Loss -0.7773, Sem 0.0742, dir -0.9769, norm 0.1253, swav 0.0000 LR: 2.929e-02 Score 97.406 Data time: 0.2671, Forward time: 2.3187, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.8568 [2020-11-13 14:22:41,128][root][INFO] - ===> Epoch[573](14888/26): Loss -0.7614, Sem 0.0855, dir -0.9769, norm 0.1300, swav 0.0000 LR: 2.929e-02 Score 97.005 Data time: 0.1993, Forward time: 2.3187, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.2437 [2020-11-13 14:22:46,302][root][INFO] - ===> Epoch[573](14889/26): Loss -0.7863, Sem 0.0715, dir -0.9762, norm 0.1183, swav 0.0000 LR: 2.928e-02 Score 97.445 Data time: 0.1855, Forward time: 2.3186, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.0890 [2020-11-13 14:22:52,907][root][INFO] - ===> Epoch[573](14890/26): Loss -0.7956, Sem 0.0670, dir -0.9776, norm 0.1150, swav 0.0000 LR: 2.928e-02 Score 97.585 Data time: 0.1650, Forward time: 2.3183, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 6.4849 [2020-11-13 14:22:58,024][root][INFO] - ===> Epoch[573](14891/26): Loss -0.7907, Sem 0.0633, dir -0.9717, norm 0.1177, swav 0.0000 LR: 2.927e-02 Score 97.776 Data time: 0.1632, Forward time: 2.3179, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 5.0652 [2020-11-13 14:23:03,097][root][INFO] - ===> Epoch[573](14892/26): Loss -0.7688, Sem 0.0733, dir -0.9726, norm 0.1305, swav 0.0000 LR: 2.927e-02 Score 97.583 Data time: 0.2521, Forward time: 2.3179, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.0240 [2020-11-13 14:23:08,650][root][INFO] - ===> Epoch[573](14893/26): Loss -0.7926, Sem 0.0709, dir -0.9779, norm 0.1144, swav 0.0000 LR: 2.926e-02 Score 97.446 Data time: 0.1858, Forward time: 2.3178, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.4259 [2020-11-13 14:23:14,032][root][INFO] - ===> Epoch[573](14894/26): Loss -0.8002, Sem 0.0647, dir -0.9786, norm 0.1137, swav 0.0000 LR: 2.926e-02 Score 97.749 Data time: 0.1915, Forward time: 2.3176, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.2651 [2020-11-13 14:23:18,900][root][INFO] - ===> Epoch[573](14895/26): Loss -0.7794, Sem 0.0761, dir -0.9726, norm 0.1171, swav 0.0000 LR: 2.925e-02 Score 97.307 Data time: 0.2084, Forward time: 2.3177, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.7586 [2020-11-13 14:23:24,162][root][INFO] - ===> Epoch[573](14896/26): Loss -0.7708, Sem 0.0808, dir -0.9747, norm 0.1231, swav 0.0000 LR: 2.925e-02 Score 97.161 Data time: 0.1596, Forward time: 2.3174, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.1115 [2020-11-13 14:23:29,900][root][INFO] - ===> Epoch[573](14897/26): Loss -0.7907, Sem 0.0698, dir -0.9761, norm 0.1156, swav 0.0000 LR: 2.924e-02 Score 97.434 Data time: 0.2309, Forward time: 2.3176, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 5.6409 [2020-11-13 14:23:36,313][root][INFO] - ===> Epoch[573](14898/26): Loss -0.7909, Sem 0.0699, dir -0.9792, norm 0.1183, swav 0.0000 LR: 2.924e-02 Score 97.520 Data time: 0.1974, Forward time: 2.3175, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 6.2505 [2020-11-13 14:23:43,069][root][INFO] - ===> Epoch[573](14899/26): Loss -0.7667, Sem 0.0701, dir -0.9746, norm 0.1378, swav 0.0000 LR: 2.923e-02 Score 97.530 Data time: 0.3146, Forward time: 2.3180, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 6.6502 [2020-11-13 14:23:49,649][root][INFO] - ===> Epoch[573](14900/26): Loss -0.8022, Sem 0.0607, dir -0.9735, norm 0.1106, swav 0.0000 LR: 2.923e-02 Score 97.876 Data time: 0.2145, Forward time: 2.3181, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 6.3984 [2020-11-13 14:23:55,710][root][INFO] - ===> Epoch[573](14901/26): Loss -0.7732, Sem 0.0692, dir -0.9713, norm 0.1288, swav 0.0000 LR: 2.922e-02 Score 97.591 Data time: 0.1906, Forward time: 2.3180, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 5.9290 [2020-11-13 14:24:00,702][root][INFO] - ===> Epoch[573](14902/26): Loss -0.7781, Sem 0.0681, dir -0.9732, norm 0.1270, swav 0.0000 LR: 2.922e-02 Score 97.544 Data time: 0.2066, Forward time: 2.3178, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 4.8920 [2020-11-13 14:24:06,082][root][INFO] - ===> Epoch[573](14903/26): Loss -0.7827, Sem 0.0729, dir -0.9773, norm 0.1217, swav 0.0000 LR: 2.921e-02 Score 97.445 Data time: 0.1729, Forward time: 2.3174, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.2848 [2020-11-13 14:24:11,730][root][INFO] - ===> Epoch[573](14904/26): Loss -0.7752, Sem 0.0733, dir -0.9752, norm 0.1267, swav 0.0000 LR: 2.921e-02 Score 97.358 Data time: 0.2729, Forward time: 2.3177, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.5796 [2020-11-13 14:24:17,048][root][INFO] - ===> Epoch[574](14905/26): Loss -0.7835, Sem 0.0714, dir -0.9756, norm 0.1207, swav 0.0000 LR: 2.920e-02 Score 97.463 Data time: 0.2178, Forward time: 2.3177, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.1716 [2020-11-13 14:24:23,052][root][INFO] - ===> Epoch[574](14906/26): Loss -0.7937, Sem 0.0705, dir -0.9790, norm 0.1148, swav 0.0000 LR: 2.920e-02 Score 97.482 Data time: 0.2315, Forward time: 2.3179, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.8699 [2020-11-13 14:24:29,572][root][INFO] - ===> Epoch[574](14907/26): Loss -0.7562, Sem 0.0801, dir -0.9722, norm 0.1359, swav 0.0000 LR: 2.919e-02 Score 97.127 Data time: 0.2645, Forward time: 2.3181, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 6.3765 [2020-11-13 14:24:34,407][root][INFO] - ===> Epoch[574](14908/26): Loss -0.7969, Sem 0.0702, dir -0.9755, norm 0.1084, swav 0.0000 LR: 2.919e-02 Score 97.483 Data time: 0.2047, Forward time: 2.3180, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 4.6874 [2020-11-13 14:24:39,703][root][INFO] - ===> Epoch[574](14909/26): Loss -0.7744, Sem 0.0770, dir -0.9774, norm 0.1261, swav 0.0000 LR: 2.918e-02 Score 97.280 Data time: 0.2135, Forward time: 2.3179, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 5.1758 [2020-11-13 14:24:46,622][root][INFO] - ===> Epoch[574](14910/26): Loss -0.7877, Sem 0.0675, dir -0.9761, norm 0.1209, swav 0.0000 LR: 2.918e-02 Score 97.568 Data time: 0.2634, Forward time: 2.3183, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 6.7723 [2020-11-13 14:24:52,444][root][INFO] - ===> Epoch[574](14911/26): Loss -0.7778, Sem 0.0709, dir -0.9744, norm 0.1257, swav 0.0000 LR: 2.917e-02 Score 97.468 Data time: 0.2309, Forward time: 2.3185, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 5.6559 [2020-11-13 14:24:58,262][root][INFO] - ===> Epoch[574](14912/26): Loss -0.7847, Sem 0.0772, dir -0.9761, norm 0.1142, swav 0.0000 LR: 2.917e-02 Score 97.300 Data time: 0.1495, Forward time: 2.3181, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.6720 [2020-11-13 14:25:04,234][root][INFO] - ===> Epoch[574](14913/26): Loss -0.7651, Sem 0.0743, dir -0.9698, norm 0.1303, swav 0.0000 LR: 2.916e-02 Score 97.368 Data time: 0.1570, Forward time: 2.3178, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.8724 [2020-11-13 14:25:09,770][root][INFO] - ===> Epoch[574](14914/26): Loss -0.7953, Sem 0.0673, dir -0.9752, norm 0.1127, swav 0.0000 LR: 2.916e-02 Score 97.613 Data time: 0.1370, Forward time: 2.3174, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.4562 [2020-11-13 14:25:16,234][root][INFO] - ===> Epoch[574](14915/26): Loss -0.7780, Sem 0.0767, dir -0.9728, norm 0.1180, swav 0.0000 LR: 2.915e-02 Score 97.343 Data time: 0.2194, Forward time: 2.3172, Backward time: 3.0781, DDP time: 0.0033, Total iter time: 6.3738 [2020-11-13 14:25:22,017][root][INFO] - ===> Epoch[574](14916/26): Loss -0.7730, Sem 0.0782, dir -0.9754, norm 0.1242, swav 0.0000 LR: 2.914e-02 Score 97.283 Data time: 0.2053, Forward time: 2.3171, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.6941 [2020-11-13 14:25:27,618][root][INFO] - ===> Epoch[574](14917/26): Loss -0.7979, Sem 0.0707, dir -0.9767, norm 0.1082, swav 0.0000 LR: 2.914e-02 Score 97.503 Data time: 0.2215, Forward time: 2.3172, Backward time: 3.0780, DDP time: 0.0033, Total iter time: 5.4824 [2020-11-13 14:25:33,191][root][INFO] - ===> Epoch[574](14918/26): Loss -0.7821, Sem 0.0783, dir -0.9791, norm 0.1188, swav 0.0000 LR: 2.913e-02 Score 97.196 Data time: 0.2611, Forward time: 2.3176, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.4362 [2020-11-13 14:25:39,096][root][INFO] - ===> Epoch[574](14919/26): Loss -0.7928, Sem 0.0726, dir -0.9795, norm 0.1141, swav 0.0000 LR: 2.913e-02 Score 97.314 Data time: 0.2319, Forward time: 2.3177, Backward time: 3.0773, DDP time: 0.0033, Total iter time: 5.7635 [2020-11-13 14:25:44,674][root][INFO] - ===> Epoch[574](14920/26): Loss -0.7811, Sem 0.0762, dir -0.9762, norm 0.1189, swav 0.0000 LR: 2.912e-02 Score 97.278 Data time: 0.2168, Forward time: 2.3178, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 5.4301 [2020-11-13 14:25:51,552][root][INFO] - ===> Epoch[574](14921/26): Loss -0.7743, Sem 0.0739, dir -0.9739, norm 0.1258, swav 0.0000 LR: 2.912e-02 Score 97.493 Data time: 0.2215, Forward time: 2.3178, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 6.7443 [2020-11-13 14:25:59,000][root][INFO] - ===> Epoch[574](14922/26): Loss -0.7662, Sem 0.0763, dir -0.9719, norm 0.1293, swav 0.0000 LR: 2.911e-02 Score 97.353 Data time: 0.2937, Forward time: 2.3182, Backward time: 3.0786, DDP time: 0.0033, Total iter time: 7.3209 [2020-11-13 14:26:04,641][root][INFO] - ===> Epoch[574](14923/26): Loss -0.7382, Sem 0.0834, dir -0.9698, norm 0.1482, swav 0.0000 LR: 2.911e-02 Score 97.028 Data time: 0.1721, Forward time: 2.3179, Backward time: 3.0787, DDP time: 0.0033, Total iter time: 5.4865 [2020-11-13 14:26:10,460][root][INFO] - ===> Epoch[574](14924/26): Loss -0.7208, Sem 0.0815, dir -0.9662, norm 0.1639, swav 0.0000 LR: 2.910e-02 Score 97.313 Data time: 0.1746, Forward time: 2.3178, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 5.7497 [2020-11-13 14:26:15,244][root][INFO] - ===> Epoch[574](14925/26): Loss -0.7521, Sem 0.0758, dir -0.9705, norm 0.1426, swav 0.0000 LR: 2.910e-02 Score 97.284 Data time: 0.2034, Forward time: 2.3178, Backward time: 3.0782, DDP time: 0.0033, Total iter time: 4.7170 [2020-11-13 14:26:20,493][root][INFO] - ===> Epoch[574](14926/26): Loss -0.7462, Sem 0.0714, dir -0.9634, norm 0.1458, swav 0.0000 LR: 2.909e-02 Score 97.520 Data time: 0.1941, Forward time: 2.3177, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 5.1580 [2020-11-13 14:26:26,492][root][INFO] - ===> Epoch[574](14927/26): Loss -0.7731, Sem 0.0757, dir -0.9743, norm 0.1255, swav 0.0000 LR: 2.909e-02 Score 97.341 Data time: 0.1776, Forward time: 2.3174, Backward time: 3.0783, DDP time: 0.0033, Total iter time: 5.8744 [2020-11-13 14:26:31,807][root][INFO] - ===> Epoch[574](14928/26): Loss -0.7510, Sem 0.0784, dir -0.9740, norm 0.1446, swav 0.0000 LR: 2.908e-02 Score 97.186 Data time: 0.2534, Forward time: 2.3174, Backward time: 3.0780, DDP time: 0.0033, Total iter time: 5.2142 [2020-11-13 14:26:37,337][root][INFO] - ===> Epoch[574](14929/26): Loss -0.7545, Sem 0.0800, dir -0.9733, norm 0.1387, swav 0.0000 LR: 2.908e-02 Score 97.196 Data time: 0.1900, Forward time: 2.3174, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 5.4149 [2020-11-13 14:26:42,612][root][INFO] - ===> Epoch[574](14930/26): Loss -0.7923, Sem 0.0673, dir -0.9768, norm 0.1172, swav 0.0000 LR: 2.907e-02 Score 97.643 Data time: 0.2231, Forward time: 2.3175, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.1599 [2020-11-13 14:26:48,513][root][INFO] - ===> Epoch[575](14931/26): Loss -0.7701, Sem 0.0706, dir -0.9726, norm 0.1319, swav 0.0000 LR: 2.907e-02 Score 97.551 Data time: 0.1807, Forward time: 2.3173, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.7741 [2020-11-13 14:26:54,086][root][INFO] - ===> Epoch[575](14932/26): Loss -0.7789, Sem 0.0795, dir -0.9773, norm 0.1190, swav 0.0000 LR: 2.906e-02 Score 97.271 Data time: 0.2335, Forward time: 2.3173, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.4731 [2020-11-13 14:27:00,083][root][INFO] - ===> Epoch[575](14933/26): Loss -0.7310, Sem 0.0948, dir -0.9694, norm 0.1436, swav 0.0000 LR: 2.906e-02 Score 96.726 Data time: 0.2668, Forward time: 2.3177, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.8619 [2020-11-13 14:27:04,921][root][INFO] - ===> Epoch[575](14934/26): Loss -0.7515, Sem 0.0804, dir -0.9669, norm 0.1349, swav 0.0000 LR: 2.905e-02 Score 97.231 Data time: 0.2120, Forward time: 2.3178, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 4.6471 [2020-11-13 14:27:11,249][root][INFO] - ===> Epoch[575](14935/26): Loss -0.7840, Sem 0.0745, dir -0.9759, norm 0.1175, swav 0.0000 LR: 2.905e-02 Score 97.263 Data time: 0.2207, Forward time: 2.3180, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 6.2284 [2020-11-13 14:27:17,944][root][INFO] - ===> Epoch[575](14936/26): Loss -0.7788, Sem 0.0655, dir -0.9693, norm 0.1249, swav 0.0000 LR: 2.904e-02 Score 97.715 Data time: 0.1388, Forward time: 2.3175, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 6.5782 [2020-11-13 14:27:22,025][root][INFO] - ===> Epoch[575](14937/26): Loss -0.7701, Sem 0.0735, dir -0.9776, norm 0.1340, swav 0.0000 LR: 2.904e-02 Score 97.441 Data time: 0.1568, Forward time: 2.3170, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 4.0087 [2020-11-13 14:27:26,977][root][INFO] - ===> Epoch[575](14938/26): Loss -0.7644, Sem 0.0817, dir -0.9753, norm 0.1292, swav 0.0000 LR: 2.903e-02 Score 97.188 Data time: 0.2234, Forward time: 2.3171, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 4.9088 [2020-11-13 14:27:33,034][root][INFO] - ===> Epoch[575](14939/26): Loss -0.7561, Sem 0.0803, dir -0.9703, norm 0.1339, swav 0.0000 LR: 2.903e-02 Score 97.063 Data time: 0.2479, Forward time: 2.3174, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 5.9322 [2020-11-13 14:27:38,928][root][INFO] - ===> Epoch[575](14940/26): Loss -0.7656, Sem 0.0745, dir -0.9699, norm 0.1298, swav 0.0000 LR: 2.902e-02 Score 97.400 Data time: 0.1765, Forward time: 2.3171, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.7585 [2020-11-13 14:27:45,409][root][INFO] - ===> Epoch[575](14941/26): Loss -0.7552, Sem 0.0855, dir -0.9749, norm 0.1343, swav 0.0000 LR: 2.902e-02 Score 96.968 Data time: 0.3076, Forward time: 2.3178, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 6.4002 [2020-11-13 14:27:51,326][root][INFO] - ===> Epoch[575](14942/26): Loss -0.7564, Sem 0.0830, dir -0.9720, norm 0.1327, swav 0.0000 LR: 2.901e-02 Score 97.128 Data time: 0.1746, Forward time: 2.3176, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.7760 [2020-11-13 14:27:57,339][root][INFO] - ===> Epoch[575](14943/26): Loss -0.7814, Sem 0.0681, dir -0.9763, norm 0.1269, swav 0.0000 LR: 2.901e-02 Score 97.596 Data time: 0.1761, Forward time: 2.3173, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 5.9052 [2020-11-13 14:28:02,751][root][INFO] - ===> Epoch[575](14944/26): Loss -0.7746, Sem 0.0684, dir -0.9737, norm 0.1307, swav 0.0000 LR: 2.900e-02 Score 97.564 Data time: 0.2140, Forward time: 2.3174, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.2810 [2020-11-13 14:28:08,971][root][INFO] - ===> Epoch[575](14945/26): Loss -0.7664, Sem 0.0744, dir -0.9728, norm 0.1320, swav 0.0000 LR: 2.900e-02 Score 97.418 Data time: 0.1903, Forward time: 2.3172, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 6.0784 [2020-11-13 14:28:14,561][root][INFO] - ===> Epoch[575](14946/26): Loss -0.7706, Sem 0.0816, dir -0.9761, norm 0.1239, swav 0.0000 LR: 2.899e-02 Score 97.077 Data time: 0.1363, Forward time: 2.3168, Backward time: 3.0775, DDP time: 0.0033, Total iter time: 5.4434 [2020-11-13 14:28:21,528][root][INFO] - ===> Epoch[575](14947/26): Loss -0.7797, Sem 0.0749, dir -0.9757, norm 0.1211, swav 0.0000 LR: 2.898e-02 Score 97.424 Data time: 0.1625, Forward time: 2.3162, Backward time: 3.0789, DDP time: 0.0033, Total iter time: 6.9288 [2020-11-13 14:28:27,107][root][INFO] - ===> Epoch[575](14948/26): Loss -0.7637, Sem 0.0747, dir -0.9709, norm 0.1326, swav 0.0000 LR: 2.898e-02 Score 97.464 Data time: 0.2544, Forward time: 2.3166, Backward time: 3.0784, DDP time: 0.0033, Total iter time: 5.5083 [2020-11-13 14:28:33,361][root][INFO] - ===> Epoch[575](14949/26): Loss -0.7717, Sem 0.0782, dir -0.9724, norm 0.1225, swav 0.0000 LR: 2.897e-02 Score 97.344 Data time: 0.1997, Forward time: 2.3165, Backward time: 3.0788, DDP time: 0.0033, Total iter time: 6.1352 [2020-11-13 14:28:38,029][root][INFO] - ===> Epoch[575](14950/26): Loss -0.7750, Sem 0.0713, dir -0.9739, norm 0.1276, swav 0.0000 LR: 2.897e-02 Score 97.469 Data time: 0.2277, Forward time: 2.3166, Backward time: 3.0779, DDP time: 0.0033, Total iter time: 4.5473 [2020-11-13 14:28:43,461][root][INFO] - ===> Epoch[575](14951/26): Loss -0.7399, Sem 0.0927, dir -0.9711, norm 0.1386, swav 0.0000 LR: 2.896e-02 Score 96.763 Data time: 0.2692, Forward time: 2.3169, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 5.2974 [2020-11-13 14:28:49,150][root][INFO] - ===> Epoch[575](14952/26): Loss -0.7597, Sem 0.0832, dir -0.9708, norm 0.1279, swav 0.0000 LR: 2.896e-02 Score 97.027 Data time: 0.2900, Forward time: 2.3171, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.5212 [2020-11-13 14:28:53,775][root][INFO] - ===> Epoch[575](14953/26): Loss -0.7750, Sem 0.0749, dir -0.9741, norm 0.1242, swav 0.0000 LR: 2.895e-02 Score 97.345 Data time: 0.1892, Forward time: 2.3171, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 4.4774 [2020-11-13 14:29:00,092][root][INFO] - ===> Epoch[575](14954/26): Loss -0.7535, Sem 0.0879, dir -0.9737, norm 0.1324, swav 0.0000 LR: 2.895e-02 Score 96.940 Data time: 0.1917, Forward time: 2.3170, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 6.2106 [2020-11-13 14:29:06,848][root][INFO] - ===> Epoch[575](14955/26): Loss -0.7483, Sem 0.0774, dir -0.9705, norm 0.1448, swav 0.0000 LR: 2.894e-02 Score 97.226 Data time: 0.2057, Forward time: 2.3169, Backward time: 3.0774, DDP time: 0.0033, Total iter time: 6.5928 [2020-11-13 14:29:11,932][root][INFO] - ===> Epoch[575](14956/26): Loss -0.7770, Sem 0.0749, dir -0.9754, norm 0.1235, swav 0.0000 LR: 2.894e-02 Score 97.435 Data time: 0.2534, Forward time: 2.3171, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.9313 [2020-11-13 14:29:17,798][root][INFO] - ===> Epoch[576](14957/26): Loss -0.7670, Sem 0.0859, dir -0.9747, norm 0.1218, swav 0.0000 LR: 2.893e-02 Score 97.030 Data time: 0.2021, Forward time: 2.3171, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 5.7094 [2020-11-13 14:29:23,478][root][INFO] - ===> Epoch[576](14958/26): Loss -0.7863, Sem 0.0717, dir -0.9761, norm 0.1182, swav 0.0000 LR: 2.893e-02 Score 97.471 Data time: 0.1495, Forward time: 2.3168, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.5462 [2020-11-13 14:29:28,484][root][INFO] - ===> Epoch[576](14959/26): Loss -0.7702, Sem 0.0814, dir -0.9744, norm 0.1227, swav 0.0000 LR: 2.892e-02 Score 97.213 Data time: 0.1762, Forward time: 2.3167, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 4.9377 [2020-11-13 14:29:33,528][root][INFO] - ===> Epoch[576](14960/26): Loss -0.7632, Sem 0.0875, dir -0.9762, norm 0.1255, swav 0.0000 LR: 2.892e-02 Score 97.013 Data time: 0.1667, Forward time: 2.3164, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 4.8986 [2020-11-13 14:29:38,375][root][INFO] - ===> Epoch[576](14961/26): Loss -0.7729, Sem 0.0780, dir -0.9717, norm 0.1208, swav 0.0000 LR: 2.891e-02 Score 97.368 Data time: 0.1636, Forward time: 2.3159, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 4.7610 [2020-11-13 14:29:45,362][root][INFO] - ===> Epoch[576](14962/26): Loss -0.7799, Sem 0.0729, dir -0.9787, norm 0.1260, swav 0.0000 LR: 2.891e-02 Score 97.383 Data time: 0.2401, Forward time: 2.3163, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 6.9310 [2020-11-13 14:29:50,358][root][INFO] - ===> Epoch[576](14963/26): Loss -0.7790, Sem 0.0767, dir -0.9749, norm 0.1192, swav 0.0000 LR: 2.890e-02 Score 97.374 Data time: 0.1725, Forward time: 2.3161, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 4.8581 [2020-11-13 14:29:55,710][root][INFO] - ===> Epoch[576](14964/26): Loss -0.7484, Sem 0.0803, dir -0.9729, norm 0.1442, swav 0.0000 LR: 2.890e-02 Score 97.226 Data time: 0.1780, Forward time: 2.3159, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 5.2583 [2020-11-13 14:30:01,726][root][INFO] - ===> Epoch[576](14965/26): Loss -0.7696, Sem 0.0714, dir -0.9721, norm 0.1312, swav 0.0000 LR: 2.889e-02 Score 97.485 Data time: 0.2425, Forward time: 2.3160, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 5.9125 [2020-11-13 14:30:07,507][root][INFO] - ===> Epoch[576](14966/26): Loss -0.7810, Sem 0.0741, dir -0.9766, norm 0.1215, swav 0.0000 LR: 2.889e-02 Score 97.354 Data time: 0.2667, Forward time: 2.3164, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 5.6392 [2020-11-13 14:30:13,423][root][INFO] - ===> Epoch[576](14967/26): Loss -0.7798, Sem 0.0747, dir -0.9758, norm 0.1214, swav 0.0000 LR: 2.888e-02 Score 97.385 Data time: 0.2834, Forward time: 2.3169, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.7347 [2020-11-13 14:30:20,246][root][INFO] - ===> Epoch[576](14968/26): Loss -0.7947, Sem 0.0678, dir -0.9762, norm 0.1137, swav 0.0000 LR: 2.888e-02 Score 97.605 Data time: 0.1784, Forward time: 2.3167, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 6.6262 [2020-11-13 14:30:25,690][root][INFO] - ===> Epoch[576](14969/26): Loss -0.7692, Sem 0.0793, dir -0.9719, norm 0.1234, swav 0.0000 LR: 2.887e-02 Score 97.156 Data time: 0.1554, Forward time: 2.3162, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 5.3237 [2020-11-13 14:30:30,987][root][INFO] - ===> Epoch[576](14970/26): Loss -0.7753, Sem 0.0744, dir -0.9744, norm 0.1247, swav 0.0000 LR: 2.887e-02 Score 97.325 Data time: 0.1873, Forward time: 2.3162, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 5.2454 [2020-11-13 14:30:37,653][root][INFO] - ===> Epoch[576](14971/26): Loss -0.7640, Sem 0.0712, dir -0.9727, norm 0.1375, swav 0.0000 LR: 2.886e-02 Score 97.476 Data time: 0.2087, Forward time: 2.3162, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 6.5200 [2020-11-13 14:30:42,954][root][INFO] - ===> Epoch[576](14972/26): Loss -0.7696, Sem 0.0747, dir -0.9740, norm 0.1297, swav 0.0000 LR: 2.886e-02 Score 97.374 Data time: 0.1925, Forward time: 2.3161, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 5.1468 [2020-11-13 14:30:47,679][root][INFO] - ===> Epoch[576](14973/26): Loss -0.7961, Sem 0.0699, dir -0.9790, norm 0.1129, swav 0.0000 LR: 2.885e-02 Score 97.470 Data time: 0.1872, Forward time: 2.3158, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 4.5968 [2020-11-13 14:30:54,482][root][INFO] - ===> Epoch[576](14974/26): Loss -0.7780, Sem 0.0711, dir -0.9743, norm 0.1253, swav 0.0000 LR: 2.885e-02 Score 97.493 Data time: 0.2324, Forward time: 2.3159, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 6.7184 [2020-11-13 14:30:59,896][root][INFO] - ===> Epoch[576](14975/26): Loss -0.7737, Sem 0.0814, dir -0.9746, norm 0.1196, swav 0.0000 LR: 2.884e-02 Score 97.111 Data time: 0.2500, Forward time: 2.3163, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.2690 [2020-11-13 14:31:05,299][root][INFO] - ===> Epoch[576](14976/26): Loss -0.7750, Sem 0.0836, dir -0.9781, norm 0.1195, swav 0.0000 LR: 2.884e-02 Score 97.110 Data time: 0.1860, Forward time: 2.3161, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.2233 [2020-11-13 14:31:12,535][root][INFO] - ===> Epoch[576](14977/26): Loss -0.7507, Sem 0.0887, dir -0.9728, norm 0.1333, swav 0.0000 LR: 2.883e-02 Score 96.948 Data time: 0.1992, Forward time: 2.3161, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 7.0971 [2020-11-13 14:31:18,457][root][INFO] - ===> Epoch[576](14978/26): Loss -0.7787, Sem 0.0721, dir -0.9769, norm 0.1261, swav 0.0000 LR: 2.882e-02 Score 97.358 Data time: 0.2661, Forward time: 2.3165, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 5.7707 [2020-11-13 14:31:23,466][root][INFO] - ===> Epoch[576](14979/26): Loss -0.7706, Sem 0.0808, dir -0.9767, norm 0.1253, swav 0.0000 LR: 2.882e-02 Score 97.200 Data time: 0.2108, Forward time: 2.3165, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 4.8121 [2020-11-13 14:31:28,691][root][INFO] - ===> Epoch[576](14980/26): Loss -0.7915, Sem 0.0696, dir -0.9791, norm 0.1180, swav 0.0000 LR: 2.881e-02 Score 97.479 Data time: 0.2687, Forward time: 2.3167, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.0775 [2020-11-13 14:31:33,105][root][INFO] - ===> Epoch[576](14981/26): Loss -0.7879, Sem 0.0742, dir -0.9789, norm 0.1168, swav 0.0000 LR: 2.881e-02 Score 97.390 Data time: 0.1560, Forward time: 2.3163, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 4.2807 [2020-11-13 14:31:37,953][root][INFO] - ===> Epoch[576](14982/26): Loss -0.7790, Sem 0.0771, dir -0.9768, norm 0.1208, swav 0.0000 LR: 2.880e-02 Score 97.279 Data time: 0.1923, Forward time: 2.3163, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 4.7735 [2020-11-13 14:31:43,041][root][INFO] - ===> Epoch[577](14983/26): Loss -0.7895, Sem 0.0718, dir -0.9762, norm 0.1149, swav 0.0000 LR: 2.880e-02 Score 97.461 Data time: 0.1947, Forward time: 2.3161, Backward time: 3.0739, DDP time: 0.0033, Total iter time: 4.9347 [2020-11-13 14:31:48,303][root][INFO] - ===> Epoch[577](14984/26): Loss -0.7761, Sem 0.0667, dir -0.9737, norm 0.1309, swav 0.0000 LR: 2.879e-02 Score 97.597 Data time: 0.2542, Forward time: 2.3164, Backward time: 3.0733, DDP time: 0.0033, Total iter time: 5.1685 [2020-11-13 14:31:54,432][root][INFO] - ===> Epoch[577](14985/26): Loss -0.7589, Sem 0.0818, dir -0.9723, norm 0.1317, swav 0.0000 LR: 2.879e-02 Score 97.024 Data time: 0.2746, Forward time: 2.3169, Backward time: 3.0730, DDP time: 0.0033, Total iter time: 5.9713 [2020-11-13 14:31:59,569][root][INFO] - ===> Epoch[577](14986/26): Loss -0.7902, Sem 0.0704, dir -0.9736, norm 0.1130, swav 0.0000 LR: 2.878e-02 Score 97.464 Data time: 0.1942, Forward time: 2.3168, Backward time: 3.0726, DDP time: 0.0033, Total iter time: 4.9520 [2020-11-13 14:32:06,606][root][INFO] - ===> Epoch[577](14987/26): Loss -0.7933, Sem 0.0687, dir -0.9778, norm 0.1158, swav 0.0000 LR: 2.878e-02 Score 97.533 Data time: 0.2382, Forward time: 2.3172, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 6.9384 [2020-11-13 14:32:13,694][root][INFO] - ===> Epoch[577](14988/26): Loss -0.7766, Sem 0.0747, dir -0.9742, norm 0.1230, swav 0.0000 LR: 2.877e-02 Score 97.414 Data time: 0.2485, Forward time: 2.3171, Backward time: 3.0740, DDP time: 0.0033, Total iter time: 6.9312 [2020-11-13 14:32:19,553][root][INFO] - ===> Epoch[577](14989/26): Loss -0.7619, Sem 0.0781, dir -0.9734, norm 0.1334, swav 0.0000 LR: 2.877e-02 Score 97.273 Data time: 0.2627, Forward time: 2.3175, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.7750 [2020-11-13 14:32:25,346][root][INFO] - ===> Epoch[577](14990/26): Loss -0.7962, Sem 0.0731, dir -0.9790, norm 0.1097, swav 0.0000 LR: 2.876e-02 Score 97.320 Data time: 0.2393, Forward time: 2.3178, Backward time: 3.0734, DDP time: 0.0033, Total iter time: 5.6399 [2020-11-13 14:32:32,294][root][INFO] - ===> Epoch[577](14991/26): Loss -0.7485, Sem 0.0785, dir -0.9714, norm 0.1443, swav 0.0000 LR: 2.876e-02 Score 97.260 Data time: 0.2242, Forward time: 2.3179, Backward time: 3.0740, DDP time: 0.0033, Total iter time: 6.8054 [2020-11-13 14:32:37,658][root][INFO] - ===> Epoch[577](14992/26): Loss -0.7761, Sem 0.0749, dir -0.9739, norm 0.1230, swav 0.0000 LR: 2.875e-02 Score 97.310 Data time: 0.2180, Forward time: 2.3180, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.2288 [2020-11-13 14:32:42,546][root][INFO] - ===> Epoch[577](14993/26): Loss -0.7583, Sem 0.0871, dir -0.9721, norm 0.1268, swav 0.0000 LR: 2.875e-02 Score 96.896 Data time: 0.1678, Forward time: 2.3177, Backward time: 3.0733, DDP time: 0.0033, Total iter time: 4.7579 [2020-11-13 14:32:48,435][root][INFO] - ===> Epoch[577](14994/26): Loss -0.7614, Sem 0.0774, dir -0.9737, norm 0.1348, swav 0.0000 LR: 2.874e-02 Score 97.303 Data time: 0.2192, Forward time: 2.3174, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.7928 [2020-11-13 14:32:54,865][root][INFO] - ===> Epoch[577](14995/26): Loss -0.7804, Sem 0.0756, dir -0.9720, norm 0.1159, swav 0.0000 LR: 2.874e-02 Score 97.291 Data time: 0.1801, Forward time: 2.3173, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 6.3069 [2020-11-13 14:32:59,110][root][INFO] - ===> Epoch[577](14996/26): Loss -0.7914, Sem 0.0638, dir -0.9771, norm 0.1218, swav 0.0000 LR: 2.873e-02 Score 97.830 Data time: 0.1366, Forward time: 2.3167, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 4.1110 [2020-11-13 14:33:04,961][root][INFO] - ===> Epoch[577](14997/26): Loss -0.7752, Sem 0.0772, dir -0.9735, norm 0.1211, swav 0.0000 LR: 2.873e-02 Score 97.285 Data time: 0.2506, Forward time: 2.3169, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.8183 [2020-11-13 14:33:10,563][root][INFO] - ===> Epoch[577](14998/26): Loss -0.7984, Sem 0.0654, dir -0.9774, norm 0.1137, swav 0.0000 LR: 2.872e-02 Score 97.782 Data time: 0.2415, Forward time: 2.3172, Backward time: 3.0730, DDP time: 0.0033, Total iter time: 5.4290 [2020-11-13 14:33:16,502][root][INFO] - ===> Epoch[577](14999/26): Loss -0.7770, Sem 0.0708, dir -0.9742, norm 0.1264, swav 0.0000 LR: 2.872e-02 Score 97.507 Data time: 0.2207, Forward time: 2.3172, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 5.8160 [2020-11-13 14:33:21,998][root][INFO] - ===> Epoch[577](15000/26): Loss -0.7903, Sem 0.0679, dir -0.9763, norm 0.1181, swav 0.0000 LR: 2.871e-02 Score 97.561 Data time: 0.2179, Forward time: 2.3173, Backward time: 3.0729, DDP time: 0.0033, Total iter time: 5.3594 [2020-11-13 14:33:23,002][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 14:33:23,196][root][INFO] - ===> Start testing [2020-11-13 14:34:50,408][root][INFO] - 101/312: Data time: 0.0062, Iter time: 0.1260 Loss 0.117 (AVG: 0.588) Score 97.273 (AVG: 89.584) mIOU 72.756 mAP 77.065 mAcc 80.502 IOU: 85.427 95.849 64.210 83.131 94.025 90.418 74.363 64.076 63.235 78.240 32.257 58.824 55.647 77.124 52.057 59.072 95.513 82.214 86.597 62.836 mAP: 79.532 94.818 70.384 73.830 91.703 84.439 71.324 72.587 70.767 74.992 59.223 58.414 67.815 84.196 59.192 92.987 97.300 91.742 82.092 63.957 mAcc: 96.170 98.792 76.071 84.884 97.367 93.770 83.583 75.953 72.859 90.289 34.972 74.405 77.554 86.638 55.367 63.321 96.661 92.592 90.415 68.378 [2020-11-13 14:36:12,700][root][INFO] - 201/312: Data time: 0.0037, Iter time: 0.3057 Loss 0.114 (AVG: 0.549) Score 96.349 (AVG: 89.950) mIOU 73.416 mAP 77.232 mAcc 80.957 IOU: 85.675 96.187 61.991 84.578 92.620 88.001 74.277 63.850 61.164 83.406 37.341 65.441 59.110 74.484 52.497 67.356 94.108 75.606 90.051 60.581 mAP: 81.665 94.990 68.531 74.418 91.959 80.840 73.975 74.001 69.281 74.059 61.621 59.221 69.185 79.836 60.135 88.778 96.928 90.194 88.949 66.071 mAcc: 95.813 98.779 74.131 86.273 96.329 91.351 86.069 76.167 72.057 93.617 41.118 76.967 75.189 82.457 57.234 71.967 97.181 85.356 94.066 67.009 [2020-11-13 14:37:51,583][root][INFO] - 301/312: Data time: 0.0047, Iter time: 0.1840 Loss 2.539 (AVG: 0.543) Score 66.602 (AVG: 89.916) mIOU 71.773 mAP 76.015 mAcc 79.461 IOU: 85.373 96.295 63.888 81.825 92.377 87.436 73.131 62.446 63.163 81.319 32.186 65.807 58.635 71.693 51.757 57.945 92.587 70.577 87.917 59.098 mAP: 81.626 95.514 67.122 73.792 91.094 80.574 74.406 71.714 69.137 75.395 56.326 61.698 66.846 78.861 59.192 83.411 95.758 87.515 86.092 64.231 mAcc: 95.666 98.806 76.759 85.040 96.264 91.475 83.516 74.573 73.851 91.388 37.685 76.270 77.289 80.813 55.910 61.122 95.386 79.377 92.857 65.170 [2020-11-13 14:38:02,983][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.2646 Loss 0.146 (AVG: 0.546) Score 95.094 (AVG: 89.836) mIOU 71.788 mAP 76.117 mAcc 79.487 IOU: 85.084 96.314 62.814 81.941 92.481 87.423 73.168 62.428 62.819 81.839 32.495 65.807 58.283 72.367 51.754 58.691 92.610 70.846 88.108 58.495 mAP: 81.480 95.511 66.832 74.154 91.078 79.407 74.380 72.087 69.394 75.089 56.807 61.698 67.246 79.295 59.805 83.859 95.711 87.763 86.520 64.229 mAcc: 95.525 98.801 76.290 85.118 96.314 91.461 83.524 74.420 73.181 91.590 38.106 76.270 76.543 81.474 56.679 61.806 95.367 79.618 93.065 64.578 [2020-11-13 14:38:02,984][root][INFO] - Finished test. Elapsed time: 279.7858 [2020-11-13 14:38:12,828][root][INFO] - [2020-11-13 14:38:12,829][root][INFO] - ################################################################ [2020-11-13 14:38:12,829][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 14:38:12,829][root][INFO] - ################################################################ [2020-11-13 14:38:12,829][root][INFO] - cabinet : 0.311 0.570 0.711 [2020-11-13 14:38:12,829][root][INFO] - bed : 0.372 0.752 0.840 [2020-11-13 14:38:12,829][root][INFO] - chair : 0.724 0.881 0.918 [2020-11-13 14:38:12,829][root][INFO] - sofa : 0.446 0.668 0.846 [2020-11-13 14:38:12,829][root][INFO] - table : 0.455 0.671 0.780 [2020-11-13 14:38:12,829][root][INFO] - door : 0.257 0.477 0.584 [2020-11-13 14:38:12,829][root][INFO] - window : 0.222 0.388 0.589 [2020-11-13 14:38:12,829][root][INFO] - bookshelf : 0.242 0.621 0.810 [2020-11-13 14:38:12,829][root][INFO] - picture : 0.215 0.334 0.408 [2020-11-13 14:38:12,829][root][INFO] - counter : 0.094 0.353 0.679 [2020-11-13 14:38:12,829][root][INFO] - desk : 0.085 0.334 0.659 [2020-11-13 14:38:12,829][root][INFO] - curtain : 0.314 0.514 0.623 [2020-11-13 14:38:12,829][root][INFO] - refrigerator : 0.330 0.413 0.509 [2020-11-13 14:38:12,829][root][INFO] - shower curtain : 0.476 0.638 0.666 [2020-11-13 14:38:12,829][root][INFO] - toilet : 0.846 0.983 0.983 [2020-11-13 14:38:12,829][root][INFO] - sink : 0.398 0.696 0.875 [2020-11-13 14:38:12,829][root][INFO] - bathtub : 0.621 0.774 0.902 [2020-11-13 14:38:12,829][root][INFO] - otherfurniture : 0.408 0.556 0.670 [2020-11-13 14:38:12,829][root][INFO] - ---------------------------------------------------------------- [2020-11-13 14:38:12,829][root][INFO] - average : 0.379 0.590 0.725 [2020-11-13 14:38:12,829][root][INFO] - [2020-11-13 14:38:13,015][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 14:38:13,017][root][INFO] - Current best mIoU: 72.127 at iter 12000 [2020-11-13 14:38:17,352][root][INFO] - ===> Epoch[577](15001/26): Loss -0.7627, Sem 0.0800, dir -0.9727, norm 0.1301, swav 0.0000 LR: 2.871e-02 Score 97.203 Data time: 0.1669, Forward time: 2.3171, Backward time: 3.0722, DDP time: 0.0033, Total iter time: 4.3297 [2020-11-13 14:38:22,953][root][INFO] - ===> Epoch[577](15002/26): Loss -0.7821, Sem 0.0670, dir -0.9734, norm 0.1243, swav 0.0000 LR: 2.870e-02 Score 97.651 Data time: 0.1803, Forward time: 2.3169, Backward time: 3.0722, DDP time: 0.0033, Total iter time: 5.4289 [2020-11-13 14:38:28,695][root][INFO] - ===> Epoch[577](15003/26): Loss -0.7725, Sem 0.0762, dir -0.9721, norm 0.1234, swav 0.0000 LR: 2.870e-02 Score 97.292 Data time: 0.1712, Forward time: 2.3166, Backward time: 3.0725, DDP time: 0.0033, Total iter time: 5.6104 [2020-11-13 14:38:33,987][root][INFO] - ===> Epoch[577](15004/26): Loss -0.7679, Sem 0.0778, dir -0.9754, norm 0.1297, swav 0.0000 LR: 2.869e-02 Score 97.305 Data time: 0.2184, Forward time: 2.3167, Backward time: 3.0721, DDP time: 0.0033, Total iter time: 5.1974 [2020-11-13 14:38:39,102][root][INFO] - ===> Epoch[577](15005/26): Loss -0.7967, Sem 0.0632, dir -0.9746, norm 0.1146, swav 0.0000 LR: 2.869e-02 Score 97.771 Data time: 0.1744, Forward time: 2.3163, Backward time: 3.0720, DDP time: 0.0033, Total iter time: 4.9616 [2020-11-13 14:38:44,254][root][INFO] - ===> Epoch[577](15006/26): Loss -0.7905, Sem 0.0658, dir -0.9805, norm 0.1242, swav 0.0000 LR: 2.868e-02 Score 97.717 Data time: 0.2006, Forward time: 2.3162, Backward time: 3.0718, DDP time: 0.0033, Total iter time: 5.0286 [2020-11-13 14:38:50,088][root][INFO] - ===> Epoch[577](15007/26): Loss -0.8022, Sem 0.0625, dir -0.9801, norm 0.1154, swav 0.0000 LR: 2.867e-02 Score 97.815 Data time: 0.2851, Forward time: 2.3166, Backward time: 3.0714, DDP time: 0.0033, Total iter time: 5.7119 [2020-11-13 14:38:56,229][root][INFO] - ===> Epoch[577](15008/26): Loss -0.7891, Sem 0.0693, dir -0.9778, norm 0.1194, swav 0.0000 LR: 2.867e-02 Score 97.512 Data time: 0.2770, Forward time: 2.3172, Backward time: 3.0710, DDP time: 0.0033, Total iter time: 5.9719 [2020-11-13 14:39:01,462][root][INFO] - ===> Epoch[578](15009/26): Loss -0.7872, Sem 0.0646, dir -0.9767, norm 0.1249, swav 0.0000 LR: 2.866e-02 Score 97.682 Data time: 0.1707, Forward time: 2.3169, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 5.0865 [2020-11-13 14:39:08,049][root][INFO] - ===> Epoch[578](15010/26): Loss -0.7454, Sem 0.0949, dir -0.9749, norm 0.1347, swav 0.0000 LR: 2.866e-02 Score 96.752 Data time: 0.2375, Forward time: 2.3172, Backward time: 3.0712, DDP time: 0.0033, Total iter time: 6.4736 [2020-11-13 14:39:13,429][root][INFO] - ===> Epoch[578](15011/26): Loss -0.7831, Sem 0.0722, dir -0.9782, norm 0.1229, swav 0.0000 LR: 2.865e-02 Score 97.441 Data time: 0.1972, Forward time: 2.3172, Backward time: 3.0709, DDP time: 0.0033, Total iter time: 5.2316 [2020-11-13 14:39:18,808][root][INFO] - ===> Epoch[578](15012/26): Loss -0.7844, Sem 0.0682, dir -0.9739, norm 0.1213, swav 0.0000 LR: 2.865e-02 Score 97.635 Data time: 0.1589, Forward time: 2.3166, Backward time: 3.0712, DDP time: 0.0033, Total iter time: 5.2214 [2020-11-13 14:39:25,396][root][INFO] - ===> Epoch[578](15013/26): Loss -0.8122, Sem 0.0594, dir -0.9775, norm 0.1058, swav 0.0000 LR: 2.864e-02 Score 97.883 Data time: 0.1943, Forward time: 2.3165, Backward time: 3.0719, DDP time: 0.0033, Total iter time: 6.5198 [2020-11-13 14:39:31,744][root][INFO] - ===> Epoch[578](15014/26): Loss -0.7979, Sem 0.0622, dir -0.9792, norm 0.1191, swav 0.0000 LR: 2.864e-02 Score 97.831 Data time: 0.1965, Forward time: 2.3162, Backward time: 3.0725, DDP time: 0.0033, Total iter time: 6.2183 [2020-11-13 14:39:36,574][root][INFO] - ===> Epoch[578](15015/26): Loss -0.7821, Sem 0.0701, dir -0.9791, norm 0.1269, swav 0.0000 LR: 2.863e-02 Score 97.437 Data time: 0.2233, Forward time: 2.3163, Backward time: 3.0718, DDP time: 0.0033, Total iter time: 4.7376 [2020-11-13 14:39:41,964][root][INFO] - ===> Epoch[578](15016/26): Loss -0.8081, Sem 0.0606, dir -0.9786, norm 0.1099, swav 0.0000 LR: 2.863e-02 Score 97.904 Data time: 0.2790, Forward time: 2.3164, Backward time: 3.0714, DDP time: 0.0033, Total iter time: 5.2851 [2020-11-13 14:39:47,862][root][INFO] - ===> Epoch[578](15017/26): Loss -0.7912, Sem 0.0707, dir -0.9760, norm 0.1140, swav 0.0000 LR: 2.862e-02 Score 97.475 Data time: 0.2074, Forward time: 2.3163, Backward time: 3.0715, DDP time: 0.0033, Total iter time: 5.7556 [2020-11-13 14:39:55,594][root][INFO] - ===> Epoch[578](15018/26): Loss -0.7900, Sem 0.0708, dir -0.9766, norm 0.1158, swav 0.0000 LR: 2.862e-02 Score 97.493 Data time: 0.1600, Forward time: 2.3160, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 7.6201 [2020-11-13 14:40:01,947][root][INFO] - ===> Epoch[578](15019/26): Loss -0.7475, Sem 0.0907, dir -0.9707, norm 0.1326, swav 0.0000 LR: 2.861e-02 Score 96.855 Data time: 0.1724, Forward time: 2.3158, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 6.3135 [2020-11-13 14:40:07,206][root][INFO] - ===> Epoch[578](15020/26): Loss -0.7741, Sem 0.0757, dir -0.9763, norm 0.1265, swav 0.0000 LR: 2.861e-02 Score 97.236 Data time: 0.2444, Forward time: 2.3160, Backward time: 3.0732, DDP time: 0.0033, Total iter time: 5.1549 [2020-11-13 14:40:12,339][root][INFO] - ===> Epoch[578](15021/26): Loss -0.7750, Sem 0.0753, dir -0.9741, norm 0.1239, swav 0.0000 LR: 2.860e-02 Score 97.254 Data time: 0.2067, Forward time: 2.3159, Backward time: 3.0728, DDP time: 0.0033, Total iter time: 5.0006 [2020-11-13 14:40:17,810][root][INFO] - ===> Epoch[578](15022/26): Loss -0.7738, Sem 0.0751, dir -0.9772, norm 0.1283, swav 0.0000 LR: 2.860e-02 Score 97.346 Data time: 0.2123, Forward time: 2.3160, Backward time: 3.0726, DDP time: 0.0033, Total iter time: 5.3495 [2020-11-13 14:40:24,225][root][INFO] - ===> Epoch[578](15023/26): Loss -0.7734, Sem 0.0628, dir -0.9741, norm 0.1379, swav 0.0000 LR: 2.859e-02 Score 97.817 Data time: 0.1938, Forward time: 2.3159, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 6.2948 [2020-11-13 14:40:29,610][root][INFO] - ===> Epoch[578](15024/26): Loss -0.7904, Sem 0.0702, dir -0.9761, norm 0.1155, swav 0.0000 LR: 2.859e-02 Score 97.552 Data time: 0.1610, Forward time: 2.3155, Backward time: 3.0732, DDP time: 0.0033, Total iter time: 5.2321 [2020-11-13 14:40:34,942][root][INFO] - ===> Epoch[578](15025/26): Loss -0.7623, Sem 0.0858, dir -0.9756, norm 0.1275, swav 0.0000 LR: 2.858e-02 Score 96.861 Data time: 0.1930, Forward time: 2.3153, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 5.2270 [2020-11-13 14:40:40,630][root][INFO] - ===> Epoch[578](15026/26): Loss -0.7839, Sem 0.0734, dir -0.9753, norm 0.1180, swav 0.0000 LR: 2.858e-02 Score 97.390 Data time: 0.3105, Forward time: 2.3156, Backward time: 3.0727, DDP time: 0.0033, Total iter time: 5.5751 [2020-11-13 14:40:46,023][root][INFO] - ===> Epoch[578](15027/26): Loss -0.7731, Sem 0.0752, dir -0.9728, norm 0.1245, swav 0.0000 LR: 2.857e-02 Score 97.400 Data time: 0.2168, Forward time: 2.3157, Backward time: 3.0724, DDP time: 0.0033, Total iter time: 5.2515 [2020-11-13 14:40:52,327][root][INFO] - ===> Epoch[578](15028/26): Loss -0.7745, Sem 0.0716, dir -0.9755, norm 0.1294, swav 0.0000 LR: 2.857e-02 Score 97.447 Data time: 0.1469, Forward time: 2.3153, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 6.1742 [2020-11-13 14:40:58,371][root][INFO] - ===> Epoch[578](15029/26): Loss -0.7657, Sem 0.0777, dir -0.9736, norm 0.1302, swav 0.0000 LR: 2.856e-02 Score 97.356 Data time: 0.1543, Forward time: 2.3150, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.9639 [2020-11-13 14:41:05,177][root][INFO] - ===> Epoch[578](15030/26): Loss -0.7707, Sem 0.0810, dir -0.9749, norm 0.1232, swav 0.0000 LR: 2.856e-02 Score 96.942 Data time: 0.2126, Forward time: 2.3150, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 6.6923 [2020-11-13 14:41:11,168][root][INFO] - ===> Epoch[578](15031/26): Loss -0.7699, Sem 0.0666, dir -0.9766, norm 0.1401, swav 0.0000 LR: 2.855e-02 Score 97.590 Data time: 0.1659, Forward time: 2.3148, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.8613 [2020-11-13 14:41:16,672][root][INFO] - ===> Epoch[578](15032/26): Loss -0.7734, Sem 0.0795, dir -0.9715, norm 0.1186, swav 0.0000 LR: 2.855e-02 Score 97.275 Data time: 0.1479, Forward time: 2.3144, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 5.3770 [2020-11-13 14:41:22,614][root][INFO] - ===> Epoch[578](15033/26): Loss -0.7784, Sem 0.0730, dir -0.9755, norm 0.1242, swav 0.0000 LR: 2.854e-02 Score 97.376 Data time: 0.1622, Forward time: 2.3141, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 5.8465 [2020-11-13 14:41:29,990][root][INFO] - ===> Epoch[578](15034/26): Loss -0.7663, Sem 0.0803, dir -0.9740, norm 0.1274, swav 0.0000 LR: 2.854e-02 Score 97.152 Data time: 0.2086, Forward time: 2.3141, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 7.2907 [2020-11-13 14:41:36,137][root][INFO] - ===> Epoch[579](15035/26): Loss -0.7959, Sem 0.0688, dir -0.9801, norm 0.1154, swav 0.0000 LR: 2.853e-02 Score 97.576 Data time: 0.2830, Forward time: 2.3145, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.9926 [2020-11-13 14:41:41,476][root][INFO] - ===> Epoch[579](15036/26): Loss -0.7635, Sem 0.0760, dir -0.9712, norm 0.1318, swav 0.0000 LR: 2.852e-02 Score 97.429 Data time: 0.2114, Forward time: 2.3147, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.1553 [2020-11-13 14:41:47,333][root][INFO] - ===> Epoch[579](15037/26): Loss -0.7857, Sem 0.0737, dir -0.9770, norm 0.1176, swav 0.0000 LR: 2.852e-02 Score 97.368 Data time: 0.1392, Forward time: 2.3142, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 5.7290 [2020-11-13 14:41:52,711][root][INFO] - ===> Epoch[579](15038/26): Loss -0.7594, Sem 0.0804, dir -0.9736, norm 0.1338, swav 0.0000 LR: 2.851e-02 Score 97.212 Data time: 0.2343, Forward time: 2.3143, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.2826 [2020-11-13 14:41:57,977][root][INFO] - ===> Epoch[579](15039/26): Loss -0.7703, Sem 0.0772, dir -0.9732, norm 0.1257, swav 0.0000 LR: 2.851e-02 Score 97.227 Data time: 0.2472, Forward time: 2.3145, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 5.1427 [2020-11-13 14:42:03,982][root][INFO] - ===> Epoch[579](15040/26): Loss -0.7706, Sem 0.0689, dir -0.9725, norm 0.1330, swav 0.0000 LR: 2.850e-02 Score 97.526 Data time: 0.1948, Forward time: 2.3143, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.8868 [2020-11-13 14:42:10,311][root][INFO] - ===> Epoch[579](15041/26): Loss -0.7768, Sem 0.0785, dir -0.9734, norm 0.1180, swav 0.0000 LR: 2.850e-02 Score 97.202 Data time: 0.3097, Forward time: 2.3148, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 6.1708 [2020-11-13 14:42:16,240][root][INFO] - ===> Epoch[579](15042/26): Loss -0.7713, Sem 0.0790, dir -0.9761, norm 0.1257, swav 0.0000 LR: 2.849e-02 Score 97.194 Data time: 0.2229, Forward time: 2.3149, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 5.7392 [2020-11-13 14:42:23,090][root][INFO] - ===> Epoch[579](15043/26): Loss -0.7760, Sem 0.0756, dir -0.9768, norm 0.1253, swav 0.0000 LR: 2.849e-02 Score 97.335 Data time: 0.3066, Forward time: 2.3156, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.7350 [2020-11-13 14:42:28,444][root][INFO] - ===> Epoch[579](15044/26): Loss -0.7715, Sem 0.0746, dir -0.9717, norm 0.1256, swav 0.0000 LR: 2.848e-02 Score 97.341 Data time: 0.1614, Forward time: 2.3154, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.1535 [2020-11-13 14:42:34,476][root][INFO] - ===> Epoch[579](15045/26): Loss -0.7850, Sem 0.0675, dir -0.9757, norm 0.1232, swav 0.0000 LR: 2.848e-02 Score 97.622 Data time: 0.1868, Forward time: 2.3152, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.9596 [2020-11-13 14:42:40,721][root][INFO] - ===> Epoch[579](15046/26): Loss -0.7807, Sem 0.0731, dir -0.9778, norm 0.1239, swav 0.0000 LR: 2.847e-02 Score 97.402 Data time: 0.2140, Forward time: 2.3152, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 6.0880 [2020-11-13 14:42:46,724][root][INFO] - ===> Epoch[579](15047/26): Loss -0.7898, Sem 0.0713, dir -0.9779, norm 0.1168, swav 0.0000 LR: 2.847e-02 Score 97.398 Data time: 0.2872, Forward time: 2.3156, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.8425 [2020-11-13 14:42:51,694][root][INFO] - ===> Epoch[579](15048/26): Loss -0.7787, Sem 0.0729, dir -0.9744, norm 0.1228, swav 0.0000 LR: 2.846e-02 Score 97.470 Data time: 0.2597, Forward time: 2.3156, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 4.8322 [2020-11-13 14:42:58,161][root][INFO] - ===> Epoch[579](15049/26): Loss -0.7918, Sem 0.0668, dir -0.9767, norm 0.1181, swav 0.0000 LR: 2.846e-02 Score 97.608 Data time: 0.2947, Forward time: 2.3162, Backward time: 3.0747, DDP time: 0.0033, Total iter time: 6.3664 [2020-11-13 14:43:03,205][root][INFO] - ===> Epoch[579](15050/26): Loss -0.7486, Sem 0.0797, dir -0.9716, norm 0.1434, swav 0.0000 LR: 2.845e-02 Score 97.271 Data time: 0.1586, Forward time: 2.3159, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 4.8533 [2020-11-13 14:43:08,915][root][INFO] - ===> Epoch[579](15051/26): Loss -0.7843, Sem 0.0662, dir -0.9764, norm 0.1259, swav 0.0000 LR: 2.845e-02 Score 97.671 Data time: 0.3003, Forward time: 2.3163, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 5.6068 [2020-11-13 14:43:14,822][root][INFO] - ===> Epoch[579](15052/26): Loss -0.7726, Sem 0.0765, dir -0.9744, norm 0.1253, swav 0.0000 LR: 2.844e-02 Score 97.306 Data time: 0.2762, Forward time: 2.3166, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 5.7719 [2020-11-13 14:43:20,511][root][INFO] - ===> Epoch[579](15053/26): Loss -0.7810, Sem 0.0723, dir -0.9686, norm 0.1152, swav 0.0000 LR: 2.844e-02 Score 97.359 Data time: 0.2689, Forward time: 2.3170, Backward time: 3.0733, DDP time: 0.0033, Total iter time: 5.5637 [2020-11-13 14:43:27,121][root][INFO] - ===> Epoch[579](15054/26): Loss -0.7804, Sem 0.0695, dir -0.9759, norm 0.1261, swav 0.0000 LR: 2.843e-02 Score 97.485 Data time: 0.2653, Forward time: 2.3171, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 6.4161 [2020-11-13 14:43:33,242][root][INFO] - ===> Epoch[579](15055/26): Loss -0.7718, Sem 0.0748, dir -0.9733, norm 0.1267, swav 0.0000 LR: 2.843e-02 Score 97.355 Data time: 0.1489, Forward time: 2.3166, Backward time: 3.0743, DDP time: 0.0033, Total iter time: 5.9633 [2020-11-13 14:43:38,536][root][INFO] - ===> Epoch[579](15056/26): Loss -0.7718, Sem 0.0703, dir -0.9761, norm 0.1340, swav 0.0000 LR: 2.842e-02 Score 97.484 Data time: 0.2192, Forward time: 2.3167, Backward time: 3.0740, DDP time: 0.0033, Total iter time: 5.2440 [2020-11-13 14:43:43,392][root][INFO] - ===> Epoch[579](15057/26): Loss -0.7982, Sem 0.0659, dir -0.9810, norm 0.1169, swav 0.0000 LR: 2.842e-02 Score 97.556 Data time: 0.1890, Forward time: 2.3166, Backward time: 3.0735, DDP time: 0.0033, Total iter time: 4.7353 [2020-11-13 14:43:49,973][root][INFO] - ===> Epoch[579](15058/26): Loss -0.7843, Sem 0.0758, dir -0.9757, norm 0.1156, swav 0.0000 LR: 2.841e-02 Score 97.269 Data time: 0.1867, Forward time: 2.3164, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 6.4600 [2020-11-13 14:43:55,045][root][INFO] - ===> Epoch[579](15059/26): Loss -0.8113, Sem 0.0605, dir -0.9782, norm 0.1064, swav 0.0000 LR: 2.841e-02 Score 97.868 Data time: 0.2279, Forward time: 2.3165, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 4.9943 [2020-11-13 14:44:00,963][root][INFO] - ===> Epoch[579](15060/26): Loss -0.7809, Sem 0.0767, dir -0.9794, norm 0.1218, swav 0.0000 LR: 2.840e-02 Score 97.292 Data time: 0.2282, Forward time: 2.3166, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.7788 [2020-11-13 14:44:05,967][root][INFO] - ===> Epoch[580](15061/26): Loss -0.7791, Sem 0.0717, dir -0.9753, norm 0.1245, swav 0.0000 LR: 2.840e-02 Score 97.487 Data time: 0.2099, Forward time: 2.3166, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 4.8759 [2020-11-13 14:44:11,180][root][INFO] - ===> Epoch[580](15062/26): Loss -0.7776, Sem 0.0762, dir -0.9738, norm 0.1200, swav 0.0000 LR: 2.839e-02 Score 97.278 Data time: 0.2949, Forward time: 2.3169, Backward time: 3.0725, DDP time: 0.0033, Total iter time: 5.0755 [2020-11-13 14:44:17,838][root][INFO] - ===> Epoch[580](15063/26): Loss -0.8008, Sem 0.0635, dir -0.9801, norm 0.1157, swav 0.0000 LR: 2.839e-02 Score 97.802 Data time: 0.1292, Forward time: 2.3163, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 6.5369 [2020-11-13 14:44:23,647][root][INFO] - ===> Epoch[580](15064/26): Loss -0.7975, Sem 0.0626, dir -0.9780, norm 0.1179, swav 0.0000 LR: 2.838e-02 Score 97.771 Data time: 0.1894, Forward time: 2.3162, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 5.7405 [2020-11-13 14:44:28,760][root][INFO] - ===> Epoch[580](15065/26): Loss -0.7929, Sem 0.0687, dir -0.9764, norm 0.1147, swav 0.0000 LR: 2.837e-02 Score 97.520 Data time: 0.1568, Forward time: 2.3158, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 4.9966 [2020-11-13 14:44:34,025][root][INFO] - ===> Epoch[580](15066/26): Loss -0.7807, Sem 0.0720, dir -0.9776, norm 0.1249, swav 0.0000 LR: 2.837e-02 Score 97.414 Data time: 0.2025, Forward time: 2.3157, Backward time: 3.0735, DDP time: 0.0033, Total iter time: 5.1786 [2020-11-13 14:44:41,422][root][INFO] - ===> Epoch[580](15067/26): Loss -0.7847, Sem 0.0722, dir -0.9762, norm 0.1193, swav 0.0000 LR: 2.836e-02 Score 97.399 Data time: 0.2378, Forward time: 2.3160, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 7.2352 [2020-11-13 14:44:46,171][root][INFO] - ===> Epoch[580](15068/26): Loss -0.7641, Sem 0.0826, dir -0.9752, norm 0.1285, swav 0.0000 LR: 2.836e-02 Score 97.032 Data time: 0.1503, Forward time: 2.3156, Backward time: 3.0739, DDP time: 0.0033, Total iter time: 4.6024 [2020-11-13 14:44:52,797][root][INFO] - ===> Epoch[580](15069/26): Loss -0.7826, Sem 0.0744, dir -0.9765, norm 0.1195, swav 0.0000 LR: 2.835e-02 Score 97.376 Data time: 0.2408, Forward time: 2.3159, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 6.5581 [2020-11-13 14:44:58,262][root][INFO] - ===> Epoch[580](15070/26): Loss -0.7588, Sem 0.0805, dir -0.9742, norm 0.1348, swav 0.0000 LR: 2.835e-02 Score 97.173 Data time: 0.2004, Forward time: 2.3158, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 5.2770 [2020-11-13 14:45:04,869][root][INFO] - ===> Epoch[580](15071/26): Loss -0.7933, Sem 0.0642, dir -0.9757, norm 0.1182, swav 0.0000 LR: 2.834e-02 Score 97.695 Data time: 0.2179, Forward time: 2.3159, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 6.5001 [2020-11-13 14:45:10,461][root][INFO] - ===> Epoch[580](15072/26): Loss -0.8068, Sem 0.0686, dir -0.9800, norm 0.1046, swav 0.0000 LR: 2.834e-02 Score 97.535 Data time: 0.1802, Forward time: 2.3157, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.4739 [2020-11-13 14:45:16,349][root][INFO] - ===> Epoch[580](15073/26): Loss -0.7758, Sem 0.0740, dir -0.9748, norm 0.1250, swav 0.0000 LR: 2.833e-02 Score 97.451 Data time: 0.1685, Forward time: 2.3153, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.7604 [2020-11-13 14:45:23,720][root][INFO] - ===> Epoch[580](15074/26): Loss -0.7721, Sem 0.0726, dir -0.9746, norm 0.1298, swav 0.0000 LR: 2.833e-02 Score 97.411 Data time: 0.3402, Forward time: 2.3162, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 7.2923 [2020-11-13 14:45:28,902][root][INFO] - ===> Epoch[580](15075/26): Loss -0.7798, Sem 0.0692, dir -0.9771, norm 0.1281, swav 0.0000 LR: 2.832e-02 Score 97.503 Data time: 0.2090, Forward time: 2.3163, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 4.9827 [2020-11-13 14:45:33,533][root][INFO] - ===> Epoch[580](15076/26): Loss -0.7983, Sem 0.0645, dir -0.9759, norm 0.1132, swav 0.0000 LR: 2.832e-02 Score 97.707 Data time: 0.1994, Forward time: 2.3161, Backward time: 3.0740, DDP time: 0.0033, Total iter time: 4.4710 [2020-11-13 14:45:39,979][root][INFO] - ===> Epoch[580](15077/26): Loss -0.7806, Sem 0.0737, dir -0.9768, norm 0.1225, swav 0.0000 LR: 2.831e-02 Score 97.413 Data time: 0.3088, Forward time: 2.3167, Backward time: 3.0738, DDP time: 0.0033, Total iter time: 6.3477 [2020-11-13 14:45:46,099][root][INFO] - ===> Epoch[580](15078/26): Loss -0.7830, Sem 0.0691, dir -0.9773, norm 0.1252, swav 0.0000 LR: 2.831e-02 Score 97.501 Data time: 0.2327, Forward time: 2.3169, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 5.9831 [2020-11-13 14:45:52,935][root][INFO] - ===> Epoch[580](15079/26): Loss -0.7737, Sem 0.0751, dir -0.9761, norm 0.1274, swav 0.0000 LR: 2.830e-02 Score 97.319 Data time: 0.1744, Forward time: 2.3167, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 6.6679 [2020-11-13 14:45:58,852][root][INFO] - ===> Epoch[580](15080/26): Loss -0.7826, Sem 0.0688, dir -0.9752, norm 0.1238, swav 0.0000 LR: 2.830e-02 Score 97.465 Data time: 0.1724, Forward time: 2.3165, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.8565 [2020-11-13 14:46:04,952][root][INFO] - ===> Epoch[580](15081/26): Loss -0.7730, Sem 0.0765, dir -0.9714, norm 0.1219, swav 0.0000 LR: 2.829e-02 Score 97.259 Data time: 0.2905, Forward time: 2.3170, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 6.0035 [2020-11-13 14:46:10,643][root][INFO] - ===> Epoch[580](15082/26): Loss -0.7902, Sem 0.0651, dir -0.9732, norm 0.1180, swav 0.0000 LR: 2.829e-02 Score 97.640 Data time: 0.1532, Forward time: 2.3167, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 5.5242 [2020-11-13 14:46:14,915][root][INFO] - ===> Epoch[580](15083/26): Loss -0.7747, Sem 0.0745, dir -0.9724, norm 0.1231, swav 0.0000 LR: 2.828e-02 Score 97.363 Data time: 0.1566, Forward time: 2.3163, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 4.2135 [2020-11-13 14:46:20,088][root][INFO] - ===> Epoch[580](15084/26): Loss -0.7829, Sem 0.0684, dir -0.9760, norm 0.1247, swav 0.0000 LR: 2.828e-02 Score 97.564 Data time: 0.2167, Forward time: 2.3164, Backward time: 3.0739, DDP time: 0.0033, Total iter time: 5.1348 [2020-11-13 14:46:25,305][root][INFO] - ===> Epoch[580](15085/26): Loss -0.7729, Sem 0.0730, dir -0.9750, norm 0.1291, swav 0.0000 LR: 2.827e-02 Score 97.369 Data time: 0.2471, Forward time: 2.3167, Backward time: 3.0733, DDP time: 0.0033, Total iter time: 5.0820 [2020-11-13 14:46:30,618][root][INFO] - ===> Epoch[580](15086/26): Loss -0.7694, Sem 0.0689, dir -0.9713, norm 0.1331, swav 0.0000 LR: 2.827e-02 Score 97.610 Data time: 0.2504, Forward time: 2.3169, Backward time: 3.0727, DDP time: 0.0033, Total iter time: 5.1699 [2020-11-13 14:46:37,428][root][INFO] - ===> Epoch[581](15087/26): Loss -0.7708, Sem 0.0756, dir -0.9707, norm 0.1243, swav 0.0000 LR: 2.826e-02 Score 97.385 Data time: 0.1780, Forward time: 2.3168, Backward time: 3.0735, DDP time: 0.0033, Total iter time: 6.6494 [2020-11-13 14:46:43,380][root][INFO] - ===> Epoch[581](15088/26): Loss -0.7886, Sem 0.0723, dir -0.9784, norm 0.1175, swav 0.0000 LR: 2.826e-02 Score 97.396 Data time: 0.2373, Forward time: 2.3167, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 5.8632 [2020-11-13 14:46:50,862][root][INFO] - ===> Epoch[581](15089/26): Loss -0.7644, Sem 0.0752, dir -0.9686, norm 0.1291, swav 0.0000 LR: 2.825e-02 Score 97.353 Data time: 0.3161, Forward time: 2.3173, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 7.4049 [2020-11-13 14:46:56,197][root][INFO] - ===> Epoch[581](15090/26): Loss -0.7877, Sem 0.0747, dir -0.9779, norm 0.1155, swav 0.0000 LR: 2.825e-02 Score 97.262 Data time: 0.1588, Forward time: 2.3171, Backward time: 3.0740, DDP time: 0.0033, Total iter time: 5.1571 [2020-11-13 14:47:01,718][root][INFO] - ===> Epoch[581](15091/26): Loss -0.7709, Sem 0.0737, dir -0.9747, norm 0.1301, swav 0.0000 LR: 2.824e-02 Score 97.362 Data time: 0.1651, Forward time: 2.3168, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 5.3941 [2020-11-13 14:47:08,222][root][INFO] - ===> Epoch[581](15092/26): Loss -0.7959, Sem 0.0673, dir -0.9811, norm 0.1180, swav 0.0000 LR: 2.824e-02 Score 97.622 Data time: 0.2438, Forward time: 2.3170, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 6.4287 [2020-11-13 14:47:13,696][root][INFO] - ===> Epoch[581](15093/26): Loss -0.7789, Sem 0.0711, dir -0.9797, norm 0.1297, swav 0.0000 LR: 2.823e-02 Score 97.425 Data time: 0.1940, Forward time: 2.3170, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 5.3221 [2020-11-13 14:47:18,635][root][INFO] - ===> Epoch[581](15094/26): Loss -0.7867, Sem 0.0664, dir -0.9785, norm 0.1255, swav 0.0000 LR: 2.822e-02 Score 97.606 Data time: 0.2209, Forward time: 2.3170, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 4.8387 [2020-11-13 14:47:23,175][root][INFO] - ===> Epoch[581](15095/26): Loss -0.7855, Sem 0.0644, dir -0.9741, norm 0.1241, swav 0.0000 LR: 2.822e-02 Score 97.660 Data time: 0.1919, Forward time: 2.3169, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 4.4015 [2020-11-13 14:47:29,807][root][INFO] - ===> Epoch[581](15096/26): Loss -0.7693, Sem 0.0762, dir -0.9740, norm 0.1285, swav 0.0000 LR: 2.821e-02 Score 97.253 Data time: 0.2029, Forward time: 2.3168, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 6.5147 [2020-11-13 14:47:35,030][root][INFO] - ===> Epoch[581](15097/26): Loss -0.7798, Sem 0.0750, dir -0.9732, norm 0.1185, swav 0.0000 LR: 2.821e-02 Score 97.341 Data time: 0.2374, Forward time: 2.3170, Backward time: 3.0731, DDP time: 0.0033, Total iter time: 5.0771 [2020-11-13 14:47:41,084][root][INFO] - ===> Epoch[581](15098/26): Loss -0.7661, Sem 0.0744, dir -0.9764, norm 0.1359, swav 0.0000 LR: 2.820e-02 Score 97.383 Data time: 0.1917, Forward time: 2.3168, Backward time: 3.0734, DDP time: 0.0033, Total iter time: 5.9056 [2020-11-13 14:47:46,617][root][INFO] - ===> Epoch[581](15099/26): Loss -0.7885, Sem 0.0713, dir -0.9782, norm 0.1183, swav 0.0000 LR: 2.820e-02 Score 97.466 Data time: 0.2328, Forward time: 2.3171, Backward time: 3.0730, DDP time: 0.0033, Total iter time: 5.3895 [2020-11-13 14:47:53,817][root][INFO] - ===> Epoch[581](15100/26): Loss -0.7871, Sem 0.0738, dir -0.9772, norm 0.1163, swav 0.0000 LR: 2.819e-02 Score 97.406 Data time: 0.2034, Forward time: 2.3169, Backward time: 3.0739, DDP time: 0.0033, Total iter time: 7.0020 [2020-11-13 14:47:59,312][root][INFO] - ===> Epoch[581](15101/26): Loss -0.7727, Sem 0.0803, dir -0.9753, norm 0.1224, swav 0.0000 LR: 2.819e-02 Score 97.204 Data time: 0.2637, Forward time: 2.3171, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.3558 [2020-11-13 14:48:04,615][root][INFO] - ===> Epoch[581](15102/26): Loss -0.7790, Sem 0.0731, dir -0.9757, norm 0.1236, swav 0.0000 LR: 2.818e-02 Score 97.352 Data time: 0.1350, Forward time: 2.3166, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 5.1576 [2020-11-13 14:48:10,108][root][INFO] - ===> Epoch[581](15103/26): Loss -0.7817, Sem 0.0704, dir -0.9729, norm 0.1209, swav 0.0000 LR: 2.818e-02 Score 97.450 Data time: 0.1603, Forward time: 2.3162, Backward time: 3.0740, DDP time: 0.0033, Total iter time: 5.3831 [2020-11-13 14:48:15,946][root][INFO] - ===> Epoch[581](15104/26): Loss -0.7706, Sem 0.0779, dir -0.9773, norm 0.1288, swav 0.0000 LR: 2.817e-02 Score 97.260 Data time: 0.1929, Forward time: 2.3161, Backward time: 3.0741, DDP time: 0.0033, Total iter time: 5.7358 [2020-11-13 14:48:21,856][root][INFO] - ===> Epoch[581](15105/26): Loss -0.7984, Sem 0.0631, dir -0.9779, norm 0.1164, swav 0.0000 LR: 2.817e-02 Score 97.789 Data time: 0.2177, Forward time: 2.3161, Backward time: 3.0742, DDP time: 0.0033, Total iter time: 5.7590 [2020-11-13 14:48:27,332][root][INFO] - ===> Epoch[581](15106/26): Loss -0.8031, Sem 0.0619, dir -0.9776, norm 0.1126, swav 0.0000 LR: 2.816e-02 Score 97.758 Data time: 0.2607, Forward time: 2.3164, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 5.3167 [2020-11-13 14:48:33,007][root][INFO] - ===> Epoch[581](15107/26): Loss -0.7848, Sem 0.0697, dir -0.9782, norm 0.1237, swav 0.0000 LR: 2.816e-02 Score 97.545 Data time: 0.2066, Forward time: 2.3164, Backward time: 3.0736, DDP time: 0.0033, Total iter time: 5.4986 [2020-11-13 14:48:38,409][root][INFO] - ===> Epoch[581](15108/26): Loss -0.7877, Sem 0.0661, dir -0.9758, norm 0.1220, swav 0.0000 LR: 2.815e-02 Score 97.736 Data time: 0.1737, Forward time: 2.3162, Backward time: 3.0735, DDP time: 0.0033, Total iter time: 5.2469 [2020-11-13 14:48:43,993][root][INFO] - ===> Epoch[581](15109/26): Loss -0.7516, Sem 0.0883, dir -0.9697, norm 0.1298, swav 0.0000 LR: 2.815e-02 Score 96.932 Data time: 0.1561, Forward time: 2.3159, Backward time: 3.0737, DDP time: 0.0033, Total iter time: 5.4487 [2020-11-13 14:48:50,332][root][INFO] - ===> Epoch[581](15110/26): Loss -0.7754, Sem 0.0799, dir -0.9746, norm 0.1194, swav 0.0000 LR: 2.814e-02 Score 97.218 Data time: 0.2195, Forward time: 2.3156, Backward time: 3.0743, DDP time: 0.0033, Total iter time: 6.1811 [2020-11-13 14:48:56,930][root][INFO] - ===> Epoch[581](15111/26): Loss -0.7999, Sem 0.0724, dir -0.9802, norm 0.1079, swav 0.0000 LR: 2.814e-02 Score 97.405 Data time: 0.2091, Forward time: 2.3155, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 6.4659 [2020-11-13 14:49:02,984][root][INFO] - ===> Epoch[581](15112/26): Loss -0.7785, Sem 0.0753, dir -0.9763, norm 0.1225, swav 0.0000 LR: 2.813e-02 Score 97.515 Data time: 0.2098, Forward time: 2.3154, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.9016 [2020-11-13 14:49:08,653][root][INFO] - ===> Epoch[582](15113/26): Loss -0.7968, Sem 0.0637, dir -0.9779, norm 0.1173, swav 0.0000 LR: 2.813e-02 Score 97.775 Data time: 0.2151, Forward time: 2.3154, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.5288 [2020-11-13 14:49:14,079][root][INFO] - ===> Epoch[582](15114/26): Loss -0.7760, Sem 0.0760, dir -0.9748, norm 0.1228, swav 0.0000 LR: 2.812e-02 Score 97.278 Data time: 0.2436, Forward time: 2.3157, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.2720 [2020-11-13 14:49:20,877][root][INFO] - ===> Epoch[582](15115/26): Loss -0.7695, Sem 0.0794, dir -0.9743, norm 0.1254, swav 0.0000 LR: 2.812e-02 Score 97.058 Data time: 0.1950, Forward time: 2.3156, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.6215 [2020-11-13 14:49:26,098][root][INFO] - ===> Epoch[582](15116/26): Loss -0.7871, Sem 0.0699, dir -0.9762, norm 0.1192, swav 0.0000 LR: 2.811e-02 Score 97.468 Data time: 0.2342, Forward time: 2.3155, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 5.0687 [2020-11-13 14:49:30,789][root][INFO] - ===> Epoch[582](15117/26): Loss -0.7753, Sem 0.0746, dir -0.9731, norm 0.1232, swav 0.0000 LR: 2.811e-02 Score 97.354 Data time: 0.1431, Forward time: 2.3151, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 4.5518 [2020-11-13 14:49:36,008][root][INFO] - ===> Epoch[582](15118/26): Loss -0.7665, Sem 0.0751, dir -0.9696, norm 0.1280, swav 0.0000 LR: 2.810e-02 Score 97.353 Data time: 0.1455, Forward time: 2.3148, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 5.1016 [2020-11-13 14:49:41,812][root][INFO] - ===> Epoch[582](15119/26): Loss -0.7631, Sem 0.0841, dir -0.9730, norm 0.1258, swav 0.0000 LR: 2.810e-02 Score 97.320 Data time: 0.1064, Forward time: 2.3140, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.7247 [2020-11-13 14:49:47,218][root][INFO] - ===> Epoch[582](15120/26): Loss -0.7856, Sem 0.0696, dir -0.9771, norm 0.1219, swav 0.0000 LR: 2.809e-02 Score 97.579 Data time: 0.2495, Forward time: 2.3143, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.3546 [2020-11-13 14:49:52,223][root][INFO] - ===> Epoch[582](15121/26): Loss -0.7698, Sem 0.0819, dir -0.9750, norm 0.1234, swav 0.0000 LR: 2.808e-02 Score 97.064 Data time: 0.2239, Forward time: 2.3143, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 4.8842 [2020-11-13 14:49:58,921][root][INFO] - ===> Epoch[582](15122/26): Loss -0.7784, Sem 0.0721, dir -0.9783, norm 0.1278, swav 0.0000 LR: 2.808e-02 Score 97.445 Data time: 0.2481, Forward time: 2.3144, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 6.5470 [2020-11-13 14:50:05,866][root][INFO] - ===> Epoch[582](15123/26): Loss -0.7718, Sem 0.0725, dir -0.9745, norm 0.1302, swav 0.0000 LR: 2.807e-02 Score 97.454 Data time: 0.2591, Forward time: 2.3147, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.7715 [2020-11-13 14:50:11,799][root][INFO] - ===> Epoch[582](15124/26): Loss -0.7752, Sem 0.0801, dir -0.9740, norm 0.1187, swav 0.0000 LR: 2.807e-02 Score 97.161 Data time: 0.2726, Forward time: 2.3146, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.7567 [2020-11-13 14:50:17,931][root][INFO] - ===> Epoch[582](15125/26): Loss -0.7813, Sem 0.0783, dir -0.9743, norm 0.1147, swav 0.0000 LR: 2.806e-02 Score 97.187 Data time: 0.2120, Forward time: 2.3147, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 6.0063 [2020-11-13 14:50:23,408][root][INFO] - ===> Epoch[582](15126/26): Loss -0.7805, Sem 0.0748, dir -0.9753, norm 0.1201, swav 0.0000 LR: 2.806e-02 Score 97.363 Data time: 0.2038, Forward time: 2.3145, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.3148 [2020-11-13 14:50:29,913][root][INFO] - ===> Epoch[582](15127/26): Loss -0.7766, Sem 0.0764, dir -0.9737, norm 0.1207, swav 0.0000 LR: 2.805e-02 Score 97.177 Data time: 0.2885, Forward time: 2.3150, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 6.3864 [2020-11-13 14:50:36,686][root][INFO] - ===> Epoch[582](15128/26): Loss -0.7776, Sem 0.0718, dir -0.9773, norm 0.1279, swav 0.0000 LR: 2.805e-02 Score 97.465 Data time: 0.3154, Forward time: 2.3157, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.5594 [2020-11-13 14:50:43,157][root][INFO] - ===> Epoch[582](15129/26): Loss -0.7897, Sem 0.0651, dir -0.9806, norm 0.1257, swav 0.0000 LR: 2.804e-02 Score 97.682 Data time: 0.3182, Forward time: 2.3162, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 6.3313 [2020-11-13 14:50:50,225][root][INFO] - ===> Epoch[582](15130/26): Loss -0.7772, Sem 0.0690, dir -0.9740, norm 0.1278, swav 0.0000 LR: 2.804e-02 Score 97.517 Data time: 0.1897, Forward time: 2.3161, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 6.8784 [2020-11-13 14:50:55,876][root][INFO] - ===> Epoch[582](15131/26): Loss -0.7937, Sem 0.0701, dir -0.9794, norm 0.1156, swav 0.0000 LR: 2.803e-02 Score 97.500 Data time: 0.1874, Forward time: 2.3160, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.5248 [2020-11-13 14:51:00,783][root][INFO] - ===> Epoch[582](15132/26): Loss -0.8017, Sem 0.0607, dir -0.9763, norm 0.1140, swav 0.0000 LR: 2.803e-02 Score 97.783 Data time: 0.2198, Forward time: 2.3157, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 4.7558 [2020-11-13 14:51:05,591][root][INFO] - ===> Epoch[582](15133/26): Loss -0.7991, Sem 0.0667, dir -0.9769, norm 0.1110, swav 0.0000 LR: 2.802e-02 Score 97.677 Data time: 0.1697, Forward time: 2.3155, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 4.7298 [2020-11-13 14:51:11,910][root][INFO] - ===> Epoch[582](15134/26): Loss -0.7772, Sem 0.0739, dir -0.9745, norm 0.1234, swav 0.0000 LR: 2.802e-02 Score 97.356 Data time: 0.2170, Forward time: 2.3155, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 6.2028 [2020-11-13 14:51:16,408][root][INFO] - ===> Epoch[582](15135/26): Loss -0.7559, Sem 0.0781, dir -0.9732, norm 0.1393, swav 0.0000 LR: 2.801e-02 Score 97.229 Data time: 0.1764, Forward time: 2.3153, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 4.3295 [2020-11-13 14:51:21,959][root][INFO] - ===> Epoch[582](15136/26): Loss -0.7528, Sem 0.0793, dir -0.9717, norm 0.1396, swav 0.0000 LR: 2.801e-02 Score 97.274 Data time: 0.1757, Forward time: 2.3150, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.4586 [2020-11-13 14:51:28,352][root][INFO] - ===> Epoch[582](15137/26): Loss -0.7730, Sem 0.0670, dir -0.9714, norm 0.1313, swav 0.0000 LR: 2.800e-02 Score 97.635 Data time: 0.2583, Forward time: 2.3153, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.2674 [2020-11-13 14:51:34,903][root][INFO] - ===> Epoch[582](15138/26): Loss -0.7749, Sem 0.0739, dir -0.9744, norm 0.1255, swav 0.0000 LR: 2.800e-02 Score 97.360 Data time: 0.2045, Forward time: 2.3154, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 6.4129 [2020-11-13 14:51:40,974][root][INFO] - ===> Epoch[583](15139/26): Loss -0.7759, Sem 0.0803, dir -0.9750, norm 0.1188, swav 0.0000 LR: 2.799e-02 Score 97.237 Data time: 0.1947, Forward time: 2.3150, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.9024 [2020-11-13 14:51:47,337][root][INFO] - ===> Epoch[583](15140/26): Loss -0.7798, Sem 0.0726, dir -0.9767, norm 0.1244, swav 0.0000 LR: 2.799e-02 Score 97.415 Data time: 0.2189, Forward time: 2.3151, Backward time: 3.0763, DDP time: 0.0033, Total iter time: 6.2998 [2020-11-13 14:51:53,422][root][INFO] - ===> Epoch[583](15141/26): Loss -0.7929, Sem 0.0614, dir -0.9768, norm 0.1225, swav 0.0000 LR: 2.798e-02 Score 97.843 Data time: 0.1750, Forward time: 2.3149, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.9210 [2020-11-13 14:51:57,481][root][INFO] - ===> Epoch[583](15142/26): Loss -0.7777, Sem 0.0705, dir -0.9753, norm 0.1272, swav 0.0000 LR: 2.798e-02 Score 97.476 Data time: 0.1514, Forward time: 2.3145, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 3.9785 [2020-11-13 14:52:03,119][root][INFO] - ===> Epoch[583](15143/26): Loss -0.7809, Sem 0.0677, dir -0.9782, norm 0.1296, swav 0.0000 LR: 2.797e-02 Score 97.663 Data time: 0.2296, Forward time: 2.3143, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 5.5878 [2020-11-13 14:52:09,025][root][INFO] - ===> Epoch[583](15144/26): Loss -0.7577, Sem 0.0827, dir -0.9742, norm 0.1339, swav 0.0000 LR: 2.797e-02 Score 97.107 Data time: 0.2765, Forward time: 2.3147, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.7871 [2020-11-13 14:52:15,769][root][INFO] - ===> Epoch[583](15145/26): Loss -0.7659, Sem 0.0806, dir -0.9753, norm 0.1289, swav 0.0000 LR: 2.796e-02 Score 97.306 Data time: 0.3361, Forward time: 2.3154, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 6.6044 [2020-11-13 14:52:21,491][root][INFO] - ===> Epoch[583](15146/26): Loss -0.7915, Sem 0.0663, dir -0.9746, norm 0.1168, swav 0.0000 LR: 2.796e-02 Score 97.565 Data time: 0.2404, Forward time: 2.3157, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.5487 [2020-11-13 14:52:27,292][root][INFO] - ===> Epoch[583](15147/26): Loss -0.7529, Sem 0.0867, dir -0.9742, norm 0.1346, swav 0.0000 LR: 2.795e-02 Score 97.047 Data time: 0.2628, Forward time: 2.3161, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.6802 [2020-11-13 14:52:33,296][root][INFO] - ===> Epoch[583](15148/26): Loss -0.7990, Sem 0.0621, dir -0.9763, norm 0.1151, swav 0.0000 LR: 2.794e-02 Score 97.810 Data time: 0.1619, Forward time: 2.3157, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.8471 [2020-11-13 14:52:39,170][root][INFO] - ===> Epoch[583](15149/26): Loss -0.7705, Sem 0.0722, dir -0.9706, norm 0.1279, swav 0.0000 LR: 2.794e-02 Score 97.512 Data time: 0.1918, Forward time: 2.3156, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.7869 [2020-11-13 14:52:46,210][root][INFO] - ===> Epoch[583](15150/26): Loss -0.7617, Sem 0.0753, dir -0.9731, norm 0.1361, swav 0.0000 LR: 2.793e-02 Score 97.342 Data time: 0.2327, Forward time: 2.3159, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 6.9205 [2020-11-13 14:52:50,712][root][INFO] - ===> Epoch[583](15151/26): Loss -0.7856, Sem 0.0694, dir -0.9743, norm 0.1193, swav 0.0000 LR: 2.793e-02 Score 97.592 Data time: 0.2036, Forward time: 2.3159, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 4.3471 [2020-11-13 14:52:56,458][root][INFO] - ===> Epoch[583](15152/26): Loss -0.7737, Sem 0.0729, dir -0.9747, norm 0.1281, swav 0.0000 LR: 2.792e-02 Score 97.392 Data time: 0.2018, Forward time: 2.3159, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 5.6095 [2020-11-13 14:53:01,888][root][INFO] - ===> Epoch[583](15153/26): Loss -0.7672, Sem 0.0765, dir -0.9733, norm 0.1297, swav 0.0000 LR: 2.792e-02 Score 97.331 Data time: 0.2307, Forward time: 2.3160, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.2589 [2020-11-13 14:53:07,619][root][INFO] - ===> Epoch[583](15154/26): Loss -0.7731, Sem 0.0757, dir -0.9736, norm 0.1248, swav 0.0000 LR: 2.791e-02 Score 97.304 Data time: 0.2556, Forward time: 2.3163, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.5837 [2020-11-13 14:53:13,994][root][INFO] - ===> Epoch[583](15155/26): Loss -0.7981, Sem 0.0693, dir -0.9773, norm 0.1099, swav 0.0000 LR: 2.791e-02 Score 97.570 Data time: 0.1526, Forward time: 2.3160, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.2542 [2020-11-13 14:53:19,533][root][INFO] - ===> Epoch[583](15156/26): Loss -0.7929, Sem 0.0656, dir -0.9765, norm 0.1181, swav 0.0000 LR: 2.790e-02 Score 97.652 Data time: 0.1423, Forward time: 2.3156, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.4377 [2020-11-13 14:53:27,169][root][INFO] - ===> Epoch[583](15157/26): Loss -0.7671, Sem 0.0776, dir -0.9748, norm 0.1301, swav 0.0000 LR: 2.790e-02 Score 97.220 Data time: 0.1319, Forward time: 2.3151, Backward time: 3.0771, DDP time: 0.0033, Total iter time: 7.5706 [2020-11-13 14:53:33,449][root][INFO] - ===> Epoch[583](15158/26): Loss -0.7895, Sem 0.0664, dir -0.9770, norm 0.1211, swav 0.0000 LR: 2.789e-02 Score 97.576 Data time: 0.1734, Forward time: 2.3148, Backward time: 3.0777, DDP time: 0.0033, Total iter time: 6.2152 [2020-11-13 14:53:39,754][root][INFO] - ===> Epoch[583](15159/26): Loss -0.7861, Sem 0.0713, dir -0.9778, norm 0.1204, swav 0.0000 LR: 2.789e-02 Score 97.569 Data time: 0.2410, Forward time: 2.3150, Backward time: 3.0778, DDP time: 0.0033, Total iter time: 6.2126 [2020-11-13 14:53:45,247][root][INFO] - ===> Epoch[583](15160/26): Loss -0.7756, Sem 0.0702, dir -0.9719, norm 0.1261, swav 0.0000 LR: 2.788e-02 Score 97.498 Data time: 0.2051, Forward time: 2.3150, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.3308 [2020-11-13 14:53:51,211][root][INFO] - ===> Epoch[583](15161/26): Loss -0.7626, Sem 0.0845, dir -0.9761, norm 0.1290, swav 0.0000 LR: 2.788e-02 Score 96.995 Data time: 0.2251, Forward time: 2.3150, Backward time: 3.0776, DDP time: 0.0033, Total iter time: 5.8039 [2020-11-13 14:53:57,023][root][INFO] - ===> Epoch[583](15162/26): Loss -0.7804, Sem 0.0782, dir -0.9751, norm 0.1165, swav 0.0000 LR: 2.787e-02 Score 97.319 Data time: 0.2689, Forward time: 2.3154, Backward time: 3.0772, DDP time: 0.0033, Total iter time: 5.6631 [2020-11-13 14:54:02,281][root][INFO] - ===> Epoch[583](15163/26): Loss -0.7757, Sem 0.0760, dir -0.9759, norm 0.1241, swav 0.0000 LR: 2.787e-02 Score 97.386 Data time: 0.1809, Forward time: 2.3153, Backward time: 3.0770, DDP time: 0.0033, Total iter time: 5.1017 [2020-11-13 14:54:07,596][root][INFO] - ===> Epoch[583](15164/26): Loss -0.7510, Sem 0.0786, dir -0.9743, norm 0.1447, swav 0.0000 LR: 2.786e-02 Score 97.224 Data time: 0.1918, Forward time: 2.3152, Backward time: 3.0768, DDP time: 0.0033, Total iter time: 5.2350 [2020-11-13 14:54:12,211][root][INFO] - ===> Epoch[584](15165/26): Loss -0.7817, Sem 0.0764, dir -0.9748, norm 0.1167, swav 0.0000 LR: 2.786e-02 Score 97.248 Data time: 0.1934, Forward time: 2.3151, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 4.5078 [2020-11-13 14:54:17,684][root][INFO] - ===> Epoch[584](15166/26): Loss -0.7991, Sem 0.0625, dir -0.9765, norm 0.1150, swav 0.0000 LR: 2.785e-02 Score 97.852 Data time: 0.1256, Forward time: 2.3146, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 5.3427 [2020-11-13 14:54:22,384][root][INFO] - ===> Epoch[584](15167/26): Loss -0.7975, Sem 0.0743, dir -0.9781, norm 0.1063, swav 0.0000 LR: 2.785e-02 Score 97.481 Data time: 0.1683, Forward time: 2.3143, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 4.6359 [2020-11-13 14:54:27,756][root][INFO] - ===> Epoch[584](15168/26): Loss -0.8020, Sem 0.0639, dir -0.9812, norm 0.1153, swav 0.0000 LR: 2.784e-02 Score 97.761 Data time: 0.2118, Forward time: 2.3144, Backward time: 3.0760, DDP time: 0.0033, Total iter time: 5.2551 [2020-11-13 14:54:33,290][root][INFO] - ===> Epoch[584](15169/26): Loss -0.7777, Sem 0.0800, dir -0.9756, norm 0.1180, swav 0.0000 LR: 2.784e-02 Score 97.261 Data time: 0.2312, Forward time: 2.3144, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.4019 [2020-11-13 14:54:39,534][root][INFO] - ===> Epoch[584](15170/26): Loss -0.8064, Sem 0.0653, dir -0.9811, norm 0.1094, swav 0.0000 LR: 2.783e-02 Score 97.683 Data time: 0.2391, Forward time: 2.3147, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 6.0936 [2020-11-13 14:54:44,703][root][INFO] - ===> Epoch[584](15171/26): Loss -0.7562, Sem 0.0783, dir -0.9725, norm 0.1380, swav 0.0000 LR: 2.783e-02 Score 97.350 Data time: 0.2161, Forward time: 2.3147, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.0123 [2020-11-13 14:54:50,272][root][INFO] - ===> Epoch[584](15172/26): Loss -0.7995, Sem 0.0648, dir -0.9790, norm 0.1147, swav 0.0000 LR: 2.782e-02 Score 97.688 Data time: 0.2370, Forward time: 2.3149, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.4373 [2020-11-13 14:54:56,389][root][INFO] - ===> Epoch[584](15173/26): Loss -0.7751, Sem 0.0668, dir -0.9748, norm 0.1329, swav 0.0000 LR: 2.782e-02 Score 97.656 Data time: 0.2853, Forward time: 2.3154, Backward time: 3.0747, DDP time: 0.0033, Total iter time: 5.9678 [2020-11-13 14:55:01,803][root][INFO] - ===> Epoch[584](15174/26): Loss -0.7743, Sem 0.0716, dir -0.9734, norm 0.1275, swav 0.0000 LR: 2.781e-02 Score 97.442 Data time: 0.1549, Forward time: 2.3151, Backward time: 3.0747, DDP time: 0.0033, Total iter time: 5.2218 [2020-11-13 14:55:07,176][root][INFO] - ===> Epoch[584](15175/26): Loss -0.7955, Sem 0.0732, dir -0.9765, norm 0.1078, swav 0.0000 LR: 2.780e-02 Score 97.383 Data time: 0.1346, Forward time: 2.3147, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.2934 [2020-11-13 14:55:12,168][root][INFO] - ===> Epoch[584](15176/26): Loss -0.7789, Sem 0.0655, dir -0.9730, norm 0.1286, swav 0.0000 LR: 2.780e-02 Score 97.758 Data time: 0.0976, Forward time: 2.3141, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 4.9594 [2020-11-13 14:55:18,306][root][INFO] - ===> Epoch[584](15177/26): Loss -0.7888, Sem 0.0701, dir -0.9764, norm 0.1176, swav 0.0000 LR: 2.779e-02 Score 97.558 Data time: 0.1794, Forward time: 2.3138, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 6.0981 [2020-11-13 14:55:24,541][root][INFO] - ===> Epoch[584](15178/26): Loss -0.7929, Sem 0.0715, dir -0.9758, norm 0.1114, swav 0.0000 LR: 2.779e-02 Score 97.402 Data time: 0.2891, Forward time: 2.3143, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 6.1009 [2020-11-13 14:55:30,072][root][INFO] - ===> Epoch[584](15179/26): Loss -0.7792, Sem 0.0763, dir -0.9767, norm 0.1212, swav 0.0000 LR: 2.778e-02 Score 97.313 Data time: 0.2187, Forward time: 2.3144, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.4048 [2020-11-13 14:55:35,116][root][INFO] - ===> Epoch[584](15180/26): Loss -0.7947, Sem 0.0610, dir -0.9733, norm 0.1175, swav 0.0000 LR: 2.778e-02 Score 97.823 Data time: 0.2192, Forward time: 2.3143, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 4.8849 [2020-11-13 14:55:40,388][root][INFO] - ===> Epoch[584](15181/26): Loss -0.7889, Sem 0.0757, dir -0.9776, norm 0.1130, swav 0.0000 LR: 2.777e-02 Score 97.297 Data time: 0.2147, Forward time: 2.3144, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.1653 [2020-11-13 14:55:47,199][root][INFO] - ===> Epoch[584](15182/26): Loss -0.7885, Sem 0.0719, dir -0.9781, norm 0.1176, swav 0.0000 LR: 2.777e-02 Score 97.379 Data time: 0.2188, Forward time: 2.3144, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.6711 [2020-11-13 14:55:52,652][root][INFO] - ===> Epoch[584](15183/26): Loss -0.7950, Sem 0.0693, dir -0.9768, norm 0.1125, swav 0.0000 LR: 2.776e-02 Score 97.536 Data time: 0.1822, Forward time: 2.3143, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.3051 [2020-11-13 14:55:58,146][root][INFO] - ===> Epoch[584](15184/26): Loss -0.7989, Sem 0.0677, dir -0.9769, norm 0.1103, swav 0.0000 LR: 2.776e-02 Score 97.578 Data time: 0.1895, Forward time: 2.3142, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.3907 [2020-11-13 14:56:04,363][root][INFO] - ===> Epoch[584](15185/26): Loss -0.7768, Sem 0.0752, dir -0.9771, norm 0.1251, swav 0.0000 LR: 2.775e-02 Score 97.188 Data time: 0.2113, Forward time: 2.3141, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.0814 [2020-11-13 14:56:10,348][root][INFO] - ===> Epoch[584](15186/26): Loss -0.7905, Sem 0.0722, dir -0.9764, norm 0.1137, swav 0.0000 LR: 2.775e-02 Score 97.358 Data time: 0.2795, Forward time: 2.3145, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.8320 [2020-11-13 14:56:16,339][root][INFO] - ===> Epoch[584](15187/26): Loss -0.7891, Sem 0.0729, dir -0.9767, norm 0.1146, swav 0.0000 LR: 2.774e-02 Score 97.348 Data time: 0.2262, Forward time: 2.3147, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 5.8254 [2020-11-13 14:56:23,587][root][INFO] - ===> Epoch[584](15188/26): Loss -0.7701, Sem 0.0763, dir -0.9741, norm 0.1277, swav 0.0000 LR: 2.774e-02 Score 97.241 Data time: 0.1617, Forward time: 2.3145, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 7.1060 [2020-11-13 14:56:28,645][root][INFO] - ===> Epoch[584](15189/26): Loss -0.7678, Sem 0.0765, dir -0.9740, norm 0.1297, swav 0.0000 LR: 2.773e-02 Score 97.427 Data time: 0.1568, Forward time: 2.3142, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 4.9400 [2020-11-13 14:56:34,331][root][INFO] - ===> Epoch[584](15190/26): Loss -0.7833, Sem 0.0747, dir -0.9770, norm 0.1190, swav 0.0000 LR: 2.773e-02 Score 97.311 Data time: 0.2013, Forward time: 2.3140, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 5.5471 [2020-11-13 14:56:40,674][root][INFO] - ===> Epoch[585](15191/26): Loss -0.7816, Sem 0.0705, dir -0.9756, norm 0.1236, swav 0.0000 LR: 2.772e-02 Score 97.567 Data time: 0.2566, Forward time: 2.3144, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 6.1789 [2020-11-13 14:56:47,922][root][INFO] - ===> Epoch[585](15192/26): Loss -0.7656, Sem 0.0851, dir -0.9755, norm 0.1247, swav 0.0000 LR: 2.772e-02 Score 96.949 Data time: 0.1644, Forward time: 2.3141, Backward time: 3.0769, DDP time: 0.0033, Total iter time: 7.0721 [2020-11-13 14:56:53,529][root][INFO] - ===> Epoch[585](15193/26): Loss -0.7909, Sem 0.0694, dir -0.9755, norm 0.1153, swav 0.0000 LR: 2.771e-02 Score 97.485 Data time: 0.2608, Forward time: 2.3144, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 5.4734 [2020-11-13 14:56:58,345][root][INFO] - ===> Epoch[585](15194/26): Loss -0.7958, Sem 0.0696, dir -0.9776, norm 0.1121, swav 0.0000 LR: 2.771e-02 Score 97.540 Data time: 0.1681, Forward time: 2.3141, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 4.6510 [2020-11-13 14:57:03,631][root][INFO] - ===> Epoch[585](15195/26): Loss -0.7776, Sem 0.0734, dir -0.9763, norm 0.1252, swav 0.0000 LR: 2.770e-02 Score 97.327 Data time: 0.1870, Forward time: 2.3139, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 5.2151 [2020-11-13 14:57:10,207][root][INFO] - ===> Epoch[585](15196/26): Loss -0.7801, Sem 0.0771, dir -0.9777, norm 0.1204, swav 0.0000 LR: 2.770e-02 Score 97.243 Data time: 0.3064, Forward time: 2.3145, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 6.4231 [2020-11-13 14:57:15,300][root][INFO] - ===> Epoch[585](15197/26): Loss -0.7947, Sem 0.0694, dir -0.9779, norm 0.1137, swav 0.0000 LR: 2.769e-02 Score 97.513 Data time: 0.2047, Forward time: 2.3146, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 4.9077 [2020-11-13 14:57:20,192][root][INFO] - ===> Epoch[585](15198/26): Loss -0.7825, Sem 0.0685, dir -0.9773, norm 0.1263, swav 0.0000 LR: 2.769e-02 Score 97.522 Data time: 0.2196, Forward time: 2.3146, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 4.7603 [2020-11-13 14:57:25,206][root][INFO] - ===> Epoch[585](15199/26): Loss -0.7692, Sem 0.0827, dir -0.9738, norm 0.1219, swav 0.0000 LR: 2.768e-02 Score 96.953 Data time: 0.1556, Forward time: 2.3143, Backward time: 3.0748, DDP time: 0.0033, Total iter time: 4.8800 [2020-11-13 14:57:30,616][root][INFO] - ===> Epoch[585](15200/26): Loss -0.7854, Sem 0.0633, dir -0.9697, norm 0.1210, swav 0.0000 LR: 2.768e-02 Score 97.748 Data time: 0.1232, Forward time: 2.3137, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.2820 [2020-11-13 14:57:35,208][root][INFO] - ===> Epoch[585](15201/26): Loss -0.7938, Sem 0.0689, dir -0.9770, norm 0.1142, swav 0.0000 LR: 2.767e-02 Score 97.600 Data time: 0.1299, Forward time: 2.3133, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 4.5498 [2020-11-13 14:57:40,186][root][INFO] - ===> Epoch[585](15202/26): Loss -0.7850, Sem 0.0727, dir -0.9766, norm 0.1189, swav 0.0000 LR: 2.766e-02 Score 97.414 Data time: 0.1958, Forward time: 2.3131, Backward time: 3.0746, DDP time: 0.0033, Total iter time: 4.9307 [2020-11-13 14:57:46,850][root][INFO] - ===> Epoch[585](15203/26): Loss -0.7775, Sem 0.0687, dir -0.9734, norm 0.1273, swav 0.0000 LR: 2.766e-02 Score 97.576 Data time: 0.2418, Forward time: 2.3133, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 6.5249 [2020-11-13 14:57:52,467][root][INFO] - ===> Epoch[585](15204/26): Loss -0.7839, Sem 0.0710, dir -0.9762, norm 0.1213, swav 0.0000 LR: 2.765e-02 Score 97.471 Data time: 0.2249, Forward time: 2.3135, Backward time: 3.0747, DDP time: 0.0033, Total iter time: 5.4439 [2020-11-13 14:57:58,429][root][INFO] - ===> Epoch[585](15205/26): Loss -0.7943, Sem 0.0730, dir -0.9778, norm 0.1105, swav 0.0000 LR: 2.765e-02 Score 97.513 Data time: 0.1870, Forward time: 2.3134, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.8102 [2020-11-13 14:58:06,018][root][INFO] - ===> Epoch[585](15206/26): Loss -0.8098, Sem 0.0605, dir -0.9808, norm 0.1106, swav 0.0000 LR: 2.764e-02 Score 97.836 Data time: 0.2438, Forward time: 2.3135, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 7.4643 [2020-11-13 14:58:12,128][root][INFO] - ===> Epoch[585](15207/26): Loss -0.7798, Sem 0.0719, dir -0.9774, norm 0.1257, swav 0.0000 LR: 2.764e-02 Score 97.474 Data time: 0.2391, Forward time: 2.3137, Backward time: 3.0757, DDP time: 0.0033, Total iter time: 5.9498 [2020-11-13 14:58:17,836][root][INFO] - ===> Epoch[585](15208/26): Loss -0.7743, Sem 0.0700, dir -0.9699, norm 0.1256, swav 0.0000 LR: 2.763e-02 Score 97.494 Data time: 0.2443, Forward time: 2.3139, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.5630 [2020-11-13 14:58:26,111][root][INFO] - ===> Epoch[585](15209/26): Loss -0.7826, Sem 0.0678, dir -0.9742, norm 0.1237, swav 0.0000 LR: 2.763e-02 Score 97.661 Data time: 0.2510, Forward time: 2.3141, Backward time: 3.0766, DDP time: 0.0033, Total iter time: 8.1033 [2020-11-13 14:58:32,431][root][INFO] - ===> Epoch[585](15210/26): Loss -0.7773, Sem 0.0759, dir -0.9730, norm 0.1197, swav 0.0000 LR: 2.762e-02 Score 97.245 Data time: 0.2523, Forward time: 2.3143, Backward time: 3.0767, DDP time: 0.0033, Total iter time: 6.1538 [2020-11-13 14:58:38,317][root][INFO] - ===> Epoch[585](15211/26): Loss -0.8024, Sem 0.0621, dir -0.9786, norm 0.1141, swav 0.0000 LR: 2.762e-02 Score 97.838 Data time: 0.2481, Forward time: 2.3146, Backward time: 3.0764, DDP time: 0.0033, Total iter time: 5.7823 [2020-11-13 14:58:43,070][root][INFO] - ===> Epoch[585](15212/26): Loss -0.7998, Sem 0.0674, dir -0.9814, norm 0.1141, swav 0.0000 LR: 2.761e-02 Score 97.563 Data time: 0.1943, Forward time: 2.3146, Backward time: 3.0758, DDP time: 0.0033, Total iter time: 4.6134 [2020-11-13 14:58:48,687][root][INFO] - ===> Epoch[585](15213/26): Loss -0.7904, Sem 0.0690, dir -0.9759, norm 0.1164, swav 0.0000 LR: 2.761e-02 Score 97.532 Data time: 0.2488, Forward time: 2.3148, Backward time: 3.0755, DDP time: 0.0033, Total iter time: 5.5250 [2020-11-13 14:58:53,978][root][INFO] - ===> Epoch[585](15214/26): Loss -0.7891, Sem 0.0723, dir -0.9770, norm 0.1157, swav 0.0000 LR: 2.760e-02 Score 97.329 Data time: 0.2295, Forward time: 2.3149, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.1432 [2020-11-13 14:58:59,360][root][INFO] - ===> Epoch[585](15215/26): Loss -0.7726, Sem 0.0719, dir -0.9727, norm 0.1282, swav 0.0000 LR: 2.760e-02 Score 97.556 Data time: 0.2190, Forward time: 2.3151, Backward time: 3.0747, DDP time: 0.0033, Total iter time: 5.2457 [2020-11-13 14:59:05,774][root][INFO] - ===> Epoch[585](15216/26): Loss -0.7749, Sem 0.0752, dir -0.9741, norm 0.1240, swav 0.0000 LR: 2.759e-02 Score 97.403 Data time: 0.2267, Forward time: 2.3152, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 6.2651 [2020-11-13 14:59:11,666][root][INFO] - ===> Epoch[586](15217/26): Loss -0.7827, Sem 0.0752, dir -0.9761, norm 0.1182, swav 0.0000 LR: 2.759e-02 Score 97.255 Data time: 0.1961, Forward time: 2.3151, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.7324 [2020-11-13 14:59:17,502][root][INFO] - ===> Epoch[586](15218/26): Loss -0.7913, Sem 0.0706, dir -0.9767, norm 0.1148, swav 0.0000 LR: 2.758e-02 Score 97.507 Data time: 0.1854, Forward time: 2.3148, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.6814 [2020-11-13 14:59:23,608][root][INFO] - ===> Epoch[586](15219/26): Loss -0.7985, Sem 0.0619, dir -0.9756, norm 0.1152, swav 0.0000 LR: 2.758e-02 Score 97.748 Data time: 0.2536, Forward time: 2.3151, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.0214 [2020-11-13 14:59:29,712][root][INFO] - ===> Epoch[586](15220/26): Loss -0.7771, Sem 0.0757, dir -0.9738, norm 0.1210, swav 0.0000 LR: 2.757e-02 Score 97.387 Data time: 0.2610, Forward time: 2.3154, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 5.9510 [2020-11-13 14:59:36,089][root][INFO] - ===> Epoch[586](15221/26): Loss -0.7949, Sem 0.0629, dir -0.9743, norm 0.1165, swav 0.0000 LR: 2.757e-02 Score 97.785 Data time: 0.2347, Forward time: 2.3156, Backward time: 3.0751, DDP time: 0.0033, Total iter time: 6.2123 [2020-11-13 14:59:41,181][root][INFO] - ===> Epoch[586](15222/26): Loss -0.7852, Sem 0.0690, dir -0.9783, norm 0.1240, swav 0.0000 LR: 2.756e-02 Score 97.604 Data time: 0.1709, Forward time: 2.3154, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 4.9631 [2020-11-13 14:59:47,504][root][INFO] - ===> Epoch[586](15223/26): Loss -0.7863, Sem 0.0741, dir -0.9794, norm 0.1190, swav 0.0000 LR: 2.756e-02 Score 97.311 Data time: 0.1942, Forward time: 2.3153, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 6.2193 [2020-11-13 14:59:52,904][root][INFO] - ===> Epoch[586](15224/26): Loss -0.7727, Sem 0.0682, dir -0.9762, norm 0.1353, swav 0.0000 LR: 2.755e-02 Score 97.623 Data time: 0.1901, Forward time: 2.3151, Backward time: 3.0753, DDP time: 0.0033, Total iter time: 5.2519 [2020-11-13 14:59:58,553][root][INFO] - ===> Epoch[586](15225/26): Loss -0.7792, Sem 0.0722, dir -0.9744, norm 0.1230, swav 0.0000 LR: 2.755e-02 Score 97.504 Data time: 0.1878, Forward time: 2.3150, Backward time: 3.0754, DDP time: 0.0034, Total iter time: 5.5288 [2020-11-13 15:00:04,650][root][INFO] - ===> Epoch[586](15226/26): Loss -0.7756, Sem 0.0814, dir -0.9749, norm 0.1179, swav 0.0000 LR: 2.754e-02 Score 97.034 Data time: 0.2030, Forward time: 2.3149, Backward time: 3.0756, DDP time: 0.0034, Total iter time: 5.9449 [2020-11-13 15:00:10,356][root][INFO] - ===> Epoch[586](15227/26): Loss -0.7563, Sem 0.0844, dir -0.9720, norm 0.1313, swav 0.0000 LR: 2.753e-02 Score 96.803 Data time: 0.1842, Forward time: 2.3149, Backward time: 3.0756, DDP time: 0.0034, Total iter time: 5.5676 [2020-11-13 15:00:16,247][root][INFO] - ===> Epoch[586](15228/26): Loss -0.7791, Sem 0.0807, dir -0.9765, norm 0.1167, swav 0.0000 LR: 2.753e-02 Score 97.095 Data time: 0.1896, Forward time: 2.3148, Backward time: 3.0758, DDP time: 0.0034, Total iter time: 5.7572 [2020-11-13 15:00:21,108][root][INFO] - ===> Epoch[586](15229/26): Loss -0.7924, Sem 0.0680, dir -0.9755, norm 0.1150, swav 0.0000 LR: 2.752e-02 Score 97.521 Data time: 0.2141, Forward time: 2.3148, Backward time: 3.0752, DDP time: 0.0034, Total iter time: 4.7724 [2020-11-13 15:00:26,708][root][INFO] - ===> Epoch[586](15230/26): Loss -0.7828, Sem 0.0693, dir -0.9760, norm 0.1239, swav 0.0000 LR: 2.752e-02 Score 97.585 Data time: 0.1869, Forward time: 2.3147, Backward time: 3.0753, DDP time: 0.0034, Total iter time: 5.4485 [2020-11-13 15:00:32,214][root][INFO] - ===> Epoch[586](15231/26): Loss -0.7845, Sem 0.0715, dir -0.9763, norm 0.1203, swav 0.0000 LR: 2.751e-02 Score 97.430 Data time: 0.2462, Forward time: 2.3149, Backward time: 3.0749, DDP time: 0.0034, Total iter time: 5.3830 [2020-11-13 15:00:38,258][root][INFO] - ===> Epoch[586](15232/26): Loss -0.7851, Sem 0.0656, dir -0.9753, norm 0.1246, swav 0.0000 LR: 2.751e-02 Score 97.670 Data time: 0.1595, Forward time: 2.3146, Backward time: 3.0753, DDP time: 0.0034, Total iter time: 5.8927 [2020-11-13 15:00:43,424][root][INFO] - ===> Epoch[586](15233/26): Loss -0.7905, Sem 0.0678, dir -0.9797, norm 0.1215, swav 0.0000 LR: 2.750e-02 Score 97.516 Data time: 0.2156, Forward time: 2.3147, Backward time: 3.0748, DDP time: 0.0034, Total iter time: 5.1080 [2020-11-13 15:00:49,287][root][INFO] - ===> Epoch[586](15234/26): Loss -0.7709, Sem 0.0683, dir -0.9723, norm 0.1330, swav 0.0000 LR: 2.750e-02 Score 97.544 Data time: 0.2312, Forward time: 2.3150, Backward time: 3.0746, DDP time: 0.0034, Total iter time: 5.7019 [2020-11-13 15:00:54,804][root][INFO] - ===> Epoch[586](15235/26): Loss -0.7774, Sem 0.0749, dir -0.9732, norm 0.1209, swav 0.0000 LR: 2.749e-02 Score 97.359 Data time: 0.1945, Forward time: 2.3149, Backward time: 3.0745, DDP time: 0.0034, Total iter time: 5.3428 [2020-11-13 15:01:00,535][root][INFO] - ===> Epoch[586](15236/26): Loss -0.7603, Sem 0.0833, dir -0.9753, norm 0.1317, swav 0.0000 LR: 2.749e-02 Score 97.043 Data time: 0.2446, Forward time: 2.3147, Backward time: 3.0746, DDP time: 0.0034, Total iter time: 5.6072 [2020-11-13 15:01:06,523][root][INFO] - ===> Epoch[586](15237/26): Loss -0.7966, Sem 0.0735, dir -0.9790, norm 0.1090, swav 0.0000 LR: 2.748e-02 Score 97.281 Data time: 0.2703, Forward time: 2.3152, Backward time: 3.0743, DDP time: 0.0034, Total iter time: 5.8950 [2020-11-13 15:01:13,251][root][INFO] - ===> Epoch[586](15238/26): Loss -0.7812, Sem 0.0699, dir -0.9715, norm 0.1203, swav 0.0000 LR: 2.748e-02 Score 97.539 Data time: 0.1513, Forward time: 2.3148, Backward time: 3.0751, DDP time: 0.0034, Total iter time: 6.5612 [2020-11-13 15:01:18,926][root][INFO] - ===> Epoch[586](15239/26): Loss -0.7752, Sem 0.0765, dir -0.9755, norm 0.1238, swav 0.0000 LR: 2.747e-02 Score 97.329 Data time: 0.2488, Forward time: 2.3152, Backward time: 3.0748, DDP time: 0.0034, Total iter time: 5.5880 [2020-11-13 15:01:24,685][root][INFO] - ===> Epoch[586](15240/26): Loss -0.7556, Sem 0.0723, dir -0.9734, norm 0.1455, swav 0.0000 LR: 2.747e-02 Score 97.420 Data time: 0.1999, Forward time: 2.3150, Backward time: 3.0748, DDP time: 0.0034, Total iter time: 5.6068 [2020-11-13 15:01:29,958][root][INFO] - ===> Epoch[586](15241/26): Loss -0.7923, Sem 0.0693, dir -0.9753, norm 0.1137, swav 0.0000 LR: 2.746e-02 Score 97.534 Data time: 0.2882, Forward time: 2.3152, Backward time: 3.0744, DDP time: 0.0033, Total iter time: 5.1724 [2020-11-13 15:01:35,813][root][INFO] - ===> Epoch[586](15242/26): Loss -0.7834, Sem 0.0672, dir -0.9750, norm 0.1244, swav 0.0000 LR: 2.746e-02 Score 97.590 Data time: 0.1765, Forward time: 2.3151, Backward time: 3.0745, DDP time: 0.0033, Total iter time: 5.7056 [2020-11-13 15:01:41,894][root][INFO] - ===> Epoch[587](15243/26): Loss -0.8001, Sem 0.0682, dir -0.9806, norm 0.1123, swav 0.0000 LR: 2.745e-02 Score 97.513 Data time: 0.1593, Forward time: 2.3148, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.9550 [2020-11-13 15:01:47,539][root][INFO] - ===> Epoch[587](15244/26): Loss -0.7814, Sem 0.0725, dir -0.9761, norm 0.1223, swav 0.0000 LR: 2.745e-02 Score 97.461 Data time: 0.1935, Forward time: 2.3147, Backward time: 3.0750, DDP time: 0.0033, Total iter time: 5.5815 [2020-11-13 15:01:53,061][root][INFO] - ===> Epoch[587](15245/26): Loss -0.8154, Sem 0.0590, dir -0.9793, norm 0.1049, swav 0.0000 LR: 2.744e-02 Score 97.901 Data time: 0.2077, Forward time: 2.3147, Backward time: 3.0749, DDP time: 0.0033, Total iter time: 5.3720 [2020-11-13 15:01:59,448][root][INFO] - ===> Epoch[587](15246/26): Loss -0.7661, Sem 0.0781, dir -0.9754, norm 0.1312, swav 0.0000 LR: 2.744e-02 Score 97.254 Data time: 0.1994, Forward time: 2.3146, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.2550 [2020-11-13 15:02:05,502][root][INFO] - ===> Epoch[587](15247/26): Loss -0.7787, Sem 0.0690, dir -0.9746, norm 0.1269, swav 0.0000 LR: 2.743e-02 Score 97.543 Data time: 0.2099, Forward time: 2.3147, Backward time: 3.0754, DDP time: 0.0033, Total iter time: 5.9379 [2020-11-13 15:02:12,003][root][INFO] - ===> Epoch[587](15248/26): Loss -0.7969, Sem 0.0651, dir -0.9775, norm 0.1155, swav 0.0000 LR: 2.743e-02 Score 97.691 Data time: 0.2786, Forward time: 2.3152, Backward time: 3.0752, DDP time: 0.0033, Total iter time: 6.3451 [2020-11-13 15:02:18,083][root][INFO] - ===> Epoch[587](15249/26): Loss -0.7687, Sem 0.0716, dir -0.9743, norm 0.1340, swav 0.0000 LR: 2.742e-02 Score 97.453 Data time: 0.1681, Forward time: 2.3149, Backward time: 3.0756, DDP time: 0.0033, Total iter time: 5.9302 [2020-11-13 15:02:24,758][root][INFO] - ===> Epoch[587](15250/26): Loss -0.7833, Sem 0.0755, dir -0.9754, norm 0.1165, swav 0.0000 LR: 2.742e-02 Score 97.388 Data time: 0.2199, Forward time: 2.3148, Backward time: 3.0762, DDP time: 0.0033, Total iter time: 6.5595 [2020-11-13 15:02:30,430][root][INFO] - ===> Epoch[587](15251/26): Loss -0.7707, Sem 0.0838, dir -0.9746, norm 0.1200, swav 0.0000 LR: 2.741e-02 Score 97.239 Data time: 0.1657, Forward time: 2.3145, Backward time: 3.0765, DDP time: 0.0033, Total iter time: 5.5442 [2020-11-13 15:02:35,333][root][INFO] - ===> Epoch[587](15252/26): Loss -0.7742, Sem 0.0734, dir -0.9754, norm 0.1278, swav 0.0000 LR: 2.741e-02 Score 97.387 Data time: 0.2195, Forward time: 2.3144, Backward time: 3.0761, DDP time: 0.0033, Total iter time: 4.8179 [2020-11-13 15:02:41,638][root][INFO] - ===> Epoch[587](15253/26): Loss -0.7524, Sem 0.0810, dir -0.9702, norm 0.1369, swav 0.0000 LR: 2.740e-02 Score 97.099 Data time: 0.2696, Forward time: 2.3149, Backward time: 3.0759, DDP time: 0.0033, Total iter time: 6.1903 [2020-11-13 15:02:48,464][root][INFO] - ===> Epoch[587](15254/26): Loss -0.7917, Sem 0.0739, dir -0.9787, norm 0.1132, swav 0.0000 LR: 2.739e-02 Score 97.390 Data time: 0.2407, Forward time: 2.3151, Backward time: 3.0763, DDP time: 0.0034, Total iter time: 6.6649 [2020-11-13 15:02:53,951][root][INFO] - ===> Epoch[587](15255/26): Loss -0.7843, Sem 0.0786, dir -0.9787, norm 0.1158, swav 0.0000 LR: 2.739e-02 Score 97.238 Data time: 0.2262, Forward time: 2.3151, Backward time: 3.0760, DDP time: 0.0034, Total iter time: 5.3430 [2020-11-13 15:02:58,674][root][INFO] - ===> Epoch[587](15256/26): Loss -0.7642, Sem 0.0940, dir -0.9769, norm 0.1187, swav 0.0000 LR: 2.738e-02 Score 96.788 Data time: 0.1693, Forward time: 2.3149, Backward time: 3.0756, DDP time: 0.0034, Total iter time: 4.5857 [2020-11-13 15:03:04,464][root][INFO] - ===> Epoch[587](15257/26): Loss -0.7894, Sem 0.0713, dir -0.9776, norm 0.1169, swav 0.0000 LR: 2.738e-02 Score 97.474 Data time: 0.1665, Forward time: 2.3147, Backward time: 3.0758, DDP time: 0.0034, Total iter time: 5.6730 [2020-11-13 15:03:10,139][root][INFO] - ===> Epoch[587](15258/26): Loss -0.7879, Sem 0.0729, dir -0.9743, norm 0.1136, swav 0.0000 LR: 2.737e-02 Score 97.484 Data time: 0.1528, Forward time: 2.3144, Backward time: 3.0761, DDP time: 0.0034, Total iter time: 5.5435 [2020-11-13 15:03:15,452][root][INFO] - ===> Epoch[587](15259/26): Loss -0.7895, Sem 0.0760, dir -0.9783, norm 0.1128, swav 0.0000 LR: 2.737e-02 Score 97.275 Data time: 0.1826, Forward time: 2.3143, Backward time: 3.0760, DDP time: 0.0034, Total iter time: 5.2361 [2020-11-13 15:03:20,075][root][INFO] - ===> Epoch[587](15260/26): Loss -0.7848, Sem 0.0730, dir -0.9760, norm 0.1182, swav 0.0000 LR: 2.736e-02 Score 97.425 Data time: 0.1548, Forward time: 2.3140, Backward time: 3.0756, DDP time: 0.0034, Total iter time: 4.4887 [2020-11-13 15:03:25,949][root][INFO] - ===> Epoch[587](15261/26): Loss -0.7779, Sem 0.0743, dir -0.9751, norm 0.1229, swav 0.0000 LR: 2.736e-02 Score 97.259 Data time: 0.1508, Forward time: 2.3136, Backward time: 3.0761, DDP time: 0.0034, Total iter time: 5.7953 [2020-11-13 15:03:31,801][root][INFO] - ===> Epoch[587](15262/26): Loss -0.7825, Sem 0.0731, dir -0.9764, norm 0.1208, swav 0.0000 LR: 2.735e-02 Score 97.430 Data time: 0.2369, Forward time: 2.3136, Backward time: 3.0762, DDP time: 0.0034, Total iter time: 5.7899 [2020-11-13 15:03:37,953][root][INFO] - ===> Epoch[587](15263/26): Loss -0.7819, Sem 0.0769, dir -0.9775, norm 0.1188, swav 0.0000 LR: 2.735e-02 Score 97.151 Data time: 0.1820, Forward time: 2.3135, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 6.0338 [2020-11-13 15:03:42,528][root][INFO] - ===> Epoch[587](15264/26): Loss -0.7851, Sem 0.0686, dir -0.9742, norm 0.1204, swav 0.0000 LR: 2.734e-02 Score 97.635 Data time: 0.1538, Forward time: 2.3132, Backward time: 3.0761, DDP time: 0.0034, Total iter time: 4.4715 [2020-11-13 15:03:48,910][root][INFO] - ===> Epoch[587](15265/26): Loss -0.7923, Sem 0.0660, dir -0.9788, norm 0.1205, swav 0.0000 LR: 2.734e-02 Score 97.610 Data time: 0.1856, Forward time: 2.3131, Backward time: 3.0766, DDP time: 0.0034, Total iter time: 6.2831 [2020-11-13 15:03:55,572][root][INFO] - ===> Epoch[587](15266/26): Loss -0.7684, Sem 0.0786, dir -0.9715, norm 0.1244, swav 0.0000 LR: 2.733e-02 Score 97.212 Data time: 0.1791, Forward time: 2.3129, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 6.5128 [2020-11-13 15:04:01,077][root][INFO] - ===> Epoch[587](15267/26): Loss -0.7938, Sem 0.0676, dir -0.9775, norm 0.1161, swav 0.0000 LR: 2.733e-02 Score 97.573 Data time: 0.1684, Forward time: 2.3127, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 5.4038 [2020-11-13 15:04:07,215][root][INFO] - ===> Epoch[587](15268/26): Loss -0.7679, Sem 0.0817, dir -0.9771, norm 0.1275, swav 0.0000 LR: 2.732e-02 Score 97.144 Data time: 0.2246, Forward time: 2.3124, Backward time: 3.0777, DDP time: 0.0034, Total iter time: 6.0199 [2020-11-13 15:04:11,840][root][INFO] - ===> Epoch[588](15269/26): Loss -0.7646, Sem 0.0807, dir -0.9745, norm 0.1293, swav 0.0000 LR: 2.732e-02 Score 97.055 Data time: 0.1574, Forward time: 2.3122, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 4.5281 [2020-11-13 15:04:18,802][root][INFO] - ===> Epoch[588](15270/26): Loss -0.7922, Sem 0.0720, dir -0.9793, norm 0.1151, swav 0.0000 LR: 2.731e-02 Score 97.411 Data time: 0.2047, Forward time: 2.3121, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 6.8754 [2020-11-13 15:04:24,588][root][INFO] - ===> Epoch[588](15271/26): Loss -0.7782, Sem 0.0719, dir -0.9770, norm 0.1269, swav 0.0000 LR: 2.731e-02 Score 97.490 Data time: 0.1685, Forward time: 2.3120, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.6753 [2020-11-13 15:04:31,792][root][INFO] - ===> Epoch[588](15272/26): Loss -0.7687, Sem 0.0821, dir -0.9755, norm 0.1248, swav 0.0000 LR: 2.730e-02 Score 97.027 Data time: 0.1947, Forward time: 2.3116, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 7.0724 [2020-11-13 15:04:37,598][root][INFO] - ===> Epoch[588](15273/26): Loss -0.7893, Sem 0.0652, dir -0.9761, norm 0.1216, swav 0.0000 LR: 2.730e-02 Score 97.680 Data time: 0.2252, Forward time: 2.3117, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 5.7294 [2020-11-13 15:04:43,235][root][INFO] - ===> Epoch[588](15274/26): Loss -0.7873, Sem 0.0698, dir -0.9785, norm 0.1213, swav 0.0000 LR: 2.729e-02 Score 97.510 Data time: 0.2520, Forward time: 2.3117, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.4740 [2020-11-13 15:04:49,315][root][INFO] - ===> Epoch[588](15275/26): Loss -0.7742, Sem 0.0878, dir -0.9762, norm 0.1143, swav 0.0000 LR: 2.729e-02 Score 96.689 Data time: 0.2470, Forward time: 2.3119, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.9497 [2020-11-13 15:04:55,193][root][INFO] - ===> Epoch[588](15276/26): Loss -0.7878, Sem 0.0661, dir -0.9761, norm 0.1222, swav 0.0000 LR: 2.728e-02 Score 97.643 Data time: 0.2151, Forward time: 2.3120, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.7189 [2020-11-13 15:05:01,668][root][INFO] - ===> Epoch[588](15277/26): Loss -0.7740, Sem 0.0757, dir -0.9759, norm 0.1262, swav 0.0000 LR: 2.728e-02 Score 97.303 Data time: 0.1994, Forward time: 2.3120, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 6.3099 [2020-11-13 15:05:07,371][root][INFO] - ===> Epoch[588](15278/26): Loss -0.7679, Sem 0.0848, dir -0.9759, norm 0.1233, swav 0.0000 LR: 2.727e-02 Score 97.315 Data time: 0.1663, Forward time: 2.3116, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 5.5499 [2020-11-13 15:05:12,513][root][INFO] - ===> Epoch[588](15279/26): Loss -0.7926, Sem 0.0678, dir -0.9753, norm 0.1149, swav 0.0000 LR: 2.726e-02 Score 97.637 Data time: 0.1513, Forward time: 2.3113, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 5.0868 [2020-11-13 15:05:19,107][root][INFO] - ===> Epoch[588](15280/26): Loss -0.7943, Sem 0.0648, dir -0.9749, norm 0.1158, swav 0.0000 LR: 2.726e-02 Score 97.705 Data time: 0.1378, Forward time: 2.3109, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 6.4879 [2020-11-13 15:05:25,136][root][INFO] - ===> Epoch[588](15281/26): Loss -0.7993, Sem 0.0620, dir -0.9770, norm 0.1157, swav 0.0000 LR: 2.725e-02 Score 97.799 Data time: 0.1811, Forward time: 2.3108, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.9621 [2020-11-13 15:05:31,404][root][INFO] - ===> Epoch[588](15282/26): Loss -0.7862, Sem 0.0733, dir -0.9758, norm 0.1164, swav 0.0000 LR: 2.725e-02 Score 97.448 Data time: 0.1857, Forward time: 2.3107, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 6.1440 [2020-11-13 15:05:36,939][root][INFO] - ===> Epoch[588](15283/26): Loss -0.7905, Sem 0.0718, dir -0.9761, norm 0.1138, swav 0.0000 LR: 2.724e-02 Score 97.458 Data time: 0.1514, Forward time: 2.3103, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 5.4016 [2020-11-13 15:05:41,401][root][INFO] - ===> Epoch[588](15284/26): Loss -0.7895, Sem 0.0641, dir -0.9746, norm 0.1211, swav 0.0000 LR: 2.724e-02 Score 97.768 Data time: 0.1804, Forward time: 2.3102, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 4.3829 [2020-11-13 15:05:46,610][root][INFO] - ===> Epoch[588](15285/26): Loss -0.7734, Sem 0.0701, dir -0.9767, norm 0.1332, swav 0.0000 LR: 2.723e-02 Score 97.516 Data time: 0.1856, Forward time: 2.3100, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 5.1108 [2020-11-13 15:05:53,211][root][INFO] - ===> Epoch[588](15286/26): Loss -0.7996, Sem 0.0667, dir -0.9775, norm 0.1112, swav 0.0000 LR: 2.723e-02 Score 97.634 Data time: 0.1790, Forward time: 2.3098, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 6.4320 [2020-11-13 15:05:59,512][root][INFO] - ===> Epoch[588](15287/26): Loss -0.7785, Sem 0.0716, dir -0.9751, norm 0.1250, swav 0.0000 LR: 2.722e-02 Score 97.425 Data time: 0.2979, Forward time: 2.3103, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 6.2142 [2020-11-13 15:06:05,021][root][INFO] - ===> Epoch[588](15288/26): Loss -0.7853, Sem 0.0714, dir -0.9748, norm 0.1180, swav 0.0000 LR: 2.722e-02 Score 97.388 Data time: 0.2430, Forward time: 2.3105, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 5.3097 [2020-11-13 15:06:11,762][root][INFO] - ===> Epoch[588](15289/26): Loss -0.7950, Sem 0.0663, dir -0.9774, norm 0.1161, swav 0.0000 LR: 2.721e-02 Score 97.583 Data time: 0.2155, Forward time: 2.3106, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 6.6263 [2020-11-13 15:06:17,416][root][INFO] - ===> Epoch[588](15290/26): Loss -0.7825, Sem 0.0745, dir -0.9771, norm 0.1201, swav 0.0000 LR: 2.721e-02 Score 97.424 Data time: 0.1467, Forward time: 2.3102, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 5.5527 [2020-11-13 15:06:22,364][root][INFO] - ===> Epoch[588](15291/26): Loss -0.7584, Sem 0.0840, dir -0.9714, norm 0.1289, swav 0.0000 LR: 2.720e-02 Score 97.284 Data time: 0.1860, Forward time: 2.3101, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 4.9007 [2020-11-13 15:06:28,198][root][INFO] - ===> Epoch[588](15292/26): Loss -0.7645, Sem 0.0783, dir -0.9760, norm 0.1332, swav 0.0000 LR: 2.720e-02 Score 97.241 Data time: 0.2408, Forward time: 2.3102, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.7283 [2020-11-13 15:06:33,927][root][INFO] - ===> Epoch[588](15293/26): Loss -0.7772, Sem 0.0707, dir -0.9746, norm 0.1266, swav 0.0000 LR: 2.719e-02 Score 97.500 Data time: 0.2403, Forward time: 2.3104, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.5538 [2020-11-13 15:06:40,960][root][INFO] - ===> Epoch[588](15294/26): Loss -0.7814, Sem 0.0646, dir -0.9723, norm 0.1264, swav 0.0000 LR: 2.719e-02 Score 97.737 Data time: 0.2146, Forward time: 2.3104, Backward time: 3.0815, DDP time: 0.0034, Total iter time: 6.8678 [2020-11-13 15:06:47,540][root][INFO] - ===> Epoch[589](15295/26): Loss -0.7951, Sem 0.0669, dir -0.9744, norm 0.1124, swav 0.0000 LR: 2.718e-02 Score 97.677 Data time: 0.2233, Forward time: 2.3104, Backward time: 3.0818, DDP time: 0.0034, Total iter time: 6.4264 [2020-11-13 15:06:53,367][root][INFO] - ===> Epoch[589](15296/26): Loss -0.7727, Sem 0.0760, dir -0.9760, norm 0.1273, swav 0.0000 LR: 2.718e-02 Score 97.178 Data time: 0.2262, Forward time: 2.3105, Backward time: 3.0817, DDP time: 0.0034, Total iter time: 5.6674 [2020-11-13 15:06:59,343][root][INFO] - ===> Epoch[589](15297/26): Loss -0.8047, Sem 0.0644, dir -0.9774, norm 0.1084, swav 0.0000 LR: 2.717e-02 Score 97.729 Data time: 0.1951, Forward time: 2.3104, Backward time: 3.0819, DDP time: 0.0034, Total iter time: 5.8603 [2020-11-13 15:07:05,689][root][INFO] - ===> Epoch[589](15298/26): Loss -0.7895, Sem 0.0776, dir -0.9799, norm 0.1128, swav 0.0000 LR: 2.717e-02 Score 97.492 Data time: 0.1687, Forward time: 2.3101, Backward time: 3.0825, DDP time: 0.0034, Total iter time: 6.2491 [2020-11-13 15:07:11,450][root][INFO] - ===> Epoch[589](15299/26): Loss -0.7733, Sem 0.0799, dir -0.9757, norm 0.1224, swav 0.0000 LR: 2.716e-02 Score 97.167 Data time: 0.1950, Forward time: 2.3099, Backward time: 3.0827, DDP time: 0.0034, Total iter time: 5.6631 [2020-11-13 15:07:18,684][root][INFO] - ===> Epoch[589](15300/26): Loss -0.7899, Sem 0.0754, dir -0.9799, norm 0.1146, swav 0.0000 LR: 2.716e-02 Score 97.384 Data time: 0.3597, Forward time: 2.3106, Backward time: 3.0827, DDP time: 0.0034, Total iter time: 7.0825 [2020-11-13 15:07:25,604][root][INFO] - ===> Epoch[589](15301/26): Loss -0.7625, Sem 0.0705, dir -0.9702, norm 0.1372, swav 0.0000 LR: 2.715e-02 Score 97.535 Data time: 0.3235, Forward time: 2.3113, Backward time: 3.0826, DDP time: 0.0034, Total iter time: 6.7756 [2020-11-13 15:07:30,344][root][INFO] - ===> Epoch[589](15302/26): Loss -0.7901, Sem 0.0663, dir -0.9761, norm 0.1196, swav 0.0000 LR: 2.715e-02 Score 97.596 Data time: 0.1393, Forward time: 2.3109, Backward time: 3.0824, DDP time: 0.0034, Total iter time: 4.5570 [2020-11-13 15:07:36,117][root][INFO] - ===> Epoch[589](15303/26): Loss -0.7958, Sem 0.0687, dir -0.9771, norm 0.1126, swav 0.0000 LR: 2.714e-02 Score 97.428 Data time: 0.2333, Forward time: 2.3110, Backward time: 3.0823, DDP time: 0.0034, Total iter time: 5.6787 [2020-11-13 15:07:42,158][root][INFO] - ===> Epoch[589](15304/26): Loss -0.7957, Sem 0.0691, dir -0.9771, norm 0.1124, swav 0.0000 LR: 2.713e-02 Score 97.520 Data time: 0.1806, Forward time: 2.3109, Backward time: 3.0826, DDP time: 0.0034, Total iter time: 5.9079 [2020-11-13 15:07:47,915][root][INFO] - ===> Epoch[589](15305/26): Loss -0.7590, Sem 0.0923, dir -0.9766, norm 0.1253, swav 0.0000 LR: 2.713e-02 Score 96.937 Data time: 0.2042, Forward time: 2.3109, Backward time: 3.0825, DDP time: 0.0034, Total iter time: 5.6406 [2020-11-13 15:07:54,630][root][INFO] - ===> Epoch[589](15306/26): Loss -0.7874, Sem 0.0689, dir -0.9768, norm 0.1205, swav 0.0000 LR: 2.712e-02 Score 97.525 Data time: 0.2046, Forward time: 2.3109, Backward time: 3.0830, DDP time: 0.0034, Total iter time: 6.5645 [2020-11-13 15:08:00,079][root][INFO] - ===> Epoch[589](15307/26): Loss -0.7819, Sem 0.0768, dir -0.9776, norm 0.1189, swav 0.0000 LR: 2.712e-02 Score 97.413 Data time: 0.2262, Forward time: 2.3109, Backward time: 3.0828, DDP time: 0.0034, Total iter time: 5.2832 [2020-11-13 15:08:05,610][root][INFO] - ===> Epoch[589](15308/26): Loss -0.7811, Sem 0.0750, dir -0.9775, norm 0.1214, swav 0.0000 LR: 2.711e-02 Score 97.396 Data time: 0.2200, Forward time: 2.3110, Backward time: 3.0826, DDP time: 0.0034, Total iter time: 5.4159 [2020-11-13 15:08:11,081][root][INFO] - ===> Epoch[589](15309/26): Loss -0.7783, Sem 0.0773, dir -0.9758, norm 0.1201, swav 0.0000 LR: 2.711e-02 Score 97.267 Data time: 0.2073, Forward time: 2.3110, Backward time: 3.0824, DDP time: 0.0034, Total iter time: 5.3340 [2020-11-13 15:08:15,754][root][INFO] - ===> Epoch[589](15310/26): Loss -0.7714, Sem 0.0726, dir -0.9746, norm 0.1306, swav 0.0000 LR: 2.710e-02 Score 97.448 Data time: 0.2078, Forward time: 2.3109, Backward time: 3.0819, DDP time: 0.0034, Total iter time: 4.5464 [2020-11-13 15:08:21,430][root][INFO] - ===> Epoch[589](15311/26): Loss -0.7840, Sem 0.0741, dir -0.9794, norm 0.1213, swav 0.0000 LR: 2.710e-02 Score 97.393 Data time: 0.2465, Forward time: 2.3112, Backward time: 3.0816, DDP time: 0.0034, Total iter time: 5.5528 [2020-11-13 15:08:26,690][root][INFO] - ===> Epoch[589](15312/26): Loss -0.7749, Sem 0.0752, dir -0.9763, norm 0.1262, swav 0.0000 LR: 2.709e-02 Score 97.349 Data time: 0.2216, Forward time: 2.3112, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 5.1052 [2020-11-13 15:08:31,966][root][INFO] - ===> Epoch[589](15313/26): Loss -0.7940, Sem 0.0694, dir -0.9750, norm 0.1116, swav 0.0000 LR: 2.709e-02 Score 97.487 Data time: 0.2385, Forward time: 2.3114, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 5.1209 [2020-11-13 15:08:38,028][root][INFO] - ===> Epoch[589](15314/26): Loss -0.7951, Sem 0.0627, dir -0.9788, norm 0.1210, swav 0.0000 LR: 2.708e-02 Score 97.849 Data time: 0.1926, Forward time: 2.3114, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 5.9064 [2020-11-13 15:08:44,260][root][INFO] - ===> Epoch[589](15315/26): Loss -0.7821, Sem 0.0723, dir -0.9774, norm 0.1229, swav 0.0000 LR: 2.708e-02 Score 97.407 Data time: 0.2774, Forward time: 2.3117, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 6.1317 [2020-11-13 15:08:49,778][root][INFO] - ===> Epoch[589](15316/26): Loss -0.7672, Sem 0.0739, dir -0.9751, norm 0.1340, swav 0.0000 LR: 2.707e-02 Score 97.300 Data time: 0.2578, Forward time: 2.3120, Backward time: 3.0804, DDP time: 0.0034, Total iter time: 5.3840 [2020-11-13 15:08:54,415][root][INFO] - ===> Epoch[589](15317/26): Loss -0.7991, Sem 0.0646, dir -0.9789, norm 0.1152, swav 0.0000 LR: 2.707e-02 Score 97.700 Data time: 0.1774, Forward time: 2.3119, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 4.4901 [2020-11-13 15:08:59,686][root][INFO] - ===> Epoch[589](15318/26): Loss -0.7663, Sem 0.0816, dir -0.9764, norm 0.1285, swav 0.0000 LR: 2.706e-02 Score 97.158 Data time: 0.2437, Forward time: 2.3120, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.1668 [2020-11-13 15:09:05,886][root][INFO] - ===> Epoch[589](15319/26): Loss -0.7985, Sem 0.0707, dir -0.9800, norm 0.1107, swav 0.0000 LR: 2.706e-02 Score 97.396 Data time: 0.2288, Forward time: 2.3123, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 6.0207 [2020-11-13 15:09:10,991][root][INFO] - ===> Epoch[589](15320/26): Loss -0.7908, Sem 0.0658, dir -0.9796, norm 0.1230, swav 0.0000 LR: 2.705e-02 Score 97.714 Data time: 0.2296, Forward time: 2.3123, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 4.9431 [2020-11-13 15:09:17,774][root][INFO] - ===> Epoch[590](15321/26): Loss -0.7916, Sem 0.0670, dir -0.9781, norm 0.1196, swav 0.0000 LR: 2.705e-02 Score 97.597 Data time: 0.2228, Forward time: 2.3124, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 6.6651 [2020-11-13 15:09:23,163][root][INFO] - ===> Epoch[590](15322/26): Loss -0.7848, Sem 0.0727, dir -0.9779, norm 0.1204, swav 0.0000 LR: 2.704e-02 Score 97.475 Data time: 0.2214, Forward time: 2.3125, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.2398 [2020-11-13 15:09:27,768][root][INFO] - ===> Epoch[590](15323/26): Loss -0.7700, Sem 0.0744, dir -0.9757, norm 0.1313, swav 0.0000 LR: 2.704e-02 Score 97.410 Data time: 0.1789, Forward time: 2.3124, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 4.4439 [2020-11-13 15:09:33,203][root][INFO] - ===> Epoch[590](15324/26): Loss -0.7663, Sem 0.0802, dir -0.9743, norm 0.1278, swav 0.0000 LR: 2.703e-02 Score 97.109 Data time: 0.1597, Forward time: 2.3121, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.3006 [2020-11-13 15:09:39,900][root][INFO] - ===> Epoch[590](15325/26): Loss -0.7650, Sem 0.0967, dir -0.9745, norm 0.1127, swav 0.0000 LR: 2.703e-02 Score 97.051 Data time: 0.1628, Forward time: 2.3118, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 6.5757 [2020-11-13 15:09:46,281][root][INFO] - ===> Epoch[590](15326/26): Loss -0.8022, Sem 0.0630, dir -0.9771, norm 0.1120, swav 0.0000 LR: 2.702e-02 Score 97.805 Data time: 0.1689, Forward time: 2.3116, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 6.2715 [2020-11-13 15:09:51,728][root][INFO] - ===> Epoch[590](15327/26): Loss -0.7846, Sem 0.0752, dir -0.9757, norm 0.1159, swav 0.0000 LR: 2.702e-02 Score 97.335 Data time: 0.2047, Forward time: 2.3115, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 5.3142 [2020-11-13 15:09:57,940][root][INFO] - ===> Epoch[590](15328/26): Loss -0.7863, Sem 0.0633, dir -0.9782, norm 0.1286, swav 0.0000 LR: 2.701e-02 Score 97.788 Data time: 0.2207, Forward time: 2.3115, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 6.1036 [2020-11-13 15:10:04,628][root][INFO] - ===> Epoch[590](15329/26): Loss -0.7797, Sem 0.0780, dir -0.9744, norm 0.1166, swav 0.0000 LR: 2.700e-02 Score 97.092 Data time: 0.2346, Forward time: 2.3116, Backward time: 3.0804, DDP time: 0.0034, Total iter time: 6.5313 [2020-11-13 15:10:09,109][root][INFO] - ===> Epoch[590](15330/26): Loss -0.7789, Sem 0.0732, dir -0.9735, norm 0.1214, swav 0.0000 LR: 2.700e-02 Score 97.414 Data time: 0.1595, Forward time: 2.3113, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 4.3594 [2020-11-13 15:10:13,960][root][INFO] - ===> Epoch[590](15331/26): Loss -0.7672, Sem 0.0762, dir -0.9726, norm 0.1291, swav 0.0000 LR: 2.699e-02 Score 97.206 Data time: 0.2244, Forward time: 2.3114, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 4.7865 [2020-11-13 15:10:19,535][root][INFO] - ===> Epoch[590](15332/26): Loss -0.7688, Sem 0.0810, dir -0.9729, norm 0.1232, swav 0.0000 LR: 2.699e-02 Score 97.204 Data time: 0.1968, Forward time: 2.3113, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.4581 [2020-11-13 15:10:26,658][root][INFO] - ===> Epoch[590](15333/26): Loss -0.7771, Sem 0.0767, dir -0.9778, norm 0.1240, swav 0.0000 LR: 2.698e-02 Score 97.316 Data time: 0.1874, Forward time: 2.3111, Backward time: 3.0804, DDP time: 0.0034, Total iter time: 7.0000 [2020-11-13 15:10:32,430][root][INFO] - ===> Epoch[590](15334/26): Loss -0.7795, Sem 0.0722, dir -0.9750, norm 0.1232, swav 0.0000 LR: 2.698e-02 Score 97.331 Data time: 0.2630, Forward time: 2.3115, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 5.6798 [2020-11-13 15:10:38,786][root][INFO] - ===> Epoch[590](15335/26): Loss -0.7795, Sem 0.0706, dir -0.9768, norm 0.1266, swav 0.0000 LR: 2.697e-02 Score 97.536 Data time: 0.2262, Forward time: 2.3117, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 6.2128 [2020-11-13 15:10:43,655][root][INFO] - ===> Epoch[590](15336/26): Loss -0.7964, Sem 0.0709, dir -0.9787, norm 0.1114, swav 0.0000 LR: 2.697e-02 Score 97.476 Data time: 0.1436, Forward time: 2.3114, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 4.7220 [2020-11-13 15:10:49,407][root][INFO] - ===> Epoch[590](15337/26): Loss -0.7873, Sem 0.0727, dir -0.9799, norm 0.1199, swav 0.0000 LR: 2.696e-02 Score 97.391 Data time: 0.1826, Forward time: 2.3109, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 5.6699 [2020-11-13 15:10:55,107][root][INFO] - ===> Epoch[590](15338/26): Loss -0.7930, Sem 0.0674, dir -0.9795, norm 0.1192, swav 0.0000 LR: 2.696e-02 Score 97.606 Data time: 0.1791, Forward time: 2.3107, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 5.6582 [2020-11-13 15:11:00,543][root][INFO] - ===> Epoch[590](15339/26): Loss -0.7688, Sem 0.0794, dir -0.9755, norm 0.1273, swav 0.0000 LR: 2.695e-02 Score 97.255 Data time: 0.1880, Forward time: 2.3107, Backward time: 3.0804, DDP time: 0.0034, Total iter time: 5.3238 [2020-11-13 15:11:05,587][root][INFO] - ===> Epoch[590](15340/26): Loss -0.8054, Sem 0.0621, dir -0.9784, norm 0.1109, swav 0.0000 LR: 2.695e-02 Score 97.835 Data time: 0.1815, Forward time: 2.3105, Backward time: 3.0802, DDP time: 0.0034, Total iter time: 4.9265 [2020-11-13 15:11:10,821][root][INFO] - ===> Epoch[590](15341/26): Loss -0.7927, Sem 0.0670, dir -0.9780, norm 0.1183, swav 0.0000 LR: 2.694e-02 Score 97.504 Data time: 0.2014, Forward time: 2.3104, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 5.1138 [2020-11-13 15:11:16,606][root][INFO] - ===> Epoch[590](15342/26): Loss -0.7836, Sem 0.0727, dir -0.9755, norm 0.1191, swav 0.0000 LR: 2.694e-02 Score 97.427 Data time: 0.2132, Forward time: 2.3104, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 5.6648 [2020-11-13 15:11:24,552][root][INFO] - ===> Epoch[590](15343/26): Loss -0.7495, Sem 0.0902, dir -0.9719, norm 0.1322, swav 0.0000 LR: 2.693e-02 Score 96.909 Data time: 0.2269, Forward time: 2.3106, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 7.8410 [2020-11-13 15:11:30,489][root][INFO] - ===> Epoch[590](15344/26): Loss -0.7684, Sem 0.0830, dir -0.9746, norm 0.1232, swav 0.0000 LR: 2.693e-02 Score 97.074 Data time: 0.1978, Forward time: 2.3106, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.7679 [2020-11-13 15:11:36,128][root][INFO] - ===> Epoch[590](15345/26): Loss -0.7787, Sem 0.0737, dir -0.9757, norm 0.1233, swav 0.0000 LR: 2.692e-02 Score 97.357 Data time: 0.2406, Forward time: 2.3104, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.4883 [2020-11-13 15:11:41,506][root][INFO] - ===> Epoch[590](15346/26): Loss -0.7735, Sem 0.0738, dir -0.9756, norm 0.1282, swav 0.0000 LR: 2.692e-02 Score 97.350 Data time: 0.2106, Forward time: 2.3105, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.2524 [2020-11-13 15:11:46,785][root][INFO] - ===> Epoch[591](15347/26): Loss -0.7702, Sem 0.0828, dir -0.9734, norm 0.1203, swav 0.0000 LR: 2.691e-02 Score 97.049 Data time: 0.2109, Forward time: 2.3105, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 5.1617 [2020-11-13 15:11:51,812][root][INFO] - ===> Epoch[591](15348/26): Loss -0.7699, Sem 0.0742, dir -0.9754, norm 0.1313, swav 0.0000 LR: 2.691e-02 Score 97.348 Data time: 0.1998, Forward time: 2.3105, Backward time: 3.0802, DDP time: 0.0034, Total iter time: 4.9263 [2020-11-13 15:11:57,244][root][INFO] - ===> Epoch[591](15349/26): Loss -0.7743, Sem 0.0721, dir -0.9731, norm 0.1267, swav 0.0000 LR: 2.690e-02 Score 97.452 Data time: 0.1974, Forward time: 2.3103, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 5.2860 [2020-11-13 15:12:02,425][root][INFO] - ===> Epoch[591](15350/26): Loss -0.7968, Sem 0.0676, dir -0.9768, norm 0.1125, swav 0.0000 LR: 2.690e-02 Score 97.634 Data time: 0.1775, Forward time: 2.3101, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 5.0427 [2020-11-13 15:12:07,653][root][INFO] - ===> Epoch[591](15351/26): Loss -0.7970, Sem 0.0687, dir -0.9790, norm 0.1133, swav 0.0000 LR: 2.689e-02 Score 97.517 Data time: 0.2279, Forward time: 2.3102, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.0937 [2020-11-13 15:12:12,593][root][INFO] - ===> Epoch[591](15352/26): Loss -0.7851, Sem 0.0721, dir -0.9757, norm 0.1184, swav 0.0000 LR: 2.688e-02 Score 97.416 Data time: 0.2398, Forward time: 2.3100, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 4.7720 [2020-11-13 15:12:18,409][root][INFO] - ===> Epoch[591](15353/26): Loss -0.7923, Sem 0.0671, dir -0.9781, norm 0.1187, swav 0.0000 LR: 2.688e-02 Score 97.550 Data time: 0.2697, Forward time: 2.3103, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.6713 [2020-11-13 15:12:24,577][root][INFO] - ===> Epoch[591](15354/26): Loss -0.7985, Sem 0.0619, dir -0.9773, norm 0.1169, swav 0.0000 LR: 2.687e-02 Score 97.841 Data time: 0.1885, Forward time: 2.3101, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 6.0290 [2020-11-13 15:12:31,851][root][INFO] - ===> Epoch[591](15355/26): Loss -0.7956, Sem 0.0702, dir -0.9782, norm 0.1124, swav 0.0000 LR: 2.687e-02 Score 97.551 Data time: 0.2428, Forward time: 2.3100, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 7.1066 [2020-11-13 15:12:37,466][root][INFO] - ===> Epoch[591](15356/26): Loss -0.7893, Sem 0.0637, dir -0.9723, norm 0.1193, swav 0.0000 LR: 2.686e-02 Score 97.786 Data time: 0.2590, Forward time: 2.3103, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 5.4672 [2020-11-13 15:12:41,831][root][INFO] - ===> Epoch[591](15357/26): Loss -0.7863, Sem 0.0665, dir -0.9762, norm 0.1234, swav 0.0000 LR: 2.686e-02 Score 97.612 Data time: 0.1756, Forward time: 2.3101, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 4.1874 [2020-11-13 15:12:47,759][root][INFO] - ===> Epoch[591](15358/26): Loss -0.7815, Sem 0.0714, dir -0.9758, norm 0.1229, swav 0.0000 LR: 2.685e-02 Score 97.468 Data time: 0.2159, Forward time: 2.3102, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.8061 [2020-11-13 15:12:52,685][root][INFO] - ===> Epoch[591](15359/26): Loss -0.8016, Sem 0.0699, dir -0.9795, norm 0.1080, swav 0.0000 LR: 2.685e-02 Score 97.563 Data time: 0.2000, Forward time: 2.3101, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 4.7588 [2020-11-13 15:12:59,079][root][INFO] - ===> Epoch[591](15360/26): Loss -0.7888, Sem 0.0686, dir -0.9778, norm 0.1204, swav 0.0000 LR: 2.684e-02 Score 97.506 Data time: 0.2379, Forward time: 2.3103, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 6.2757 [2020-11-13 15:13:05,076][root][INFO] - ===> Epoch[591](15361/26): Loss -0.7785, Sem 0.0755, dir -0.9760, norm 0.1221, swav 0.0000 LR: 2.684e-02 Score 97.347 Data time: 0.2612, Forward time: 2.3105, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.8061 [2020-11-13 15:13:13,903][root][INFO] - ===> Epoch[591](15362/26): Loss -0.7702, Sem 0.0767, dir -0.9770, norm 0.1301, swav 0.0000 LR: 2.683e-02 Score 97.266 Data time: 0.1508, Forward time: 2.3102, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 8.6480 [2020-11-13 15:13:19,402][root][INFO] - ===> Epoch[591](15363/26): Loss -0.7964, Sem 0.0710, dir -0.9795, norm 0.1122, swav 0.0000 LR: 2.683e-02 Score 97.442 Data time: 0.2018, Forward time: 2.3103, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 5.3606 [2020-11-13 15:13:24,821][root][INFO] - ===> Epoch[591](15364/26): Loss -0.7851, Sem 0.0706, dir -0.9751, norm 0.1193, swav 0.0000 LR: 2.682e-02 Score 97.560 Data time: 0.1370, Forward time: 2.3099, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 5.2715 [2020-11-13 15:13:29,556][root][INFO] - ===> Epoch[591](15365/26): Loss -0.7901, Sem 0.0675, dir -0.9771, norm 0.1195, swav 0.0000 LR: 2.682e-02 Score 97.611 Data time: 0.1882, Forward time: 2.3099, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 4.6378 [2020-11-13 15:13:35,751][root][INFO] - ===> Epoch[591](15366/26): Loss -0.7820, Sem 0.0687, dir -0.9768, norm 0.1261, swav 0.0000 LR: 2.681e-02 Score 97.569 Data time: 0.1567, Forward time: 2.3095, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 6.0880 [2020-11-13 15:13:42,650][root][INFO] - ===> Epoch[591](15367/26): Loss -0.7873, Sem 0.0701, dir -0.9764, norm 0.1190, swav 0.0000 LR: 2.681e-02 Score 97.492 Data time: 0.2035, Forward time: 2.3095, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 6.8072 [2020-11-13 15:13:47,494][root][INFO] - ===> Epoch[591](15368/26): Loss -0.8012, Sem 0.0645, dir -0.9803, norm 0.1146, swav 0.0000 LR: 2.680e-02 Score 97.755 Data time: 0.2053, Forward time: 2.3096, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 4.6644 [2020-11-13 15:13:52,857][root][INFO] - ===> Epoch[591](15369/26): Loss -0.7870, Sem 0.0716, dir -0.9772, norm 0.1187, swav 0.0000 LR: 2.680e-02 Score 97.431 Data time: 0.1703, Forward time: 2.3093, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 5.2200 [2020-11-13 15:13:57,726][root][INFO] - ===> Epoch[591](15370/26): Loss -0.8003, Sem 0.0665, dir -0.9767, norm 0.1098, swav 0.0000 LR: 2.679e-02 Score 97.584 Data time: 0.1757, Forward time: 2.3092, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 4.7542 [2020-11-13 15:14:03,420][root][INFO] - ===> Epoch[591](15371/26): Loss -0.7800, Sem 0.0691, dir -0.9740, norm 0.1250, swav 0.0000 LR: 2.679e-02 Score 97.599 Data time: 0.1863, Forward time: 2.3091, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 5.5641 [2020-11-13 15:14:09,253][root][INFO] - ===> Epoch[591](15372/26): Loss -0.7857, Sem 0.0717, dir -0.9795, norm 0.1221, swav 0.0000 LR: 2.678e-02 Score 97.463 Data time: 0.1367, Forward time: 2.3087, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.7074 [2020-11-13 15:14:15,529][root][INFO] - ===> Epoch[592](15373/26): Loss -0.7730, Sem 0.0746, dir -0.9747, norm 0.1271, swav 0.0000 LR: 2.678e-02 Score 97.405 Data time: 0.1421, Forward time: 2.3083, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 6.1808 [2020-11-13 15:14:21,057][root][INFO] - ===> Epoch[592](15374/26): Loss -0.7730, Sem 0.0756, dir -0.9714, norm 0.1228, swav 0.0000 LR: 2.677e-02 Score 97.275 Data time: 0.2351, Forward time: 2.3082, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 5.4098 [2020-11-13 15:14:26,193][root][INFO] - ===> Epoch[592](15375/26): Loss -0.7742, Sem 0.0809, dir -0.9760, norm 0.1209, swav 0.0000 LR: 2.677e-02 Score 97.166 Data time: 0.2165, Forward time: 2.3083, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 4.9865 [2020-11-13 15:14:31,705][root][INFO] - ===> Epoch[592](15376/26): Loss -0.7903, Sem 0.0653, dir -0.9751, norm 0.1195, swav 0.0000 LR: 2.676e-02 Score 97.678 Data time: 0.2724, Forward time: 2.3085, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 5.3815 [2020-11-13 15:14:38,367][root][INFO] - ===> Epoch[592](15377/26): Loss -0.7843, Sem 0.0693, dir -0.9734, norm 0.1198, swav 0.0000 LR: 2.675e-02 Score 97.482 Data time: 0.2049, Forward time: 2.3085, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 6.5178 [2020-11-13 15:14:44,164][root][INFO] - ===> Epoch[592](15378/26): Loss -0.7853, Sem 0.0681, dir -0.9779, norm 0.1245, swav 0.0000 LR: 2.675e-02 Score 97.551 Data time: 0.1737, Forward time: 2.3082, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 5.6227 [2020-11-13 15:14:49,755][root][INFO] - ===> Epoch[592](15379/26): Loss -0.7919, Sem 0.0739, dir -0.9787, norm 0.1130, swav 0.0000 LR: 2.674e-02 Score 97.305 Data time: 0.1916, Forward time: 2.3082, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 5.4927 [2020-11-13 15:14:55,262][root][INFO] - ===> Epoch[592](15380/26): Loss -0.7784, Sem 0.0725, dir -0.9771, norm 0.1262, swav 0.0000 LR: 2.674e-02 Score 97.423 Data time: 0.2062, Forward time: 2.3081, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 5.3606 [2020-11-13 15:15:02,442][root][INFO] - ===> Epoch[592](15381/26): Loss -0.7801, Sem 0.0676, dir -0.9789, norm 0.1311, swav 0.0000 LR: 2.673e-02 Score 97.604 Data time: 0.3412, Forward time: 2.3088, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 7.0156 [2020-11-13 15:15:09,082][root][INFO] - ===> Epoch[592](15382/26): Loss -0.7655, Sem 0.0855, dir -0.9755, norm 0.1246, swav 0.0000 LR: 2.673e-02 Score 96.835 Data time: 0.2029, Forward time: 2.3089, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 6.4362 [2020-11-13 15:15:14,030][root][INFO] - ===> Epoch[592](15383/26): Loss -0.7807, Sem 0.0744, dir -0.9750, norm 0.1199, swav 0.0000 LR: 2.672e-02 Score 97.311 Data time: 0.2263, Forward time: 2.3090, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 4.8119 [2020-11-13 15:15:19,460][root][INFO] - ===> Epoch[592](15384/26): Loss -0.7724, Sem 0.0728, dir -0.9715, norm 0.1263, swav 0.0000 LR: 2.672e-02 Score 97.389 Data time: 0.2089, Forward time: 2.3089, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 5.2942 [2020-11-13 15:15:25,184][root][INFO] - ===> Epoch[592](15385/26): Loss -0.7713, Sem 0.0739, dir -0.9773, norm 0.1321, swav 0.0000 LR: 2.671e-02 Score 97.430 Data time: 0.2063, Forward time: 2.3089, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 5.5788 [2020-11-13 15:15:30,976][root][INFO] - ===> Epoch[592](15386/26): Loss -0.8114, Sem 0.0606, dir -0.9778, norm 0.1059, swav 0.0000 LR: 2.671e-02 Score 97.890 Data time: 0.2215, Forward time: 2.3091, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 5.6544 [2020-11-13 15:15:36,485][root][INFO] - ===> Epoch[592](15387/26): Loss -0.7842, Sem 0.0731, dir -0.9770, norm 0.1197, swav 0.0000 LR: 2.670e-02 Score 97.317 Data time: 0.1902, Forward time: 2.3089, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 5.3746 [2020-11-13 15:15:43,141][root][INFO] - ===> Epoch[592](15388/26): Loss -0.7798, Sem 0.0718, dir -0.9763, norm 0.1248, swav 0.0000 LR: 2.670e-02 Score 97.424 Data time: 0.2302, Forward time: 2.3090, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 6.5236 [2020-11-13 15:15:49,863][root][INFO] - ===> Epoch[592](15389/26): Loss -0.7935, Sem 0.0681, dir -0.9769, norm 0.1153, swav 0.0000 LR: 2.669e-02 Score 97.552 Data time: 0.2933, Forward time: 2.3095, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 6.5628 [2020-11-13 15:15:55,403][root][INFO] - ===> Epoch[592](15390/26): Loss -0.7848, Sem 0.0756, dir -0.9771, norm 0.1168, swav 0.0000 LR: 2.669e-02 Score 97.413 Data time: 0.1779, Forward time: 2.3093, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.3495 [2020-11-13 15:16:01,237][root][INFO] - ===> Epoch[592](15391/26): Loss -0.7734, Sem 0.0755, dir -0.9741, norm 0.1252, swav 0.0000 LR: 2.668e-02 Score 97.388 Data time: 0.2167, Forward time: 2.3094, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.7016 [2020-11-13 15:16:06,509][root][INFO] - ===> Epoch[592](15392/26): Loss -0.7791, Sem 0.0724, dir -0.9765, norm 0.1251, swav 0.0000 LR: 2.668e-02 Score 97.418 Data time: 0.1402, Forward time: 2.3091, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.1242 [2020-11-13 15:16:12,191][root][INFO] - ===> Epoch[592](15393/26): Loss -0.7896, Sem 0.0709, dir -0.9771, norm 0.1165, swav 0.0000 LR: 2.667e-02 Score 97.527 Data time: 0.1148, Forward time: 2.3086, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 5.6019 [2020-11-13 15:16:17,402][root][INFO] - ===> Epoch[592](15394/26): Loss -0.7906, Sem 0.0736, dir -0.9798, norm 0.1156, swav 0.0000 LR: 2.667e-02 Score 97.167 Data time: 0.2206, Forward time: 2.3086, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 5.0946 [2020-11-13 15:16:22,662][root][INFO] - ===> Epoch[592](15395/26): Loss -0.7749, Sem 0.0750, dir -0.9758, norm 0.1259, swav 0.0000 LR: 2.666e-02 Score 97.294 Data time: 0.2081, Forward time: 2.3086, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.1228 [2020-11-13 15:16:27,884][root][INFO] - ===> Epoch[592](15396/26): Loss -0.7854, Sem 0.0705, dir -0.9765, norm 0.1206, swav 0.0000 LR: 2.666e-02 Score 97.460 Data time: 0.2473, Forward time: 2.3088, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 5.0634 [2020-11-13 15:16:34,468][root][INFO] - ===> Epoch[592](15397/26): Loss -0.7653, Sem 0.0772, dir -0.9716, norm 0.1291, swav 0.0000 LR: 2.665e-02 Score 97.262 Data time: 0.2024, Forward time: 2.3088, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 6.4231 [2020-11-13 15:16:40,667][root][INFO] - ===> Epoch[592](15398/26): Loss -0.7638, Sem 0.0775, dir -0.9684, norm 0.1271, swav 0.0000 LR: 2.665e-02 Score 97.290 Data time: 0.2505, Forward time: 2.3091, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 6.0488 [2020-11-13 15:16:46,032][root][INFO] - ===> Epoch[593](15399/26): Loss -0.7913, Sem 0.0672, dir -0.9743, norm 0.1159, swav 0.0000 LR: 2.664e-02 Score 97.628 Data time: 0.1749, Forward time: 2.3089, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 5.1639 [2020-11-13 15:16:52,786][root][INFO] - ===> Epoch[593](15400/26): Loss -0.7992, Sem 0.0674, dir -0.9759, norm 0.1093, swav 0.0000 LR: 2.663e-02 Score 97.521 Data time: 0.1637, Forward time: 2.3087, Backward time: 3.0813, DDP time: 0.0034, Total iter time: 6.6680 [2020-11-13 15:16:58,071][root][INFO] - ===> Epoch[593](15401/26): Loss -0.7865, Sem 0.0799, dir -0.9778, norm 0.1114, swav 0.0000 LR: 2.663e-02 Score 97.275 Data time: 0.1553, Forward time: 2.3084, Backward time: 3.0813, DDP time: 0.0034, Total iter time: 5.1495 [2020-11-13 15:17:02,759][root][INFO] - ===> Epoch[593](15402/26): Loss -0.7875, Sem 0.0660, dir -0.9759, norm 0.1224, swav 0.0000 LR: 2.662e-02 Score 97.631 Data time: 0.1927, Forward time: 2.3082, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 4.5992 [2020-11-13 15:17:08,449][root][INFO] - ===> Epoch[593](15403/26): Loss -0.7897, Sem 0.0686, dir -0.9780, norm 0.1197, swav 0.0000 LR: 2.662e-02 Score 97.580 Data time: 0.2316, Forward time: 2.3083, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 5.5703 [2020-11-13 15:17:14,767][root][INFO] - ===> Epoch[593](15404/26): Loss -0.8035, Sem 0.0622, dir -0.9793, norm 0.1136, swav 0.0000 LR: 2.661e-02 Score 97.828 Data time: 0.2607, Forward time: 2.3086, Backward time: 3.0808, DDP time: 0.0034, Total iter time: 6.1722 [2020-11-13 15:17:20,013][root][INFO] - ===> Epoch[593](15405/26): Loss -0.7862, Sem 0.0664, dir -0.9788, norm 0.1261, swav 0.0000 LR: 2.661e-02 Score 97.605 Data time: 0.1840, Forward time: 2.3085, Backward time: 3.0806, DDP time: 0.0034, Total iter time: 5.0424 [2020-11-13 15:17:24,409][root][INFO] - ===> Epoch[593](15406/26): Loss -0.7906, Sem 0.0680, dir -0.9753, norm 0.1168, swav 0.0000 LR: 2.660e-02 Score 97.660 Data time: 0.1927, Forward time: 2.3084, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 4.2633 [2020-11-13 15:17:29,628][root][INFO] - ===> Epoch[593](15407/26): Loss -0.7843, Sem 0.0736, dir -0.9759, norm 0.1180, swav 0.0000 LR: 2.660e-02 Score 97.396 Data time: 0.1823, Forward time: 2.3082, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 5.1107 [2020-11-13 15:17:36,266][root][INFO] - ===> Epoch[593](15408/26): Loss -0.7722, Sem 0.0702, dir -0.9753, norm 0.1329, swav 0.0000 LR: 2.659e-02 Score 97.451 Data time: 0.2548, Forward time: 2.3085, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 6.5699 [2020-11-13 15:17:42,704][root][INFO] - ===> Epoch[593](15409/26): Loss -0.7897, Sem 0.0731, dir -0.9797, norm 0.1169, swav 0.0000 LR: 2.659e-02 Score 97.439 Data time: 0.3100, Forward time: 2.3090, Backward time: 3.0799, DDP time: 0.0034, Total iter time: 6.2904 [2020-11-13 15:17:47,771][root][INFO] - ===> Epoch[593](15410/26): Loss -0.7849, Sem 0.0722, dir -0.9737, norm 0.1167, swav 0.0000 LR: 2.658e-02 Score 97.492 Data time: 0.2020, Forward time: 2.3090, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 4.9139 [2020-11-13 15:17:53,366][root][INFO] - ===> Epoch[593](15411/26): Loss -0.7756, Sem 0.0752, dir -0.9775, norm 0.1268, swav 0.0000 LR: 2.658e-02 Score 97.395 Data time: 0.2023, Forward time: 2.3090, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.4557 [2020-11-13 15:17:58,360][root][INFO] - ===> Epoch[593](15412/26): Loss -0.7860, Sem 0.0737, dir -0.9748, norm 0.1150, swav 0.0000 LR: 2.657e-02 Score 97.424 Data time: 0.2422, Forward time: 2.3090, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 4.8554 [2020-11-13 15:18:05,017][root][INFO] - ===> Epoch[593](15413/26): Loss -0.7832, Sem 0.0747, dir -0.9747, norm 0.1168, swav 0.0000 LR: 2.657e-02 Score 97.406 Data time: 0.3126, Forward time: 2.3096, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 6.5367 [2020-11-13 15:18:12,108][root][INFO] - ===> Epoch[593](15414/26): Loss -0.7963, Sem 0.0690, dir -0.9794, norm 0.1141, swav 0.0000 LR: 2.656e-02 Score 97.434 Data time: 0.2506, Forward time: 2.3098, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 6.9129 [2020-11-13 15:18:18,559][root][INFO] - ===> Epoch[593](15415/26): Loss -0.7876, Sem 0.0672, dir -0.9745, norm 0.1197, swav 0.0000 LR: 2.656e-02 Score 97.634 Data time: 0.3196, Forward time: 2.3103, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 6.2922 [2020-11-13 15:18:24,445][root][INFO] - ===> Epoch[593](15416/26): Loss -0.7745, Sem 0.0672, dir -0.9733, norm 0.1315, swav 0.0000 LR: 2.655e-02 Score 97.627 Data time: 0.2828, Forward time: 2.3107, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.7086 [2020-11-13 15:18:30,313][root][INFO] - ===> Epoch[593](15417/26): Loss -0.7906, Sem 0.0615, dir -0.9760, norm 0.1238, swav 0.0000 LR: 2.655e-02 Score 97.796 Data time: 0.2382, Forward time: 2.3108, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.7078 [2020-11-13 15:18:35,239][root][INFO] - ===> Epoch[593](15418/26): Loss -0.8063, Sem 0.0627, dir -0.9768, norm 0.1078, swav 0.0000 LR: 2.654e-02 Score 97.773 Data time: 0.2780, Forward time: 2.3110, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 4.7784 [2020-11-13 15:18:41,794][root][INFO] - ===> Epoch[593](15419/26): Loss -0.7862, Sem 0.0715, dir -0.9759, norm 0.1183, swav 0.0000 LR: 2.654e-02 Score 97.378 Data time: 0.2475, Forward time: 2.3112, Backward time: 3.0780, DDP time: 0.0034, Total iter time: 6.3982 [2020-11-13 15:18:47,753][root][INFO] - ===> Epoch[593](15420/26): Loss -0.8016, Sem 0.0629, dir -0.9775, norm 0.1130, swav 0.0000 LR: 2.653e-02 Score 97.695 Data time: 0.1555, Forward time: 2.3109, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.7855 [2020-11-13 15:18:53,581][root][INFO] - ===> Epoch[593](15421/26): Loss -0.7766, Sem 0.0743, dir -0.9748, norm 0.1239, swav 0.0000 LR: 2.653e-02 Score 97.382 Data time: 0.2558, Forward time: 2.3111, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.7227 [2020-11-13 15:19:00,168][root][INFO] - ===> Epoch[593](15422/26): Loss -0.7937, Sem 0.0639, dir -0.9774, norm 0.1198, swav 0.0000 LR: 2.652e-02 Score 97.736 Data time: 0.3017, Forward time: 2.3115, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 6.4702 [2020-11-13 15:19:06,081][root][INFO] - ===> Epoch[593](15423/26): Loss -0.7961, Sem 0.0667, dir -0.9786, norm 0.1157, swav 0.0000 LR: 2.651e-02 Score 97.645 Data time: 0.1836, Forward time: 2.3113, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 5.7497 [2020-11-13 15:19:11,651][root][INFO] - ===> Epoch[593](15424/26): Loss -0.7707, Sem 0.0783, dir -0.9746, norm 0.1256, swav 0.0000 LR: 2.651e-02 Score 97.203 Data time: 0.1789, Forward time: 2.3111, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.4670 [2020-11-13 15:19:17,290][root][INFO] - ===> Epoch[594](15425/26): Loss -0.7786, Sem 0.0671, dir -0.9724, norm 0.1267, swav 0.0000 LR: 2.650e-02 Score 97.685 Data time: 0.2916, Forward time: 2.3112, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.4922 [2020-11-13 15:19:22,354][root][INFO] - ===> Epoch[594](15426/26): Loss -0.7900, Sem 0.0739, dir -0.9776, norm 0.1137, swav 0.0000 LR: 2.650e-02 Score 97.331 Data time: 0.1673, Forward time: 2.3110, Backward time: 3.0780, DDP time: 0.0034, Total iter time: 4.9215 [2020-11-13 15:19:27,763][root][INFO] - ===> Epoch[594](15427/26): Loss -0.7863, Sem 0.0704, dir -0.9803, norm 0.1235, swav 0.0000 LR: 2.649e-02 Score 97.569 Data time: 0.2295, Forward time: 2.3111, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 5.2746 [2020-11-13 15:19:32,766][root][INFO] - ===> Epoch[594](15428/26): Loss -0.7978, Sem 0.0658, dir -0.9791, norm 0.1155, swav 0.0000 LR: 2.649e-02 Score 97.709 Data time: 0.1740, Forward time: 2.3109, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 4.8874 [2020-11-13 15:19:39,478][root][INFO] - ===> Epoch[594](15429/26): Loss -0.7928, Sem 0.0718, dir -0.9797, norm 0.1151, swav 0.0000 LR: 2.648e-02 Score 97.338 Data time: 0.1940, Forward time: 2.3108, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 6.5969 [2020-11-13 15:19:45,947][root][INFO] - ===> Epoch[594](15430/26): Loss -0.7800, Sem 0.0755, dir -0.9761, norm 0.1207, swav 0.0000 LR: 2.648e-02 Score 97.304 Data time: 0.1567, Forward time: 2.3105, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 6.3077 [2020-11-13 15:19:51,733][root][INFO] - ===> Epoch[594](15431/26): Loss -0.7841, Sem 0.0681, dir -0.9729, norm 0.1207, swav 0.0000 LR: 2.647e-02 Score 97.569 Data time: 0.2246, Forward time: 2.3106, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.6998 [2020-11-13 15:19:56,458][root][INFO] - ===> Epoch[594](15432/26): Loss -0.7704, Sem 0.0787, dir -0.9711, norm 0.1220, swav 0.0000 LR: 2.647e-02 Score 97.294 Data time: 0.1673, Forward time: 2.3104, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 4.5563 [2020-11-13 15:20:02,264][root][INFO] - ===> Epoch[594](15433/26): Loss -0.8035, Sem 0.0674, dir -0.9788, norm 0.1079, swav 0.0000 LR: 2.646e-02 Score 97.550 Data time: 0.2034, Forward time: 2.3103, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.6828 [2020-11-13 15:20:07,958][root][INFO] - ===> Epoch[594](15434/26): Loss -0.7987, Sem 0.0650, dir -0.9784, norm 0.1147, swav 0.0000 LR: 2.646e-02 Score 97.688 Data time: 0.2301, Forward time: 2.3104, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.5187 [2020-11-13 15:20:13,747][root][INFO] - ===> Epoch[594](15435/26): Loss -0.8051, Sem 0.0634, dir -0.9783, norm 0.1098, swav 0.0000 LR: 2.645e-02 Score 97.672 Data time: 0.2144, Forward time: 2.3104, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 5.5965 [2020-11-13 15:20:19,704][root][INFO] - ===> Epoch[594](15436/26): Loss -0.7794, Sem 0.0713, dir -0.9749, norm 0.1241, swav 0.0000 LR: 2.645e-02 Score 97.496 Data time: 0.1833, Forward time: 2.3103, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.8035 [2020-11-13 15:20:25,643][root][INFO] - ===> Epoch[594](15437/26): Loss -0.7931, Sem 0.0696, dir -0.9787, norm 0.1160, swav 0.0000 LR: 2.644e-02 Score 97.481 Data time: 0.1513, Forward time: 2.3101, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.7851 [2020-11-13 15:20:31,866][root][INFO] - ===> Epoch[594](15438/26): Loss -0.7822, Sem 0.0812, dir -0.9775, norm 0.1141, swav 0.0000 LR: 2.644e-02 Score 97.212 Data time: 0.2037, Forward time: 2.3100, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 6.1144 [2020-11-13 15:20:37,344][root][INFO] - ===> Epoch[594](15439/26): Loss -0.7966, Sem 0.0635, dir -0.9742, norm 0.1141, swav 0.0000 LR: 2.643e-02 Score 97.731 Data time: 0.2312, Forward time: 2.3101, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.3347 [2020-11-13 15:20:44,182][root][INFO] - ===> Epoch[594](15440/26): Loss -0.7837, Sem 0.0628, dir -0.9748, norm 0.1283, swav 0.0000 LR: 2.643e-02 Score 97.738 Data time: 0.1920, Forward time: 2.3101, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 6.7235 [2020-11-13 15:20:49,735][root][INFO] - ===> Epoch[594](15441/26): Loss -0.7806, Sem 0.0695, dir -0.9736, norm 0.1235, swav 0.0000 LR: 2.642e-02 Score 97.538 Data time: 0.1724, Forward time: 2.3099, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 5.4526 [2020-11-13 15:20:55,062][root][INFO] - ===> Epoch[594](15442/26): Loss -0.7872, Sem 0.0665, dir -0.9742, norm 0.1205, swav 0.0000 LR: 2.642e-02 Score 97.578 Data time: 0.2475, Forward time: 2.3101, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 5.2004 [2020-11-13 15:21:01,022][root][INFO] - ===> Epoch[594](15443/26): Loss -0.7926, Sem 0.0712, dir -0.9774, norm 0.1136, swav 0.0000 LR: 2.641e-02 Score 97.374 Data time: 0.2120, Forward time: 2.3101, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 5.7928 [2020-11-13 15:21:06,626][root][INFO] - ===> Epoch[594](15444/26): Loss -0.7978, Sem 0.0723, dir -0.9795, norm 0.1095, swav 0.0000 LR: 2.641e-02 Score 97.473 Data time: 0.2016, Forward time: 2.3101, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 5.4577 [2020-11-13 15:21:12,905][root][INFO] - ===> Epoch[594](15445/26): Loss -0.7818, Sem 0.0725, dir -0.9771, norm 0.1227, swav 0.0000 LR: 2.640e-02 Score 97.516 Data time: 0.2218, Forward time: 2.3102, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 6.1495 [2020-11-13 15:21:18,118][root][INFO] - ===> Epoch[594](15446/26): Loss -0.8074, Sem 0.0675, dir -0.9797, norm 0.1048, swav 0.0000 LR: 2.639e-02 Score 97.636 Data time: 0.2194, Forward time: 2.3103, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.0664 [2020-11-13 15:21:24,203][root][INFO] - ===> Epoch[594](15447/26): Loss -0.7740, Sem 0.0758, dir -0.9761, norm 0.1263, swav 0.0000 LR: 2.639e-02 Score 97.239 Data time: 0.2307, Forward time: 2.3103, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.9403 [2020-11-13 15:21:31,408][root][INFO] - ===> Epoch[594](15448/26): Loss -0.7806, Sem 0.0763, dir -0.9763, norm 0.1194, swav 0.0000 LR: 2.638e-02 Score 97.205 Data time: 0.2695, Forward time: 2.3106, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 7.0427 [2020-11-13 15:21:36,160][root][INFO] - ===> Epoch[594](15449/26): Loss -0.7763, Sem 0.0754, dir -0.9771, norm 0.1254, swav 0.0000 LR: 2.638e-02 Score 97.305 Data time: 0.1968, Forward time: 2.3104, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 4.6116 [2020-11-13 15:21:41,743][root][INFO] - ===> Epoch[594](15450/26): Loss -0.7834, Sem 0.0704, dir -0.9747, norm 0.1209, swav 0.0000 LR: 2.637e-02 Score 97.465 Data time: 0.2485, Forward time: 2.3107, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.4765 [2020-11-13 15:21:47,787][root][INFO] - ===> Epoch[595](15451/26): Loss -0.7804, Sem 0.0653, dir -0.9747, norm 0.1289, swav 0.0000 LR: 2.637e-02 Score 97.756 Data time: 0.2288, Forward time: 2.3109, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 5.8986 [2020-11-13 15:21:55,019][root][INFO] - ===> Epoch[595](15452/26): Loss -0.7898, Sem 0.0662, dir -0.9761, norm 0.1201, swav 0.0000 LR: 2.636e-02 Score 97.612 Data time: 0.2293, Forward time: 2.3110, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 7.0825 [2020-11-13 15:22:00,499][root][INFO] - ===> Epoch[595](15453/26): Loss -0.7959, Sem 0.0697, dir -0.9776, norm 0.1119, swav 0.0000 LR: 2.636e-02 Score 97.540 Data time: 0.1963, Forward time: 2.3109, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.3191 [2020-11-13 15:22:05,031][root][INFO] - ===> Epoch[595](15454/26): Loss -0.7984, Sem 0.0658, dir -0.9789, norm 0.1147, swav 0.0000 LR: 2.635e-02 Score 97.536 Data time: 0.1534, Forward time: 2.3107, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 4.4004 [2020-11-13 15:22:10,839][root][INFO] - ===> Epoch[595](15455/26): Loss -0.7984, Sem 0.0690, dir -0.9801, norm 0.1127, swav 0.0000 LR: 2.635e-02 Score 97.499 Data time: 0.1176, Forward time: 2.3102, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.7302 [2020-11-13 15:22:15,905][root][INFO] - ===> Epoch[595](15456/26): Loss -0.7841, Sem 0.0687, dir -0.9782, norm 0.1253, swav 0.0000 LR: 2.634e-02 Score 97.461 Data time: 0.1437, Forward time: 2.3099, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.0055 [2020-11-13 15:22:21,753][root][INFO] - ===> Epoch[595](15457/26): Loss -0.7848, Sem 0.0696, dir -0.9752, norm 0.1208, swav 0.0000 LR: 2.634e-02 Score 97.488 Data time: 0.1507, Forward time: 2.3097, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.7740 [2020-11-13 15:22:27,197][root][INFO] - ===> Epoch[595](15458/26): Loss -0.7979, Sem 0.0611, dir -0.9745, norm 0.1155, swav 0.0000 LR: 2.633e-02 Score 97.843 Data time: 0.2068, Forward time: 2.3096, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.3012 [2020-11-13 15:22:33,396][root][INFO] - ===> Epoch[595](15459/26): Loss -0.7734, Sem 0.0732, dir -0.9764, norm 0.1298, swav 0.0000 LR: 2.633e-02 Score 97.420 Data time: 0.2381, Forward time: 2.3097, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 6.0582 [2020-11-13 15:22:39,337][root][INFO] - ===> Epoch[595](15460/26): Loss -0.7671, Sem 0.0829, dir -0.9733, norm 0.1233, swav 0.0000 LR: 2.632e-02 Score 96.987 Data time: 0.2391, Forward time: 2.3098, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.7711 [2020-11-13 15:22:45,418][root][INFO] - ===> Epoch[595](15461/26): Loss -0.7741, Sem 0.0752, dir -0.9754, norm 0.1260, swav 0.0000 LR: 2.632e-02 Score 97.311 Data time: 0.2536, Forward time: 2.3100, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.9379 [2020-11-13 15:22:51,754][root][INFO] - ===> Epoch[595](15462/26): Loss -0.7740, Sem 0.0693, dir -0.9769, norm 0.1336, swav 0.0000 LR: 2.631e-02 Score 97.474 Data time: 0.2360, Forward time: 2.3101, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 6.2051 [2020-11-13 15:22:57,631][root][INFO] - ===> Epoch[595](15463/26): Loss -0.7866, Sem 0.0730, dir -0.9780, norm 0.1185, swav 0.0000 LR: 2.631e-02 Score 97.412 Data time: 0.1835, Forward time: 2.3100, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 5.7281 [2020-11-13 15:23:03,103][root][INFO] - ===> Epoch[595](15464/26): Loss -0.7877, Sem 0.0653, dir -0.9771, norm 0.1241, swav 0.0000 LR: 2.630e-02 Score 97.660 Data time: 0.2809, Forward time: 2.3102, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 5.3784 [2020-11-13 15:23:10,230][root][INFO] - ===> Epoch[595](15465/26): Loss -0.7610, Sem 0.0745, dir -0.9756, norm 0.1401, swav 0.0000 LR: 2.630e-02 Score 97.361 Data time: 0.2292, Forward time: 2.3103, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 6.9501 [2020-11-13 15:23:15,776][root][INFO] - ===> Epoch[595](15466/26): Loss -0.7788, Sem 0.0716, dir -0.9758, norm 0.1254, swav 0.0000 LR: 2.629e-02 Score 97.397 Data time: 0.2599, Forward time: 2.3105, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.4251 [2020-11-13 15:23:20,422][root][INFO] - ===> Epoch[595](15467/26): Loss -0.7810, Sem 0.0720, dir -0.9763, norm 0.1232, swav 0.0000 LR: 2.629e-02 Score 97.498 Data time: 0.2466, Forward time: 2.3105, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 4.4805 [2020-11-13 15:23:25,417][root][INFO] - ===> Epoch[595](15468/26): Loss -0.7877, Sem 0.0658, dir -0.9717, norm 0.1183, swav 0.0000 LR: 2.628e-02 Score 97.655 Data time: 0.2204, Forward time: 2.3105, Backward time: 3.0780, DDP time: 0.0034, Total iter time: 4.8689 [2020-11-13 15:23:31,677][root][INFO] - ===> Epoch[595](15469/26): Loss -0.7870, Sem 0.0704, dir -0.9755, norm 0.1181, swav 0.0000 LR: 2.627e-02 Score 97.366 Data time: 0.1960, Forward time: 2.3106, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 6.1006 [2020-11-13 15:23:37,089][root][INFO] - ===> Epoch[595](15470/26): Loss -0.7858, Sem 0.0688, dir -0.9800, norm 0.1253, swav 0.0000 LR: 2.627e-02 Score 97.479 Data time: 0.2163, Forward time: 2.3107, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 5.2954 [2020-11-13 15:23:42,752][root][INFO] - ===> Epoch[595](15471/26): Loss -0.8169, Sem 0.0590, dir -0.9775, norm 0.1017, swav 0.0000 LR: 2.626e-02 Score 97.923 Data time: 0.2048, Forward time: 2.3107, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 5.5227 [2020-11-13 15:23:48,685][root][INFO] - ===> Epoch[595](15472/26): Loss -0.7774, Sem 0.0752, dir -0.9758, norm 0.1232, swav 0.0000 LR: 2.626e-02 Score 97.276 Data time: 0.1691, Forward time: 2.3103, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 5.8240 [2020-11-13 15:23:55,266][root][INFO] - ===> Epoch[595](15473/26): Loss -0.7751, Sem 0.0727, dir -0.9773, norm 0.1295, swav 0.0000 LR: 2.625e-02 Score 97.381 Data time: 0.2614, Forward time: 2.3106, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 6.4962 [2020-11-13 15:24:01,442][root][INFO] - ===> Epoch[595](15474/26): Loss -0.7854, Sem 0.0696, dir -0.9770, norm 0.1220, swav 0.0000 LR: 2.625e-02 Score 97.557 Data time: 0.1632, Forward time: 2.3105, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 6.0084 [2020-11-13 15:24:07,237][root][INFO] - ===> Epoch[595](15475/26): Loss -0.7892, Sem 0.0633, dir -0.9743, norm 0.1218, swav 0.0000 LR: 2.624e-02 Score 97.682 Data time: 0.1368, Forward time: 2.3100, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.6880 [2020-11-13 15:24:13,907][root][INFO] - ===> Epoch[595](15476/26): Loss -0.7648, Sem 0.0739, dir -0.9743, norm 0.1356, swav 0.0000 LR: 2.624e-02 Score 97.428 Data time: 0.1848, Forward time: 2.3099, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 6.6001 [2020-11-13 15:24:19,508][root][INFO] - ===> Epoch[596](15477/26): Loss -0.7975, Sem 0.0671, dir -0.9780, norm 0.1133, swav 0.0000 LR: 2.623e-02 Score 97.585 Data time: 0.1616, Forward time: 2.3097, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 5.4513 [2020-11-13 15:24:24,173][root][INFO] - ===> Epoch[596](15478/26): Loss -0.8228, Sem 0.0602, dir -0.9811, norm 0.0981, swav 0.0000 LR: 2.623e-02 Score 97.869 Data time: 0.2176, Forward time: 2.3097, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 4.5453 [2020-11-13 15:24:30,796][root][INFO] - ===> Epoch[596](15479/26): Loss -0.7715, Sem 0.0759, dir -0.9773, norm 0.1299, swav 0.0000 LR: 2.622e-02 Score 97.359 Data time: 0.1600, Forward time: 2.3094, Backward time: 3.0798, DDP time: 0.0034, Total iter time: 6.5029 [2020-11-13 15:24:37,045][root][INFO] - ===> Epoch[596](15480/26): Loss -0.7679, Sem 0.0722, dir -0.9739, norm 0.1338, swav 0.0000 LR: 2.622e-02 Score 97.429 Data time: 0.2127, Forward time: 2.3093, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 6.1405 [2020-11-13 15:24:41,997][root][INFO] - ===> Epoch[596](15481/26): Loss -0.7644, Sem 0.0788, dir -0.9750, norm 0.1318, swav 0.0000 LR: 2.621e-02 Score 97.243 Data time: 0.2195, Forward time: 2.3094, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 4.7874 [2020-11-13 15:24:48,277][root][INFO] - ===> Epoch[596](15482/26): Loss -0.7909, Sem 0.0674, dir -0.9758, norm 0.1176, swav 0.0000 LR: 2.621e-02 Score 97.585 Data time: 0.3056, Forward time: 2.3099, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 6.1069 [2020-11-13 15:24:53,605][root][INFO] - ===> Epoch[596](15483/26): Loss -0.7749, Sem 0.0784, dir -0.9750, norm 0.1216, swav 0.0000 LR: 2.620e-02 Score 97.109 Data time: 0.2063, Forward time: 2.3099, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.1361 [2020-11-13 15:25:01,750][root][INFO] - ===> Epoch[596](15484/26): Loss -0.7837, Sem 0.0668, dir -0.9738, norm 0.1233, swav 0.0000 LR: 2.620e-02 Score 97.621 Data time: 0.2204, Forward time: 2.3099, Backward time: 3.0802, DDP time: 0.0034, Total iter time: 7.9956 [2020-11-13 15:25:07,179][root][INFO] - ===> Epoch[596](15485/26): Loss -0.7877, Sem 0.0693, dir -0.9746, norm 0.1175, swav 0.0000 LR: 2.619e-02 Score 97.519 Data time: 0.1906, Forward time: 2.3098, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 5.2827 [2020-11-13 15:25:15,324][root][INFO] - ===> Epoch[596](15486/26): Loss -0.7956, Sem 0.0671, dir -0.9783, norm 0.1156, swav 0.0000 LR: 2.619e-02 Score 97.638 Data time: 0.2044, Forward time: 2.3097, Backward time: 3.0813, DDP time: 0.0034, Total iter time: 8.0147 [2020-11-13 15:25:21,225][root][INFO] - ===> Epoch[596](15487/26): Loss -0.7856, Sem 0.0684, dir -0.9751, norm 0.1211, swav 0.0000 LR: 2.618e-02 Score 97.493 Data time: 0.1770, Forward time: 2.3095, Backward time: 3.0816, DDP time: 0.0034, Total iter time: 5.7929 [2020-11-13 15:25:27,300][root][INFO] - ===> Epoch[596](15488/26): Loss -0.7835, Sem 0.0728, dir -0.9765, norm 0.1202, swav 0.0000 LR: 2.618e-02 Score 97.383 Data time: 0.2274, Forward time: 2.3096, Backward time: 3.0816, DDP time: 0.0034, Total iter time: 6.0024 [2020-11-13 15:25:32,220][root][INFO] - ===> Epoch[596](15489/26): Loss -0.8002, Sem 0.0664, dir -0.9781, norm 0.1115, swav 0.0000 LR: 2.617e-02 Score 97.627 Data time: 0.1660, Forward time: 2.3094, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 4.7721 [2020-11-13 15:25:37,747][root][INFO] - ===> Epoch[596](15490/26): Loss -0.7862, Sem 0.0694, dir -0.9768, norm 0.1212, swav 0.0000 LR: 2.617e-02 Score 97.489 Data time: 0.2296, Forward time: 2.3095, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 5.4356 [2020-11-13 15:25:43,499][root][INFO] - ===> Epoch[596](15491/26): Loss -0.7940, Sem 0.0682, dir -0.9774, norm 0.1152, swav 0.0000 LR: 2.616e-02 Score 97.550 Data time: 0.2729, Forward time: 2.3096, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.6017 [2020-11-13 15:25:50,673][root][INFO] - ===> Epoch[596](15492/26): Loss -0.7965, Sem 0.0643, dir -0.9760, norm 0.1153, swav 0.0000 LR: 2.615e-02 Score 97.733 Data time: 0.1935, Forward time: 2.3096, Backward time: 3.0817, DDP time: 0.0034, Total iter time: 7.0452 [2020-11-13 15:25:55,888][root][INFO] - ===> Epoch[596](15493/26): Loss -0.7837, Sem 0.0669, dir -0.9735, norm 0.1229, swav 0.0000 LR: 2.615e-02 Score 97.668 Data time: 0.2375, Forward time: 2.3097, Backward time: 3.0813, DDP time: 0.0034, Total iter time: 5.0836 [2020-11-13 15:26:03,481][root][INFO] - ===> Epoch[596](15494/26): Loss -0.7871, Sem 0.0717, dir -0.9760, norm 0.1171, swav 0.0000 LR: 2.614e-02 Score 97.472 Data time: 0.1972, Forward time: 2.3096, Backward time: 3.0822, DDP time: 0.0034, Total iter time: 7.4756 [2020-11-13 15:26:08,617][root][INFO] - ===> Epoch[596](15495/26): Loss -0.8011, Sem 0.0668, dir -0.9791, norm 0.1112, swav 0.0000 LR: 2.614e-02 Score 97.634 Data time: 0.1759, Forward time: 2.3094, Backward time: 3.0821, DDP time: 0.0034, Total iter time: 4.9876 [2020-11-13 15:26:13,758][root][INFO] - ===> Epoch[596](15496/26): Loss -0.7880, Sem 0.0706, dir -0.9777, norm 0.1190, swav 0.0000 LR: 2.613e-02 Score 97.611 Data time: 0.2311, Forward time: 2.3094, Backward time: 3.0818, DDP time: 0.0034, Total iter time: 5.0274 [2020-11-13 15:26:19,275][root][INFO] - ===> Epoch[596](15497/26): Loss -0.7770, Sem 0.0720, dir -0.9752, norm 0.1261, swav 0.0000 LR: 2.613e-02 Score 97.468 Data time: 0.2383, Forward time: 2.3094, Backward time: 3.0817, DDP time: 0.0034, Total iter time: 5.3515 [2020-11-13 15:26:24,289][root][INFO] - ===> Epoch[596](15498/26): Loss -0.7953, Sem 0.0677, dir -0.9801, norm 0.1172, swav 0.0000 LR: 2.612e-02 Score 97.495 Data time: 0.2199, Forward time: 2.3094, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 4.8706 [2020-11-13 15:26:29,935][root][INFO] - ===> Epoch[596](15499/26): Loss -0.7881, Sem 0.0708, dir -0.9777, norm 0.1188, swav 0.0000 LR: 2.612e-02 Score 97.430 Data time: 0.1967, Forward time: 2.3093, Backward time: 3.0813, DDP time: 0.0034, Total iter time: 5.4988 [2020-11-13 15:26:36,488][root][INFO] - ===> Epoch[596](15500/26): Loss -0.7870, Sem 0.0712, dir -0.9770, norm 0.1188, swav 0.0000 LR: 2.611e-02 Score 97.426 Data time: 0.3044, Forward time: 2.3097, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 6.4550 [2020-11-13 15:26:37,401][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 15:26:37,591][root][INFO] - ===> Start testing [2020-11-13 15:28:00,496][root][INFO] - 101/312: Data time: 0.0052, Iter time: 0.3734 Loss 0.089 (AVG: 0.505) Score 96.221 (AVG: 90.657) mIOU 73.619 mAP 78.806 mAcc 81.702 IOU: 85.137 96.048 61.984 86.955 93.161 88.184 74.682 61.946 62.275 86.471 45.854 75.542 60.084 76.145 64.608 59.278 92.233 68.869 84.264 48.658 mAP: 82.113 96.419 65.292 82.770 92.859 77.761 75.651 69.758 68.707 84.080 64.925 65.420 77.922 77.134 74.621 83.015 96.859 87.271 86.357 67.176 mAcc: 94.985 98.781 74.397 88.443 95.919 96.125 79.291 76.034 74.197 92.865 58.542 83.305 86.042 81.055 67.978 68.534 93.865 79.291 89.721 54.681 [2020-11-13 15:29:29,711][root][INFO] - 201/312: Data time: 0.0066, Iter time: 0.3574 Loss 0.354 (AVG: 0.575) Score 91.397 (AVG: 89.748) mIOU 72.968 mAP 77.675 mAcc 80.917 IOU: 84.172 96.390 60.506 85.828 92.620 81.845 74.791 60.743 60.864 82.912 29.424 67.699 61.234 72.762 65.280 69.390 93.806 71.801 90.771 56.526 mAP: 81.485 96.139 64.925 81.827 92.082 75.903 75.084 70.692 66.479 77.056 55.687 63.800 76.582 73.845 69.647 88.899 96.333 89.001 92.228 65.806 mAcc: 95.754 98.628 73.414 88.443 96.609 88.359 81.480 72.942 70.103 91.876 35.412 78.935 84.637 77.796 71.938 78.783 95.515 82.117 94.777 60.830 [2020-11-13 15:31:03,189][root][INFO] - 301/312: Data time: 0.0052, Iter time: 0.4319 Loss 0.955 (AVG: 0.563) Score 81.098 (AVG: 89.762) mIOU 72.542 mAP 76.516 mAcc 80.406 IOU: 84.348 96.355 62.249 82.535 92.484 85.200 73.291 62.821 62.681 81.349 29.560 68.296 60.594 73.831 57.113 69.315 92.053 70.121 87.595 59.052 mAP: 81.310 95.996 66.499 75.756 91.436 79.937 73.736 70.519 69.818 75.731 54.672 60.721 73.918 75.333 63.400 85.796 96.991 86.767 86.971 65.006 mAcc: 95.943 98.623 74.657 86.093 96.438 91.818 80.049 74.267 72.671 90.027 34.352 80.433 84.543 78.885 62.879 74.408 96.078 78.866 93.558 63.540 [2020-11-13 15:31:13,525][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.2940 Loss 0.124 (AVG: 0.557) Score 95.043 (AVG: 89.823) mIOU 72.534 mAP 76.526 mAcc 80.374 IOU: 84.540 96.402 61.742 82.951 92.413 85.572 73.023 62.255 62.356 82.038 29.868 68.404 61.266 73.731 56.066 67.849 92.287 70.983 87.595 59.331 mAP: 81.342 96.067 66.436 75.791 91.355 80.696 73.294 70.819 69.967 75.274 55.035 61.169 74.396 76.226 62.237 84.070 97.046 87.010 86.971 65.324 mAcc: 95.926 98.644 74.434 86.469 96.444 91.962 79.901 73.382 73.045 90.396 34.707 80.456 84.470 79.843 61.670 72.721 96.084 79.604 93.558 63.774 [2020-11-13 15:31:13,526][root][INFO] - Finished test. Elapsed time: 275.9334 [2020-11-13 15:31:23,396][root][INFO] - [2020-11-13 15:31:23,397][root][INFO] - ################################################################ [2020-11-13 15:31:23,397][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 15:31:23,397][root][INFO] - ################################################################ [2020-11-13 15:31:23,397][root][INFO] - cabinet : 0.298 0.516 0.692 [2020-11-13 15:31:23,397][root][INFO] - bed : 0.364 0.740 0.851 [2020-11-13 15:31:23,397][root][INFO] - chair : 0.720 0.868 0.915 [2020-11-13 15:31:23,397][root][INFO] - sofa : 0.427 0.640 0.823 [2020-11-13 15:31:23,397][root][INFO] - table : 0.442 0.628 0.724 [2020-11-13 15:31:23,397][root][INFO] - door : 0.253 0.452 0.591 [2020-11-13 15:31:23,397][root][INFO] - window : 0.246 0.439 0.628 [2020-11-13 15:31:23,397][root][INFO] - bookshelf : 0.234 0.599 0.771 [2020-11-13 15:31:23,397][root][INFO] - picture : 0.200 0.302 0.392 [2020-11-13 15:31:23,397][root][INFO] - counter : 0.108 0.340 0.671 [2020-11-13 15:31:23,397][root][INFO] - desk : 0.116 0.382 0.747 [2020-11-13 15:31:23,397][root][INFO] - curtain : 0.301 0.505 0.638 [2020-11-13 15:31:23,397][root][INFO] - refrigerator : 0.377 0.491 0.541 [2020-11-13 15:31:23,397][root][INFO] - shower curtain : 0.492 0.651 0.716 [2020-11-13 15:31:23,397][root][INFO] - toilet : 0.848 0.983 1.000 [2020-11-13 15:31:23,397][root][INFO] - sink : 0.394 0.681 0.876 [2020-11-13 15:31:23,397][root][INFO] - bathtub : 0.587 0.782 0.843 [2020-11-13 15:31:23,397][root][INFO] - otherfurniture : 0.401 0.549 0.662 [2020-11-13 15:31:23,397][root][INFO] - ---------------------------------------------------------------- [2020-11-13 15:31:23,397][root][INFO] - average : 0.378 0.586 0.727 [2020-11-13 15:31:23,397][root][INFO] - [2020-11-13 15:31:23,595][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 15:31:24,397][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 15:31:24,575][root][INFO] - Current best mIoU: 72.534 at iter 15500 [2020-11-13 15:31:29,255][root][INFO] - ===> Epoch[596](15501/26): Loss -0.8004, Sem 0.0629, dir -0.9793, norm 0.1161, swav 0.0000 LR: 2.611e-02 Score 97.696 Data time: 0.1998, Forward time: 2.3098, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 4.6743 [2020-11-13 15:31:35,599][root][INFO] - ===> Epoch[596](15502/26): Loss -0.7921, Sem 0.0729, dir -0.9781, norm 0.1130, swav 0.0000 LR: 2.610e-02 Score 97.371 Data time: 0.1522, Forward time: 2.3095, Backward time: 3.0812, DDP time: 0.0034, Total iter time: 6.1784 [2020-11-13 15:31:42,879][root][INFO] - ===> Epoch[597](15503/26): Loss -0.7951, Sem 0.0690, dir -0.9789, norm 0.1149, swav 0.0000 LR: 2.610e-02 Score 97.485 Data time: 0.2271, Forward time: 2.3096, Backward time: 3.0818, DDP time: 0.0034, Total iter time: 7.1409 [2020-11-13 15:31:48,641][root][INFO] - ===> Epoch[597](15504/26): Loss -0.7879, Sem 0.0721, dir -0.9780, norm 0.1180, swav 0.0000 LR: 2.609e-02 Score 97.451 Data time: 0.2662, Forward time: 2.3100, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 5.5947 [2020-11-13 15:31:54,627][root][INFO] - ===> Epoch[597](15505/26): Loss -0.7517, Sem 0.0731, dir -0.9741, norm 0.1493, swav 0.0000 LR: 2.609e-02 Score 97.441 Data time: 0.1777, Forward time: 2.3097, Backward time: 3.0817, DDP time: 0.0034, Total iter time: 5.8453 [2020-11-13 15:32:00,654][root][INFO] - ===> Epoch[597](15506/26): Loss -0.7653, Sem 0.0723, dir -0.9718, norm 0.1342, swav 0.0000 LR: 2.608e-02 Score 97.393 Data time: 0.2121, Forward time: 2.3098, Backward time: 3.0818, DDP time: 0.0034, Total iter time: 5.8783 [2020-11-13 15:32:05,966][root][INFO] - ===> Epoch[597](15507/26): Loss -0.7842, Sem 0.0786, dir -0.9757, norm 0.1128, swav 0.0000 LR: 2.608e-02 Score 97.257 Data time: 0.2387, Forward time: 2.3099, Backward time: 3.0813, DDP time: 0.0034, Total iter time: 5.1814 [2020-11-13 15:32:11,642][root][INFO] - ===> Epoch[597](15508/26): Loss -0.7769, Sem 0.0773, dir -0.9774, norm 0.1232, swav 0.0000 LR: 2.607e-02 Score 97.246 Data time: 0.1906, Forward time: 2.3098, Backward time: 3.0814, DDP time: 0.0034, Total iter time: 5.5537 [2020-11-13 15:32:16,739][root][INFO] - ===> Epoch[597](15509/26): Loss -0.7938, Sem 0.0660, dir -0.9770, norm 0.1171, swav 0.0000 LR: 2.607e-02 Score 97.624 Data time: 0.2425, Forward time: 2.3099, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.0034 [2020-11-13 15:32:22,182][root][INFO] - ===> Epoch[597](15510/26): Loss -0.8004, Sem 0.0668, dir -0.9786, norm 0.1113, swav 0.0000 LR: 2.606e-02 Score 97.643 Data time: 0.1925, Forward time: 2.3098, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 5.3122 [2020-11-13 15:32:27,886][root][INFO] - ===> Epoch[597](15511/26): Loss -0.8094, Sem 0.0611, dir -0.9786, norm 0.1081, swav 0.0000 LR: 2.606e-02 Score 97.797 Data time: 0.1907, Forward time: 2.3097, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 5.5896 [2020-11-13 15:32:33,411][root][INFO] - ===> Epoch[597](15512/26): Loss -0.7702, Sem 0.0681, dir -0.9736, norm 0.1353, swav 0.0000 LR: 2.605e-02 Score 97.541 Data time: 0.1676, Forward time: 2.3095, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.3829 [2020-11-13 15:32:38,402][root][INFO] - ===> Epoch[597](15513/26): Loss -0.7820, Sem 0.0710, dir -0.9743, norm 0.1214, swav 0.0000 LR: 2.605e-02 Score 97.360 Data time: 0.1431, Forward time: 2.3092, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 4.8997 [2020-11-13 15:32:43,749][root][INFO] - ===> Epoch[597](15514/26): Loss -0.7870, Sem 0.0720, dir -0.9745, norm 0.1155, swav 0.0000 LR: 2.604e-02 Score 97.480 Data time: 0.1507, Forward time: 2.3089, Backward time: 3.0810, DDP time: 0.0034, Total iter time: 5.2691 [2020-11-13 15:32:49,613][root][INFO] - ===> Epoch[597](15515/26): Loss -0.7856, Sem 0.0697, dir -0.9776, norm 0.1223, swav 0.0000 LR: 2.603e-02 Score 97.546 Data time: 0.2842, Forward time: 2.3090, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 5.7685 [2020-11-13 15:32:54,850][root][INFO] - ===> Epoch[597](15516/26): Loss -0.7797, Sem 0.0735, dir -0.9759, norm 0.1228, swav 0.0000 LR: 2.603e-02 Score 97.384 Data time: 0.2294, Forward time: 2.3091, Backward time: 3.0805, DDP time: 0.0034, Total iter time: 5.0801 [2020-11-13 15:33:01,332][root][INFO] - ===> Epoch[597](15517/26): Loss -0.7945, Sem 0.0704, dir -0.9786, norm 0.1136, swav 0.0000 LR: 2.602e-02 Score 97.488 Data time: 0.1985, Forward time: 2.3091, Backward time: 3.0809, DDP time: 0.0034, Total iter time: 6.3368 [2020-11-13 15:33:06,741][root][INFO] - ===> Epoch[597](15518/26): Loss -0.7764, Sem 0.0717, dir -0.9733, norm 0.1252, swav 0.0000 LR: 2.602e-02 Score 97.473 Data time: 0.2087, Forward time: 2.3090, Backward time: 3.0807, DDP time: 0.0034, Total iter time: 5.2668 [2020-11-13 15:33:12,006][root][INFO] - ===> Epoch[597](15519/26): Loss -0.7953, Sem 0.0664, dir -0.9778, norm 0.1161, swav 0.0000 LR: 2.601e-02 Score 97.594 Data time: 0.2418, Forward time: 2.3092, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 5.1119 [2020-11-13 15:33:18,077][root][INFO] - ===> Epoch[597](15520/26): Loss -0.7764, Sem 0.0763, dir -0.9752, norm 0.1224, swav 0.0000 LR: 2.601e-02 Score 97.295 Data time: 0.2920, Forward time: 2.3096, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 5.9304 [2020-11-13 15:33:23,366][root][INFO] - ===> Epoch[597](15521/26): Loss -0.8047, Sem 0.0582, dir -0.9753, norm 0.1123, swav 0.0000 LR: 2.600e-02 Score 97.935 Data time: 0.2182, Forward time: 2.3096, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 5.1145 [2020-11-13 15:33:29,100][root][INFO] - ===> Epoch[597](15522/26): Loss -0.7799, Sem 0.0726, dir -0.9779, norm 0.1254, swav 0.0000 LR: 2.600e-02 Score 97.421 Data time: 0.2835, Forward time: 2.3099, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.6009 [2020-11-13 15:33:34,653][root][INFO] - ===> Epoch[597](15523/26): Loss -0.7932, Sem 0.0723, dir -0.9782, norm 0.1127, swav 0.0000 LR: 2.599e-02 Score 97.492 Data time: 0.2642, Forward time: 2.3102, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.4116 [2020-11-13 15:33:40,515][root][INFO] - ===> Epoch[597](15524/26): Loss -0.7741, Sem 0.0777, dir -0.9773, norm 0.1255, swav 0.0000 LR: 2.599e-02 Score 97.253 Data time: 0.2547, Forward time: 2.3105, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.7247 [2020-11-13 15:33:45,610][root][INFO] - ===> Epoch[597](15525/26): Loss -0.7992, Sem 0.0689, dir -0.9795, norm 0.1114, swav 0.0000 LR: 2.598e-02 Score 97.569 Data time: 0.2204, Forward time: 2.3104, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 4.9588 [2020-11-13 15:33:53,182][root][INFO] - ===> Epoch[597](15526/26): Loss -0.7715, Sem 0.0767, dir -0.9738, norm 0.1256, swav 0.0000 LR: 2.598e-02 Score 97.293 Data time: 0.3515, Forward time: 2.3112, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 7.4682 [2020-11-13 15:33:58,678][root][INFO] - ===> Epoch[597](15527/26): Loss -0.7919, Sem 0.0739, dir -0.9788, norm 0.1131, swav 0.0000 LR: 2.597e-02 Score 97.340 Data time: 0.1404, Forward time: 2.3109, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.3299 [2020-11-13 15:34:05,051][root][INFO] - ===> Epoch[597](15528/26): Loss -0.7812, Sem 0.0654, dir -0.9750, norm 0.1285, swav 0.0000 LR: 2.597e-02 Score 97.704 Data time: 0.1979, Forward time: 2.3108, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 6.2975 [2020-11-13 15:34:10,949][root][INFO] - ===> Epoch[598](15529/26): Loss -0.7961, Sem 0.0638, dir -0.9759, norm 0.1160, swav 0.0000 LR: 2.596e-02 Score 97.710 Data time: 0.2347, Forward time: 2.3110, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.7819 [2020-11-13 15:34:16,481][root][INFO] - ===> Epoch[598](15530/26): Loss -0.7629, Sem 0.0795, dir -0.9742, norm 0.1317, swav 0.0000 LR: 2.596e-02 Score 97.172 Data time: 0.1655, Forward time: 2.3108, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.3403 [2020-11-13 15:34:22,937][root][INFO] - ===> Epoch[598](15531/26): Loss -0.7975, Sem 0.0650, dir -0.9751, norm 0.1126, swav 0.0000 LR: 2.595e-02 Score 97.702 Data time: 0.1869, Forward time: 2.3107, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 6.3648 [2020-11-13 15:34:29,035][root][INFO] - ===> Epoch[598](15532/26): Loss -0.7853, Sem 0.0640, dir -0.9785, norm 0.1291, swav 0.0000 LR: 2.595e-02 Score 97.782 Data time: 0.2783, Forward time: 2.3111, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.9768 [2020-11-13 15:34:34,637][root][INFO] - ===> Epoch[598](15533/26): Loss -0.7789, Sem 0.0693, dir -0.9766, norm 0.1284, swav 0.0000 LR: 2.594e-02 Score 97.498 Data time: 0.2052, Forward time: 2.3111, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.4393 [2020-11-13 15:34:40,626][root][INFO] - ===> Epoch[598](15534/26): Loss -0.7782, Sem 0.0738, dir -0.9716, norm 0.1195, swav 0.0000 LR: 2.594e-02 Score 97.277 Data time: 0.2430, Forward time: 2.3112, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.8652 [2020-11-13 15:34:46,499][root][INFO] - ===> Epoch[598](15535/26): Loss -0.7885, Sem 0.0740, dir -0.9772, norm 0.1147, swav 0.0000 LR: 2.593e-02 Score 97.333 Data time: 0.2106, Forward time: 2.3111, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.7272 [2020-11-13 15:34:53,460][root][INFO] - ===> Epoch[598](15536/26): Loss -0.7895, Sem 0.0716, dir -0.9777, norm 0.1166, swav 0.0000 LR: 2.592e-02 Score 97.461 Data time: 0.2360, Forward time: 2.3113, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 6.7800 [2020-11-13 15:34:58,241][root][INFO] - ===> Epoch[598](15537/26): Loss -0.7746, Sem 0.0769, dir -0.9715, norm 0.1199, swav 0.0000 LR: 2.592e-02 Score 97.257 Data time: 0.1906, Forward time: 2.3111, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 4.6201 [2020-11-13 15:35:03,810][root][INFO] - ===> Epoch[598](15538/26): Loss -0.7813, Sem 0.0639, dir -0.9772, norm 0.1320, swav 0.0000 LR: 2.591e-02 Score 97.841 Data time: 0.2389, Forward time: 2.3112, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.4437 [2020-11-13 15:35:08,719][root][INFO] - ===> Epoch[598](15539/26): Loss -0.7875, Sem 0.0736, dir -0.9770, norm 0.1159, swav 0.0000 LR: 2.591e-02 Score 97.397 Data time: 0.2047, Forward time: 2.3112, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 4.7717 [2020-11-13 15:35:15,567][root][INFO] - ===> Epoch[598](15540/26): Loss -0.7997, Sem 0.0695, dir -0.9784, norm 0.1092, swav 0.0000 LR: 2.590e-02 Score 97.530 Data time: 0.2687, Forward time: 2.3112, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 6.6971 [2020-11-13 15:35:20,937][root][INFO] - ===> Epoch[598](15541/26): Loss -0.8004, Sem 0.0693, dir -0.9794, norm 0.1097, swav 0.0000 LR: 2.590e-02 Score 97.584 Data time: 0.2353, Forward time: 2.3114, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.2446 [2020-11-13 15:35:25,986][root][INFO] - ===> Epoch[598](15542/26): Loss -0.7797, Sem 0.0774, dir -0.9785, norm 0.1214, swav 0.0000 LR: 2.589e-02 Score 97.232 Data time: 0.2500, Forward time: 2.3112, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 4.8883 [2020-11-13 15:35:32,496][root][INFO] - ===> Epoch[598](15543/26): Loss -0.7757, Sem 0.0790, dir -0.9744, norm 0.1197, swav 0.0000 LR: 2.589e-02 Score 97.304 Data time: 0.2464, Forward time: 2.3114, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 6.4030 [2020-11-13 15:35:37,391][root][INFO] - ===> Epoch[598](15544/26): Loss -0.7831, Sem 0.0686, dir -0.9765, norm 0.1247, swav 0.0000 LR: 2.588e-02 Score 97.519 Data time: 0.1522, Forward time: 2.3111, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 4.7147 [2020-11-13 15:35:41,513][root][INFO] - ===> Epoch[598](15545/26): Loss -0.7833, Sem 0.0717, dir -0.9766, norm 0.1215, swav 0.0000 LR: 2.588e-02 Score 97.474 Data time: 0.1629, Forward time: 2.3109, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 4.0471 [2020-11-13 15:35:48,135][root][INFO] - ===> Epoch[598](15546/26): Loss -0.7847, Sem 0.0687, dir -0.9790, norm 0.1257, swav 0.0000 LR: 2.587e-02 Score 97.647 Data time: 0.1845, Forward time: 2.3108, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 6.5229 [2020-11-13 15:35:54,448][root][INFO] - ===> Epoch[598](15547/26): Loss -0.7979, Sem 0.0678, dir -0.9789, norm 0.1132, swav 0.0000 LR: 2.587e-02 Score 97.598 Data time: 0.2150, Forward time: 2.3108, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 6.2044 [2020-11-13 15:35:59,908][root][INFO] - ===> Epoch[598](15548/26): Loss -0.7799, Sem 0.0721, dir -0.9776, norm 0.1256, swav 0.0000 LR: 2.586e-02 Score 97.427 Data time: 0.1779, Forward time: 2.3107, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.3029 [2020-11-13 15:36:06,151][root][INFO] - ===> Epoch[598](15549/26): Loss -0.7978, Sem 0.0632, dir -0.9767, norm 0.1157, swav 0.0000 LR: 2.586e-02 Score 97.749 Data time: 0.2076, Forward time: 2.3107, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 6.1404 [2020-11-13 15:36:12,470][root][INFO] - ===> Epoch[598](15550/26): Loss -0.7771, Sem 0.0728, dir -0.9758, norm 0.1259, swav 0.0000 LR: 2.585e-02 Score 97.405 Data time: 0.1592, Forward time: 2.3104, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 6.1763 [2020-11-13 15:36:17,277][root][INFO] - ===> Epoch[598](15551/26): Loss -0.7970, Sem 0.0676, dir -0.9749, norm 0.1104, swav 0.0000 LR: 2.585e-02 Score 97.530 Data time: 0.1501, Forward time: 2.3102, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 4.7472 [2020-11-13 15:36:22,740][root][INFO] - ===> Epoch[598](15552/26): Loss -0.7895, Sem 0.0753, dir -0.9780, norm 0.1131, swav 0.0000 LR: 2.584e-02 Score 97.210 Data time: 0.2249, Forward time: 2.3102, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.3523 [2020-11-13 15:36:28,222][root][INFO] - ===> Epoch[598](15553/26): Loss -0.7980, Sem 0.0658, dir -0.9781, norm 0.1143, swav 0.0000 LR: 2.584e-02 Score 97.711 Data time: 0.2454, Forward time: 2.3104, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.3409 [2020-11-13 15:36:33,190][root][INFO] - ===> Epoch[598](15554/26): Loss -0.7822, Sem 0.0724, dir -0.9752, norm 0.1206, swav 0.0000 LR: 2.583e-02 Score 97.352 Data time: 0.2022, Forward time: 2.3104, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 4.7980 [2020-11-13 15:36:39,734][root][INFO] - ===> Epoch[599](15555/26): Loss -0.7843, Sem 0.0686, dir -0.9734, norm 0.1205, swav 0.0000 LR: 2.583e-02 Score 97.559 Data time: 0.2388, Forward time: 2.3105, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 6.4382 [2020-11-13 15:36:45,552][root][INFO] - ===> Epoch[599](15556/26): Loss -0.7887, Sem 0.0703, dir -0.9786, norm 0.1196, swav 0.0000 LR: 2.582e-02 Score 97.399 Data time: 0.1812, Forward time: 2.3104, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 5.6343 [2020-11-13 15:36:50,996][root][INFO] - ===> Epoch[599](15557/26): Loss -0.7330, Sem 0.0888, dir -0.9718, norm 0.1500, swav 0.0000 LR: 2.582e-02 Score 96.979 Data time: 0.2158, Forward time: 2.3104, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.3506 [2020-11-13 15:36:57,043][root][INFO] - ===> Epoch[599](15558/26): Loss -0.7900, Sem 0.0668, dir -0.9771, norm 0.1203, swav 0.0000 LR: 2.581e-02 Score 97.643 Data time: 0.2720, Forward time: 2.3108, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 5.8944 [2020-11-13 15:37:02,281][root][INFO] - ===> Epoch[599](15559/26): Loss -0.7889, Sem 0.0684, dir -0.9756, norm 0.1183, swav 0.0000 LR: 2.580e-02 Score 97.592 Data time: 0.1703, Forward time: 2.3107, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 5.0883 [2020-11-13 15:37:07,949][root][INFO] - ===> Epoch[599](15560/26): Loss -0.7820, Sem 0.0691, dir -0.9764, norm 0.1253, swav 0.0000 LR: 2.580e-02 Score 97.550 Data time: 0.1496, Forward time: 2.3102, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.5791 [2020-11-13 15:37:13,815][root][INFO] - ===> Epoch[599](15561/26): Loss -0.8111, Sem 0.0607, dir -0.9770, norm 0.1052, swav 0.0000 LR: 2.579e-02 Score 97.861 Data time: 0.2796, Forward time: 2.3106, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 5.7687 [2020-11-13 15:37:22,013][root][INFO] - ===> Epoch[599](15562/26): Loss -0.7778, Sem 0.0779, dir -0.9774, norm 0.1217, swav 0.0000 LR: 2.579e-02 Score 97.094 Data time: 0.2962, Forward time: 2.3107, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 8.0162 [2020-11-13 15:37:28,410][root][INFO] - ===> Epoch[599](15563/26): Loss -0.7962, Sem 0.0708, dir -0.9759, norm 0.1089, swav 0.0000 LR: 2.578e-02 Score 97.441 Data time: 0.2874, Forward time: 2.3111, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 6.2275 [2020-11-13 15:37:33,743][root][INFO] - ===> Epoch[599](15564/26): Loss -0.7956, Sem 0.0706, dir -0.9780, norm 0.1117, swav 0.0000 LR: 2.578e-02 Score 97.553 Data time: 0.2425, Forward time: 2.3113, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.1618 [2020-11-13 15:37:39,225][root][INFO] - ===> Epoch[599](15565/26): Loss -0.7938, Sem 0.0713, dir -0.9746, norm 0.1095, swav 0.0000 LR: 2.577e-02 Score 97.571 Data time: 0.2713, Forward time: 2.3115, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 5.3366 [2020-11-13 15:37:46,668][root][INFO] - ===> Epoch[599](15566/26): Loss -0.7890, Sem 0.0712, dir -0.9770, norm 0.1168, swav 0.0000 LR: 2.577e-02 Score 97.442 Data time: 0.2170, Forward time: 2.3116, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 7.2823 [2020-11-13 15:37:52,781][root][INFO] - ===> Epoch[599](15567/26): Loss -0.7808, Sem 0.0795, dir -0.9779, norm 0.1176, swav 0.0000 LR: 2.576e-02 Score 97.336 Data time: 0.2606, Forward time: 2.3119, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.9835 [2020-11-13 15:37:58,378][root][INFO] - ===> Epoch[599](15568/26): Loss -0.7711, Sem 0.0695, dir -0.9772, norm 0.1367, swav 0.0000 LR: 2.576e-02 Score 97.511 Data time: 0.2327, Forward time: 2.3120, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 5.4415 [2020-11-13 15:38:03,164][root][INFO] - ===> Epoch[599](15569/26): Loss -0.7742, Sem 0.0726, dir -0.9744, norm 0.1276, swav 0.0000 LR: 2.575e-02 Score 97.420 Data time: 0.1631, Forward time: 2.3118, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 4.6587 [2020-11-13 15:38:08,517][root][INFO] - ===> Epoch[599](15570/26): Loss -0.7951, Sem 0.0745, dir -0.9783, norm 0.1087, swav 0.0000 LR: 2.575e-02 Score 97.266 Data time: 0.2230, Forward time: 2.3118, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 5.2699 [2020-11-13 15:38:13,648][root][INFO] - ===> Epoch[599](15571/26): Loss -0.7851, Sem 0.0727, dir -0.9739, norm 0.1161, swav 0.0000 LR: 2.574e-02 Score 97.507 Data time: 0.2424, Forward time: 2.3120, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 5.0196 [2020-11-13 15:38:19,404][root][INFO] - ===> Epoch[599](15572/26): Loss -0.7988, Sem 0.0674, dir -0.9799, norm 0.1137, swav 0.0000 LR: 2.574e-02 Score 97.520 Data time: 0.2525, Forward time: 2.3122, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.6174 [2020-11-13 15:38:25,321][root][INFO] - ===> Epoch[599](15573/26): Loss -0.8112, Sem 0.0632, dir -0.9798, norm 0.1054, swav 0.0000 LR: 2.573e-02 Score 97.794 Data time: 0.2543, Forward time: 2.3124, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 5.7525 [2020-11-13 15:38:30,913][root][INFO] - ===> Epoch[599](15574/26): Loss -0.7633, Sem 0.0753, dir -0.9749, norm 0.1363, swav 0.0000 LR: 2.573e-02 Score 97.314 Data time: 0.2005, Forward time: 2.3124, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 5.4652 [2020-11-13 15:38:36,368][root][INFO] - ===> Epoch[599](15575/26): Loss -0.7910, Sem 0.0706, dir -0.9769, norm 0.1154, swav 0.0000 LR: 2.572e-02 Score 97.467 Data time: 0.1632, Forward time: 2.3122, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 5.3425 [2020-11-13 15:38:42,926][root][INFO] - ===> Epoch[599](15576/26): Loss -0.7852, Sem 0.0706, dir -0.9762, norm 0.1203, swav 0.0000 LR: 2.572e-02 Score 97.538 Data time: 0.1532, Forward time: 2.3119, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 6.4544 [2020-11-13 15:38:48,349][root][INFO] - ===> Epoch[599](15577/26): Loss -0.7966, Sem 0.0628, dir -0.9783, norm 0.1189, swav 0.0000 LR: 2.571e-02 Score 97.811 Data time: 0.1447, Forward time: 2.3116, Backward time: 3.0775, DDP time: 0.0034, Total iter time: 5.3023 [2020-11-13 15:38:54,586][root][INFO] - ===> Epoch[599](15578/26): Loss -0.8012, Sem 0.0664, dir -0.9790, norm 0.1115, swav 0.0000 LR: 2.571e-02 Score 97.613 Data time: 0.1956, Forward time: 2.3116, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 6.1811 [2020-11-13 15:39:00,887][root][INFO] - ===> Epoch[599](15579/26): Loss -0.7929, Sem 0.0670, dir -0.9797, norm 0.1198, swav 0.0000 LR: 2.570e-02 Score 97.545 Data time: 0.1496, Forward time: 2.3113, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 6.1448 [2020-11-13 15:39:06,790][root][INFO] - ===> Epoch[599](15580/26): Loss -0.7904, Sem 0.0703, dir -0.9761, norm 0.1154, swav 0.0000 LR: 2.569e-02 Score 97.491 Data time: 0.2878, Forward time: 2.3116, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 5.8195 [2020-11-13 15:39:13,447][root][INFO] - ===> Epoch[600](15581/26): Loss -0.7790, Sem 0.0737, dir -0.9756, norm 0.1229, swav 0.0000 LR: 2.569e-02 Score 97.433 Data time: 0.3176, Forward time: 2.3121, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 6.4981 [2020-11-13 15:39:19,557][root][INFO] - ===> Epoch[600](15582/26): Loss -0.7909, Sem 0.0673, dir -0.9756, norm 0.1174, swav 0.0000 LR: 2.568e-02 Score 97.541 Data time: 0.2340, Forward time: 2.3123, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 5.9450 [2020-11-13 15:39:25,858][root][INFO] - ===> Epoch[600](15583/26): Loss -0.7913, Sem 0.0674, dir -0.9770, norm 0.1183, swav 0.0000 LR: 2.568e-02 Score 97.561 Data time: 0.1645, Forward time: 2.3121, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 6.1605 [2020-11-13 15:39:31,814][root][INFO] - ===> Epoch[600](15584/26): Loss -0.7705, Sem 0.0779, dir -0.9745, norm 0.1260, swav 0.0000 LR: 2.567e-02 Score 97.307 Data time: 0.1078, Forward time: 2.3116, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.8851 [2020-11-13 15:39:38,338][root][INFO] - ===> Epoch[600](15585/26): Loss -0.7836, Sem 0.0713, dir -0.9753, norm 0.1203, swav 0.0000 LR: 2.567e-02 Score 97.441 Data time: 0.1639, Forward time: 2.3114, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 6.4701 [2020-11-13 15:39:44,409][root][INFO] - ===> Epoch[600](15586/26): Loss -0.7923, Sem 0.0705, dir -0.9813, norm 0.1185, swav 0.0000 LR: 2.566e-02 Score 97.551 Data time: 0.2251, Forward time: 2.3115, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 5.9498 [2020-11-13 15:39:49,567][root][INFO] - ===> Epoch[600](15587/26): Loss -0.7786, Sem 0.0750, dir -0.9737, norm 0.1201, swav 0.0000 LR: 2.566e-02 Score 97.337 Data time: 0.2314, Forward time: 2.3116, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.0308 [2020-11-13 15:39:54,183][root][INFO] - ===> Epoch[600](15588/26): Loss -0.7735, Sem 0.0747, dir -0.9720, norm 0.1237, swav 0.0000 LR: 2.565e-02 Score 97.460 Data time: 0.2655, Forward time: 2.3116, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 4.4740 [2020-11-13 15:39:59,750][root][INFO] - ===> Epoch[600](15589/26): Loss -0.7741, Sem 0.0772, dir -0.9748, norm 0.1234, swav 0.0000 LR: 2.565e-02 Score 97.199 Data time: 0.2369, Forward time: 2.3117, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 5.4309 [2020-11-13 15:40:05,104][root][INFO] - ===> Epoch[600](15590/26): Loss -0.7836, Sem 0.0753, dir -0.9761, norm 0.1171, swav 0.0000 LR: 2.564e-02 Score 97.277 Data time: 0.1493, Forward time: 2.3114, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.2473 [2020-11-13 15:40:10,596][root][INFO] - ===> Epoch[600](15591/26): Loss -0.7727, Sem 0.0787, dir -0.9750, norm 0.1236, swav 0.0000 LR: 2.564e-02 Score 97.383 Data time: 0.2175, Forward time: 2.3115, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.4425 [2020-11-13 15:40:15,668][root][INFO] - ===> Epoch[600](15592/26): Loss -0.7859, Sem 0.0702, dir -0.9763, norm 0.1202, swav 0.0000 LR: 2.563e-02 Score 97.566 Data time: 0.1659, Forward time: 2.3114, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 4.9404 [2020-11-13 15:40:20,765][root][INFO] - ===> Epoch[600](15593/26): Loss -0.7587, Sem 0.0841, dir -0.9719, norm 0.1291, swav 0.0000 LR: 2.563e-02 Score 96.899 Data time: 0.2133, Forward time: 2.3114, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 4.9942 [2020-11-13 15:40:26,310][root][INFO] - ===> Epoch[600](15594/26): Loss -0.8067, Sem 0.0671, dir -0.9802, norm 0.1063, swav 0.0000 LR: 2.562e-02 Score 97.606 Data time: 0.2220, Forward time: 2.3115, Backward time: 3.0775, DDP time: 0.0034, Total iter time: 5.4190 [2020-11-13 15:40:31,444][root][INFO] - ===> Epoch[600](15595/26): Loss -0.7940, Sem 0.0708, dir -0.9788, norm 0.1140, swav 0.0000 LR: 2.562e-02 Score 97.472 Data time: 0.1410, Forward time: 2.3111, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 5.0000 [2020-11-13 15:40:37,586][root][INFO] - ===> Epoch[600](15596/26): Loss -0.7789, Sem 0.0744, dir -0.9755, norm 0.1222, swav 0.0000 LR: 2.561e-02 Score 97.315 Data time: 0.2463, Forward time: 2.3114, Backward time: 3.0775, DDP time: 0.0034, Total iter time: 6.0689 [2020-11-13 15:40:42,652][root][INFO] - ===> Epoch[600](15597/26): Loss -0.8023, Sem 0.0688, dir -0.9758, norm 0.1047, swav 0.0000 LR: 2.561e-02 Score 97.427 Data time: 0.1607, Forward time: 2.3112, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 4.9384 [2020-11-13 15:40:47,798][root][INFO] - ===> Epoch[600](15598/26): Loss -0.7858, Sem 0.0661, dir -0.9779, norm 0.1260, swav 0.0000 LR: 2.560e-02 Score 97.687 Data time: 0.1996, Forward time: 2.3111, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 5.0752 [2020-11-13 15:40:53,964][root][INFO] - ===> Epoch[600](15599/26): Loss -0.7790, Sem 0.0675, dir -0.9751, norm 0.1286, swav 0.0000 LR: 2.560e-02 Score 97.581 Data time: 0.2963, Forward time: 2.3115, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 6.0066 [2020-11-13 15:40:59,504][root][INFO] - ===> Epoch[600](15600/26): Loss -0.7840, Sem 0.0759, dir -0.9774, norm 0.1175, swav 0.0000 LR: 2.559e-02 Score 97.204 Data time: 0.2565, Forward time: 2.3118, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 5.3818 [2020-11-13 15:41:05,984][root][INFO] - ===> Epoch[600](15601/26): Loss -0.7831, Sem 0.0844, dir -0.9798, norm 0.1123, swav 0.0000 LR: 2.558e-02 Score 97.049 Data time: 0.2385, Forward time: 2.3119, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 6.3530 [2020-11-13 15:41:12,083][root][INFO] - ===> Epoch[600](15602/26): Loss -0.7836, Sem 0.0750, dir -0.9740, norm 0.1154, swav 0.0000 LR: 2.558e-02 Score 97.291 Data time: 0.2697, Forward time: 2.3122, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 5.9817 [2020-11-13 15:41:17,945][root][INFO] - ===> Epoch[600](15603/26): Loss -0.7727, Sem 0.0673, dir -0.9739, norm 0.1339, swav 0.0000 LR: 2.557e-02 Score 97.623 Data time: 0.1717, Forward time: 2.3121, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 5.7035 [2020-11-13 15:41:23,069][root][INFO] - ===> Epoch[600](15604/26): Loss -0.7781, Sem 0.0759, dir -0.9776, norm 0.1235, swav 0.0000 LR: 2.557e-02 Score 97.238 Data time: 0.1780, Forward time: 2.3120, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 4.9993 [2020-11-13 15:41:29,113][root][INFO] - ===> Epoch[600](15605/26): Loss -0.7949, Sem 0.0582, dir -0.9722, norm 0.1191, swav 0.0000 LR: 2.556e-02 Score 97.870 Data time: 0.1902, Forward time: 2.3116, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.9471 [2020-11-13 15:41:35,287][root][INFO] - ===> Epoch[600](15606/26): Loss -0.7805, Sem 0.0771, dir -0.9752, norm 0.1176, swav 0.0000 LR: 2.556e-02 Score 97.343 Data time: 0.1710, Forward time: 2.3114, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 6.1099 [2020-11-13 15:41:39,954][root][INFO] - ===> Epoch[601](15607/26): Loss -0.7833, Sem 0.0747, dir -0.9765, norm 0.1184, swav 0.0000 LR: 2.555e-02 Score 97.292 Data time: 0.1770, Forward time: 2.3112, Backward time: 3.0771, DDP time: 0.0034, Total iter time: 4.5218 [2020-11-13 15:41:45,372][root][INFO] - ===> Epoch[601](15608/26): Loss -0.8029, Sem 0.0594, dir -0.9774, norm 0.1150, swav 0.0000 LR: 2.555e-02 Score 97.903 Data time: 0.2492, Forward time: 2.3113, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.2846 [2020-11-13 15:41:51,090][root][INFO] - ===> Epoch[601](15609/26): Loss -0.7900, Sem 0.0757, dir -0.9785, norm 0.1128, swav 0.0000 LR: 2.554e-02 Score 97.286 Data time: 0.2041, Forward time: 2.3112, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.5523 [2020-11-13 15:41:57,157][root][INFO] - ===> Epoch[601](15610/26): Loss -0.7679, Sem 0.0779, dir -0.9759, norm 0.1301, swav 0.0000 LR: 2.554e-02 Score 97.425 Data time: 0.2351, Forward time: 2.3113, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.9308 [2020-11-13 15:42:02,935][root][INFO] - ===> Epoch[601](15611/26): Loss -0.8017, Sem 0.0657, dir -0.9804, norm 0.1129, swav 0.0000 LR: 2.553e-02 Score 97.709 Data time: 0.2478, Forward time: 2.3114, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 5.6285 [2020-11-13 15:42:09,267][root][INFO] - ===> Epoch[601](15612/26): Loss -0.7654, Sem 0.0736, dir -0.9737, norm 0.1347, swav 0.0000 LR: 2.553e-02 Score 97.365 Data time: 0.2327, Forward time: 2.3116, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 6.1947 [2020-11-13 15:42:14,367][root][INFO] - ===> Epoch[601](15613/26): Loss -0.8065, Sem 0.0678, dir -0.9800, norm 0.1057, swav 0.0000 LR: 2.552e-02 Score 97.628 Data time: 0.1997, Forward time: 2.3116, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 4.9853 [2020-11-13 15:42:19,985][root][INFO] - ===> Epoch[601](15614/26): Loss -0.7670, Sem 0.0776, dir -0.9743, norm 0.1296, swav 0.0000 LR: 2.552e-02 Score 97.282 Data time: 0.2191, Forward time: 2.3117, Backward time: 3.0763, DDP time: 0.0034, Total iter time: 5.4891 [2020-11-13 15:42:26,103][root][INFO] - ===> Epoch[601](15615/26): Loss -0.7643, Sem 0.0811, dir -0.9726, norm 0.1273, swav 0.0000 LR: 2.551e-02 Score 97.138 Data time: 0.1566, Forward time: 2.3115, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 5.9963 [2020-11-13 15:42:31,152][root][INFO] - ===> Epoch[601](15616/26): Loss -0.7961, Sem 0.0730, dir -0.9803, norm 0.1112, swav 0.0000 LR: 2.551e-02 Score 97.318 Data time: 0.1523, Forward time: 2.3113, Backward time: 3.0766, DDP time: 0.0034, Total iter time: 4.9524 [2020-11-13 15:42:36,661][root][INFO] - ===> Epoch[601](15617/26): Loss -0.7894, Sem 0.0743, dir -0.9738, norm 0.1102, swav 0.0000 LR: 2.550e-02 Score 97.460 Data time: 0.1292, Forward time: 2.3109, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.4422 [2020-11-13 15:42:43,619][root][INFO] - ===> Epoch[601](15618/26): Loss -0.7600, Sem 0.0774, dir -0.9740, norm 0.1366, swav 0.0000 LR: 2.550e-02 Score 97.211 Data time: 0.2122, Forward time: 2.3110, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 6.8875 [2020-11-13 15:42:50,010][root][INFO] - ===> Epoch[601](15619/26): Loss -0.7734, Sem 0.0741, dir -0.9770, norm 0.1296, swav 0.0000 LR: 2.549e-02 Score 97.373 Data time: 0.1649, Forward time: 2.3108, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 6.2402 [2020-11-13 15:42:54,608][root][INFO] - ===> Epoch[601](15620/26): Loss -0.7796, Sem 0.0703, dir -0.9758, norm 0.1259, swav 0.0000 LR: 2.549e-02 Score 97.538 Data time: 0.1439, Forward time: 2.3105, Backward time: 3.0777, DDP time: 0.0034, Total iter time: 4.5384 [2020-11-13 15:43:00,392][root][INFO] - ===> Epoch[601](15621/26): Loss -0.7607, Sem 0.0815, dir -0.9731, norm 0.1308, swav 0.0000 LR: 2.548e-02 Score 97.024 Data time: 0.1944, Forward time: 2.3105, Backward time: 3.0777, DDP time: 0.0034, Total iter time: 5.7023 [2020-11-13 15:43:06,232][root][INFO] - ===> Epoch[601](15622/26): Loss -0.7924, Sem 0.0704, dir -0.9762, norm 0.1134, swav 0.0000 LR: 2.547e-02 Score 97.380 Data time: 0.2727, Forward time: 2.3108, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 5.6784 [2020-11-13 15:43:11,482][root][INFO] - ===> Epoch[601](15623/26): Loss -0.7924, Sem 0.0710, dir -0.9771, norm 0.1137, swav 0.0000 LR: 2.547e-02 Score 97.528 Data time: 0.2446, Forward time: 2.3110, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.1189 [2020-11-13 15:43:18,190][root][INFO] - ===> Epoch[601](15624/26): Loss -0.7706, Sem 0.0750, dir -0.9737, norm 0.1281, swav 0.0000 LR: 2.546e-02 Score 97.358 Data time: 0.1965, Forward time: 2.3110, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 6.5857 [2020-11-13 15:43:23,962][root][INFO] - ===> Epoch[601](15625/26): Loss -0.7859, Sem 0.0756, dir -0.9777, norm 0.1162, swav 0.0000 LR: 2.546e-02 Score 97.266 Data time: 0.2110, Forward time: 2.3109, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 5.6536 [2020-11-13 15:43:29,168][root][INFO] - ===> Epoch[601](15626/26): Loss -0.7921, Sem 0.0728, dir -0.9766, norm 0.1116, swav 0.0000 LR: 2.545e-02 Score 97.435 Data time: 0.2345, Forward time: 2.3111, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.0792 [2020-11-13 15:43:34,866][root][INFO] - ===> Epoch[601](15627/26): Loss -0.7835, Sem 0.0722, dir -0.9782, norm 0.1225, swav 0.0000 LR: 2.545e-02 Score 97.454 Data time: 0.2198, Forward time: 2.3112, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.5523 [2020-11-13 15:43:41,088][root][INFO] - ===> Epoch[601](15628/26): Loss -0.8030, Sem 0.0673, dir -0.9803, norm 0.1099, swav 0.0000 LR: 2.544e-02 Score 97.638 Data time: 0.1829, Forward time: 2.3111, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 6.1075 [2020-11-13 15:43:47,540][root][INFO] - ===> Epoch[601](15629/26): Loss -0.7746, Sem 0.0798, dir -0.9770, norm 0.1226, swav 0.0000 LR: 2.544e-02 Score 97.229 Data time: 0.2348, Forward time: 2.3112, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 6.3300 [2020-11-13 15:43:53,675][root][INFO] - ===> Epoch[601](15630/26): Loss -0.7976, Sem 0.0660, dir -0.9794, norm 0.1158, swav 0.0000 LR: 2.543e-02 Score 97.673 Data time: 0.2913, Forward time: 2.3115, Backward time: 3.0771, DDP time: 0.0034, Total iter time: 6.0116 [2020-11-13 15:43:59,480][root][INFO] - ===> Epoch[601](15631/26): Loss -0.7829, Sem 0.0720, dir -0.9758, norm 0.1209, swav 0.0000 LR: 2.543e-02 Score 97.459 Data time: 0.1968, Forward time: 2.3115, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 5.6696 [2020-11-13 15:44:04,449][root][INFO] - ===> Epoch[601](15632/26): Loss -0.8102, Sem 0.0659, dir -0.9809, norm 0.1048, swav 0.0000 LR: 2.542e-02 Score 97.623 Data time: 0.2294, Forward time: 2.3116, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 4.8562 [2020-11-13 15:44:11,271][root][INFO] - ===> Epoch[602](15633/26): Loss -0.7960, Sem 0.0653, dir -0.9783, norm 0.1170, swav 0.0000 LR: 2.542e-02 Score 97.582 Data time: 0.2131, Forward time: 2.3116, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 6.6688 [2020-11-13 15:44:17,026][root][INFO] - ===> Epoch[602](15634/26): Loss -0.7780, Sem 0.0778, dir -0.9764, norm 0.1207, swav 0.0000 LR: 2.541e-02 Score 97.423 Data time: 0.2142, Forward time: 2.3117, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.6225 [2020-11-13 15:44:22,407][root][INFO] - ===> Epoch[602](15635/26): Loss -0.8045, Sem 0.0602, dir -0.9779, norm 0.1131, swav 0.0000 LR: 2.541e-02 Score 97.863 Data time: 0.1833, Forward time: 2.3115, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.2323 [2020-11-13 15:44:28,666][root][INFO] - ===> Epoch[602](15636/26): Loss -0.7799, Sem 0.0754, dir -0.9749, norm 0.1196, swav 0.0000 LR: 2.540e-02 Score 97.418 Data time: 0.2771, Forward time: 2.3119, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 6.1163 [2020-11-13 15:44:34,777][root][INFO] - ===> Epoch[602](15637/26): Loss -0.7687, Sem 0.0821, dir -0.9746, norm 0.1238, swav 0.0000 LR: 2.540e-02 Score 97.241 Data time: 0.2916, Forward time: 2.3120, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 5.9619 [2020-11-13 15:44:41,117][root][INFO] - ===> Epoch[602](15638/26): Loss -0.7727, Sem 0.0726, dir -0.9775, norm 0.1322, swav 0.0000 LR: 2.539e-02 Score 97.394 Data time: 0.2010, Forward time: 2.3120, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 6.1862 [2020-11-13 15:44:47,149][root][INFO] - ===> Epoch[602](15639/26): Loss -0.7812, Sem 0.0665, dir -0.9701, norm 0.1224, swav 0.0000 LR: 2.539e-02 Score 97.602 Data time: 0.2016, Forward time: 2.3120, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 5.8848 [2020-11-13 15:44:52,722][root][INFO] - ===> Epoch[602](15640/26): Loss -0.7829, Sem 0.0699, dir -0.9755, norm 0.1227, swav 0.0000 LR: 2.538e-02 Score 97.483 Data time: 0.2245, Forward time: 2.3120, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.4411 [2020-11-13 15:44:58,530][root][INFO] - ===> Epoch[602](15641/26): Loss -0.7999, Sem 0.0695, dir -0.9795, norm 0.1101, swav 0.0000 LR: 2.538e-02 Score 97.576 Data time: 0.2298, Forward time: 2.3120, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.6588 [2020-11-13 15:45:04,938][root][INFO] - ===> Epoch[602](15642/26): Loss -0.7900, Sem 0.0670, dir -0.9753, norm 0.1183, swav 0.0000 LR: 2.537e-02 Score 97.600 Data time: 0.2973, Forward time: 2.3125, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 6.2668 [2020-11-13 15:45:11,233][root][INFO] - ===> Epoch[602](15643/26): Loss -0.7825, Sem 0.0794, dir -0.9756, norm 0.1137, swav 0.0000 LR: 2.536e-02 Score 97.184 Data time: 0.1583, Forward time: 2.3123, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 6.1121 [2020-11-13 15:45:17,241][root][INFO] - ===> Epoch[602](15644/26): Loss -0.7894, Sem 0.0646, dir -0.9760, norm 0.1220, swav 0.0000 LR: 2.536e-02 Score 97.719 Data time: 0.2000, Forward time: 2.3123, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 5.9202 [2020-11-13 15:45:23,091][root][INFO] - ===> Epoch[602](15645/26): Loss -0.7961, Sem 0.0668, dir -0.9733, norm 0.1104, swav 0.0000 LR: 2.535e-02 Score 97.613 Data time: 0.1780, Forward time: 2.3121, Backward time: 3.0775, DDP time: 0.0034, Total iter time: 5.6567 [2020-11-13 15:45:28,315][root][INFO] - ===> Epoch[602](15646/26): Loss -0.8155, Sem 0.0626, dir -0.9816, norm 0.1035, swav 0.0000 LR: 2.535e-02 Score 97.807 Data time: 0.1638, Forward time: 2.3118, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 5.1422 [2020-11-13 15:45:34,826][root][INFO] - ===> Epoch[602](15647/26): Loss -0.7776, Sem 0.0740, dir -0.9725, norm 0.1210, swav 0.0000 LR: 2.534e-02 Score 97.391 Data time: 0.2607, Forward time: 2.3121, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 6.4344 [2020-11-13 15:45:40,483][root][INFO] - ===> Epoch[602](15648/26): Loss -0.8055, Sem 0.0646, dir -0.9791, norm 0.1090, swav 0.0000 LR: 2.534e-02 Score 97.684 Data time: 0.2001, Forward time: 2.3121, Backward time: 3.0775, DDP time: 0.0034, Total iter time: 5.5168 [2020-11-13 15:45:45,142][root][INFO] - ===> Epoch[602](15649/26): Loss -0.7932, Sem 0.0680, dir -0.9751, norm 0.1139, swav 0.0000 LR: 2.533e-02 Score 97.542 Data time: 0.1769, Forward time: 2.3119, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 4.5215 [2020-11-13 15:45:51,250][root][INFO] - ===> Epoch[602](15650/26): Loss -0.8027, Sem 0.0722, dir -0.9814, norm 0.1066, swav 0.0000 LR: 2.533e-02 Score 97.384 Data time: 0.3013, Forward time: 2.3123, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.9967 [2020-11-13 15:45:57,423][root][INFO] - ===> Epoch[602](15651/26): Loss -0.7950, Sem 0.0659, dir -0.9774, norm 0.1165, swav 0.0000 LR: 2.532e-02 Score 97.706 Data time: 0.3000, Forward time: 2.3127, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 5.9964 [2020-11-13 15:46:03,342][root][INFO] - ===> Epoch[602](15652/26): Loss -0.8177, Sem 0.0627, dir -0.9812, norm 0.1009, swav 0.0000 LR: 2.532e-02 Score 97.783 Data time: 0.2478, Forward time: 2.3128, Backward time: 3.0766, DDP time: 0.0034, Total iter time: 5.7543 [2020-11-13 15:46:08,890][root][INFO] - ===> Epoch[602](15653/26): Loss -0.7998, Sem 0.0665, dir -0.9785, norm 0.1122, swav 0.0000 LR: 2.531e-02 Score 97.652 Data time: 0.2092, Forward time: 2.3127, Backward time: 3.0766, DDP time: 0.0034, Total iter time: 5.4292 [2020-11-13 15:46:15,169][root][INFO] - ===> Epoch[602](15654/26): Loss -0.7880, Sem 0.0691, dir -0.9791, norm 0.1220, swav 0.0000 LR: 2.531e-02 Score 97.554 Data time: 0.2939, Forward time: 2.3130, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 6.1405 [2020-11-13 15:46:20,094][root][INFO] - ===> Epoch[602](15655/26): Loss -0.8018, Sem 0.0616, dir -0.9779, norm 0.1146, swav 0.0000 LR: 2.530e-02 Score 97.803 Data time: 0.2212, Forward time: 2.3131, Backward time: 3.0760, DDP time: 0.0034, Total iter time: 4.7633 [2020-11-13 15:46:25,727][root][INFO] - ===> Epoch[602](15656/26): Loss -0.7598, Sem 0.0836, dir -0.9712, norm 0.1278, swav 0.0000 LR: 2.530e-02 Score 96.953 Data time: 0.2239, Forward time: 2.3131, Backward time: 3.0759, DDP time: 0.0034, Total iter time: 5.4910 [2020-11-13 15:46:32,135][root][INFO] - ===> Epoch[602](15657/26): Loss -0.7754, Sem 0.0761, dir -0.9755, norm 0.1240, swav 0.0000 LR: 2.529e-02 Score 97.239 Data time: 0.3207, Forward time: 2.3135, Backward time: 3.0757, DDP time: 0.0034, Total iter time: 6.2625 [2020-11-13 15:46:38,323][root][INFO] - ===> Epoch[602](15658/26): Loss -0.7735, Sem 0.0782, dir -0.9740, norm 0.1223, swav 0.0000 LR: 2.529e-02 Score 97.267 Data time: 0.3378, Forward time: 2.3139, Backward time: 3.0754, DDP time: 0.0034, Total iter time: 6.0310 [2020-11-13 15:46:43,863][root][INFO] - ===> Epoch[603](15659/26): Loss -0.7713, Sem 0.0720, dir -0.9784, norm 0.1351, swav 0.0000 LR: 2.528e-02 Score 97.400 Data time: 0.1759, Forward time: 2.3138, Backward time: 3.0755, DDP time: 0.0034, Total iter time: 5.3808 [2020-11-13 15:46:49,518][root][INFO] - ===> Epoch[603](15660/26): Loss -0.8009, Sem 0.0657, dir -0.9794, norm 0.1128, swav 0.0000 LR: 2.528e-02 Score 97.647 Data time: 0.1440, Forward time: 2.3134, Backward time: 3.0757, DDP time: 0.0034, Total iter time: 5.5554 [2020-11-13 15:46:54,972][root][INFO] - ===> Epoch[603](15661/26): Loss -0.7794, Sem 0.0713, dir -0.9738, norm 0.1231, swav 0.0000 LR: 2.527e-02 Score 97.465 Data time: 0.2219, Forward time: 2.3136, Backward time: 3.0755, DDP time: 0.0034, Total iter time: 5.4145 [2020-11-13 15:47:00,418][root][INFO] - ===> Epoch[603](15662/26): Loss -0.7893, Sem 0.0664, dir -0.9765, norm 0.1208, swav 0.0000 LR: 2.527e-02 Score 97.661 Data time: 0.1826, Forward time: 2.3135, Backward time: 3.0754, DDP time: 0.0034, Total iter time: 5.3248 [2020-11-13 15:47:06,874][root][INFO] - ===> Epoch[603](15663/26): Loss -0.7752, Sem 0.0781, dir -0.9738, norm 0.1206, swav 0.0000 LR: 2.526e-02 Score 97.280 Data time: 0.1870, Forward time: 2.3134, Backward time: 3.0759, DDP time: 0.0034, Total iter time: 6.3685 [2020-11-13 15:47:13,033][root][INFO] - ===> Epoch[603](15664/26): Loss -0.7939, Sem 0.0700, dir -0.9777, norm 0.1137, swav 0.0000 LR: 2.525e-02 Score 97.459 Data time: 0.2429, Forward time: 2.3136, Backward time: 3.0758, DDP time: 0.0034, Total iter time: 6.0552 [2020-11-13 15:47:19,355][root][INFO] - ===> Epoch[603](15665/26): Loss -0.7917, Sem 0.0719, dir -0.9772, norm 0.1136, swav 0.0000 LR: 2.525e-02 Score 97.415 Data time: 0.2409, Forward time: 2.3138, Backward time: 3.0759, DDP time: 0.0034, Total iter time: 6.1699 [2020-11-13 15:47:24,226][root][INFO] - ===> Epoch[603](15666/26): Loss -0.8017, Sem 0.0614, dir -0.9789, norm 0.1158, swav 0.0000 LR: 2.524e-02 Score 97.796 Data time: 0.2079, Forward time: 2.3138, Backward time: 3.0754, DDP time: 0.0034, Total iter time: 4.7216 [2020-11-13 15:47:30,021][root][INFO] - ===> Epoch[603](15667/26): Loss -0.7934, Sem 0.0678, dir -0.9785, norm 0.1173, swav 0.0000 LR: 2.524e-02 Score 97.608 Data time: 0.1889, Forward time: 2.3137, Backward time: 3.0755, DDP time: 0.0034, Total iter time: 5.6773 [2020-11-13 15:47:35,339][root][INFO] - ===> Epoch[603](15668/26): Loss -0.7901, Sem 0.0677, dir -0.9761, norm 0.1184, swav 0.0000 LR: 2.523e-02 Score 97.581 Data time: 0.2388, Forward time: 2.3139, Backward time: 3.0751, DDP time: 0.0034, Total iter time: 5.1984 [2020-11-13 15:47:42,165][root][INFO] - ===> Epoch[603](15669/26): Loss -0.7876, Sem 0.0765, dir -0.9781, norm 0.1140, swav 0.0000 LR: 2.523e-02 Score 97.241 Data time: 0.1931, Forward time: 2.3139, Backward time: 3.0756, DDP time: 0.0034, Total iter time: 6.7202 [2020-11-13 15:47:47,484][root][INFO] - ===> Epoch[603](15670/26): Loss -0.7868, Sem 0.0687, dir -0.9766, norm 0.1212, swav 0.0000 LR: 2.522e-02 Score 97.559 Data time: 0.1829, Forward time: 2.3138, Backward time: 3.0754, DDP time: 0.0034, Total iter time: 5.1598 [2020-11-13 15:47:52,943][root][INFO] - ===> Epoch[603](15671/26): Loss -0.8056, Sem 0.0636, dir -0.9772, norm 0.1080, swav 0.0000 LR: 2.522e-02 Score 97.699 Data time: 0.1664, Forward time: 2.3136, Backward time: 3.0755, DDP time: 0.0034, Total iter time: 5.3451 [2020-11-13 15:47:59,384][root][INFO] - ===> Epoch[603](15672/26): Loss -0.7893, Sem 0.0771, dir -0.9758, norm 0.1095, swav 0.0000 LR: 2.521e-02 Score 97.321 Data time: 0.1420, Forward time: 2.3133, Backward time: 3.0761, DDP time: 0.0034, Total iter time: 6.3656 [2020-11-13 15:48:06,009][root][INFO] - ===> Epoch[603](15673/26): Loss -0.7848, Sem 0.0681, dir -0.9734, norm 0.1205, swav 0.0000 LR: 2.521e-02 Score 97.551 Data time: 0.1902, Forward time: 2.3132, Backward time: 3.0766, DDP time: 0.0034, Total iter time: 6.5724 [2020-11-13 15:48:13,057][root][INFO] - ===> Epoch[603](15674/26): Loss -0.7867, Sem 0.0661, dir -0.9776, norm 0.1248, swav 0.0000 LR: 2.520e-02 Score 97.644 Data time: 0.1885, Forward time: 2.3131, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 6.9103 [2020-11-13 15:48:18,410][root][INFO] - ===> Epoch[603](15675/26): Loss -0.7767, Sem 0.0704, dir -0.9733, norm 0.1263, swav 0.0000 LR: 2.520e-02 Score 97.491 Data time: 0.1660, Forward time: 2.3128, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 5.2256 [2020-11-13 15:48:24,902][root][INFO] - ===> Epoch[603](15676/26): Loss -0.8070, Sem 0.0657, dir -0.9767, norm 0.1039, swav 0.0000 LR: 2.519e-02 Score 97.656 Data time: 0.2565, Forward time: 2.3131, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 6.3815 [2020-11-13 15:48:30,635][root][INFO] - ===> Epoch[603](15677/26): Loss -0.7824, Sem 0.0725, dir -0.9755, norm 0.1206, swav 0.0000 LR: 2.519e-02 Score 97.452 Data time: 0.2417, Forward time: 2.3132, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 5.5963 [2020-11-13 15:48:37,223][root][INFO] - ===> Epoch[603](15678/26): Loss -0.7758, Sem 0.0761, dir -0.9726, norm 0.1207, swav 0.0000 LR: 2.518e-02 Score 97.311 Data time: 0.1405, Forward time: 2.3129, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 6.4378 [2020-11-13 15:48:42,661][root][INFO] - ===> Epoch[603](15679/26): Loss -0.7900, Sem 0.0715, dir -0.9760, norm 0.1146, swav 0.0000 LR: 2.518e-02 Score 97.373 Data time: 0.1620, Forward time: 2.3127, Backward time: 3.0780, DDP time: 0.0034, Total iter time: 5.3733 [2020-11-13 15:48:47,117][root][INFO] - ===> Epoch[603](15680/26): Loss -0.7773, Sem 0.0807, dir -0.9781, norm 0.1201, swav 0.0000 LR: 2.517e-02 Score 97.044 Data time: 0.2140, Forward time: 2.3127, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 4.3789 [2020-11-13 15:48:53,477][root][INFO] - ===> Epoch[603](15681/26): Loss -0.7963, Sem 0.0612, dir -0.9775, norm 0.1201, swav 0.0000 LR: 2.517e-02 Score 97.816 Data time: 0.2266, Forward time: 2.3128, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 6.2350 [2020-11-13 15:48:59,658][root][INFO] - ===> Epoch[603](15682/26): Loss -0.7703, Sem 0.0793, dir -0.9740, norm 0.1245, swav 0.0000 LR: 2.516e-02 Score 97.090 Data time: 0.1727, Forward time: 2.3126, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 6.0510 [2020-11-13 15:49:06,089][root][INFO] - ===> Epoch[603](15683/26): Loss -0.7927, Sem 0.0646, dir -0.9776, norm 0.1202, swav 0.0000 LR: 2.516e-02 Score 97.691 Data time: 0.2373, Forward time: 2.3128, Backward time: 3.0780, DDP time: 0.0034, Total iter time: 6.3136 [2020-11-13 15:49:12,126][root][INFO] - ===> Epoch[603](15684/26): Loss -0.7793, Sem 0.0764, dir -0.9757, norm 0.1201, swav 0.0000 LR: 2.515e-02 Score 97.289 Data time: 0.1950, Forward time: 2.3126, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.8594 [2020-11-13 15:49:17,727][root][INFO] - ===> Epoch[604](15685/26): Loss -0.7825, Sem 0.0713, dir -0.9733, norm 0.1196, swav 0.0000 LR: 2.514e-02 Score 97.476 Data time: 0.1700, Forward time: 2.3123, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.4845 [2020-11-13 15:49:22,920][root][INFO] - ===> Epoch[604](15686/26): Loss -0.7887, Sem 0.0683, dir -0.9768, norm 0.1198, swav 0.0000 LR: 2.514e-02 Score 97.574 Data time: 0.2349, Forward time: 2.3124, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 5.0991 [2020-11-13 15:49:29,894][root][INFO] - ===> Epoch[604](15687/26): Loss -0.7957, Sem 0.0690, dir -0.9819, norm 0.1171, swav 0.0000 LR: 2.513e-02 Score 97.477 Data time: 0.2434, Forward time: 2.3126, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 6.8124 [2020-11-13 15:49:36,034][root][INFO] - ===> Epoch[604](15688/26): Loss -0.7936, Sem 0.0684, dir -0.9790, norm 0.1170, swav 0.0000 LR: 2.513e-02 Score 97.535 Data time: 0.2142, Forward time: 2.3126, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.9916 [2020-11-13 15:49:41,558][root][INFO] - ===> Epoch[604](15689/26): Loss -0.8046, Sem 0.0680, dir -0.9775, norm 0.1049, swav 0.0000 LR: 2.512e-02 Score 97.566 Data time: 0.2376, Forward time: 2.3127, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.3823 [2020-11-13 15:49:47,955][root][INFO] - ===> Epoch[604](15690/26): Loss -0.7884, Sem 0.0660, dir -0.9762, norm 0.1217, swav 0.0000 LR: 2.512e-02 Score 97.678 Data time: 0.1528, Forward time: 2.3125, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 6.2655 [2020-11-13 15:49:52,846][root][INFO] - ===> Epoch[604](15691/26): Loss -0.7703, Sem 0.0765, dir -0.9717, norm 0.1249, swav 0.0000 LR: 2.511e-02 Score 97.312 Data time: 0.1691, Forward time: 2.3123, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 4.7611 [2020-11-13 15:49:59,295][root][INFO] - ===> Epoch[604](15692/26): Loss -0.7759, Sem 0.0707, dir -0.9727, norm 0.1260, swav 0.0000 LR: 2.511e-02 Score 97.517 Data time: 0.2127, Forward time: 2.3123, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 6.3240 [2020-11-13 15:50:05,186][root][INFO] - ===> Epoch[604](15693/26): Loss -0.8020, Sem 0.0630, dir -0.9764, norm 0.1114, swav 0.0000 LR: 2.510e-02 Score 97.696 Data time: 0.1983, Forward time: 2.3123, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.7157 [2020-11-13 15:50:11,354][root][INFO] - ===> Epoch[604](15694/26): Loss -0.7998, Sem 0.0642, dir -0.9773, norm 0.1132, swav 0.0000 LR: 2.510e-02 Score 97.657 Data time: 0.1802, Forward time: 2.3122, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 6.0160 [2020-11-13 15:50:17,173][root][INFO] - ===> Epoch[604](15695/26): Loss -0.7985, Sem 0.0682, dir -0.9785, norm 0.1119, swav 0.0000 LR: 2.509e-02 Score 97.569 Data time: 0.1930, Forward time: 2.3121, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 5.6982 [2020-11-13 15:50:22,982][root][INFO] - ===> Epoch[604](15696/26): Loss -0.7801, Sem 0.0689, dir -0.9767, norm 0.1277, swav 0.0000 LR: 2.509e-02 Score 97.603 Data time: 0.1997, Forward time: 2.3120, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.7046 [2020-11-13 15:50:28,602][root][INFO] - ===> Epoch[604](15697/26): Loss -0.7783, Sem 0.0758, dir -0.9756, norm 0.1216, swav 0.0000 LR: 2.508e-02 Score 97.323 Data time: 0.1773, Forward time: 2.3118, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.4707 [2020-11-13 15:50:34,515][root][INFO] - ===> Epoch[604](15698/26): Loss -0.7933, Sem 0.0603, dir -0.9775, norm 0.1238, swav 0.0000 LR: 2.508e-02 Score 97.804 Data time: 0.2602, Forward time: 2.3121, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 5.7976 [2020-11-13 15:50:40,545][root][INFO] - ===> Epoch[604](15699/26): Loss -0.8046, Sem 0.0626, dir -0.9804, norm 0.1132, swav 0.0000 LR: 2.507e-02 Score 97.780 Data time: 0.2405, Forward time: 2.3120, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.8430 [2020-11-13 15:50:46,185][root][INFO] - ===> Epoch[604](15700/26): Loss -0.7928, Sem 0.0672, dir -0.9763, norm 0.1163, swav 0.0000 LR: 2.507e-02 Score 97.601 Data time: 0.2507, Forward time: 2.3122, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 5.4871 [2020-11-13 15:50:51,111][root][INFO] - ===> Epoch[604](15701/26): Loss -0.8005, Sem 0.0627, dir -0.9792, norm 0.1161, swav 0.0000 LR: 2.506e-02 Score 97.730 Data time: 0.1998, Forward time: 2.3122, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 4.7626 [2020-11-13 15:50:58,070][root][INFO] - ===> Epoch[604](15702/26): Loss -0.7763, Sem 0.0736, dir -0.9760, norm 0.1261, swav 0.0000 LR: 2.506e-02 Score 97.331 Data time: 0.1777, Forward time: 2.3120, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 6.8093 [2020-11-13 15:51:04,469][root][INFO] - ===> Epoch[604](15703/26): Loss -0.7807, Sem 0.0752, dir -0.9771, norm 0.1212, swav 0.0000 LR: 2.505e-02 Score 97.373 Data time: 0.2648, Forward time: 2.3123, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 6.2999 [2020-11-13 15:51:11,255][root][INFO] - ===> Epoch[604](15704/26): Loss -0.7826, Sem 0.0737, dir -0.9787, norm 0.1224, swav 0.0000 LR: 2.504e-02 Score 97.372 Data time: 0.2063, Forward time: 2.3123, Backward time: 3.0798, DDP time: 0.0034, Total iter time: 6.6404 [2020-11-13 15:51:17,247][root][INFO] - ===> Epoch[604](15705/26): Loss -0.8012, Sem 0.0626, dir -0.9793, norm 0.1155, swav 0.0000 LR: 2.504e-02 Score 97.774 Data time: 0.1329, Forward time: 2.3120, Backward time: 3.0802, DDP time: 0.0034, Total iter time: 5.8545 [2020-11-13 15:51:23,638][root][INFO] - ===> Epoch[604](15706/26): Loss -0.7873, Sem 0.0724, dir -0.9777, norm 0.1181, swav 0.0000 LR: 2.503e-02 Score 97.327 Data time: 0.2842, Forward time: 2.3124, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 6.3178 [2020-11-13 15:51:29,650][root][INFO] - ===> Epoch[604](15707/26): Loss -0.8034, Sem 0.0650, dir -0.9782, norm 0.1098, swav 0.0000 LR: 2.503e-02 Score 97.669 Data time: 0.1665, Forward time: 2.3122, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 5.8645 [2020-11-13 15:51:34,251][root][INFO] - ===> Epoch[604](15708/26): Loss -0.7969, Sem 0.0645, dir -0.9763, norm 0.1149, swav 0.0000 LR: 2.502e-02 Score 97.724 Data time: 0.1435, Forward time: 2.3118, Backward time: 3.0803, DDP time: 0.0034, Total iter time: 4.4767 [2020-11-13 15:51:39,591][root][INFO] - ===> Epoch[604](15709/26): Loss -0.7823, Sem 0.0678, dir -0.9767, norm 0.1265, swav 0.0000 LR: 2.502e-02 Score 97.554 Data time: 0.2307, Forward time: 2.3119, Backward time: 3.0800, DDP time: 0.0034, Total iter time: 5.3025 [2020-11-13 15:51:46,055][root][INFO] - ===> Epoch[604](15710/26): Loss -0.7677, Sem 0.0775, dir -0.9739, norm 0.1286, swav 0.0000 LR: 2.501e-02 Score 97.255 Data time: 0.3205, Forward time: 2.3124, Backward time: 3.0798, DDP time: 0.0034, Total iter time: 6.3323 [2020-11-13 15:51:51,666][root][INFO] - ===> Epoch[605](15711/26): Loss -0.7958, Sem 0.0710, dir -0.9764, norm 0.1097, swav 0.0000 LR: 2.501e-02 Score 97.435 Data time: 0.2517, Forward time: 2.3127, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.4281 [2020-11-13 15:51:58,442][root][INFO] - ===> Epoch[605](15712/26): Loss -0.8006, Sem 0.0694, dir -0.9777, norm 0.1077, swav 0.0000 LR: 2.500e-02 Score 97.461 Data time: 0.2245, Forward time: 2.3128, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 6.6043 [2020-11-13 15:52:03,461][root][INFO] - ===> Epoch[605](15713/26): Loss -0.7878, Sem 0.0730, dir -0.9797, norm 0.1188, swav 0.0000 LR: 2.500e-02 Score 97.373 Data time: 0.2044, Forward time: 2.3127, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 4.8659 [2020-11-13 15:52:08,738][root][INFO] - ===> Epoch[605](15714/26): Loss -0.7671, Sem 0.0724, dir -0.9750, norm 0.1355, swav 0.0000 LR: 2.499e-02 Score 97.502 Data time: 0.1939, Forward time: 2.3127, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 5.1216 [2020-11-13 15:52:14,083][root][INFO] - ===> Epoch[605](15715/26): Loss -0.8022, Sem 0.0627, dir -0.9749, norm 0.1100, swav 0.0000 LR: 2.499e-02 Score 97.770 Data time: 0.2160, Forward time: 2.3128, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 5.2198 [2020-11-13 15:52:19,674][root][INFO] - ===> Epoch[605](15716/26): Loss -0.7900, Sem 0.0688, dir -0.9752, norm 0.1164, swav 0.0000 LR: 2.498e-02 Score 97.601 Data time: 0.2097, Forward time: 2.3128, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 5.4546 [2020-11-13 15:52:26,347][root][INFO] - ===> Epoch[605](15717/26): Loss -0.7806, Sem 0.0641, dir -0.9749, norm 0.1302, swav 0.0000 LR: 2.498e-02 Score 97.758 Data time: 0.2206, Forward time: 2.3128, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 6.5236 [2020-11-13 15:52:33,066][root][INFO] - ===> Epoch[605](15718/26): Loss -0.7936, Sem 0.0737, dir -0.9769, norm 0.1097, swav 0.0000 LR: 2.497e-02 Score 97.531 Data time: 0.3003, Forward time: 2.3133, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 6.5902 [2020-11-13 15:52:39,708][root][INFO] - ===> Epoch[605](15719/26): Loss -0.7797, Sem 0.0666, dir -0.9746, norm 0.1283, swav 0.0000 LR: 2.497e-02 Score 97.616 Data time: 0.1705, Forward time: 2.3132, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 6.4923 [2020-11-13 15:52:45,039][root][INFO] - ===> Epoch[605](15720/26): Loss -0.7537, Sem 0.0846, dir -0.9711, norm 0.1329, swav 0.0000 LR: 2.496e-02 Score 96.963 Data time: 0.1499, Forward time: 2.3129, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 5.2093 [2020-11-13 15:52:50,534][root][INFO] - ===> Epoch[605](15721/26): Loss -0.7884, Sem 0.0718, dir -0.9780, norm 0.1178, swav 0.0000 LR: 2.496e-02 Score 97.446 Data time: 0.1852, Forward time: 2.3129, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 5.4038 [2020-11-13 15:52:56,456][root][INFO] - ===> Epoch[605](15722/26): Loss -0.7812, Sem 0.0769, dir -0.9766, norm 0.1185, swav 0.0000 LR: 2.495e-02 Score 97.242 Data time: 0.2133, Forward time: 2.3129, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 5.7702 [2020-11-13 15:53:01,929][root][INFO] - ===> Epoch[605](15723/26): Loss -0.7829, Sem 0.0808, dir -0.9764, norm 0.1128, swav 0.0000 LR: 2.495e-02 Score 97.147 Data time: 0.1943, Forward time: 2.3128, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.3194 [2020-11-13 15:53:06,837][root][INFO] - ===> Epoch[605](15724/26): Loss -0.7894, Sem 0.0682, dir -0.9777, norm 0.1201, swav 0.0000 LR: 2.494e-02 Score 97.568 Data time: 0.1780, Forward time: 2.3127, Backward time: 3.0793, DDP time: 0.0034, Total iter time: 4.7782 [2020-11-13 15:53:11,779][root][INFO] - ===> Epoch[605](15725/26): Loss -0.7914, Sem 0.0747, dir -0.9782, norm 0.1122, swav 0.0000 LR: 2.493e-02 Score 97.286 Data time: 0.2086, Forward time: 2.3127, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 4.8398 [2020-11-13 15:53:18,094][root][INFO] - ===> Epoch[605](15726/26): Loss -0.7820, Sem 0.0753, dir -0.9766, norm 0.1193, swav 0.0000 LR: 2.493e-02 Score 97.332 Data time: 0.2909, Forward time: 2.3130, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 6.2054 [2020-11-13 15:53:23,474][root][INFO] - ===> Epoch[605](15727/26): Loss -0.7960, Sem 0.0709, dir -0.9743, norm 0.1074, swav 0.0000 LR: 2.492e-02 Score 97.536 Data time: 0.1688, Forward time: 2.3129, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.2131 [2020-11-13 15:53:29,830][root][INFO] - ===> Epoch[605](15728/26): Loss -0.7792, Sem 0.0735, dir -0.9770, norm 0.1243, swav 0.0000 LR: 2.492e-02 Score 97.433 Data time: 0.1994, Forward time: 2.3129, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 6.2589 [2020-11-13 15:53:36,696][root][INFO] - ===> Epoch[605](15729/26): Loss -0.7822, Sem 0.0756, dir -0.9750, norm 0.1172, swav 0.0000 LR: 2.491e-02 Score 97.244 Data time: 0.1457, Forward time: 2.3127, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 6.7049 [2020-11-13 15:53:41,760][root][INFO] - ===> Epoch[605](15730/26): Loss -0.7798, Sem 0.0841, dir -0.9756, norm 0.1117, swav 0.0000 LR: 2.491e-02 Score 97.223 Data time: 0.1514, Forward time: 2.3124, Backward time: 3.0796, DDP time: 0.0034, Total iter time: 4.9911 [2020-11-13 15:53:48,625][root][INFO] - ===> Epoch[605](15731/26): Loss -0.7764, Sem 0.0673, dir -0.9767, norm 0.1331, swav 0.0000 LR: 2.490e-02 Score 97.666 Data time: 0.2054, Forward time: 2.3124, Backward time: 3.0801, DDP time: 0.0034, Total iter time: 6.7693 [2020-11-13 15:53:53,728][root][INFO] - ===> Epoch[605](15732/26): Loss -0.7807, Sem 0.0738, dir -0.9759, norm 0.1214, swav 0.0000 LR: 2.490e-02 Score 97.349 Data time: 0.2314, Forward time: 2.3124, Backward time: 3.0798, DDP time: 0.0034, Total iter time: 4.9893 [2020-11-13 15:53:59,111][root][INFO] - ===> Epoch[605](15733/26): Loss -0.7871, Sem 0.0758, dir -0.9808, norm 0.1179, swav 0.0000 LR: 2.489e-02 Score 97.403 Data time: 0.2466, Forward time: 2.3126, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.2049 [2020-11-13 15:54:05,267][root][INFO] - ===> Epoch[605](15734/26): Loss -0.7996, Sem 0.0709, dir -0.9793, norm 0.1088, swav 0.0000 LR: 2.489e-02 Score 97.393 Data time: 0.1802, Forward time: 2.3125, Backward time: 3.0797, DDP time: 0.0034, Total iter time: 5.9898 [2020-11-13 15:54:10,763][root][INFO] - ===> Epoch[605](15735/26): Loss -0.7806, Sem 0.0720, dir -0.9770, norm 0.1244, swav 0.0000 LR: 2.488e-02 Score 97.407 Data time: 0.2801, Forward time: 2.3126, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.4202 [2020-11-13 15:54:16,040][root][INFO] - ===> Epoch[605](15736/26): Loss -0.7901, Sem 0.0708, dir -0.9773, norm 0.1164, swav 0.0000 LR: 2.488e-02 Score 97.555 Data time: 0.2110, Forward time: 2.3126, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 5.1309 [2020-11-13 15:54:23,179][root][INFO] - ===> Epoch[606](15737/26): Loss -0.7933, Sem 0.0700, dir -0.9784, norm 0.1151, swav 0.0000 LR: 2.487e-02 Score 97.528 Data time: 0.1907, Forward time: 2.3125, Backward time: 3.0798, DDP time: 0.0034, Total iter time: 6.9776 [2020-11-13 15:54:27,699][root][INFO] - ===> Epoch[606](15738/26): Loss -0.8108, Sem 0.0665, dir -0.9816, norm 0.1043, swav 0.0000 LR: 2.487e-02 Score 97.610 Data time: 0.1639, Forward time: 2.3123, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 4.4186 [2020-11-13 15:54:33,627][root][INFO] - ===> Epoch[606](15739/26): Loss -0.8060, Sem 0.0691, dir -0.9776, norm 0.1025, swav 0.0000 LR: 2.486e-02 Score 97.599 Data time: 0.2096, Forward time: 2.3124, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 5.8124 [2020-11-13 15:54:38,193][root][INFO] - ===> Epoch[606](15740/26): Loss -0.8024, Sem 0.0668, dir -0.9792, norm 0.1100, swav 0.0000 LR: 2.486e-02 Score 97.612 Data time: 0.1933, Forward time: 2.3123, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 4.4116 [2020-11-13 15:54:43,531][root][INFO] - ===> Epoch[606](15741/26): Loss -0.7925, Sem 0.0703, dir -0.9754, norm 0.1127, swav 0.0000 LR: 2.485e-02 Score 97.398 Data time: 0.1711, Forward time: 2.3122, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.1938 [2020-11-13 15:54:48,620][root][INFO] - ===> Epoch[606](15742/26): Loss -0.7666, Sem 0.0732, dir -0.9728, norm 0.1330, swav 0.0000 LR: 2.485e-02 Score 97.404 Data time: 0.2013, Forward time: 2.3122, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 4.9832 [2020-11-13 15:54:55,942][root][INFO] - ===> Epoch[606](15743/26): Loss -0.8030, Sem 0.0672, dir -0.9813, norm 0.1111, swav 0.0000 LR: 2.484e-02 Score 97.622 Data time: 0.1831, Forward time: 2.3120, Backward time: 3.0795, DDP time: 0.0034, Total iter time: 7.1853 [2020-11-13 15:55:01,571][root][INFO] - ===> Epoch[606](15744/26): Loss -0.8012, Sem 0.0689, dir -0.9791, norm 0.1089, swav 0.0000 LR: 2.483e-02 Score 97.515 Data time: 0.2254, Forward time: 2.3120, Backward time: 3.0794, DDP time: 0.0034, Total iter time: 5.5228 [2020-11-13 15:55:07,085][root][INFO] - ===> Epoch[606](15745/26): Loss -0.7807, Sem 0.0713, dir -0.9727, norm 0.1207, swav 0.0000 LR: 2.483e-02 Score 97.416 Data time: 0.2601, Forward time: 2.3122, Backward time: 3.0791, DDP time: 0.0034, Total iter time: 5.3677 [2020-11-13 15:55:12,361][root][INFO] - ===> Epoch[606](15746/26): Loss -0.7824, Sem 0.0732, dir -0.9758, norm 0.1201, swav 0.0000 LR: 2.482e-02 Score 97.407 Data time: 0.2498, Forward time: 2.3124, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.0693 [2020-11-13 15:55:18,155][root][INFO] - ===> Epoch[606](15747/26): Loss -0.7924, Sem 0.0694, dir -0.9776, norm 0.1159, swav 0.0000 LR: 2.482e-02 Score 97.497 Data time: 0.2112, Forward time: 2.3124, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.6303 [2020-11-13 15:55:23,440][root][INFO] - ===> Epoch[606](15748/26): Loss -0.7963, Sem 0.0721, dir -0.9783, norm 0.1100, swav 0.0000 LR: 2.481e-02 Score 97.414 Data time: 0.2095, Forward time: 2.3124, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 5.1394 [2020-11-13 15:55:29,665][root][INFO] - ===> Epoch[606](15749/26): Loss -0.7743, Sem 0.0737, dir -0.9756, norm 0.1277, swav 0.0000 LR: 2.481e-02 Score 97.453 Data time: 0.2351, Forward time: 2.3125, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 6.0780 [2020-11-13 15:55:36,445][root][INFO] - ===> Epoch[606](15750/26): Loss -0.7620, Sem 0.0810, dir -0.9747, norm 0.1317, swav 0.0000 LR: 2.480e-02 Score 97.143 Data time: 0.2049, Forward time: 2.3126, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 6.6212 [2020-11-13 15:55:42,464][root][INFO] - ===> Epoch[606](15751/26): Loss -0.8000, Sem 0.0660, dir -0.9768, norm 0.1108, swav 0.0000 LR: 2.480e-02 Score 97.597 Data time: 0.2018, Forward time: 2.3126, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.8537 [2020-11-13 15:55:48,640][root][INFO] - ===> Epoch[606](15752/26): Loss -0.7996, Sem 0.0708, dir -0.9794, norm 0.1089, swav 0.0000 LR: 2.479e-02 Score 97.500 Data time: 0.2381, Forward time: 2.3127, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 5.9976 [2020-11-13 15:55:55,391][root][INFO] - ===> Epoch[606](15753/26): Loss -0.7599, Sem 0.0753, dir -0.9732, norm 0.1381, swav 0.0000 LR: 2.479e-02 Score 97.344 Data time: 0.2125, Forward time: 2.3128, Backward time: 3.0792, DDP time: 0.0034, Total iter time: 6.5732 [2020-11-13 15:56:00,995][root][INFO] - ===> Epoch[606](15754/26): Loss -0.7981, Sem 0.0691, dir -0.9775, norm 0.1102, swav 0.0000 LR: 2.478e-02 Score 97.465 Data time: 0.2641, Forward time: 2.3131, Backward time: 3.0788, DDP time: 0.0034, Total iter time: 5.4757 [2020-11-13 15:56:05,513][root][INFO] - ===> Epoch[606](15755/26): Loss -0.7607, Sem 0.0806, dir -0.9657, norm 0.1245, swav 0.0000 LR: 2.478e-02 Score 97.027 Data time: 0.2125, Forward time: 2.3128, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 4.3920 [2020-11-13 15:56:11,973][root][INFO] - ===> Epoch[606](15756/26): Loss -0.7891, Sem 0.0618, dir -0.9788, norm 0.1279, swav 0.0000 LR: 2.477e-02 Score 97.823 Data time: 0.1986, Forward time: 2.3128, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 6.3787 [2020-11-13 15:56:16,880][root][INFO] - ===> Epoch[606](15757/26): Loss -0.8096, Sem 0.0606, dir -0.9777, norm 0.1075, swav 0.0000 LR: 2.477e-02 Score 97.903 Data time: 0.1908, Forward time: 2.3127, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 4.7685 [2020-11-13 15:56:21,970][root][INFO] - ===> Epoch[606](15758/26): Loss -0.7714, Sem 0.0725, dir -0.9743, norm 0.1305, swav 0.0000 LR: 2.476e-02 Score 97.455 Data time: 0.2568, Forward time: 2.3126, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.0056 [2020-11-13 15:56:27,447][root][INFO] - ===> Epoch[606](15759/26): Loss -0.7938, Sem 0.0650, dir -0.9797, norm 0.1209, swav 0.0000 LR: 2.476e-02 Score 97.692 Data time: 0.2648, Forward time: 2.3128, Backward time: 3.0780, DDP time: 0.0034, Total iter time: 5.3369 [2020-11-13 15:56:34,146][root][INFO] - ===> Epoch[606](15760/26): Loss -0.7710, Sem 0.0797, dir -0.9755, norm 0.1249, swav 0.0000 LR: 2.475e-02 Score 97.161 Data time: 0.1540, Forward time: 2.3125, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 6.5422 [2020-11-13 15:56:40,028][root][INFO] - ===> Epoch[606](15761/26): Loss -0.7881, Sem 0.0634, dir -0.9781, norm 0.1267, swav 0.0000 LR: 2.475e-02 Score 97.752 Data time: 0.2246, Forward time: 2.3126, Backward time: 3.0787, DDP time: 0.0034, Total iter time: 5.7999 [2020-11-13 15:56:46,366][root][INFO] - ===> Epoch[606](15762/26): Loss -0.7877, Sem 0.0757, dir -0.9783, norm 0.1150, swav 0.0000 LR: 2.474e-02 Score 97.220 Data time: 0.2845, Forward time: 2.3130, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 6.2112 [2020-11-13 15:56:52,662][root][INFO] - ===> Epoch[607](15763/26): Loss -0.7935, Sem 0.0688, dir -0.9778, norm 0.1155, swav 0.0000 LR: 2.474e-02 Score 97.576 Data time: 0.1752, Forward time: 2.3128, Backward time: 3.0789, DDP time: 0.0034, Total iter time: 6.1344 [2020-11-13 15:56:57,530][root][INFO] - ===> Epoch[607](15764/26): Loss -0.7917, Sem 0.0696, dir -0.9771, norm 0.1157, swav 0.0000 LR: 2.473e-02 Score 97.462 Data time: 0.2095, Forward time: 2.3128, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 4.7437 [2020-11-13 15:57:02,713][root][INFO] - ===> Epoch[607](15765/26): Loss -0.7821, Sem 0.0727, dir -0.9761, norm 0.1213, swav 0.0000 LR: 2.472e-02 Score 97.469 Data time: 0.1802, Forward time: 2.3126, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 5.0326 [2020-11-13 15:57:08,435][root][INFO] - ===> Epoch[607](15766/26): Loss -0.7608, Sem 0.0815, dir -0.9769, norm 0.1346, swav 0.0000 LR: 2.472e-02 Score 97.058 Data time: 0.2281, Forward time: 2.3127, Backward time: 3.0783, DDP time: 0.0034, Total iter time: 5.6439 [2020-11-13 15:57:13,348][root][INFO] - ===> Epoch[607](15767/26): Loss -0.8133, Sem 0.0675, dir -0.9820, norm 0.1013, swav 0.0000 LR: 2.471e-02 Score 97.608 Data time: 0.2183, Forward time: 2.3127, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 4.7713 [2020-11-13 15:57:18,945][root][INFO] - ===> Epoch[607](15768/26): Loss -0.7802, Sem 0.0705, dir -0.9766, norm 0.1259, swav 0.0000 LR: 2.471e-02 Score 97.518 Data time: 0.2545, Forward time: 2.3129, Backward time: 3.0776, DDP time: 0.0034, Total iter time: 5.4828 [2020-11-13 15:57:24,239][root][INFO] - ===> Epoch[607](15769/26): Loss -0.7952, Sem 0.0687, dir -0.9770, norm 0.1131, swav 0.0000 LR: 2.470e-02 Score 97.583 Data time: 0.1870, Forward time: 2.3127, Backward time: 3.0775, DDP time: 0.0034, Total iter time: 5.1038 [2020-11-13 15:57:30,293][root][INFO] - ===> Epoch[607](15770/26): Loss -0.7824, Sem 0.0698, dir -0.9767, norm 0.1245, swav 0.0000 LR: 2.470e-02 Score 97.509 Data time: 0.2602, Forward time: 2.3130, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 5.9417 [2020-11-13 15:57:35,423][root][INFO] - ===> Epoch[607](15771/26): Loss -0.7797, Sem 0.0717, dir -0.9768, norm 0.1255, swav 0.0000 LR: 2.469e-02 Score 97.495 Data time: 0.2281, Forward time: 2.3131, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 4.9664 [2020-11-13 15:57:40,412][root][INFO] - ===> Epoch[607](15772/26): Loss -0.7696, Sem 0.0764, dir -0.9741, norm 0.1281, swav 0.0000 LR: 2.469e-02 Score 97.300 Data time: 0.2323, Forward time: 2.3131, Backward time: 3.0766, DDP time: 0.0034, Total iter time: 4.8432 [2020-11-13 15:57:46,175][root][INFO] - ===> Epoch[607](15773/26): Loss -0.7930, Sem 0.0638, dir -0.9781, norm 0.1213, swav 0.0000 LR: 2.468e-02 Score 97.753 Data time: 0.2317, Forward time: 2.3133, Backward time: 3.0764, DDP time: 0.0034, Total iter time: 5.6416 [2020-11-13 15:57:52,518][root][INFO] - ===> Epoch[607](15774/26): Loss -0.7731, Sem 0.0767, dir -0.9755, norm 0.1258, swav 0.0000 LR: 2.468e-02 Score 97.217 Data time: 0.1364, Forward time: 2.3129, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 6.1796 [2020-11-13 15:57:58,470][root][INFO] - ===> Epoch[607](15775/26): Loss -0.7745, Sem 0.0760, dir -0.9727, norm 0.1222, swav 0.0000 LR: 2.467e-02 Score 97.240 Data time: 0.2654, Forward time: 2.3129, Backward time: 3.0771, DDP time: 0.0034, Total iter time: 5.8907 [2020-11-13 15:58:04,897][root][INFO] - ===> Epoch[607](15776/26): Loss -0.7916, Sem 0.0694, dir -0.9773, norm 0.1163, swav 0.0000 LR: 2.467e-02 Score 97.477 Data time: 0.3167, Forward time: 2.3134, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 6.3169 [2020-11-13 15:58:11,731][root][INFO] - ===> Epoch[607](15777/26): Loss -0.7753, Sem 0.0761, dir -0.9745, norm 0.1232, swav 0.0000 LR: 2.466e-02 Score 97.259 Data time: 0.2264, Forward time: 2.3135, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 6.7016 [2020-11-13 15:58:16,882][root][INFO] - ===> Epoch[607](15778/26): Loss -0.7794, Sem 0.0712, dir -0.9762, norm 0.1256, swav 0.0000 LR: 2.466e-02 Score 97.469 Data time: 0.2269, Forward time: 2.3136, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 5.0226 [2020-11-13 15:58:22,926][root][INFO] - ===> Epoch[607](15779/26): Loss -0.7969, Sem 0.0676, dir -0.9762, norm 0.1117, swav 0.0000 LR: 2.465e-02 Score 97.533 Data time: 0.2250, Forward time: 2.3136, Backward time: 3.0769, DDP time: 0.0034, Total iter time: 5.9012 [2020-11-13 15:58:28,265][root][INFO] - ===> Epoch[607](15780/26): Loss -0.7933, Sem 0.0730, dir -0.9751, norm 0.1088, swav 0.0000 LR: 2.465e-02 Score 97.472 Data time: 0.2682, Forward time: 2.3137, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 5.2300 [2020-11-13 15:58:33,946][root][INFO] - ===> Epoch[607](15781/26): Loss -0.7624, Sem 0.0783, dir -0.9730, norm 0.1324, swav 0.0000 LR: 2.464e-02 Score 97.193 Data time: 0.2427, Forward time: 2.3138, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 5.5643 [2020-11-13 15:58:43,295][root][INFO] - ===> Epoch[607](15782/26): Loss -0.7842, Sem 0.0715, dir -0.9769, norm 0.1212, swav 0.0000 LR: 2.464e-02 Score 97.416 Data time: 0.1618, Forward time: 2.3136, Backward time: 3.0782, DDP time: 0.0034, Total iter time: 9.1955 [2020-11-13 15:58:48,308][root][INFO] - ===> Epoch[607](15783/26): Loss -0.8076, Sem 0.0629, dir -0.9790, norm 0.1084, swav 0.0000 LR: 2.463e-02 Score 97.797 Data time: 0.1911, Forward time: 2.3136, Backward time: 3.0779, DDP time: 0.0034, Total iter time: 4.8806 [2020-11-13 15:58:53,498][root][INFO] - ===> Epoch[607](15784/26): Loss -0.7971, Sem 0.0681, dir -0.9773, norm 0.1121, swav 0.0000 LR: 2.462e-02 Score 97.570 Data time: 0.1707, Forward time: 2.3134, Backward time: 3.0778, DDP time: 0.0034, Total iter time: 5.0582 [2020-11-13 15:58:58,177][root][INFO] - ===> Epoch[607](15785/26): Loss -0.7958, Sem 0.0679, dir -0.9804, norm 0.1167, swav 0.0000 LR: 2.462e-02 Score 97.602 Data time: 0.2001, Forward time: 2.3134, Backward time: 3.0774, DDP time: 0.0034, Total iter time: 4.5665 [2020-11-13 15:59:02,663][root][INFO] - ===> Epoch[607](15786/26): Loss -0.7925, Sem 0.0679, dir -0.9777, norm 0.1173, swav 0.0000 LR: 2.461e-02 Score 97.604 Data time: 0.2156, Forward time: 2.3134, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 4.3448 [2020-11-13 15:59:09,913][root][INFO] - ===> Epoch[607](15787/26): Loss -0.7822, Sem 0.0793, dir -0.9772, norm 0.1156, swav 0.0000 LR: 2.461e-02 Score 97.235 Data time: 0.2272, Forward time: 2.3135, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 7.1273 [2020-11-13 15:59:15,397][root][INFO] - ===> Epoch[607](15788/26): Loss -0.7841, Sem 0.0800, dir -0.9743, norm 0.1101, swav 0.0000 LR: 2.460e-02 Score 97.301 Data time: 0.2339, Forward time: 2.3136, Backward time: 3.0771, DDP time: 0.0034, Total iter time: 5.3553 [2020-11-13 15:59:20,337][root][INFO] - ===> Epoch[608](15789/26): Loss -0.7968, Sem 0.0691, dir -0.9778, norm 0.1119, swav 0.0000 LR: 2.460e-02 Score 97.541 Data time: 0.2132, Forward time: 2.3136, Backward time: 3.0767, DDP time: 0.0034, Total iter time: 4.7874 [2020-11-13 15:59:25,865][root][INFO] - ===> Epoch[608](15790/26): Loss -0.7871, Sem 0.0718, dir -0.9744, norm 0.1155, swav 0.0000 LR: 2.459e-02 Score 97.550 Data time: 0.2589, Forward time: 2.3138, Backward time: 3.0763, DDP time: 0.0034, Total iter time: 5.3794 [2020-11-13 15:59:32,402][root][INFO] - ===> Epoch[608](15791/26): Loss -0.7686, Sem 0.0825, dir -0.9765, norm 0.1253, swav 0.0000 LR: 2.459e-02 Score 97.100 Data time: 0.2242, Forward time: 2.3139, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 6.3583 [2020-11-13 15:59:38,571][root][INFO] - ===> Epoch[608](15792/26): Loss -0.8087, Sem 0.0675, dir -0.9821, norm 0.1059, swav 0.0000 LR: 2.458e-02 Score 97.617 Data time: 0.2612, Forward time: 2.3141, Backward time: 3.0765, DDP time: 0.0034, Total iter time: 5.9936 [2020-11-13 15:59:44,867][root][INFO] - ===> Epoch[608](15793/26): Loss -0.7991, Sem 0.0677, dir -0.9789, norm 0.1122, swav 0.0000 LR: 2.458e-02 Score 97.589 Data time: 0.2683, Forward time: 2.3144, Backward time: 3.0763, DDP time: 0.0034, Total iter time: 6.1362 [2020-11-13 15:59:50,962][root][INFO] - ===> Epoch[608](15794/26): Loss -0.7965, Sem 0.0723, dir -0.9793, norm 0.1105, swav 0.0000 LR: 2.457e-02 Score 97.374 Data time: 0.2463, Forward time: 2.3147, Backward time: 3.0762, DDP time: 0.0034, Total iter time: 5.9011 [2020-11-13 15:59:57,338][root][INFO] - ===> Epoch[608](15795/26): Loss -0.7660, Sem 0.0741, dir -0.9749, norm 0.1347, swav 0.0000 LR: 2.457e-02 Score 97.349 Data time: 0.3628, Forward time: 2.3150, Backward time: 3.0760, DDP time: 0.0034, Total iter time: 6.2082 [2020-11-13 16:00:02,427][root][INFO] - ===> Epoch[608](15796/26): Loss -0.7756, Sem 0.0873, dir -0.9785, norm 0.1156, swav 0.0000 LR: 2.456e-02 Score 97.229 Data time: 0.2029, Forward time: 2.3151, Backward time: 3.0757, DDP time: 0.0034, Total iter time: 4.9232 [2020-11-13 16:00:07,964][root][INFO] - ===> Epoch[608](15797/26): Loss -0.7814, Sem 0.0747, dir -0.9773, norm 0.1213, swav 0.0000 LR: 2.456e-02 Score 97.348 Data time: 0.1456, Forward time: 2.3149, Backward time: 3.0758, DDP time: 0.0034, Total iter time: 5.4368 [2020-11-13 16:00:13,339][root][INFO] - ===> Epoch[608](15798/26): Loss -0.7901, Sem 0.0689, dir -0.9758, norm 0.1169, swav 0.0000 LR: 2.455e-02 Score 97.671 Data time: 0.1902, Forward time: 2.3147, Backward time: 3.0758, DDP time: 0.0034, Total iter time: 5.3018 [2020-11-13 16:00:18,338][root][INFO] - ===> Epoch[608](15799/26): Loss -0.7960, Sem 0.0705, dir -0.9776, norm 0.1112, swav 0.0000 LR: 2.455e-02 Score 97.476 Data time: 0.2084, Forward time: 2.3147, Backward time: 3.0755, DDP time: 0.0034, Total iter time: 4.8899 [2020-11-13 16:00:23,575][root][INFO] - ===> Epoch[608](15800/26): Loss -0.7945, Sem 0.0663, dir -0.9764, norm 0.1156, swav 0.0000 LR: 2.454e-02 Score 97.663 Data time: 0.2107, Forward time: 2.3147, Backward time: 3.0752, DDP time: 0.0034, Total iter time: 5.1103 [2020-11-13 16:00:29,543][root][INFO] - ===> Epoch[608](15801/26): Loss -0.7684, Sem 0.0789, dir -0.9756, norm 0.1283, swav 0.0000 LR: 2.454e-02 Score 97.231 Data time: 0.2632, Forward time: 2.3150, Backward time: 3.0750, DDP time: 0.0034, Total iter time: 5.8823 [2020-11-13 16:00:35,274][root][INFO] - ===> Epoch[608](15802/26): Loss -0.8056, Sem 0.0631, dir -0.9777, norm 0.1090, swav 0.0000 LR: 2.453e-02 Score 97.768 Data time: 0.1929, Forward time: 2.3149, Backward time: 3.0751, DDP time: 0.0034, Total iter time: 5.5386 [2020-11-13 16:00:41,353][root][INFO] - ===> Epoch[608](15803/26): Loss -0.8013, Sem 0.0678, dir -0.9806, norm 0.1115, swav 0.0000 LR: 2.452e-02 Score 97.563 Data time: 0.1891, Forward time: 2.3148, Backward time: 3.0754, DDP time: 0.0034, Total iter time: 5.9630 [2020-11-13 16:00:46,346][root][INFO] - ===> Epoch[608](15804/26): Loss -0.7906, Sem 0.0738, dir -0.9790, norm 0.1146, swav 0.0000 LR: 2.452e-02 Score 97.425 Data time: 0.2409, Forward time: 2.3149, Backward time: 3.0749, DDP time: 0.0034, Total iter time: 4.8616 [2020-11-13 16:00:51,855][root][INFO] - ===> Epoch[608](15805/26): Loss -0.7986, Sem 0.0648, dir -0.9762, norm 0.1128, swav 0.0000 LR: 2.451e-02 Score 97.678 Data time: 0.2693, Forward time: 2.3151, Backward time: 3.0745, DDP time: 0.0034, Total iter time: 5.3517 [2020-11-13 16:00:59,303][root][INFO] - ===> Epoch[608](15806/26): Loss -0.8016, Sem 0.0659, dir -0.9782, norm 0.1108, swav 0.0000 LR: 2.451e-02 Score 97.604 Data time: 0.1348, Forward time: 2.3147, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 7.2930 [2020-11-13 16:01:06,092][root][INFO] - ===> Epoch[608](15807/26): Loss -0.7924, Sem 0.0688, dir -0.9774, norm 0.1162, swav 0.0000 LR: 2.450e-02 Score 97.574 Data time: 0.1557, Forward time: 2.3145, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 6.7245 [2020-11-13 16:01:12,143][root][INFO] - ===> Epoch[608](15808/26): Loss -0.7992, Sem 0.0686, dir -0.9785, norm 0.1107, swav 0.0000 LR: 2.450e-02 Score 97.510 Data time: 0.1702, Forward time: 2.3143, Backward time: 3.0767, DDP time: 0.0035, Total iter time: 5.9713 [2020-11-13 16:01:17,899][root][INFO] - ===> Epoch[608](15809/26): Loss -0.7737, Sem 0.0776, dir -0.9733, norm 0.1220, swav 0.0000 LR: 2.449e-02 Score 97.240 Data time: 0.2210, Forward time: 2.3144, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.7205 [2020-11-13 16:01:22,503][root][INFO] - ===> Epoch[608](15810/26): Loss -0.7705, Sem 0.0772, dir -0.9745, norm 0.1269, swav 0.0000 LR: 2.449e-02 Score 97.323 Data time: 0.2035, Forward time: 2.3144, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 4.4527 [2020-11-13 16:01:28,052][root][INFO] - ===> Epoch[608](15811/26): Loss -0.7940, Sem 0.0659, dir -0.9749, norm 0.1149, swav 0.0000 LR: 2.448e-02 Score 97.667 Data time: 0.1187, Forward time: 2.3140, Backward time: 3.0765, DDP time: 0.0035, Total iter time: 5.4328 [2020-11-13 16:01:32,571][root][INFO] - ===> Epoch[608](15812/26): Loss -0.7912, Sem 0.0690, dir -0.9757, norm 0.1155, swav 0.0000 LR: 2.448e-02 Score 97.456 Data time: 0.1723, Forward time: 2.3138, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 4.4528 [2020-11-13 16:01:39,203][root][INFO] - ===> Epoch[608](15813/26): Loss -0.7819, Sem 0.0756, dir -0.9749, norm 0.1174, swav 0.0000 LR: 2.447e-02 Score 97.327 Data time: 0.1649, Forward time: 2.3136, Backward time: 3.0768, DDP time: 0.0035, Total iter time: 6.5711 [2020-11-13 16:01:44,575][root][INFO] - ===> Epoch[608](15814/26): Loss -0.7877, Sem 0.0699, dir -0.9763, norm 0.1187, swav 0.0000 LR: 2.447e-02 Score 97.495 Data time: 0.0996, Forward time: 2.3132, Backward time: 3.0771, DDP time: 0.0035, Total iter time: 5.3119 [2020-11-13 16:01:50,517][root][INFO] - ===> Epoch[609](15815/26): Loss -0.7826, Sem 0.0700, dir -0.9760, norm 0.1234, swav 0.0000 LR: 2.446e-02 Score 97.502 Data time: 0.1953, Forward time: 2.3131, Backward time: 3.0773, DDP time: 0.0035, Total iter time: 5.9098 [2020-11-13 16:01:57,172][root][INFO] - ===> Epoch[609](15816/26): Loss -0.8019, Sem 0.0648, dir -0.9800, norm 0.1133, swav 0.0000 LR: 2.446e-02 Score 97.680 Data time: 0.3018, Forward time: 2.3135, Backward time: 3.0772, DDP time: 0.0034, Total iter time: 6.5313 [2020-11-13 16:02:01,975][root][INFO] - ===> Epoch[609](15817/26): Loss -0.7682, Sem 0.0785, dir -0.9766, norm 0.1299, swav 0.0000 LR: 2.445e-02 Score 97.230 Data time: 0.2275, Forward time: 2.3136, Backward time: 3.0768, DDP time: 0.0035, Total iter time: 4.6612 [2020-11-13 16:02:07,470][root][INFO] - ===> Epoch[609](15818/26): Loss -0.7744, Sem 0.0849, dir -0.9763, norm 0.1170, swav 0.0000 LR: 2.445e-02 Score 97.184 Data time: 0.2477, Forward time: 2.3138, Backward time: 3.0764, DDP time: 0.0034, Total iter time: 5.3646 [2020-11-13 16:02:12,927][root][INFO] - ===> Epoch[609](15819/26): Loss -0.7933, Sem 0.0713, dir -0.9793, norm 0.1148, swav 0.0000 LR: 2.444e-02 Score 97.367 Data time: 0.1728, Forward time: 2.3136, Backward time: 3.0763, DDP time: 0.0035, Total iter time: 5.2968 [2020-11-13 16:02:18,405][root][INFO] - ===> Epoch[609](15820/26): Loss -0.7839, Sem 0.0756, dir -0.9740, norm 0.1145, swav 0.0000 LR: 2.444e-02 Score 97.264 Data time: 0.1468, Forward time: 2.3133, Backward time: 3.0765, DDP time: 0.0035, Total iter time: 5.3857 [2020-11-13 16:02:24,190][root][INFO] - ===> Epoch[609](15821/26): Loss -0.7839, Sem 0.0750, dir -0.9755, norm 0.1167, swav 0.0000 LR: 2.443e-02 Score 97.320 Data time: 0.1975, Forward time: 2.3132, Backward time: 3.0767, DDP time: 0.0035, Total iter time: 5.7020 [2020-11-13 16:02:29,876][root][INFO] - ===> Epoch[609](15822/26): Loss -0.7735, Sem 0.0704, dir -0.9767, norm 0.1327, swav 0.0000 LR: 2.442e-02 Score 97.474 Data time: 0.2386, Forward time: 2.3134, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 5.5435 [2020-11-13 16:02:36,461][root][INFO] - ===> Epoch[609](15823/26): Loss -0.7807, Sem 0.0782, dir -0.9780, norm 0.1192, swav 0.0000 LR: 2.442e-02 Score 97.276 Data time: 0.2047, Forward time: 2.3133, Backward time: 3.0769, DDP time: 0.0035, Total iter time: 6.4383 [2020-11-13 16:02:43,349][root][INFO] - ===> Epoch[609](15824/26): Loss -0.7867, Sem 0.0698, dir -0.9717, norm 0.1152, swav 0.0000 LR: 2.441e-02 Score 97.554 Data time: 0.3088, Forward time: 2.3138, Backward time: 3.0768, DDP time: 0.0034, Total iter time: 6.7801 [2020-11-13 16:02:48,723][root][INFO] - ===> Epoch[609](15825/26): Loss -0.7899, Sem 0.0596, dir -0.9760, norm 0.1265, swav 0.0000 LR: 2.441e-02 Score 98.013 Data time: 0.1768, Forward time: 2.3136, Backward time: 3.0768, DDP time: 0.0035, Total iter time: 5.1918 [2020-11-13 16:02:55,060][root][INFO] - ===> Epoch[609](15826/26): Loss -0.7973, Sem 0.0632, dir -0.9757, norm 0.1152, swav 0.0000 LR: 2.440e-02 Score 97.743 Data time: 0.3475, Forward time: 2.3139, Backward time: 3.0767, DDP time: 0.0035, Total iter time: 6.2303 [2020-11-13 16:03:00,674][root][INFO] - ===> Epoch[609](15827/26): Loss -0.7895, Sem 0.0649, dir -0.9790, norm 0.1246, swav 0.0000 LR: 2.440e-02 Score 97.724 Data time: 0.2077, Forward time: 2.3139, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.4502 [2020-11-13 16:03:06,705][root][INFO] - ===> Epoch[609](15828/26): Loss -0.8056, Sem 0.0631, dir -0.9782, norm 0.1096, swav 0.0000 LR: 2.439e-02 Score 97.735 Data time: 0.2187, Forward time: 2.3140, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.9017 [2020-11-13 16:03:12,467][root][INFO] - ===> Epoch[609](15829/26): Loss -0.7976, Sem 0.0639, dir -0.9792, norm 0.1178, swav 0.0000 LR: 2.439e-02 Score 97.762 Data time: 0.2881, Forward time: 2.3141, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 5.6068 [2020-11-13 16:03:19,212][root][INFO] - ===> Epoch[609](15830/26): Loss -0.7956, Sem 0.0650, dir -0.9775, norm 0.1169, swav 0.0000 LR: 2.438e-02 Score 97.691 Data time: 0.2979, Forward time: 2.3146, Backward time: 3.0763, DDP time: 0.0035, Total iter time: 6.5839 [2020-11-13 16:03:26,502][root][INFO] - ===> Epoch[609](15831/26): Loss -0.8167, Sem 0.0585, dir -0.9807, norm 0.1055, swav 0.0000 LR: 2.438e-02 Score 97.863 Data time: 0.1430, Forward time: 2.3143, Backward time: 3.0772, DDP time: 0.0035, Total iter time: 7.1213 [2020-11-13 16:03:31,808][root][INFO] - ===> Epoch[609](15832/26): Loss -0.7792, Sem 0.0752, dir -0.9749, norm 0.1204, swav 0.0000 LR: 2.437e-02 Score 97.214 Data time: 0.2176, Forward time: 2.3143, Backward time: 3.0770, DDP time: 0.0035, Total iter time: 5.2155 [2020-11-13 16:03:37,471][root][INFO] - ===> Epoch[609](15833/26): Loss -0.7831, Sem 0.0735, dir -0.9754, norm 0.1188, swav 0.0000 LR: 2.437e-02 Score 97.438 Data time: 0.2405, Forward time: 2.3146, Backward time: 3.0767, DDP time: 0.0035, Total iter time: 5.5445 [2020-11-13 16:03:42,910][root][INFO] - ===> Epoch[609](15834/26): Loss -0.7713, Sem 0.0739, dir -0.9742, norm 0.1290, swav 0.0000 LR: 2.436e-02 Score 97.390 Data time: 0.1917, Forward time: 2.3145, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.2809 [2020-11-13 16:03:48,536][root][INFO] - ===> Epoch[609](15835/26): Loss -0.7847, Sem 0.0734, dir -0.9781, norm 0.1200, swav 0.0000 LR: 2.436e-02 Score 97.332 Data time: 0.2115, Forward time: 2.3144, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.4669 [2020-11-13 16:03:53,967][root][INFO] - ===> Epoch[609](15836/26): Loss -0.7872, Sem 0.0739, dir -0.9774, norm 0.1162, swav 0.0000 LR: 2.435e-02 Score 97.327 Data time: 0.2989, Forward time: 2.3146, Backward time: 3.0762, DDP time: 0.0035, Total iter time: 5.3192 [2020-11-13 16:03:59,511][root][INFO] - ===> Epoch[609](15837/26): Loss -0.7688, Sem 0.0728, dir -0.9712, norm 0.1297, swav 0.0000 LR: 2.435e-02 Score 97.323 Data time: 0.2351, Forward time: 2.3148, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 5.3841 [2020-11-13 16:04:05,102][root][INFO] - ===> Epoch[609](15838/26): Loss -0.7902, Sem 0.0656, dir -0.9742, norm 0.1184, swav 0.0000 LR: 2.434e-02 Score 97.620 Data time: 0.1618, Forward time: 2.3146, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 5.4518 [2020-11-13 16:04:11,227][root][INFO] - ===> Epoch[609](15839/26): Loss -0.7945, Sem 0.0663, dir -0.9761, norm 0.1152, swav 0.0000 LR: 2.434e-02 Score 97.610 Data time: 0.1651, Forward time: 2.3144, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 6.0192 [2020-11-13 16:04:17,199][root][INFO] - ===> Epoch[609](15840/26): Loss -0.7979, Sem 0.0655, dir -0.9773, norm 0.1139, swav 0.0000 LR: 2.433e-02 Score 97.648 Data time: 0.1892, Forward time: 2.3143, Backward time: 3.0765, DDP time: 0.0035, Total iter time: 5.8498 [2020-11-13 16:04:22,437][root][INFO] - ===> Epoch[610](15841/26): Loss -0.7735, Sem 0.0794, dir -0.9752, norm 0.1224, swav 0.0000 LR: 2.432e-02 Score 97.201 Data time: 0.1712, Forward time: 2.3142, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 5.0853 [2020-11-13 16:04:28,038][root][INFO] - ===> Epoch[610](15842/26): Loss -0.8019, Sem 0.0658, dir -0.9789, norm 0.1113, swav 0.0000 LR: 2.432e-02 Score 97.597 Data time: 0.2037, Forward time: 2.3141, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 5.4959 [2020-11-13 16:04:35,081][root][INFO] - ===> Epoch[610](15843/26): Loss -0.7942, Sem 0.0747, dir -0.9800, norm 0.1110, swav 0.0000 LR: 2.431e-02 Score 97.354 Data time: 0.2062, Forward time: 2.3141, Backward time: 3.0770, DDP time: 0.0035, Total iter time: 6.8996 [2020-11-13 16:04:40,259][root][INFO] - ===> Epoch[610](15844/26): Loss -0.7933, Sem 0.0694, dir -0.9777, norm 0.1150, swav 0.0000 LR: 2.431e-02 Score 97.547 Data time: 0.1976, Forward time: 2.3141, Backward time: 3.0767, DDP time: 0.0035, Total iter time: 5.0267 [2020-11-13 16:04:45,473][root][INFO] - ===> Epoch[610](15845/26): Loss -0.7844, Sem 0.0714, dir -0.9786, norm 0.1228, swav 0.0000 LR: 2.430e-02 Score 97.479 Data time: 0.2386, Forward time: 2.3142, Backward time: 3.0763, DDP time: 0.0035, Total iter time: 5.0622 [2020-11-13 16:04:51,600][root][INFO] - ===> Epoch[610](15846/26): Loss -0.7648, Sem 0.0772, dir -0.9742, norm 0.1322, swav 0.0000 LR: 2.430e-02 Score 97.202 Data time: 0.2852, Forward time: 2.3145, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 5.9911 [2020-11-13 16:04:56,939][root][INFO] - ===> Epoch[610](15847/26): Loss -0.7811, Sem 0.0779, dir -0.9775, norm 0.1185, swav 0.0000 LR: 2.429e-02 Score 97.277 Data time: 0.2157, Forward time: 2.3145, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 5.1402 [2020-11-13 16:05:03,609][root][INFO] - ===> Epoch[610](15848/26): Loss -0.7713, Sem 0.0704, dir -0.9736, norm 0.1319, swav 0.0000 LR: 2.429e-02 Score 97.538 Data time: 0.2330, Forward time: 2.3147, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 6.5612 [2020-11-13 16:05:08,908][root][INFO] - ===> Epoch[610](15849/26): Loss -0.7982, Sem 0.0682, dir -0.9793, norm 0.1130, swav 0.0000 LR: 2.428e-02 Score 97.526 Data time: 0.1585, Forward time: 2.3145, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 5.1288 [2020-11-13 16:05:13,859][root][INFO] - ===> Epoch[610](15850/26): Loss -0.7910, Sem 0.0712, dir -0.9749, norm 0.1128, swav 0.0000 LR: 2.428e-02 Score 97.469 Data time: 0.2064, Forward time: 2.3145, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 4.8306 [2020-11-13 16:05:19,133][root][INFO] - ===> Epoch[610](15851/26): Loss -0.7855, Sem 0.0705, dir -0.9780, norm 0.1220, swav 0.0000 LR: 2.427e-02 Score 97.554 Data time: 0.1790, Forward time: 2.3143, Backward time: 3.0758, DDP time: 0.0035, Total iter time: 5.1479 [2020-11-13 16:05:25,616][root][INFO] - ===> Epoch[610](15852/26): Loss -0.8011, Sem 0.0702, dir -0.9788, norm 0.1075, swav 0.0000 LR: 2.427e-02 Score 97.530 Data time: 0.2126, Forward time: 2.3143, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 6.4157 [2020-11-13 16:05:30,810][root][INFO] - ===> Epoch[610](15853/26): Loss -0.7675, Sem 0.0776, dir -0.9751, norm 0.1300, swav 0.0000 LR: 2.426e-02 Score 97.295 Data time: 0.2213, Forward time: 2.3145, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.0511 [2020-11-13 16:05:36,497][root][INFO] - ===> Epoch[610](15854/26): Loss -0.7766, Sem 0.0830, dir -0.9764, norm 0.1169, swav 0.0000 LR: 2.426e-02 Score 97.005 Data time: 0.1479, Forward time: 2.3142, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 5.5475 [2020-11-13 16:05:41,662][root][INFO] - ===> Epoch[610](15855/26): Loss -0.7973, Sem 0.0684, dir -0.9792, norm 0.1135, swav 0.0000 LR: 2.425e-02 Score 97.589 Data time: 0.1852, Forward time: 2.3140, Backward time: 3.0758, DDP time: 0.0035, Total iter time: 5.0636 [2020-11-13 16:05:47,569][root][INFO] - ===> Epoch[610](15856/26): Loss -0.7929, Sem 0.0674, dir -0.9755, norm 0.1153, swav 0.0000 LR: 2.425e-02 Score 97.569 Data time: 0.3064, Forward time: 2.3143, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.7726 [2020-11-13 16:05:52,277][root][INFO] - ===> Epoch[610](15857/26): Loss -0.7921, Sem 0.0710, dir -0.9757, norm 0.1126, swav 0.0000 LR: 2.424e-02 Score 97.487 Data time: 0.2470, Forward time: 2.3142, Backward time: 3.0751, DDP time: 0.0035, Total iter time: 4.5497 [2020-11-13 16:05:58,436][root][INFO] - ===> Epoch[610](15858/26): Loss -0.8041, Sem 0.0706, dir -0.9819, norm 0.1071, swav 0.0000 LR: 2.424e-02 Score 97.513 Data time: 0.2008, Forward time: 2.3142, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 6.0287 [2020-11-13 16:06:04,064][root][INFO] - ===> Epoch[610](15859/26): Loss -0.7945, Sem 0.0703, dir -0.9769, norm 0.1120, swav 0.0000 LR: 2.423e-02 Score 97.493 Data time: 0.2445, Forward time: 2.3144, Backward time: 3.0751, DDP time: 0.0035, Total iter time: 5.4952 [2020-11-13 16:06:09,811][root][INFO] - ===> Epoch[610](15860/26): Loss -0.7820, Sem 0.0768, dir -0.9767, norm 0.1180, swav 0.0000 LR: 2.422e-02 Score 97.344 Data time: 0.2516, Forward time: 2.3144, Backward time: 3.0750, DDP time: 0.0035, Total iter time: 5.5821 [2020-11-13 16:06:16,441][root][INFO] - ===> Epoch[610](15861/26): Loss -0.7780, Sem 0.0751, dir -0.9763, norm 0.1231, swav 0.0000 LR: 2.422e-02 Score 97.363 Data time: 0.1413, Forward time: 2.3140, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 6.4798 [2020-11-13 16:06:21,339][root][INFO] - ===> Epoch[610](15862/26): Loss -0.7769, Sem 0.0783, dir -0.9745, norm 0.1192, swav 0.0000 LR: 2.421e-02 Score 97.187 Data time: 0.2043, Forward time: 2.3141, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 4.8267 [2020-11-13 16:06:28,194][root][INFO] - ===> Epoch[610](15863/26): Loss -0.7899, Sem 0.0662, dir -0.9789, norm 0.1227, swav 0.0000 LR: 2.421e-02 Score 97.720 Data time: 0.1695, Forward time: 2.3139, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 6.7390 [2020-11-13 16:06:33,825][root][INFO] - ===> Epoch[610](15864/26): Loss -0.7970, Sem 0.0731, dir -0.9788, norm 0.1087, swav 0.0000 LR: 2.420e-02 Score 97.357 Data time: 0.2489, Forward time: 2.3141, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.5726 [2020-11-13 16:06:38,759][root][INFO] - ===> Epoch[610](15865/26): Loss -0.7795, Sem 0.0673, dir -0.9730, norm 0.1262, swav 0.0000 LR: 2.420e-02 Score 97.577 Data time: 0.2026, Forward time: 2.3141, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 4.7979 [2020-11-13 16:06:44,132][root][INFO] - ===> Epoch[610](15866/26): Loss -0.7885, Sem 0.0659, dir -0.9752, norm 0.1208, swav 0.0000 LR: 2.419e-02 Score 97.657 Data time: 0.1838, Forward time: 2.3140, Backward time: 3.0752, DDP time: 0.0035, Total iter time: 5.2590 [2020-11-13 16:06:51,581][root][INFO] - ===> Epoch[611](15867/26): Loss -0.8006, Sem 0.0651, dir -0.9788, norm 0.1131, swav 0.0000 LR: 2.419e-02 Score 97.644 Data time: 0.2087, Forward time: 2.3140, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 7.3710 [2020-11-13 16:06:57,395][root][INFO] - ===> Epoch[611](15868/26): Loss -0.8026, Sem 0.0646, dir -0.9783, norm 0.1111, swav 0.0000 LR: 2.418e-02 Score 97.723 Data time: 0.2327, Forward time: 2.3141, Backward time: 3.0758, DDP time: 0.0035, Total iter time: 5.7121 [2020-11-13 16:07:02,770][root][INFO] - ===> Epoch[611](15869/26): Loss -0.7867, Sem 0.0757, dir -0.9773, norm 0.1149, swav 0.0000 LR: 2.418e-02 Score 97.344 Data time: 0.1994, Forward time: 2.3142, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.2444 [2020-11-13 16:07:07,753][root][INFO] - ===> Epoch[611](15870/26): Loss -0.7777, Sem 0.0674, dir -0.9761, norm 0.1310, swav 0.0000 LR: 2.417e-02 Score 97.693 Data time: 0.1739, Forward time: 2.3140, Backward time: 3.0754, DDP time: 0.0035, Total iter time: 4.8786 [2020-11-13 16:07:14,049][root][INFO] - ===> Epoch[611](15871/26): Loss -0.7753, Sem 0.0774, dir -0.9769, norm 0.1243, swav 0.0000 LR: 2.417e-02 Score 97.247 Data time: 0.2194, Forward time: 2.3141, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 6.2129 [2020-11-13 16:07:19,442][root][INFO] - ===> Epoch[611](15872/26): Loss -0.7986, Sem 0.0727, dir -0.9813, norm 0.1100, swav 0.0000 LR: 2.416e-02 Score 97.510 Data time: 0.2489, Forward time: 2.3143, Backward time: 3.0752, DDP time: 0.0035, Total iter time: 5.2301 [2020-11-13 16:07:24,783][root][INFO] - ===> Epoch[611](15873/26): Loss -0.8053, Sem 0.0622, dir -0.9771, norm 0.1096, swav 0.0000 LR: 2.416e-02 Score 97.796 Data time: 0.2327, Forward time: 2.3143, Backward time: 3.0749, DDP time: 0.0035, Total iter time: 5.1988 [2020-11-13 16:07:29,629][root][INFO] - ===> Epoch[611](15874/26): Loss -0.7735, Sem 0.0842, dir -0.9762, norm 0.1184, swav 0.0000 LR: 2.415e-02 Score 97.185 Data time: 0.2538, Forward time: 2.3143, Backward time: 3.0745, DDP time: 0.0035, Total iter time: 4.7326 [2020-11-13 16:07:36,175][root][INFO] - ===> Epoch[611](15875/26): Loss -0.7951, Sem 0.0674, dir -0.9788, norm 0.1163, swav 0.0000 LR: 2.415e-02 Score 97.618 Data time: 0.1775, Forward time: 2.3142, Backward time: 3.0750, DDP time: 0.0035, Total iter time: 6.3851 [2020-11-13 16:07:41,289][root][INFO] - ===> Epoch[611](15876/26): Loss -0.8013, Sem 0.0648, dir -0.9791, norm 0.1130, swav 0.0000 LR: 2.414e-02 Score 97.657 Data time: 0.1568, Forward time: 2.3140, Backward time: 3.0749, DDP time: 0.0035, Total iter time: 5.0337 [2020-11-13 16:07:47,036][root][INFO] - ===> Epoch[611](15877/26): Loss -0.8114, Sem 0.0592, dir -0.9786, norm 0.1080, swav 0.0000 LR: 2.414e-02 Score 97.900 Data time: 0.1342, Forward time: 2.3136, Backward time: 3.0752, DDP time: 0.0035, Total iter time: 5.6636 [2020-11-13 16:07:52,964][root][INFO] - ===> Epoch[611](15878/26): Loss -0.7819, Sem 0.0744, dir -0.9766, norm 0.1202, swav 0.0000 LR: 2.413e-02 Score 97.361 Data time: 0.2073, Forward time: 2.3137, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 5.8876 [2020-11-13 16:07:58,446][root][INFO] - ===> Epoch[611](15879/26): Loss -0.8005, Sem 0.0636, dir -0.9796, norm 0.1155, swav 0.0000 LR: 2.412e-02 Score 97.701 Data time: 0.1799, Forward time: 2.3136, Backward time: 3.0752, DDP time: 0.0035, Total iter time: 5.3680 [2020-11-13 16:08:04,535][root][INFO] - ===> Epoch[611](15880/26): Loss -0.7733, Sem 0.0782, dir -0.9765, norm 0.1250, swav 0.0000 LR: 2.412e-02 Score 97.154 Data time: 0.2289, Forward time: 2.3138, Backward time: 3.0751, DDP time: 0.0035, Total iter time: 5.9519 [2020-11-13 16:08:11,254][root][INFO] - ===> Epoch[611](15881/26): Loss -0.7910, Sem 0.0737, dir -0.9775, norm 0.1128, swav 0.0000 LR: 2.411e-02 Score 97.420 Data time: 0.1944, Forward time: 2.3137, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 6.5260 [2020-11-13 16:08:17,991][root][INFO] - ===> Epoch[611](15882/26): Loss -0.8068, Sem 0.0691, dir -0.9797, norm 0.1037, swav 0.0000 LR: 2.411e-02 Score 97.487 Data time: 0.2305, Forward time: 2.3139, Backward time: 3.0758, DDP time: 0.0035, Total iter time: 6.6193 [2020-11-13 16:08:25,312][root][INFO] - ===> Epoch[611](15883/26): Loss -0.7819, Sem 0.0756, dir -0.9744, norm 0.1170, swav 0.0000 LR: 2.410e-02 Score 97.345 Data time: 0.2054, Forward time: 2.3137, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 7.1343 [2020-11-13 16:08:31,304][root][INFO] - ===> Epoch[611](15884/26): Loss -0.7978, Sem 0.0669, dir -0.9778, norm 0.1131, swav 0.0000 LR: 2.410e-02 Score 97.622 Data time: 0.2640, Forward time: 2.3137, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.8920 [2020-11-13 16:08:37,340][root][INFO] - ===> Epoch[611](15885/26): Loss -0.7770, Sem 0.0740, dir -0.9774, norm 0.1264, swav 0.0000 LR: 2.409e-02 Score 97.389 Data time: 0.2441, Forward time: 2.3137, Backward time: 3.0767, DDP time: 0.0035, Total iter time: 5.8790 [2020-11-13 16:08:42,453][root][INFO] - ===> Epoch[611](15886/26): Loss -0.7891, Sem 0.0755, dir -0.9789, norm 0.1142, swav 0.0000 LR: 2.409e-02 Score 97.387 Data time: 0.1775, Forward time: 2.3135, Backward time: 3.0766, DDP time: 0.0035, Total iter time: 5.0004 [2020-11-13 16:08:47,470][root][INFO] - ===> Epoch[611](15887/26): Loss -0.8127, Sem 0.0608, dir -0.9779, norm 0.1044, swav 0.0000 LR: 2.408e-02 Score 97.821 Data time: 0.1825, Forward time: 2.3134, Backward time: 3.0764, DDP time: 0.0035, Total iter time: 4.9061 [2020-11-13 16:08:52,533][root][INFO] - ===> Epoch[611](15888/26): Loss -0.7933, Sem 0.0719, dir -0.9783, norm 0.1130, swav 0.0000 LR: 2.408e-02 Score 97.512 Data time: 0.1855, Forward time: 2.3134, Backward time: 3.0762, DDP time: 0.0035, Total iter time: 4.9643 [2020-11-13 16:08:57,669][root][INFO] - ===> Epoch[611](15889/26): Loss -0.7877, Sem 0.0701, dir -0.9749, norm 0.1172, swav 0.0000 LR: 2.407e-02 Score 97.583 Data time: 0.1945, Forward time: 2.3132, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 5.0045 [2020-11-13 16:09:03,003][root][INFO] - ===> Epoch[611](15890/26): Loss -0.8008, Sem 0.0656, dir -0.9776, norm 0.1112, swav 0.0000 LR: 2.407e-02 Score 97.597 Data time: 0.1726, Forward time: 2.3131, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 5.2219 [2020-11-13 16:09:08,404][root][INFO] - ===> Epoch[611](15891/26): Loss -0.8020, Sem 0.0629, dir -0.9771, norm 0.1122, swav 0.0000 LR: 2.406e-02 Score 97.802 Data time: 0.1945, Forward time: 2.3129, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 5.3254 [2020-11-13 16:09:14,234][root][INFO] - ===> Epoch[611](15892/26): Loss -0.8005, Sem 0.0635, dir -0.9778, norm 0.1137, swav 0.0000 LR: 2.406e-02 Score 97.744 Data time: 0.2728, Forward time: 2.3132, Backward time: 3.0758, DDP time: 0.0035, Total iter time: 5.7454 [2020-11-13 16:09:20,937][root][INFO] - ===> Epoch[612](15893/26): Loss -0.7739, Sem 0.0736, dir -0.9723, norm 0.1248, swav 0.0000 LR: 2.405e-02 Score 97.376 Data time: 0.3204, Forward time: 2.3136, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 6.5438 [2020-11-13 16:09:26,993][root][INFO] - ===> Epoch[612](15894/26): Loss -0.8019, Sem 0.0645, dir -0.9764, norm 0.1101, swav 0.0000 LR: 2.405e-02 Score 97.711 Data time: 0.1697, Forward time: 2.3135, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 5.8802 [2020-11-13 16:09:32,950][root][INFO] - ===> Epoch[612](15895/26): Loss -0.7721, Sem 0.0801, dir -0.9755, norm 0.1233, swav 0.0000 LR: 2.404e-02 Score 97.101 Data time: 0.2331, Forward time: 2.3135, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 5.8621 [2020-11-13 16:09:39,913][root][INFO] - ===> Epoch[612](15896/26): Loss -0.8070, Sem 0.0636, dir -0.9782, norm 0.1076, swav 0.0000 LR: 2.404e-02 Score 97.713 Data time: 0.2029, Forward time: 2.3136, Backward time: 3.0763, DDP time: 0.0035, Total iter time: 6.8100 [2020-11-13 16:09:44,971][root][INFO] - ===> Epoch[612](15897/26): Loss -0.7883, Sem 0.0756, dir -0.9801, norm 0.1162, swav 0.0000 LR: 2.403e-02 Score 97.330 Data time: 0.2041, Forward time: 2.3135, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 4.9213 [2020-11-13 16:09:49,768][root][INFO] - ===> Epoch[612](15898/26): Loss -0.7904, Sem 0.0641, dir -0.9758, norm 0.1214, swav 0.0000 LR: 2.402e-02 Score 97.729 Data time: 0.2067, Forward time: 2.3135, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 4.6929 [2020-11-13 16:09:55,735][root][INFO] - ===> Epoch[612](15899/26): Loss -0.7840, Sem 0.0769, dir -0.9789, norm 0.1181, swav 0.0000 LR: 2.402e-02 Score 97.265 Data time: 0.2716, Forward time: 2.3137, Backward time: 3.0755, DDP time: 0.0035, Total iter time: 5.8586 [2020-11-13 16:10:00,911][root][INFO] - ===> Epoch[612](15900/26): Loss -0.8028, Sem 0.0640, dir -0.9790, norm 0.1121, swav 0.0000 LR: 2.401e-02 Score 97.688 Data time: 0.1651, Forward time: 2.3136, Backward time: 3.0755, DDP time: 0.0035, Total iter time: 4.9997 [2020-11-13 16:10:06,220][root][INFO] - ===> Epoch[612](15901/26): Loss -0.7923, Sem 0.0714, dir -0.9732, norm 0.1096, swav 0.0000 LR: 2.401e-02 Score 97.508 Data time: 0.1974, Forward time: 2.3135, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 5.1995 [2020-11-13 16:10:13,562][root][INFO] - ===> Epoch[612](15902/26): Loss -0.8012, Sem 0.0635, dir -0.9783, norm 0.1136, swav 0.0000 LR: 2.400e-02 Score 97.696 Data time: 0.2859, Forward time: 2.3138, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 7.2082 [2020-11-13 16:10:19,677][root][INFO] - ===> Epoch[612](15903/26): Loss -0.7865, Sem 0.0761, dir -0.9783, norm 0.1157, swav 0.0000 LR: 2.400e-02 Score 97.264 Data time: 0.2026, Forward time: 2.3138, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 5.9234 [2020-11-13 16:10:25,093][root][INFO] - ===> Epoch[612](15904/26): Loss -0.7890, Sem 0.0700, dir -0.9740, norm 0.1150, swav 0.0000 LR: 2.399e-02 Score 97.499 Data time: 0.1608, Forward time: 2.3134, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 5.2803 [2020-11-13 16:10:31,029][root][INFO] - ===> Epoch[612](15905/26): Loss -0.7892, Sem 0.0731, dir -0.9781, norm 0.1158, swav 0.0000 LR: 2.399e-02 Score 97.223 Data time: 0.1673, Forward time: 2.3133, Backward time: 3.0763, DDP time: 0.0035, Total iter time: 5.9047 [2020-11-13 16:10:35,967][root][INFO] - ===> Epoch[612](15906/26): Loss -0.8129, Sem 0.0647, dir -0.9811, norm 0.1034, swav 0.0000 LR: 2.398e-02 Score 97.725 Data time: 0.1897, Forward time: 2.3131, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 4.8594 [2020-11-13 16:10:41,710][root][INFO] - ===> Epoch[612](15907/26): Loss -0.7721, Sem 0.0731, dir -0.9709, norm 0.1258, swav 0.0000 LR: 2.398e-02 Score 97.427 Data time: 0.2161, Forward time: 2.3132, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 5.6271 [2020-11-13 16:10:46,713][root][INFO] - ===> Epoch[612](15908/26): Loss -0.7529, Sem 0.0788, dir -0.9756, norm 0.1439, swav 0.0000 LR: 2.397e-02 Score 97.255 Data time: 0.1847, Forward time: 2.3131, Backward time: 3.0758, DDP time: 0.0035, Total iter time: 4.8390 [2020-11-13 16:10:53,319][root][INFO] - ===> Epoch[612](15909/26): Loss -0.7890, Sem 0.0720, dir -0.9764, norm 0.1154, swav 0.0000 LR: 2.397e-02 Score 97.390 Data time: 0.2263, Forward time: 2.3131, Backward time: 3.0761, DDP time: 0.0035, Total iter time: 6.5052 [2020-11-13 16:10:59,473][root][INFO] - ===> Epoch[612](15910/26): Loss -0.7973, Sem 0.0586, dir -0.9801, norm 0.1242, swav 0.0000 LR: 2.396e-02 Score 97.902 Data time: 0.2484, Forward time: 2.3133, Backward time: 3.0760, DDP time: 0.0035, Total iter time: 6.0133 [2020-11-13 16:11:05,037][root][INFO] - ===> Epoch[612](15911/26): Loss -0.7912, Sem 0.0722, dir -0.9790, norm 0.1155, swav 0.0000 LR: 2.396e-02 Score 97.466 Data time: 0.2646, Forward time: 2.3135, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 5.4140 [2020-11-13 16:11:10,358][root][INFO] - ===> Epoch[612](15912/26): Loss -0.8045, Sem 0.0662, dir -0.9793, norm 0.1085, swav 0.0000 LR: 2.395e-02 Score 97.521 Data time: 0.1603, Forward time: 2.3134, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 5.1781 [2020-11-13 16:11:15,481][root][INFO] - ===> Epoch[612](15913/26): Loss -0.7962, Sem 0.0687, dir -0.9789, norm 0.1140, swav 0.0000 LR: 2.395e-02 Score 97.572 Data time: 0.1300, Forward time: 2.3131, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 5.0557 [2020-11-13 16:11:21,032][root][INFO] - ===> Epoch[612](15914/26): Loss -0.8103, Sem 0.0653, dir -0.9801, norm 0.1045, swav 0.0000 LR: 2.394e-02 Score 97.685 Data time: 0.1482, Forward time: 2.3129, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 5.5062 [2020-11-13 16:11:26,338][root][INFO] - ===> Epoch[612](15915/26): Loss -0.7822, Sem 0.0686, dir -0.9707, norm 0.1199, swav 0.0000 LR: 2.393e-02 Score 97.524 Data time: 0.2681, Forward time: 2.3129, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.2321 [2020-11-13 16:11:32,401][root][INFO] - ===> Epoch[612](15916/26): Loss -0.7745, Sem 0.0757, dir -0.9740, norm 0.1239, swav 0.0000 LR: 2.393e-02 Score 97.480 Data time: 0.2959, Forward time: 2.3133, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 5.9377 [2020-11-13 16:11:38,630][root][INFO] - ===> Epoch[612](15917/26): Loss -0.8014, Sem 0.0666, dir -0.9785, norm 0.1105, swav 0.0000 LR: 2.392e-02 Score 97.640 Data time: 0.2420, Forward time: 2.3134, Backward time: 3.0754, DDP time: 0.0035, Total iter time: 6.0696 [2020-11-13 16:11:44,793][root][INFO] - ===> Epoch[612](15918/26): Loss -0.7984, Sem 0.0680, dir -0.9813, norm 0.1149, swav 0.0000 LR: 2.392e-02 Score 97.551 Data time: 0.1628, Forward time: 2.3132, Backward time: 3.0757, DDP time: 0.0035, Total iter time: 6.0253 [2020-11-13 16:11:50,026][root][INFO] - ===> Epoch[613](15919/26): Loss -0.7956, Sem 0.0709, dir -0.9775, norm 0.1109, swav 0.0000 LR: 2.391e-02 Score 97.451 Data time: 0.1569, Forward time: 2.3131, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.1086 [2020-11-13 16:11:55,775][root][INFO] - ===> Epoch[613](15920/26): Loss -0.8030, Sem 0.0670, dir -0.9805, norm 0.1105, swav 0.0000 LR: 2.391e-02 Score 97.592 Data time: 0.2576, Forward time: 2.3130, Backward time: 3.0756, DDP time: 0.0035, Total iter time: 5.6249 [2020-11-13 16:12:00,821][root][INFO] - ===> Epoch[613](15921/26): Loss -0.7457, Sem 0.0878, dir -0.9686, norm 0.1352, swav 0.0000 LR: 2.390e-02 Score 97.008 Data time: 0.2347, Forward time: 2.3131, Backward time: 3.0753, DDP time: 0.0035, Total iter time: 4.9272 [2020-11-13 16:12:06,357][root][INFO] - ===> Epoch[613](15922/26): Loss -0.8070, Sem 0.0710, dir -0.9817, norm 0.1038, swav 0.0000 LR: 2.390e-02 Score 97.501 Data time: 0.2305, Forward time: 2.3131, Backward time: 3.0751, DDP time: 0.0035, Total iter time: 5.3923 [2020-11-13 16:12:11,545][root][INFO] - ===> Epoch[613](15923/26): Loss -0.7763, Sem 0.0774, dir -0.9763, norm 0.1227, swav 0.0000 LR: 2.389e-02 Score 97.332 Data time: 0.2338, Forward time: 2.3132, Backward time: 3.0747, DDP time: 0.0035, Total iter time: 5.0441 [2020-11-13 16:12:17,594][root][INFO] - ===> Epoch[613](15924/26): Loss -0.8017, Sem 0.0706, dir -0.9802, norm 0.1079, swav 0.0000 LR: 2.389e-02 Score 97.472 Data time: 0.2222, Forward time: 2.3133, Backward time: 3.0747, DDP time: 0.0035, Total iter time: 5.8780 [2020-11-13 16:12:23,276][root][INFO] - ===> Epoch[613](15925/26): Loss -0.7725, Sem 0.0816, dir -0.9754, norm 0.1213, swav 0.0000 LR: 2.388e-02 Score 97.090 Data time: 0.1863, Forward time: 2.3132, Backward time: 3.0748, DDP time: 0.0035, Total iter time: 5.5605 [2020-11-13 16:12:29,142][root][INFO] - ===> Epoch[613](15926/26): Loss -0.7908, Sem 0.0777, dir -0.9819, norm 0.1135, swav 0.0000 LR: 2.388e-02 Score 97.128 Data time: 0.2153, Forward time: 2.3133, Backward time: 3.0747, DDP time: 0.0035, Total iter time: 5.7767 [2020-11-13 16:12:35,293][root][INFO] - ===> Epoch[613](15927/26): Loss -0.8016, Sem 0.0666, dir -0.9797, norm 0.1115, swav 0.0000 LR: 2.387e-02 Score 97.632 Data time: 0.2162, Forward time: 2.3133, Backward time: 3.0749, DDP time: 0.0035, Total iter time: 5.9507 [2020-11-13 16:12:41,227][root][INFO] - ===> Epoch[613](15928/26): Loss -0.7972, Sem 0.0698, dir -0.9786, norm 0.1115, swav 0.0000 LR: 2.387e-02 Score 97.516 Data time: 0.2878, Forward time: 2.3136, Backward time: 3.0746, DDP time: 0.0035, Total iter time: 5.7798 [2020-11-13 16:12:47,218][root][INFO] - ===> Epoch[613](15929/26): Loss -0.7893, Sem 0.0637, dir -0.9749, norm 0.1219, swav 0.0000 LR: 2.386e-02 Score 97.698 Data time: 0.2398, Forward time: 2.3137, Backward time: 3.0745, DDP time: 0.0035, Total iter time: 5.8411 [2020-11-13 16:12:51,833][root][INFO] - ===> Epoch[613](15930/26): Loss -0.8290, Sem 0.0517, dir -0.9809, norm 0.1003, swav 0.0000 LR: 2.386e-02 Score 98.133 Data time: 0.2002, Forward time: 2.3137, Backward time: 3.0741, DDP time: 0.0035, Total iter time: 4.4845 [2020-11-13 16:12:57,019][root][INFO] - ===> Epoch[613](15931/26): Loss -0.7932, Sem 0.0699, dir -0.9780, norm 0.1148, swav 0.0000 LR: 2.385e-02 Score 97.491 Data time: 0.2018, Forward time: 2.3137, Backward time: 3.0739, DDP time: 0.0035, Total iter time: 5.1008 [2020-11-13 16:13:02,721][root][INFO] - ===> Epoch[613](15932/26): Loss -0.7817, Sem 0.0646, dir -0.9765, norm 0.1302, swav 0.0000 LR: 2.385e-02 Score 97.674 Data time: 0.2529, Forward time: 2.3139, Backward time: 3.0737, DDP time: 0.0035, Total iter time: 5.6239 [2020-11-13 16:13:08,707][root][INFO] - ===> Epoch[613](15933/26): Loss -0.7960, Sem 0.0674, dir -0.9768, norm 0.1135, swav 0.0000 LR: 2.384e-02 Score 97.613 Data time: 0.1921, Forward time: 2.3139, Backward time: 3.0737, DDP time: 0.0035, Total iter time: 5.8417 [2020-11-13 16:13:13,882][root][INFO] - ===> Epoch[613](15934/26): Loss -0.7956, Sem 0.0677, dir -0.9751, norm 0.1118, swav 0.0000 LR: 2.383e-02 Score 97.549 Data time: 0.2229, Forward time: 2.3140, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 5.0431 [2020-11-13 16:13:19,368][root][INFO] - ===> Epoch[613](15935/26): Loss -0.7771, Sem 0.0746, dir -0.9765, norm 0.1249, swav 0.0000 LR: 2.383e-02 Score 97.429 Data time: 0.1872, Forward time: 2.3140, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 5.3635 [2020-11-13 16:13:24,329][root][INFO] - ===> Epoch[613](15936/26): Loss -0.7916, Sem 0.0665, dir -0.9757, norm 0.1176, swav 0.0000 LR: 2.382e-02 Score 97.599 Data time: 0.2056, Forward time: 2.3140, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 4.8482 [2020-11-13 16:13:30,913][root][INFO] - ===> Epoch[613](15937/26): Loss -0.7946, Sem 0.0675, dir -0.9766, norm 0.1146, swav 0.0000 LR: 2.382e-02 Score 97.602 Data time: 0.2433, Forward time: 2.3142, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 6.4667 [2020-11-13 16:13:37,024][root][INFO] - ===> Epoch[613](15938/26): Loss -0.7714, Sem 0.0722, dir -0.9765, norm 0.1329, swav 0.0000 LR: 2.381e-02 Score 97.401 Data time: 0.2745, Forward time: 2.3143, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 5.9359 [2020-11-13 16:13:41,704][root][INFO] - ===> Epoch[613](15939/26): Loss -0.7852, Sem 0.0707, dir -0.9757, norm 0.1199, swav 0.0000 LR: 2.381e-02 Score 97.507 Data time: 0.1671, Forward time: 2.3142, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 4.5795 [2020-11-13 16:13:47,466][root][INFO] - ===> Epoch[613](15940/26): Loss -0.7941, Sem 0.0704, dir -0.9765, norm 0.1120, swav 0.0000 LR: 2.380e-02 Score 97.512 Data time: 0.1774, Forward time: 2.3141, Backward time: 3.0728, DDP time: 0.0035, Total iter time: 5.6536 [2020-11-13 16:13:52,854][root][INFO] - ===> Epoch[613](15941/26): Loss -0.7924, Sem 0.0670, dir -0.9769, norm 0.1174, swav 0.0000 LR: 2.380e-02 Score 97.594 Data time: 0.2127, Forward time: 2.3142, Backward time: 3.0726, DDP time: 0.0035, Total iter time: 5.2682 [2020-11-13 16:13:58,056][root][INFO] - ===> Epoch[613](15942/26): Loss -0.8011, Sem 0.0654, dir -0.9747, norm 0.1082, swav 0.0000 LR: 2.379e-02 Score 97.642 Data time: 0.1588, Forward time: 2.3140, Backward time: 3.0725, DDP time: 0.0035, Total iter time: 5.0498 [2020-11-13 16:14:04,555][root][INFO] - ===> Epoch[613](15943/26): Loss -0.7884, Sem 0.0800, dir -0.9779, norm 0.1096, swav 0.0000 LR: 2.379e-02 Score 97.189 Data time: 0.1663, Forward time: 2.3138, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 6.4151 [2020-11-13 16:14:09,987][root][INFO] - ===> Epoch[613](15944/26): Loss -0.7983, Sem 0.0657, dir -0.9769, norm 0.1130, swav 0.0000 LR: 2.378e-02 Score 97.679 Data time: 0.2539, Forward time: 2.3139, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 5.3345 [2020-11-13 16:14:15,994][root][INFO] - ===> Epoch[614](15945/26): Loss -0.7950, Sem 0.0685, dir -0.9781, norm 0.1147, swav 0.0000 LR: 2.378e-02 Score 97.610 Data time: 0.1691, Forward time: 2.3137, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 5.8760 [2020-11-13 16:14:21,518][root][INFO] - ===> Epoch[614](15946/26): Loss -0.7803, Sem 0.0760, dir -0.9744, norm 0.1180, swav 0.0000 LR: 2.377e-02 Score 97.342 Data time: 0.1959, Forward time: 2.3137, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 5.4397 [2020-11-13 16:14:27,694][root][INFO] - ===> Epoch[614](15947/26): Loss -0.8069, Sem 0.0649, dir -0.9774, norm 0.1055, swav 0.0000 LR: 2.377e-02 Score 97.691 Data time: 0.2732, Forward time: 2.3138, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 6.0665 [2020-11-13 16:14:32,724][root][INFO] - ===> Epoch[614](15948/26): Loss -0.7701, Sem 0.0796, dir -0.9762, norm 0.1264, swav 0.0000 LR: 2.376e-02 Score 97.245 Data time: 0.2322, Forward time: 2.3138, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 4.9054 [2020-11-13 16:14:38,592][root][INFO] - ===> Epoch[614](15949/26): Loss -0.7855, Sem 0.0700, dir -0.9776, norm 0.1221, swav 0.0000 LR: 2.376e-02 Score 97.447 Data time: 0.2824, Forward time: 2.3141, Backward time: 3.0724, DDP time: 0.0035, Total iter time: 5.7095 [2020-11-13 16:14:45,710][root][INFO] - ===> Epoch[614](15950/26): Loss -0.7852, Sem 0.0712, dir -0.9778, norm 0.1214, swav 0.0000 LR: 2.375e-02 Score 97.500 Data time: 0.2685, Forward time: 2.3144, Backward time: 3.0726, DDP time: 0.0035, Total iter time: 6.9493 [2020-11-13 16:14:51,856][root][INFO] - ===> Epoch[614](15951/26): Loss -0.7893, Sem 0.0720, dir -0.9772, norm 0.1160, swav 0.0000 LR: 2.374e-02 Score 97.550 Data time: 0.1594, Forward time: 2.3142, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.9655 [2020-11-13 16:14:57,209][root][INFO] - ===> Epoch[614](15952/26): Loss -0.8104, Sem 0.0580, dir -0.9777, norm 0.1093, swav 0.0000 LR: 2.374e-02 Score 97.929 Data time: 0.2373, Forward time: 2.3144, Backward time: 3.0726, DDP time: 0.0035, Total iter time: 5.2560 [2020-11-13 16:15:02,598][root][INFO] - ===> Epoch[614](15953/26): Loss -0.7733, Sem 0.0743, dir -0.9750, norm 0.1274, swav 0.0000 LR: 2.373e-02 Score 97.482 Data time: 0.2532, Forward time: 2.3146, Backward time: 3.0722, DDP time: 0.0035, Total iter time: 5.2615 [2020-11-13 16:15:07,728][root][INFO] - ===> Epoch[614](15954/26): Loss -0.7872, Sem 0.0720, dir -0.9751, norm 0.1159, swav 0.0000 LR: 2.373e-02 Score 97.352 Data time: 0.1840, Forward time: 2.3145, Backward time: 3.0721, DDP time: 0.0035, Total iter time: 4.9733 [2020-11-13 16:15:12,433][root][INFO] - ===> Epoch[614](15955/26): Loss -0.7950, Sem 0.0679, dir -0.9778, norm 0.1149, swav 0.0000 LR: 2.372e-02 Score 97.654 Data time: 0.1983, Forward time: 2.3144, Backward time: 3.0717, DDP time: 0.0035, Total iter time: 4.6011 [2020-11-13 16:15:17,667][root][INFO] - ===> Epoch[614](15956/26): Loss -0.7907, Sem 0.0632, dir -0.9769, norm 0.1230, swav 0.0000 LR: 2.372e-02 Score 97.753 Data time: 0.2111, Forward time: 2.3145, Backward time: 3.0715, DDP time: 0.0035, Total iter time: 5.1470 [2020-11-13 16:15:23,517][root][INFO] - ===> Epoch[614](15957/26): Loss -0.7832, Sem 0.0714, dir -0.9752, norm 0.1207, swav 0.0000 LR: 2.371e-02 Score 97.508 Data time: 0.2269, Forward time: 2.3145, Backward time: 3.0715, DDP time: 0.0035, Total iter time: 5.6693 [2020-11-13 16:15:28,704][root][INFO] - ===> Epoch[614](15958/26): Loss -0.8110, Sem 0.0656, dir -0.9813, norm 0.1046, swav 0.0000 LR: 2.371e-02 Score 97.660 Data time: 0.1737, Forward time: 2.3144, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 5.0616 [2020-11-13 16:15:34,274][root][INFO] - ===> Epoch[614](15959/26): Loss -0.7977, Sem 0.0638, dir -0.9796, norm 0.1181, swav 0.0000 LR: 2.370e-02 Score 97.698 Data time: 0.1847, Forward time: 2.3143, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.4486 [2020-11-13 16:15:39,735][root][INFO] - ===> Epoch[614](15960/26): Loss -0.7995, Sem 0.0697, dir -0.9758, norm 0.1066, swav 0.0000 LR: 2.370e-02 Score 97.530 Data time: 0.2100, Forward time: 2.3144, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 5.3088 [2020-11-13 16:15:46,030][root][INFO] - ===> Epoch[614](15961/26): Loss -0.8120, Sem 0.0629, dir -0.9785, norm 0.1036, swav 0.0000 LR: 2.369e-02 Score 97.741 Data time: 0.1697, Forward time: 2.3142, Backward time: 3.0715, DDP time: 0.0035, Total iter time: 6.1597 [2020-11-13 16:15:51,129][root][INFO] - ===> Epoch[614](15962/26): Loss -0.7888, Sem 0.0736, dir -0.9787, norm 0.1163, swav 0.0000 LR: 2.369e-02 Score 97.369 Data time: 0.2313, Forward time: 2.3143, Backward time: 3.0712, DDP time: 0.0035, Total iter time: 5.0073 [2020-11-13 16:15:56,608][root][INFO] - ===> Epoch[614](15963/26): Loss -0.8043, Sem 0.0633, dir -0.9783, norm 0.1107, swav 0.0000 LR: 2.368e-02 Score 97.699 Data time: 0.2604, Forward time: 2.3145, Backward time: 3.0708, DDP time: 0.0035, Total iter time: 5.3081 [2020-11-13 16:16:02,500][root][INFO] - ===> Epoch[614](15964/26): Loss -0.7990, Sem 0.0657, dir -0.9784, norm 0.1137, swav 0.0000 LR: 2.368e-02 Score 97.696 Data time: 0.1824, Forward time: 2.3144, Backward time: 3.0709, DDP time: 0.0035, Total iter time: 5.7568 [2020-11-13 16:16:08,694][root][INFO] - ===> Epoch[614](15965/26): Loss -0.8013, Sem 0.0690, dir -0.9795, norm 0.1092, swav 0.0000 LR: 2.367e-02 Score 97.533 Data time: 0.1536, Forward time: 2.3141, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 6.0816 [2020-11-13 16:16:13,718][root][INFO] - ===> Epoch[614](15966/26): Loss -0.8114, Sem 0.0611, dir -0.9803, norm 0.1077, swav 0.0000 LR: 2.367e-02 Score 97.884 Data time: 0.2299, Forward time: 2.3142, Backward time: 3.0710, DDP time: 0.0035, Total iter time: 4.9517 [2020-11-13 16:16:20,115][root][INFO] - ===> Epoch[614](15967/26): Loss -0.7813, Sem 0.0685, dir -0.9720, norm 0.1221, swav 0.0000 LR: 2.366e-02 Score 97.536 Data time: 0.2286, Forward time: 2.3143, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 6.2908 [2020-11-13 16:16:25,749][root][INFO] - ===> Epoch[614](15968/26): Loss -0.7854, Sem 0.0712, dir -0.9762, norm 0.1196, swav 0.0000 LR: 2.366e-02 Score 97.401 Data time: 0.1487, Forward time: 2.3141, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.4944 [2020-11-13 16:16:31,827][root][INFO] - ===> Epoch[614](15969/26): Loss -0.7998, Sem 0.0633, dir -0.9772, norm 0.1141, swav 0.0000 LR: 2.365e-02 Score 97.704 Data time: 0.2009, Forward time: 2.3141, Backward time: 3.0715, DDP time: 0.0035, Total iter time: 6.0089 [2020-11-13 16:16:37,705][root][INFO] - ===> Epoch[614](15970/26): Loss -0.7949, Sem 0.0682, dir -0.9781, norm 0.1149, swav 0.0000 LR: 2.364e-02 Score 97.631 Data time: 0.2277, Forward time: 2.3141, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 5.7471 [2020-11-13 16:16:42,929][root][INFO] - ===> Epoch[615](15971/26): Loss -0.7972, Sem 0.0678, dir -0.9772, norm 0.1123, swav 0.0000 LR: 2.364e-02 Score 97.603 Data time: 0.1792, Forward time: 2.3140, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.0801 [2020-11-13 16:16:48,353][root][INFO] - ===> Epoch[615](15972/26): Loss -0.7912, Sem 0.0614, dir -0.9769, norm 0.1242, swav 0.0000 LR: 2.363e-02 Score 97.782 Data time: 0.1592, Forward time: 2.3138, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 5.2820 [2020-11-13 16:16:54,291][root][INFO] - ===> Epoch[615](15973/26): Loss -0.8016, Sem 0.0602, dir -0.9771, norm 0.1153, swav 0.0000 LR: 2.363e-02 Score 97.875 Data time: 0.2729, Forward time: 2.3139, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 5.8630 [2020-11-13 16:16:59,493][root][INFO] - ===> Epoch[615](15974/26): Loss -0.8048, Sem 0.0677, dir -0.9785, norm 0.1061, swav 0.0000 LR: 2.362e-02 Score 97.456 Data time: 0.2048, Forward time: 2.3139, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 5.0568 [2020-11-13 16:17:04,452][root][INFO] - ===> Epoch[615](15975/26): Loss -0.7687, Sem 0.0820, dir -0.9768, norm 0.1261, swav 0.0000 LR: 2.362e-02 Score 96.933 Data time: 0.1430, Forward time: 2.3137, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 4.8438 [2020-11-13 16:17:09,286][root][INFO] - ===> Epoch[615](15976/26): Loss -0.8113, Sem 0.0588, dir -0.9817, norm 0.1116, swav 0.0000 LR: 2.361e-02 Score 97.908 Data time: 0.1272, Forward time: 2.3134, Backward time: 3.0710, DDP time: 0.0035, Total iter time: 4.7960 [2020-11-13 16:17:15,564][root][INFO] - ===> Epoch[615](15977/26): Loss -0.7872, Sem 0.0722, dir -0.9783, norm 0.1189, swav 0.0000 LR: 2.361e-02 Score 97.289 Data time: 0.1671, Forward time: 2.3132, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 6.2197 [2020-11-13 16:17:20,724][root][INFO] - ===> Epoch[615](15978/26): Loss -0.7942, Sem 0.0694, dir -0.9766, norm 0.1129, swav 0.0000 LR: 2.360e-02 Score 97.530 Data time: 0.1850, Forward time: 2.3131, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.0605 [2020-11-13 16:17:27,555][root][INFO] - ===> Epoch[615](15979/26): Loss -0.7785, Sem 0.0706, dir -0.9753, norm 0.1263, swav 0.0000 LR: 2.360e-02 Score 97.508 Data time: 0.1858, Forward time: 2.3128, Backward time: 3.0719, DDP time: 0.0035, Total iter time: 6.6929 [2020-11-13 16:17:32,517][root][INFO] - ===> Epoch[615](15980/26): Loss -0.7945, Sem 0.0633, dir -0.9795, norm 0.1218, swav 0.0000 LR: 2.359e-02 Score 97.771 Data time: 0.1178, Forward time: 2.3125, Backward time: 3.0720, DDP time: 0.0035, Total iter time: 4.8875 [2020-11-13 16:17:38,446][root][INFO] - ===> Epoch[615](15981/26): Loss -0.7818, Sem 0.0715, dir -0.9741, norm 0.1208, swav 0.0000 LR: 2.359e-02 Score 97.384 Data time: 0.1809, Forward time: 2.3124, Backward time: 3.0722, DDP time: 0.0035, Total iter time: 5.8808 [2020-11-13 16:17:44,230][root][INFO] - ===> Epoch[615](15982/26): Loss -0.8045, Sem 0.0684, dir -0.9786, norm 0.1056, swav 0.0000 LR: 2.358e-02 Score 97.538 Data time: 0.2100, Forward time: 2.3124, Backward time: 3.0721, DDP time: 0.0035, Total iter time: 5.6340 [2020-11-13 16:17:50,506][root][INFO] - ===> Epoch[615](15983/26): Loss -0.7938, Sem 0.0743, dir -0.9780, norm 0.1099, swav 0.0000 LR: 2.358e-02 Score 97.429 Data time: 0.1897, Forward time: 2.3124, Backward time: 3.0723, DDP time: 0.0035, Total iter time: 6.1039 [2020-11-13 16:17:55,913][root][INFO] - ===> Epoch[615](15984/26): Loss -0.7934, Sem 0.0728, dir -0.9770, norm 0.1108, swav 0.0000 LR: 2.357e-02 Score 97.411 Data time: 0.2125, Forward time: 2.3124, Backward time: 3.0722, DDP time: 0.0035, Total iter time: 5.2517 [2020-11-13 16:18:01,510][root][INFO] - ===> Epoch[615](15985/26): Loss -0.7891, Sem 0.0786, dir -0.9802, norm 0.1125, swav 0.0000 LR: 2.357e-02 Score 97.299 Data time: 0.1923, Forward time: 2.3124, Backward time: 3.0721, DDP time: 0.0035, Total iter time: 5.4349 [2020-11-13 16:18:08,101][root][INFO] - ===> Epoch[615](15986/26): Loss -0.7925, Sem 0.0737, dir -0.9767, norm 0.1105, swav 0.0000 LR: 2.356e-02 Score 97.325 Data time: 0.1995, Forward time: 2.3123, Backward time: 3.0725, DDP time: 0.0035, Total iter time: 6.4543 [2020-11-13 16:18:14,282][root][INFO] - ===> Epoch[615](15987/26): Loss -0.7949, Sem 0.0642, dir -0.9764, norm 0.1172, swav 0.0000 LR: 2.355e-02 Score 97.700 Data time: 0.1878, Forward time: 2.3123, Backward time: 3.0726, DDP time: 0.0035, Total iter time: 6.0440 [2020-11-13 16:18:20,344][root][INFO] - ===> Epoch[615](15988/26): Loss -0.7939, Sem 0.0736, dir -0.9772, norm 0.1097, swav 0.0000 LR: 2.355e-02 Score 97.370 Data time: 0.1762, Forward time: 2.3121, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.9553 [2020-11-13 16:18:27,308][root][INFO] - ===> Epoch[615](15989/26): Loss -0.7696, Sem 0.0727, dir -0.9746, norm 0.1323, swav 0.0000 LR: 2.354e-02 Score 97.454 Data time: 0.2169, Forward time: 2.3122, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 6.8760 [2020-11-13 16:18:34,166][root][INFO] - ===> Epoch[615](15990/26): Loss -0.8079, Sem 0.0655, dir -0.9816, norm 0.1082, swav 0.0000 LR: 2.354e-02 Score 97.645 Data time: 0.2284, Forward time: 2.3123, Backward time: 3.0736, DDP time: 0.0035, Total iter time: 6.6926 [2020-11-13 16:18:39,272][root][INFO] - ===> Epoch[615](15991/26): Loss -0.7808, Sem 0.0700, dir -0.9774, norm 0.1266, swav 0.0000 LR: 2.353e-02 Score 97.528 Data time: 0.2135, Forward time: 2.3123, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 4.9463 [2020-11-13 16:18:45,307][root][INFO] - ===> Epoch[615](15992/26): Loss -0.7784, Sem 0.0714, dir -0.9740, norm 0.1242, swav 0.0000 LR: 2.353e-02 Score 97.502 Data time: 0.2719, Forward time: 2.3126, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.9097 [2020-11-13 16:18:51,215][root][INFO] - ===> Epoch[615](15993/26): Loss -0.8018, Sem 0.0618, dir -0.9781, norm 0.1145, swav 0.0000 LR: 2.352e-02 Score 97.811 Data time: 0.2013, Forward time: 2.3126, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.7353 [2020-11-13 16:18:56,551][root][INFO] - ===> Epoch[615](15994/26): Loss -0.7892, Sem 0.0684, dir -0.9785, norm 0.1209, swav 0.0000 LR: 2.352e-02 Score 97.572 Data time: 0.1563, Forward time: 2.3124, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 5.2068 [2020-11-13 16:19:02,073][root][INFO] - ===> Epoch[615](15995/26): Loss -0.8064, Sem 0.0637, dir -0.9784, norm 0.1083, swav 0.0000 LR: 2.351e-02 Score 97.693 Data time: 0.1950, Forward time: 2.3123, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 5.3930 [2020-11-13 16:19:07,744][root][INFO] - ===> Epoch[615](15996/26): Loss -0.7953, Sem 0.0719, dir -0.9808, norm 0.1136, swav 0.0000 LR: 2.351e-02 Score 97.396 Data time: 0.2191, Forward time: 2.3123, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.5263 [2020-11-13 16:19:14,213][root][INFO] - ===> Epoch[616](15997/26): Loss -0.7997, Sem 0.0662, dir -0.9789, norm 0.1130, swav 0.0000 LR: 2.350e-02 Score 97.694 Data time: 0.2181, Forward time: 2.3124, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 6.2987 [2020-11-13 16:19:20,201][root][INFO] - ===> Epoch[616](15998/26): Loss -0.7924, Sem 0.0742, dir -0.9792, norm 0.1126, swav 0.0000 LR: 2.350e-02 Score 97.502 Data time: 0.2038, Forward time: 2.3122, Backward time: 3.0735, DDP time: 0.0035, Total iter time: 5.8147 [2020-11-13 16:19:25,566][root][INFO] - ===> Epoch[616](15999/26): Loss -0.7832, Sem 0.0734, dir -0.9776, norm 0.1210, swav 0.0000 LR: 2.349e-02 Score 97.408 Data time: 0.2009, Forward time: 2.3122, Backward time: 3.0734, DDP time: 0.0035, Total iter time: 5.2323 [2020-11-13 16:19:30,625][root][INFO] - ===> Epoch[616](16000/26): Loss -0.7832, Sem 0.0657, dir -0.9714, norm 0.1226, swav 0.0000 LR: 2.349e-02 Score 97.656 Data time: 0.1645, Forward time: 2.3119, Backward time: 3.0734, DDP time: 0.0035, Total iter time: 4.9473 [2020-11-13 16:19:31,414][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 16:19:31,620][root][INFO] - ===> Start testing [2020-11-13 16:21:04,575][root][INFO] - 101/312: Data time: 0.0063, Iter time: 0.1492 Loss 0.391 (AVG: 0.581) Score 91.583 (AVG: 89.077) mIOU 69.023 mAP 74.891 mAcc 76.571 IOU: 82.789 96.054 61.201 84.548 92.317 84.572 74.168 61.659 64.495 84.738 32.820 59.021 63.908 67.540 45.173 38.814 90.952 70.499 74.183 51.001 mAP: 79.832 96.411 73.349 74.828 90.147 85.148 71.525 69.362 74.069 72.074 48.405 59.970 67.507 81.381 57.360 82.757 98.368 82.771 69.659 62.891 mAcc: 96.946 98.721 72.340 86.611 96.768 95.245 80.900 73.740 70.386 93.182 38.085 71.507 78.081 75.154 51.556 41.897 95.355 77.345 83.464 54.128 [2020-11-13 16:22:37,683][root][INFO] - 201/312: Data time: 0.1596, Iter time: 0.3768 Loss 0.246 (AVG: 0.575) Score 93.065 (AVG: 89.445) mIOU 70.809 mAP 75.370 mAcc 78.323 IOU: 84.255 96.215 62.491 83.051 93.046 83.568 74.309 61.058 64.107 81.554 30.601 63.722 66.045 74.839 56.828 45.164 90.687 70.606 85.308 48.736 mAP: 80.447 95.907 68.037 72.381 90.589 83.858 73.042 68.984 72.324 72.005 53.842 56.260 69.639 81.302 64.527 78.607 95.424 85.563 82.169 62.497 mAcc: 96.587 98.754 76.504 85.393 97.006 92.700 83.901 72.036 72.666 91.019 35.074 74.559 81.314 82.669 63.763 49.049 93.203 78.083 90.296 51.875 [2020-11-13 16:23:59,305][root][INFO] - 301/312: Data time: 0.0062, Iter time: 0.2778 Loss 2.107 (AVG: 0.562) Score 77.412 (AVG: 89.731) mIOU 71.593 mAP 76.474 mAcc 78.808 IOU: 84.564 96.280 62.300 83.189 92.406 85.714 74.631 62.762 63.444 79.258 31.939 67.340 61.219 75.954 57.141 52.083 92.767 71.211 88.352 49.313 mAP: 80.672 96.164 66.694 74.708 90.907 79.715 74.821 70.849 71.213 74.012 55.590 60.602 69.919 81.609 66.002 82.418 96.042 87.664 85.602 64.277 mAcc: 96.409 98.753 77.345 85.522 95.983 93.286 85.040 73.572 72.678 88.235 36.670 76.456 75.520 83.410 63.074 55.500 94.638 79.243 92.012 52.817 [2020-11-13 16:24:09,895][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.0975 Loss 0.122 (AVG: 0.566) Score 95.569 (AVG: 89.698) mIOU 71.552 mAP 76.236 mAcc 78.762 IOU: 84.341 96.342 61.935 83.347 92.261 85.575 74.943 62.377 62.640 79.318 31.742 67.206 61.845 74.252 56.898 52.068 92.643 71.084 88.352 51.873 mAP: 80.575 96.197 65.688 74.775 90.765 80.157 74.900 70.775 71.055 73.564 54.590 60.602 70.130 80.411 64.587 82.710 96.057 87.568 85.602 64.009 mAcc: 96.432 98.769 76.697 85.690 96.031 93.014 85.173 73.209 72.393 88.261 36.434 76.456 75.883 81.693 62.779 55.390 94.475 79.235 92.012 55.214 [2020-11-13 16:24:09,896][root][INFO] - Finished test. Elapsed time: 278.2750 [2020-11-13 16:24:19,877][root][INFO] - [2020-11-13 16:24:19,877][root][INFO] - ################################################################ [2020-11-13 16:24:19,877][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 16:24:19,877][root][INFO] - ################################################################ [2020-11-13 16:24:19,877][root][INFO] - cabinet : 0.282 0.507 0.678 [2020-11-13 16:24:19,877][root][INFO] - bed : 0.355 0.733 0.839 [2020-11-13 16:24:19,877][root][INFO] - chair : 0.721 0.881 0.922 [2020-11-13 16:24:19,877][root][INFO] - sofa : 0.435 0.660 0.830 [2020-11-13 16:24:19,877][root][INFO] - table : 0.445 0.677 0.774 [2020-11-13 16:24:19,877][root][INFO] - door : 0.280 0.478 0.591 [2020-11-13 16:24:19,877][root][INFO] - window : 0.239 0.410 0.605 [2020-11-13 16:24:19,877][root][INFO] - bookshelf : 0.219 0.556 0.747 [2020-11-13 16:24:19,877][root][INFO] - picture : 0.211 0.319 0.415 [2020-11-13 16:24:19,878][root][INFO] - counter : 0.079 0.282 0.634 [2020-11-13 16:24:19,878][root][INFO] - desk : 0.100 0.348 0.747 [2020-11-13 16:24:19,878][root][INFO] - curtain : 0.303 0.533 0.632 [2020-11-13 16:24:19,878][root][INFO] - refrigerator : 0.395 0.535 0.549 [2020-11-13 16:24:19,878][root][INFO] - shower curtain : 0.436 0.600 0.664 [2020-11-13 16:24:19,878][root][INFO] - toilet : 0.821 0.983 0.983 [2020-11-13 16:24:19,878][root][INFO] - sink : 0.409 0.705 0.876 [2020-11-13 16:24:19,878][root][INFO] - bathtub : 0.619 0.804 0.871 [2020-11-13 16:24:19,878][root][INFO] - otherfurniture : 0.389 0.538 0.626 [2020-11-13 16:24:19,878][root][INFO] - ---------------------------------------------------------------- [2020-11-13 16:24:19,878][root][INFO] - average : 0.374 0.586 0.721 [2020-11-13 16:24:19,878][root][INFO] - [2020-11-13 16:24:20,044][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 16:24:20,046][root][INFO] - Current best mIoU: 72.534 at iter 15500 [2020-11-13 16:24:24,975][root][INFO] - ===> Epoch[616](16001/26): Loss -0.7834, Sem 0.0711, dir -0.9755, norm 0.1210, swav 0.0000 LR: 2.348e-02 Score 97.539 Data time: 0.2087, Forward time: 2.3120, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 4.9235 [2020-11-13 16:24:30,823][root][INFO] - ===> Epoch[616](16002/26): Loss -0.7747, Sem 0.0754, dir -0.9756, norm 0.1254, swav 0.0000 LR: 2.348e-02 Score 97.394 Data time: 0.2302, Forward time: 2.3121, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.7067 [2020-11-13 16:24:36,111][root][INFO] - ===> Epoch[616](16003/26): Loss -0.7715, Sem 0.0758, dir -0.9739, norm 0.1266, swav 0.0000 LR: 2.347e-02 Score 97.404 Data time: 0.1536, Forward time: 2.3119, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.1258 [2020-11-13 16:24:41,842][root][INFO] - ===> Epoch[616](16004/26): Loss -0.7956, Sem 0.0754, dir -0.9773, norm 0.1063, swav 0.0000 LR: 2.346e-02 Score 97.254 Data time: 0.1645, Forward time: 2.3117, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.6371 [2020-11-13 16:24:47,740][root][INFO] - ===> Epoch[616](16005/26): Loss -0.7927, Sem 0.0716, dir -0.9772, norm 0.1129, swav 0.0000 LR: 2.346e-02 Score 97.490 Data time: 0.2785, Forward time: 2.3119, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.7847 [2020-11-13 16:24:53,871][root][INFO] - ===> Epoch[616](16006/26): Loss -0.7868, Sem 0.0743, dir -0.9752, norm 0.1141, swav 0.0000 LR: 2.345e-02 Score 97.296 Data time: 0.3055, Forward time: 2.3122, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 5.9766 [2020-11-13 16:24:59,583][root][INFO] - ===> Epoch[616](16007/26): Loss -0.7960, Sem 0.0649, dir -0.9768, norm 0.1159, swav 0.0000 LR: 2.345e-02 Score 97.694 Data time: 0.1859, Forward time: 2.3122, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 5.5719 [2020-11-13 16:25:04,820][root][INFO] - ===> Epoch[616](16008/26): Loss -0.8044, Sem 0.0678, dir -0.9787, norm 0.1065, swav 0.0000 LR: 2.344e-02 Score 97.532 Data time: 0.1459, Forward time: 2.3119, Backward time: 3.0728, DDP time: 0.0035, Total iter time: 5.0800 [2020-11-13 16:25:10,729][root][INFO] - ===> Epoch[616](16009/26): Loss -0.7976, Sem 0.0690, dir -0.9800, norm 0.1134, swav 0.0000 LR: 2.344e-02 Score 97.497 Data time: 0.1617, Forward time: 2.3117, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.8451 [2020-11-13 16:25:16,941][root][INFO] - ===> Epoch[616](16010/26): Loss -0.7661, Sem 0.0735, dir -0.9706, norm 0.1310, swav 0.0000 LR: 2.343e-02 Score 97.373 Data time: 0.2617, Forward time: 2.3118, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 6.0884 [2020-11-13 16:25:22,953][root][INFO] - ===> Epoch[616](16011/26): Loss -0.7684, Sem 0.0710, dir -0.9767, norm 0.1374, swav 0.0000 LR: 2.343e-02 Score 97.420 Data time: 0.2824, Forward time: 2.3121, Backward time: 3.0728, DDP time: 0.0035, Total iter time: 5.8852 [2020-11-13 16:25:28,130][root][INFO] - ===> Epoch[616](16012/26): Loss -0.8004, Sem 0.0686, dir -0.9798, norm 0.1109, swav 0.0000 LR: 2.342e-02 Score 97.495 Data time: 0.2097, Forward time: 2.3121, Backward time: 3.0726, DDP time: 0.0035, Total iter time: 5.0680 [2020-11-13 16:25:33,800][root][INFO] - ===> Epoch[616](16013/26): Loss -0.7921, Sem 0.0692, dir -0.9766, norm 0.1153, swav 0.0000 LR: 2.342e-02 Score 97.581 Data time: 0.2734, Forward time: 2.3123, Backward time: 3.0723, DDP time: 0.0035, Total iter time: 5.5405 [2020-11-13 16:25:41,102][root][INFO] - ===> Epoch[616](16014/26): Loss -0.8109, Sem 0.0607, dir -0.9800, norm 0.1084, swav 0.0000 LR: 2.341e-02 Score 97.881 Data time: 0.2617, Forward time: 2.3123, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 7.1620 [2020-11-13 16:25:46,963][root][INFO] - ===> Epoch[616](16015/26): Loss -0.7972, Sem 0.0709, dir -0.9793, norm 0.1112, swav 0.0000 LR: 2.341e-02 Score 97.440 Data time: 0.2684, Forward time: 2.3126, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 5.7453 [2020-11-13 16:25:53,978][root][INFO] - ===> Epoch[616](16016/26): Loss -0.7870, Sem 0.0684, dir -0.9762, norm 0.1208, swav 0.0000 LR: 2.340e-02 Score 97.612 Data time: 0.1461, Forward time: 2.3124, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 6.8663 [2020-11-13 16:25:58,895][root][INFO] - ===> Epoch[616](16017/26): Loss -0.8122, Sem 0.0697, dir -0.9800, norm 0.0982, swav 0.0000 LR: 2.340e-02 Score 97.472 Data time: 0.2098, Forward time: 2.3123, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 4.8221 [2020-11-13 16:26:06,737][root][INFO] - ===> Epoch[616](16018/26): Loss -0.7856, Sem 0.0690, dir -0.9767, norm 0.1221, swav 0.0000 LR: 2.339e-02 Score 97.524 Data time: 0.2614, Forward time: 2.3124, Backward time: 3.0738, DDP time: 0.0035, Total iter time: 7.7290 [2020-11-13 16:26:12,295][root][INFO] - ===> Epoch[616](16019/26): Loss -0.7908, Sem 0.0718, dir -0.9788, norm 0.1162, swav 0.0000 LR: 2.339e-02 Score 97.439 Data time: 0.2619, Forward time: 2.3126, Backward time: 3.0735, DDP time: 0.0035, Total iter time: 5.4044 [2020-11-13 16:26:17,341][root][INFO] - ===> Epoch[616](16020/26): Loss -0.7884, Sem 0.0749, dir -0.9755, norm 0.1122, swav 0.0000 LR: 2.338e-02 Score 97.286 Data time: 0.1994, Forward time: 2.3126, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 4.8438 [2020-11-13 16:26:22,744][root][INFO] - ===> Epoch[616](16021/26): Loss -0.8033, Sem 0.0625, dir -0.9766, norm 0.1108, swav 0.0000 LR: 2.338e-02 Score 97.760 Data time: 0.2006, Forward time: 2.3125, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.2500 [2020-11-13 16:26:29,526][root][INFO] - ===> Epoch[616](16022/26): Loss -0.7927, Sem 0.0707, dir -0.9780, norm 0.1147, swav 0.0000 LR: 2.337e-02 Score 97.448 Data time: 0.1970, Forward time: 2.3124, Backward time: 3.0735, DDP time: 0.0035, Total iter time: 6.6396 [2020-11-13 16:26:34,736][root][INFO] - ===> Epoch[617](16023/26): Loss -0.7746, Sem 0.0737, dir -0.9756, norm 0.1272, swav 0.0000 LR: 2.336e-02 Score 97.371 Data time: 0.1764, Forward time: 2.3123, Backward time: 3.0734, DDP time: 0.0035, Total iter time: 5.0287 [2020-11-13 16:26:39,896][root][INFO] - ===> Epoch[617](16024/26): Loss -0.8077, Sem 0.0615, dir -0.9778, norm 0.1086, swav 0.0000 LR: 2.336e-02 Score 97.701 Data time: 0.1879, Forward time: 2.3123, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 5.0270 [2020-11-13 16:26:44,595][root][INFO] - ===> Epoch[617](16025/26): Loss -0.7934, Sem 0.0691, dir -0.9758, norm 0.1132, swav 0.0000 LR: 2.335e-02 Score 97.484 Data time: 0.1508, Forward time: 2.3120, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 4.5162 [2020-11-13 16:26:49,901][root][INFO] - ===> Epoch[617](16026/26): Loss -0.7901, Sem 0.0702, dir -0.9787, norm 0.1184, swav 0.0000 LR: 2.335e-02 Score 97.506 Data time: 0.1853, Forward time: 2.3119, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.2200 [2020-11-13 16:26:54,931][root][INFO] - ===> Epoch[617](16027/26): Loss -0.7897, Sem 0.0662, dir -0.9764, norm 0.1205, swav 0.0000 LR: 2.334e-02 Score 97.702 Data time: 0.1615, Forward time: 2.3117, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 4.9276 [2020-11-13 16:27:00,864][root][INFO] - ===> Epoch[617](16028/26): Loss -0.7859, Sem 0.0625, dir -0.9763, norm 0.1279, swav 0.0000 LR: 2.334e-02 Score 97.762 Data time: 0.2160, Forward time: 2.3118, Backward time: 3.0728, DDP time: 0.0035, Total iter time: 5.8080 [2020-11-13 16:27:06,997][root][INFO] - ===> Epoch[617](16029/26): Loss -0.7969, Sem 0.0656, dir -0.9788, norm 0.1163, swav 0.0000 LR: 2.333e-02 Score 97.709 Data time: 0.1627, Forward time: 2.3116, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.9846 [2020-11-13 16:27:12,489][root][INFO] - ===> Epoch[617](16030/26): Loss -0.7988, Sem 0.0678, dir -0.9749, norm 0.1083, swav 0.0000 LR: 2.333e-02 Score 97.506 Data time: 0.1906, Forward time: 2.3115, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.4319 [2020-11-13 16:27:18,125][root][INFO] - ===> Epoch[617](16031/26): Loss -0.7868, Sem 0.0685, dir -0.9742, norm 0.1189, swav 0.0000 LR: 2.332e-02 Score 97.662 Data time: 0.2800, Forward time: 2.3117, Backward time: 3.0729, DDP time: 0.0035, Total iter time: 5.4980 [2020-11-13 16:27:24,457][root][INFO] - ===> Epoch[617](16032/26): Loss -0.7966, Sem 0.0679, dir -0.9789, norm 0.1144, swav 0.0000 LR: 2.332e-02 Score 97.572 Data time: 0.2867, Forward time: 2.3121, Backward time: 3.0727, DDP time: 0.0035, Total iter time: 6.1773 [2020-11-13 16:27:30,701][root][INFO] - ===> Epoch[617](16033/26): Loss -0.8032, Sem 0.0641, dir -0.9786, norm 0.1113, swav 0.0000 LR: 2.331e-02 Score 97.738 Data time: 0.1469, Forward time: 2.3119, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 6.0734 [2020-11-13 16:27:36,530][root][INFO] - ===> Epoch[617](16034/26): Loss -0.7883, Sem 0.0698, dir -0.9782, norm 0.1201, swav 0.0000 LR: 2.331e-02 Score 97.506 Data time: 0.1846, Forward time: 2.3117, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 5.7200 [2020-11-13 16:27:42,598][root][INFO] - ===> Epoch[617](16035/26): Loss -0.7924, Sem 0.0741, dir -0.9785, norm 0.1121, swav 0.0000 LR: 2.330e-02 Score 97.331 Data time: 0.2587, Forward time: 2.3120, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.9788 [2020-11-13 16:27:48,799][root][INFO] - ===> Epoch[617](16036/26): Loss -0.8020, Sem 0.0691, dir -0.9799, norm 0.1088, swav 0.0000 LR: 2.330e-02 Score 97.507 Data time: 0.2490, Forward time: 2.3120, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 6.0579 [2020-11-13 16:27:54,361][root][INFO] - ===> Epoch[617](16037/26): Loss -0.7998, Sem 0.0667, dir -0.9793, norm 0.1128, swav 0.0000 LR: 2.329e-02 Score 97.586 Data time: 0.1859, Forward time: 2.3119, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 5.4433 [2020-11-13 16:27:59,964][root][INFO] - ===> Epoch[617](16038/26): Loss -0.8050, Sem 0.0653, dir -0.9806, norm 0.1103, swav 0.0000 LR: 2.329e-02 Score 97.614 Data time: 0.2167, Forward time: 2.3119, Backward time: 3.0732, DDP time: 0.0035, Total iter time: 5.5177 [2020-11-13 16:28:05,787][root][INFO] - ===> Epoch[617](16039/26): Loss -0.7958, Sem 0.0716, dir -0.9780, norm 0.1106, swav 0.0000 LR: 2.328e-02 Score 97.355 Data time: 0.2114, Forward time: 2.3120, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 5.6613 [2020-11-13 16:28:11,492][root][INFO] - ===> Epoch[617](16040/26): Loss -0.7895, Sem 0.0692, dir -0.9752, norm 0.1166, swav 0.0000 LR: 2.327e-02 Score 97.579 Data time: 0.1340, Forward time: 2.3117, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 5.5562 [2020-11-13 16:28:18,438][root][INFO] - ===> Epoch[617](16041/26): Loss -0.7939, Sem 0.0739, dir -0.9790, norm 0.1112, swav 0.0000 LR: 2.327e-02 Score 97.343 Data time: 0.2700, Forward time: 2.3120, Backward time: 3.0735, DDP time: 0.0035, Total iter time: 6.8521 [2020-11-13 16:28:23,738][root][INFO] - ===> Epoch[617](16042/26): Loss -0.7972, Sem 0.0632, dir -0.9749, norm 0.1146, swav 0.0000 LR: 2.326e-02 Score 97.730 Data time: 0.2539, Forward time: 2.3120, Backward time: 3.0733, DDP time: 0.0035, Total iter time: 5.1174 [2020-11-13 16:28:29,615][root][INFO] - ===> Epoch[617](16043/26): Loss -0.7846, Sem 0.0691, dir -0.9777, norm 0.1240, swav 0.0000 LR: 2.326e-02 Score 97.546 Data time: 0.1723, Forward time: 2.3119, Backward time: 3.0735, DDP time: 0.0035, Total iter time: 5.7407 [2020-11-13 16:28:34,387][root][INFO] - ===> Epoch[617](16044/26): Loss -0.8084, Sem 0.0646, dir -0.9793, norm 0.1064, swav 0.0000 LR: 2.325e-02 Score 97.663 Data time: 0.2171, Forward time: 2.3119, Backward time: 3.0731, DDP time: 0.0035, Total iter time: 4.6447 [2020-11-13 16:28:39,482][root][INFO] - ===> Epoch[617](16045/26): Loss -0.7802, Sem 0.0732, dir -0.9747, norm 0.1213, swav 0.0000 LR: 2.325e-02 Score 97.341 Data time: 0.1849, Forward time: 2.3117, Backward time: 3.0730, DDP time: 0.0035, Total iter time: 4.9667 [2020-11-13 16:28:44,769][root][INFO] - ===> Epoch[617](16046/26): Loss -0.7781, Sem 0.0781, dir -0.9718, norm 0.1156, swav 0.0000 LR: 2.324e-02 Score 97.214 Data time: 0.2312, Forward time: 2.3119, Backward time: 3.0726, DDP time: 0.0035, Total iter time: 5.1764 [2020-11-13 16:28:49,527][root][INFO] - ===> Epoch[617](16047/26): Loss -0.7881, Sem 0.0737, dir -0.9770, norm 0.1152, swav 0.0000 LR: 2.324e-02 Score 97.504 Data time: 0.2910, Forward time: 2.3119, Backward time: 3.0722, DDP time: 0.0035, Total iter time: 4.5942 [2020-11-13 16:28:54,935][root][INFO] - ===> Epoch[617](16048/26): Loss -0.7886, Sem 0.0665, dir -0.9779, norm 0.1228, swav 0.0000 LR: 2.323e-02 Score 97.599 Data time: 0.2427, Forward time: 2.3121, Backward time: 3.0719, DDP time: 0.0035, Total iter time: 5.2852 [2020-11-13 16:29:01,709][root][INFO] - ===> Epoch[618](16049/26): Loss -0.7881, Sem 0.0704, dir -0.9772, norm 0.1187, swav 0.0000 LR: 2.323e-02 Score 97.449 Data time: 0.1810, Forward time: 2.3119, Backward time: 3.0723, DDP time: 0.0035, Total iter time: 6.6127 [2020-11-13 16:29:06,412][root][INFO] - ===> Epoch[618](16050/26): Loss -0.8051, Sem 0.0684, dir -0.9779, norm 0.1044, swav 0.0000 LR: 2.322e-02 Score 97.558 Data time: 0.1927, Forward time: 2.3119, Backward time: 3.0720, DDP time: 0.0035, Total iter time: 4.6125 [2020-11-13 16:29:11,564][root][INFO] - ===> Epoch[618](16051/26): Loss -0.7654, Sem 0.0807, dir -0.9740, norm 0.1279, swav 0.0000 LR: 2.322e-02 Score 97.159 Data time: 0.2177, Forward time: 2.3119, Backward time: 3.0717, DDP time: 0.0035, Total iter time: 5.0276 [2020-11-13 16:29:16,933][root][INFO] - ===> Epoch[618](16052/26): Loss -0.7945, Sem 0.0714, dir -0.9790, norm 0.1131, swav 0.0000 LR: 2.321e-02 Score 97.408 Data time: 0.2281, Forward time: 2.3120, Backward time: 3.0715, DDP time: 0.0035, Total iter time: 5.2300 [2020-11-13 16:29:22,241][root][INFO] - ===> Epoch[618](16053/26): Loss -0.7841, Sem 0.0717, dir -0.9762, norm 0.1204, swav 0.0000 LR: 2.321e-02 Score 97.523 Data time: 0.2260, Forward time: 2.3121, Backward time: 3.0712, DDP time: 0.0035, Total iter time: 5.1494 [2020-11-13 16:29:28,161][root][INFO] - ===> Epoch[618](16054/26): Loss -0.7975, Sem 0.0689, dir -0.9792, norm 0.1128, swav 0.0000 LR: 2.320e-02 Score 97.650 Data time: 0.2032, Forward time: 2.3121, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.8168 [2020-11-13 16:29:33,245][root][INFO] - ===> Epoch[618](16055/26): Loss -0.7976, Sem 0.0711, dir -0.9793, norm 0.1106, swav 0.0000 LR: 2.320e-02 Score 97.385 Data time: 0.2205, Forward time: 2.3122, Backward time: 3.0709, DDP time: 0.0035, Total iter time: 4.9672 [2020-11-13 16:29:41,004][root][INFO] - ===> Epoch[618](16056/26): Loss -0.7998, Sem 0.0677, dir -0.9756, norm 0.1081, swav 0.0000 LR: 2.319e-02 Score 97.531 Data time: 0.1970, Forward time: 2.3121, Backward time: 3.0717, DDP time: 0.0035, Total iter time: 7.6181 [2020-11-13 16:29:46,966][root][INFO] - ===> Epoch[618](16057/26): Loss -0.7978, Sem 0.0650, dir -0.9766, norm 0.1139, swav 0.0000 LR: 2.318e-02 Score 97.730 Data time: 0.2289, Forward time: 2.3121, Backward time: 3.0718, DDP time: 0.0035, Total iter time: 5.8446 [2020-11-13 16:29:52,254][root][INFO] - ===> Epoch[618](16058/26): Loss -0.7980, Sem 0.0726, dir -0.9798, norm 0.1092, swav 0.0000 LR: 2.318e-02 Score 97.431 Data time: 0.2727, Forward time: 2.3121, Backward time: 3.0716, DDP time: 0.0035, Total iter time: 5.1649 [2020-11-13 16:29:57,829][root][INFO] - ===> Epoch[618](16059/26): Loss -0.7929, Sem 0.0663, dir -0.9789, norm 0.1198, swav 0.0000 LR: 2.317e-02 Score 97.643 Data time: 0.2582, Forward time: 2.3123, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.4433 [2020-11-13 16:30:04,337][root][INFO] - ===> Epoch[618](16060/26): Loss -0.7865, Sem 0.0702, dir -0.9771, norm 0.1204, swav 0.0000 LR: 2.317e-02 Score 97.504 Data time: 0.1825, Forward time: 2.3122, Backward time: 3.0716, DDP time: 0.0035, Total iter time: 6.3665 [2020-11-13 16:30:09,682][root][INFO] - ===> Epoch[618](16061/26): Loss -0.7994, Sem 0.0656, dir -0.9756, norm 0.1106, swav 0.0000 LR: 2.316e-02 Score 97.619 Data time: 0.1911, Forward time: 2.3121, Backward time: 3.0716, DDP time: 0.0035, Total iter time: 5.2365 [2020-11-13 16:30:15,476][root][INFO] - ===> Epoch[618](16062/26): Loss -0.8166, Sem 0.0582, dir -0.9789, norm 0.1041, swav 0.0000 LR: 2.316e-02 Score 97.938 Data time: 0.2142, Forward time: 2.3121, Backward time: 3.0716, DDP time: 0.0035, Total iter time: 5.6864 [2020-11-13 16:30:21,118][root][INFO] - ===> Epoch[618](16063/26): Loss -0.7893, Sem 0.0689, dir -0.9773, norm 0.1191, swav 0.0000 LR: 2.315e-02 Score 97.546 Data time: 0.2355, Forward time: 2.3122, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 5.5050 [2020-11-13 16:30:26,934][root][INFO] - ===> Epoch[618](16064/26): Loss -0.7699, Sem 0.0741, dir -0.9738, norm 0.1298, swav 0.0000 LR: 2.315e-02 Score 97.348 Data time: 0.2945, Forward time: 2.3124, Backward time: 3.0712, DDP time: 0.0035, Total iter time: 5.6458 [2020-11-13 16:30:32,896][root][INFO] - ===> Epoch[618](16065/26): Loss -0.7942, Sem 0.0678, dir -0.9787, norm 0.1167, swav 0.0000 LR: 2.314e-02 Score 97.582 Data time: 0.2222, Forward time: 2.3124, Backward time: 3.0713, DDP time: 0.0035, Total iter time: 5.8166 [2020-11-13 16:30:39,391][root][INFO] - ===> Epoch[618](16066/26): Loss -0.7883, Sem 0.0635, dir -0.9758, norm 0.1240, swav 0.0000 LR: 2.314e-02 Score 97.696 Data time: 0.2956, Forward time: 2.3127, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 6.3808 [2020-11-13 16:30:45,653][root][INFO] - ===> Epoch[618](16067/26): Loss -0.7785, Sem 0.0716, dir -0.9786, norm 0.1284, swav 0.0000 LR: 2.313e-02 Score 97.536 Data time: 0.1843, Forward time: 2.3126, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 6.1163 [2020-11-13 16:30:51,228][root][INFO] - ===> Epoch[618](16068/26): Loss -0.7951, Sem 0.0721, dir -0.9770, norm 0.1098, swav 0.0000 LR: 2.313e-02 Score 97.389 Data time: 0.2706, Forward time: 2.3128, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 5.4692 [2020-11-13 16:30:56,524][root][INFO] - ===> Epoch[618](16069/26): Loss -0.7907, Sem 0.0735, dir -0.9788, norm 0.1146, swav 0.0000 LR: 2.312e-02 Score 97.445 Data time: 0.2707, Forward time: 2.3130, Backward time: 3.0708, DDP time: 0.0035, Total iter time: 5.1527 [2020-11-13 16:31:01,221][root][INFO] - ===> Epoch[618](16070/26): Loss -0.8046, Sem 0.0663, dir -0.9775, norm 0.1066, swav 0.0000 LR: 2.312e-02 Score 97.652 Data time: 0.2330, Forward time: 2.3130, Backward time: 3.0704, DDP time: 0.0035, Total iter time: 4.5828 [2020-11-13 16:31:07,292][root][INFO] - ===> Epoch[618](16071/26): Loss -0.7794, Sem 0.0731, dir -0.9763, norm 0.1238, swav 0.0000 LR: 2.311e-02 Score 97.433 Data time: 0.2697, Forward time: 2.3132, Backward time: 3.0703, DDP time: 0.0035, Total iter time: 5.9481 [2020-11-13 16:31:12,877][root][INFO] - ===> Epoch[618](16072/26): Loss -0.7701, Sem 0.0812, dir -0.9773, norm 0.1260, swav 0.0000 LR: 2.311e-02 Score 97.079 Data time: 0.2245, Forward time: 2.3132, Backward time: 3.0701, DDP time: 0.0035, Total iter time: 5.4339 [2020-11-13 16:31:18,575][root][INFO] - ===> Epoch[618](16073/26): Loss -0.7744, Sem 0.0675, dir -0.9728, norm 0.1310, swav 0.0000 LR: 2.310e-02 Score 97.577 Data time: 0.2137, Forward time: 2.3133, Backward time: 3.0701, DDP time: 0.0035, Total iter time: 5.5692 [2020-11-13 16:31:25,003][root][INFO] - ===> Epoch[618](16074/26): Loss -0.7922, Sem 0.0676, dir -0.9761, norm 0.1163, swav 0.0000 LR: 2.309e-02 Score 97.651 Data time: 0.2456, Forward time: 2.3134, Backward time: 3.0702, DDP time: 0.0035, Total iter time: 6.2980 [2020-11-13 16:31:31,014][root][INFO] - ===> Epoch[619](16075/26): Loss -0.8117, Sem 0.0628, dir -0.9806, norm 0.1061, swav 0.0000 LR: 2.309e-02 Score 97.685 Data time: 0.1708, Forward time: 2.3133, Backward time: 3.0704, DDP time: 0.0035, Total iter time: 5.8662 [2020-11-13 16:31:37,427][root][INFO] - ===> Epoch[619](16076/26): Loss -0.8046, Sem 0.0696, dir -0.9802, norm 0.1060, swav 0.0000 LR: 2.308e-02 Score 97.470 Data time: 0.1875, Forward time: 2.3132, Backward time: 3.0707, DDP time: 0.0035, Total iter time: 6.3169 [2020-11-13 16:31:43,561][root][INFO] - ===> Epoch[619](16077/26): Loss -0.7910, Sem 0.0705, dir -0.9790, norm 0.1175, swav 0.0000 LR: 2.308e-02 Score 97.451 Data time: 0.2377, Forward time: 2.3132, Backward time: 3.0708, DDP time: 0.0035, Total iter time: 5.9925 [2020-11-13 16:31:49,713][root][INFO] - ===> Epoch[619](16078/26): Loss -0.7921, Sem 0.0698, dir -0.9791, norm 0.1172, swav 0.0000 LR: 2.307e-02 Score 97.488 Data time: 0.2732, Forward time: 2.3134, Backward time: 3.0708, DDP time: 0.0035, Total iter time: 5.9929 [2020-11-13 16:31:55,499][root][INFO] - ===> Epoch[619](16079/26): Loss -0.8077, Sem 0.0623, dir -0.9807, norm 0.1106, swav 0.0000 LR: 2.307e-02 Score 97.818 Data time: 0.2586, Forward time: 2.3136, Backward time: 3.0706, DDP time: 0.0035, Total iter time: 5.6415 [2020-11-13 16:32:01,392][root][INFO] - ===> Epoch[619](16080/26): Loss -0.7759, Sem 0.0740, dir -0.9768, norm 0.1270, swav 0.0000 LR: 2.306e-02 Score 97.387 Data time: 0.2405, Forward time: 2.3134, Backward time: 3.0707, DDP time: 0.0035, Total iter time: 5.7730 [2020-11-13 16:32:07,500][root][INFO] - ===> Epoch[619](16081/26): Loss -0.7929, Sem 0.0686, dir -0.9763, norm 0.1149, swav 0.0000 LR: 2.306e-02 Score 97.544 Data time: 0.2782, Forward time: 2.3137, Backward time: 3.0705, DDP time: 0.0035, Total iter time: 6.0331 [2020-11-13 16:32:12,321][root][INFO] - ===> Epoch[619](16082/26): Loss -0.8136, Sem 0.0578, dir -0.9778, norm 0.1063, swav 0.0000 LR: 2.305e-02 Score 97.915 Data time: 0.1466, Forward time: 2.3135, Backward time: 3.0704, DDP time: 0.0035, Total iter time: 4.6673 [2020-11-13 16:32:19,172][root][INFO] - ===> Epoch[619](16083/26): Loss -0.7967, Sem 0.0660, dir -0.9791, norm 0.1164, swav 0.0000 LR: 2.305e-02 Score 97.574 Data time: 0.1942, Forward time: 2.3134, Backward time: 3.0709, DDP time: 0.0035, Total iter time: 6.7666 [2020-11-13 16:32:25,016][root][INFO] - ===> Epoch[619](16084/26): Loss -0.7502, Sem 0.0862, dir -0.9749, norm 0.1386, swav 0.0000 LR: 2.304e-02 Score 96.991 Data time: 0.2002, Forward time: 2.3134, Backward time: 3.0709, DDP time: 0.0035, Total iter time: 5.7280 [2020-11-13 16:32:31,608][root][INFO] - ===> Epoch[619](16085/26): Loss -0.8026, Sem 0.0652, dir -0.9813, norm 0.1135, swav 0.0000 LR: 2.304e-02 Score 97.674 Data time: 0.2369, Forward time: 2.3135, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 6.4732 [2020-11-13 16:32:37,090][root][INFO] - ===> Epoch[619](16086/26): Loss -0.7879, Sem 0.0750, dir -0.9752, norm 0.1123, swav 0.0000 LR: 2.303e-02 Score 97.330 Data time: 0.2155, Forward time: 2.3135, Backward time: 3.0710, DDP time: 0.0035, Total iter time: 5.3347 [2020-11-13 16:32:42,268][root][INFO] - ===> Epoch[619](16087/26): Loss -0.7949, Sem 0.0709, dir -0.9779, norm 0.1121, swav 0.0000 LR: 2.303e-02 Score 97.482 Data time: 0.1995, Forward time: 2.3135, Backward time: 3.0708, DDP time: 0.0035, Total iter time: 5.0462 [2020-11-13 16:32:48,204][root][INFO] - ===> Epoch[619](16088/26): Loss -0.7734, Sem 0.0723, dir -0.9752, norm 0.1295, swav 0.0000 LR: 2.302e-02 Score 97.437 Data time: 0.1816, Forward time: 2.3132, Backward time: 3.0711, DDP time: 0.0035, Total iter time: 5.8039 [2020-11-13 16:32:53,509][root][INFO] - ===> Epoch[619](16089/26): Loss -0.7707, Sem 0.0781, dir -0.9740, norm 0.1253, swav 0.0000 LR: 2.302e-02 Score 97.266 Data time: 0.1962, Forward time: 2.3132, Backward time: 3.0710, DDP time: 0.0035, Total iter time: 5.2133 [2020-11-13 16:32:58,965][root][INFO] - ===> Epoch[619](16090/26): Loss -0.8137, Sem 0.0609, dir -0.9814, norm 0.1068, swav 0.0000 LR: 2.301e-02 Score 97.798 Data time: 0.1909, Forward time: 2.3131, Backward time: 3.0710, DDP time: 0.0035, Total iter time: 5.3237 [2020-11-13 16:33:04,490][root][INFO] - ===> Epoch[619](16091/26): Loss -0.7627, Sem 0.0793, dir -0.9721, norm 0.1301, swav 0.0000 LR: 2.300e-02 Score 97.293 Data time: 0.1919, Forward time: 2.3131, Backward time: 3.0709, DDP time: 0.0035, Total iter time: 5.4137 [2020-11-13 16:33:09,602][root][INFO] - ===> Epoch[619](16092/26): Loss -0.7876, Sem 0.0710, dir -0.9788, norm 0.1202, swav 0.0000 LR: 2.300e-02 Score 97.395 Data time: 0.2077, Forward time: 2.3130, Backward time: 3.0707, DDP time: 0.0035, Total iter time: 4.9532 [2020-11-13 16:33:15,082][root][INFO] - ===> Epoch[619](16093/26): Loss -0.7868, Sem 0.0742, dir -0.9779, norm 0.1168, swav 0.0000 LR: 2.299e-02 Score 97.294 Data time: 0.2576, Forward time: 2.3132, Backward time: 3.0704, DDP time: 0.0035, Total iter time: 5.3701 [2020-11-13 16:33:20,768][root][INFO] - ===> Epoch[619](16094/26): Loss -0.7913, Sem 0.0700, dir -0.9757, norm 0.1144, swav 0.0000 LR: 2.299e-02 Score 97.463 Data time: 0.2042, Forward time: 2.3131, Backward time: 3.0704, DDP time: 0.0035, Total iter time: 5.5299 [2020-11-13 16:33:26,943][root][INFO] - ===> Epoch[619](16095/26): Loss -0.7758, Sem 0.0724, dir -0.9765, norm 0.1283, swav 0.0000 LR: 2.298e-02 Score 97.395 Data time: 0.2131, Forward time: 2.3131, Backward time: 3.0706, DDP time: 0.0035, Total iter time: 6.0184 [2020-11-13 16:33:32,228][root][INFO] - ===> Epoch[619](16096/26): Loss -0.7921, Sem 0.0710, dir -0.9767, norm 0.1135, swav 0.0000 LR: 2.298e-02 Score 97.484 Data time: 0.2549, Forward time: 2.3132, Backward time: 3.0702, DDP time: 0.0035, Total iter time: 5.1333 [2020-11-13 16:33:38,032][root][INFO] - ===> Epoch[619](16097/26): Loss -0.8005, Sem 0.0634, dir -0.9783, norm 0.1145, swav 0.0000 LR: 2.297e-02 Score 97.734 Data time: 0.2748, Forward time: 2.3135, Backward time: 3.0699, DDP time: 0.0035, Total iter time: 5.6903 [2020-11-13 16:33:43,616][root][INFO] - ===> Epoch[619](16098/26): Loss -0.7995, Sem 0.0690, dir -0.9789, norm 0.1104, swav 0.0000 LR: 2.297e-02 Score 97.489 Data time: 0.2353, Forward time: 2.3136, Backward time: 3.0698, DDP time: 0.0035, Total iter time: 5.4177 [2020-11-13 16:33:49,635][root][INFO] - ===> Epoch[619](16099/26): Loss -0.7677, Sem 0.0702, dir -0.9721, norm 0.1342, swav 0.0000 LR: 2.296e-02 Score 97.488 Data time: 0.2993, Forward time: 2.3139, Backward time: 3.0696, DDP time: 0.0035, Total iter time: 5.9081 [2020-11-13 16:33:55,780][root][INFO] - ===> Epoch[619](16100/26): Loss -0.8065, Sem 0.0617, dir -0.9774, norm 0.1093, swav 0.0000 LR: 2.296e-02 Score 97.836 Data time: 0.2964, Forward time: 2.3141, Backward time: 3.0694, DDP time: 0.0035, Total iter time: 5.9831 [2020-11-13 16:34:02,907][root][INFO] - ===> Epoch[620](16101/26): Loss -0.7946, Sem 0.0654, dir -0.9773, norm 0.1173, swav 0.0000 LR: 2.295e-02 Score 97.682 Data time: 0.2133, Forward time: 2.3142, Backward time: 3.0698, DDP time: 0.0035, Total iter time: 6.9979 [2020-11-13 16:34:09,108][root][INFO] - ===> Epoch[620](16102/26): Loss -0.7946, Sem 0.0700, dir -0.9773, norm 0.1128, swav 0.0000 LR: 2.295e-02 Score 97.471 Data time: 0.2038, Forward time: 2.3142, Backward time: 3.0700, DDP time: 0.0035, Total iter time: 6.0446 [2020-11-13 16:34:13,619][root][INFO] - ===> Epoch[620](16103/26): Loss -0.8018, Sem 0.0659, dir -0.9758, norm 0.1080, swav 0.0000 LR: 2.294e-02 Score 97.662 Data time: 0.2065, Forward time: 2.3142, Backward time: 3.0695, DDP time: 0.0035, Total iter time: 4.3947 [2020-11-13 16:34:19,543][root][INFO] - ===> Epoch[620](16104/26): Loss -0.7833, Sem 0.0711, dir -0.9743, norm 0.1199, swav 0.0000 LR: 2.294e-02 Score 97.471 Data time: 0.2143, Forward time: 2.3141, Backward time: 3.0696, DDP time: 0.0035, Total iter time: 5.8288 [2020-11-13 16:34:24,880][root][INFO] - ===> Epoch[620](16105/26): Loss -0.7861, Sem 0.0731, dir -0.9779, norm 0.1187, swav 0.0000 LR: 2.293e-02 Score 97.469 Data time: 0.1831, Forward time: 2.3140, Backward time: 3.0696, DDP time: 0.0035, Total iter time: 5.1946 [2020-11-13 16:34:30,336][root][INFO] - ===> Epoch[620](16106/26): Loss -0.8041, Sem 0.0657, dir -0.9805, norm 0.1107, swav 0.0000 LR: 2.293e-02 Score 97.737 Data time: 0.2534, Forward time: 2.3142, Backward time: 3.0693, DDP time: 0.0035, Total iter time: 5.3805 [2020-11-13 16:34:37,024][root][INFO] - ===> Epoch[620](16107/26): Loss -0.7976, Sem 0.0663, dir -0.9774, norm 0.1134, swav 0.0000 LR: 2.292e-02 Score 97.632 Data time: 0.1749, Forward time: 2.3141, Backward time: 3.0697, DDP time: 0.0035, Total iter time: 6.5206 [2020-11-13 16:34:42,352][root][INFO] - ===> Epoch[620](16108/26): Loss -0.8020, Sem 0.0648, dir -0.9794, norm 0.1127, swav 0.0000 LR: 2.291e-02 Score 97.625 Data time: 0.2294, Forward time: 2.3140, Backward time: 3.0696, DDP time: 0.0035, Total iter time: 5.2225 [2020-11-13 16:34:49,014][root][INFO] - ===> Epoch[620](16109/26): Loss -0.8101, Sem 0.0629, dir -0.9803, norm 0.1074, swav 0.0000 LR: 2.291e-02 Score 97.720 Data time: 0.2045, Forward time: 2.3139, Backward time: 3.0700, DDP time: 0.0035, Total iter time: 6.5257 [2020-11-13 16:34:56,071][root][INFO] - ===> Epoch[620](16110/26): Loss -0.7956, Sem 0.0643, dir -0.9802, norm 0.1204, swav 0.0000 LR: 2.290e-02 Score 97.716 Data time: 0.2473, Forward time: 2.3141, Backward time: 3.0703, DDP time: 0.0035, Total iter time: 6.9292 [2020-11-13 16:35:00,788][root][INFO] - ===> Epoch[620](16111/26): Loss -0.7990, Sem 0.0711, dir -0.9809, norm 0.1109, swav 0.0000 LR: 2.290e-02 Score 97.353 Data time: 0.1572, Forward time: 2.3139, Backward time: 3.0701, DDP time: 0.0035, Total iter time: 4.5769 [2020-11-13 16:35:05,894][root][INFO] - ===> Epoch[620](16112/26): Loss -0.7925, Sem 0.0718, dir -0.9778, norm 0.1135, swav 0.0000 LR: 2.289e-02 Score 97.489 Data time: 0.2517, Forward time: 2.3140, Backward time: 3.0697, DDP time: 0.0035, Total iter time: 4.9993 [2020-11-13 16:35:10,817][root][INFO] - ===> Epoch[620](16113/26): Loss -0.7999, Sem 0.0698, dir -0.9805, norm 0.1109, swav 0.0000 LR: 2.289e-02 Score 97.497 Data time: 0.2576, Forward time: 2.3139, Backward time: 3.0694, DDP time: 0.0035, Total iter time: 4.7772 [2020-11-13 16:35:16,729][root][INFO] - ===> Epoch[620](16114/26): Loss -0.8025, Sem 0.0646, dir -0.9735, norm 0.1064, swav 0.0000 LR: 2.288e-02 Score 97.712 Data time: 0.2292, Forward time: 2.3141, Backward time: 3.0694, DDP time: 0.0035, Total iter time: 5.8194 [2020-11-13 16:35:21,983][root][INFO] - ===> Epoch[620](16115/26): Loss -0.7873, Sem 0.0666, dir -0.9769, norm 0.1230, swav 0.0000 LR: 2.288e-02 Score 97.624 Data time: 0.1868, Forward time: 2.3140, Backward time: 3.0692, DDP time: 0.0035, Total iter time: 5.1230 [2020-11-13 16:35:29,314][root][INFO] - ===> Epoch[620](16116/26): Loss -0.7943, Sem 0.0673, dir -0.9790, norm 0.1174, swav 0.0000 LR: 2.287e-02 Score 97.604 Data time: 0.1826, Forward time: 2.3139, Backward time: 3.0699, DDP time: 0.0035, Total iter time: 7.2143 [2020-11-13 16:35:34,803][root][INFO] - ===> Epoch[620](16117/26): Loss -0.7798, Sem 0.0734, dir -0.9752, norm 0.1219, swav 0.0000 LR: 2.287e-02 Score 97.372 Data time: 0.2426, Forward time: 2.3141, Backward time: 3.0696, DDP time: 0.0035, Total iter time: 5.4223 [2020-11-13 16:35:39,670][root][INFO] - ===> Epoch[620](16118/26): Loss -0.7994, Sem 0.0672, dir -0.9796, norm 0.1130, swav 0.0000 LR: 2.286e-02 Score 97.657 Data time: 0.1800, Forward time: 2.3140, Backward time: 3.0694, DDP time: 0.0035, Total iter time: 4.7321 [2020-11-13 16:35:44,646][root][INFO] - ===> Epoch[620](16119/26): Loss -0.7937, Sem 0.0692, dir -0.9770, norm 0.1141, swav 0.0000 LR: 2.286e-02 Score 97.595 Data time: 0.2060, Forward time: 2.3139, Backward time: 3.0692, DDP time: 0.0035, Total iter time: 4.8850 [2020-11-13 16:35:50,533][root][INFO] - ===> Epoch[620](16120/26): Loss -0.7917, Sem 0.0707, dir -0.9777, norm 0.1153, swav 0.0000 LR: 2.285e-02 Score 97.402 Data time: 0.2121, Forward time: 2.3139, Backward time: 3.0692, DDP time: 0.0035, Total iter time: 5.7700 [2020-11-13 16:35:55,227][root][INFO] - ===> Epoch[620](16121/26): Loss -0.7841, Sem 0.0713, dir -0.9739, norm 0.1186, swav 0.0000 LR: 2.285e-02 Score 97.473 Data time: 0.2198, Forward time: 2.3140, Backward time: 3.0687, DDP time: 0.0035, Total iter time: 4.5438 [2020-11-13 16:36:00,435][root][INFO] - ===> Epoch[620](16122/26): Loss -0.8130, Sem 0.0589, dir -0.9832, norm 0.1112, swav 0.0000 LR: 2.284e-02 Score 97.943 Data time: 0.2026, Forward time: 2.3139, Backward time: 3.0686, DDP time: 0.0035, Total iter time: 5.1033 [2020-11-13 16:36:06,351][root][INFO] - ===> Epoch[620](16123/26): Loss -0.7941, Sem 0.0698, dir -0.9751, norm 0.1112, swav 0.0000 LR: 2.283e-02 Score 97.518 Data time: 0.2285, Forward time: 2.3140, Backward time: 3.0685, DDP time: 0.0035, Total iter time: 5.7819 [2020-11-13 16:36:11,378][root][INFO] - ===> Epoch[620](16124/26): Loss -0.8009, Sem 0.0602, dir -0.9784, norm 0.1174, swav 0.0000 LR: 2.283e-02 Score 97.858 Data time: 0.1359, Forward time: 2.3137, Backward time: 3.0685, DDP time: 0.0035, Total iter time: 4.8740 [2020-11-13 16:36:16,928][root][INFO] - ===> Epoch[620](16125/26): Loss -0.7866, Sem 0.0703, dir -0.9788, norm 0.1219, swav 0.0000 LR: 2.282e-02 Score 97.509 Data time: 0.2267, Forward time: 2.3138, Backward time: 3.0684, DDP time: 0.0035, Total iter time: 5.4722 [2020-11-13 16:36:21,891][root][INFO] - ===> Epoch[620](16126/26): Loss -0.8000, Sem 0.0618, dir -0.9773, norm 0.1155, swav 0.0000 LR: 2.282e-02 Score 97.831 Data time: 0.2315, Forward time: 2.3138, Backward time: 3.0679, DDP time: 0.0035, Total iter time: 4.8392 [2020-11-13 16:36:26,917][root][INFO] - ===> Epoch[621](16127/26): Loss -0.7879, Sem 0.0707, dir -0.9746, norm 0.1160, swav 0.0000 LR: 2.281e-02 Score 97.519 Data time: 0.2092, Forward time: 2.3139, Backward time: 3.0676, DDP time: 0.0035, Total iter time: 4.8915 [2020-11-13 16:36:33,304][root][INFO] - ===> Epoch[621](16128/26): Loss -0.8051, Sem 0.0632, dir -0.9790, norm 0.1106, swav 0.0000 LR: 2.281e-02 Score 97.676 Data time: 0.2625, Forward time: 2.3139, Backward time: 3.0678, DDP time: 0.0035, Total iter time: 6.2480 [2020-11-13 16:36:38,432][root][INFO] - ===> Epoch[621](16129/26): Loss -0.7756, Sem 0.0732, dir -0.9749, norm 0.1262, swav 0.0000 LR: 2.280e-02 Score 97.348 Data time: 0.2102, Forward time: 2.3139, Backward time: 3.0675, DDP time: 0.0035, Total iter time: 4.9818 [2020-11-13 16:36:43,678][root][INFO] - ===> Epoch[621](16130/26): Loss -0.8225, Sem 0.0533, dir -0.9811, norm 0.1053, swav 0.0000 LR: 2.280e-02 Score 98.151 Data time: 0.2212, Forward time: 2.3139, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 5.1351 [2020-11-13 16:36:49,750][root][INFO] - ===> Epoch[621](16131/26): Loss -0.7846, Sem 0.0745, dir -0.9767, norm 0.1177, swav 0.0000 LR: 2.279e-02 Score 97.298 Data time: 0.2878, Forward time: 2.3142, Backward time: 3.0672, DDP time: 0.0035, Total iter time: 5.9499 [2020-11-13 16:36:55,433][root][INFO] - ===> Epoch[621](16132/26): Loss -0.8016, Sem 0.0630, dir -0.9789, norm 0.1144, swav 0.0000 LR: 2.279e-02 Score 97.758 Data time: 0.2676, Forward time: 2.3143, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 5.4986 [2020-11-13 16:37:01,073][root][INFO] - ===> Epoch[621](16133/26): Loss -0.7961, Sem 0.0645, dir -0.9766, norm 0.1160, swav 0.0000 LR: 2.278e-02 Score 97.775 Data time: 0.2834, Forward time: 2.3146, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 5.4803 [2020-11-13 16:37:07,559][root][INFO] - ===> Epoch[621](16134/26): Loss -0.7961, Sem 0.0658, dir -0.9776, norm 0.1158, swav 0.0000 LR: 2.278e-02 Score 97.611 Data time: 0.3683, Forward time: 2.3149, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 6.3223 [2020-11-13 16:37:14,196][root][INFO] - ===> Epoch[621](16135/26): Loss -0.7729, Sem 0.0778, dir -0.9740, norm 0.1232, swav 0.0000 LR: 2.277e-02 Score 97.176 Data time: 0.2327, Forward time: 2.3150, Backward time: 3.0667, DDP time: 0.0035, Total iter time: 6.4551 [2020-11-13 16:37:19,899][root][INFO] - ===> Epoch[621](16136/26): Loss -0.7961, Sem 0.0626, dir -0.9751, norm 0.1164, swav 0.0000 LR: 2.277e-02 Score 97.758 Data time: 0.2476, Forward time: 2.3152, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.5934 [2020-11-13 16:37:26,532][root][INFO] - ===> Epoch[621](16137/26): Loss -0.7748, Sem 0.0782, dir -0.9763, norm 0.1233, swav 0.0000 LR: 2.276e-02 Score 97.071 Data time: 0.2273, Forward time: 2.3153, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 6.5048 [2020-11-13 16:37:32,091][root][INFO] - ===> Epoch[621](16138/26): Loss -0.7776, Sem 0.0809, dir -0.9762, norm 0.1177, swav 0.0000 LR: 2.276e-02 Score 97.182 Data time: 0.2331, Forward time: 2.3154, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.4327 [2020-11-13 16:37:38,769][root][INFO] - ===> Epoch[621](16139/26): Loss -0.8191, Sem 0.0583, dir -0.9815, norm 0.1042, swav 0.0000 LR: 2.275e-02 Score 98.038 Data time: 0.2637, Forward time: 2.3156, Backward time: 3.0667, DDP time: 0.0035, Total iter time: 6.5431 [2020-11-13 16:37:44,996][root][INFO] - ===> Epoch[621](16140/26): Loss -0.7991, Sem 0.0666, dir -0.9775, norm 0.1117, swav 0.0000 LR: 2.274e-02 Score 97.593 Data time: 0.2398, Forward time: 2.3156, Backward time: 3.0667, DDP time: 0.0035, Total iter time: 6.0864 [2020-11-13 16:37:51,548][root][INFO] - ===> Epoch[621](16141/26): Loss -0.7888, Sem 0.0802, dir -0.9800, norm 0.1110, swav 0.0000 LR: 2.274e-02 Score 97.075 Data time: 0.3028, Forward time: 2.3160, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 6.4335 [2020-11-13 16:37:56,991][root][INFO] - ===> Epoch[621](16142/26): Loss -0.7957, Sem 0.0674, dir -0.9793, norm 0.1163, swav 0.0000 LR: 2.273e-02 Score 97.623 Data time: 0.1811, Forward time: 2.3160, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.2821 [2020-11-13 16:38:03,244][root][INFO] - ===> Epoch[621](16143/26): Loss -0.7984, Sem 0.0712, dir -0.9749, norm 0.1053, swav 0.0000 LR: 2.273e-02 Score 97.417 Data time: 0.1605, Forward time: 2.3158, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 6.1163 [2020-11-13 16:38:09,135][root][INFO] - ===> Epoch[621](16144/26): Loss -0.7972, Sem 0.0658, dir -0.9762, norm 0.1133, swav 0.0000 LR: 2.272e-02 Score 97.693 Data time: 0.1488, Forward time: 2.3156, Backward time: 3.0672, DDP time: 0.0035, Total iter time: 5.8523 [2020-11-13 16:38:15,019][root][INFO] - ===> Epoch[621](16145/26): Loss -0.7898, Sem 0.0696, dir -0.9786, norm 0.1192, swav 0.0000 LR: 2.272e-02 Score 97.548 Data time: 0.1712, Forward time: 2.3154, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 5.8209 [2020-11-13 16:38:21,626][root][INFO] - ===> Epoch[621](16146/26): Loss -0.7935, Sem 0.0732, dir -0.9783, norm 0.1116, swav 0.0000 LR: 2.271e-02 Score 97.414 Data time: 0.1997, Forward time: 2.3154, Backward time: 3.0677, DDP time: 0.0035, Total iter time: 6.4779 [2020-11-13 16:38:26,765][root][INFO] - ===> Epoch[621](16147/26): Loss -0.7865, Sem 0.0710, dir -0.9752, norm 0.1177, swav 0.0000 LR: 2.271e-02 Score 97.401 Data time: 0.1264, Forward time: 2.3151, Backward time: 3.0678, DDP time: 0.0035, Total iter time: 5.0284 [2020-11-13 16:38:31,534][root][INFO] - ===> Epoch[621](16148/26): Loss -0.7929, Sem 0.0686, dir -0.9774, norm 0.1159, swav 0.0000 LR: 2.270e-02 Score 97.527 Data time: 0.1958, Forward time: 2.3151, Backward time: 3.0675, DDP time: 0.0035, Total iter time: 4.7254 [2020-11-13 16:38:36,405][root][INFO] - ===> Epoch[621](16149/26): Loss -0.7735, Sem 0.0806, dir -0.9769, norm 0.1229, swav 0.0000 LR: 2.270e-02 Score 97.078 Data time: 0.2042, Forward time: 2.3151, Backward time: 3.0672, DDP time: 0.0035, Total iter time: 4.7568 [2020-11-13 16:38:41,912][root][INFO] - ===> Epoch[621](16150/26): Loss -0.7790, Sem 0.0787, dir -0.9763, norm 0.1187, swav 0.0000 LR: 2.269e-02 Score 97.170 Data time: 0.2144, Forward time: 2.3151, Backward time: 3.0671, DDP time: 0.0035, Total iter time: 5.3764 [2020-11-13 16:38:48,044][root][INFO] - ===> Epoch[621](16151/26): Loss -0.7728, Sem 0.0810, dir -0.9762, norm 0.1224, swav 0.0000 LR: 2.269e-02 Score 97.019 Data time: 0.2360, Forward time: 2.3152, Backward time: 3.0671, DDP time: 0.0035, Total iter time: 5.9883 [2020-11-13 16:38:52,774][root][INFO] - ===> Epoch[621](16152/26): Loss -0.8010, Sem 0.0709, dir -0.9781, norm 0.1062, swav 0.0000 LR: 2.268e-02 Score 97.343 Data time: 0.1718, Forward time: 2.3150, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 4.5870 [2020-11-13 16:38:57,823][root][INFO] - ===> Epoch[622](16153/26): Loss -0.7908, Sem 0.0641, dir -0.9747, norm 0.1197, swav 0.0000 LR: 2.268e-02 Score 97.708 Data time: 0.2169, Forward time: 2.3150, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 4.9275 [2020-11-13 16:39:03,905][root][INFO] - ===> Epoch[622](16154/26): Loss -0.8117, Sem 0.0606, dir -0.9809, norm 0.1086, swav 0.0000 LR: 2.267e-02 Score 97.919 Data time: 0.1788, Forward time: 2.3149, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 5.9677 [2020-11-13 16:39:09,604][root][INFO] - ===> Epoch[622](16155/26): Loss -0.7880, Sem 0.0714, dir -0.9739, norm 0.1145, swav 0.0000 LR: 2.267e-02 Score 97.416 Data time: 0.2132, Forward time: 2.3150, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 5.6135 [2020-11-13 16:39:15,072][root][INFO] - ===> Epoch[622](16156/26): Loss -0.8231, Sem 0.0608, dir -0.9804, norm 0.0964, swav 0.0000 LR: 2.266e-02 Score 97.785 Data time: 0.1537, Forward time: 2.3147, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 5.3351 [2020-11-13 16:39:22,301][root][INFO] - ===> Epoch[622](16157/26): Loss -0.7859, Sem 0.0674, dir -0.9753, norm 0.1221, swav 0.0000 LR: 2.265e-02 Score 97.591 Data time: 0.2352, Forward time: 2.3149, Backward time: 3.0673, DDP time: 0.0035, Total iter time: 7.1778 [2020-11-13 16:39:27,721][root][INFO] - ===> Epoch[622](16158/26): Loss -0.7935, Sem 0.0720, dir -0.9787, norm 0.1132, swav 0.0000 LR: 2.265e-02 Score 97.370 Data time: 0.1834, Forward time: 2.3148, Backward time: 3.0672, DDP time: 0.0035, Total iter time: 5.2782 [2020-11-13 16:39:32,163][root][INFO] - ===> Epoch[622](16159/26): Loss -0.7872, Sem 0.0733, dir -0.9744, norm 0.1139, swav 0.0000 LR: 2.264e-02 Score 97.464 Data time: 0.1871, Forward time: 2.3147, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 4.3268 [2020-11-13 16:39:37,771][root][INFO] - ===> Epoch[622](16160/26): Loss -0.7704, Sem 0.0786, dir -0.9773, norm 0.1283, swav 0.0000 LR: 2.264e-02 Score 97.156 Data time: 0.2112, Forward time: 2.3148, Backward time: 3.0667, DDP time: 0.0035, Total iter time: 5.5668 [2020-11-13 16:39:43,121][root][INFO] - ===> Epoch[622](16161/26): Loss -0.8017, Sem 0.0659, dir -0.9789, norm 0.1113, swav 0.0000 LR: 2.263e-02 Score 97.620 Data time: 0.1970, Forward time: 2.3148, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 5.1702 [2020-11-13 16:39:48,443][root][INFO] - ===> Epoch[622](16162/26): Loss -0.7955, Sem 0.0684, dir -0.9777, norm 0.1139, swav 0.0000 LR: 2.263e-02 Score 97.571 Data time: 0.2536, Forward time: 2.3148, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 5.2369 [2020-11-13 16:39:54,495][root][INFO] - ===> Epoch[622](16163/26): Loss -0.8128, Sem 0.0638, dir -0.9812, norm 0.1047, swav 0.0000 LR: 2.262e-02 Score 97.741 Data time: 0.2207, Forward time: 2.3148, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.8868 [2020-11-13 16:40:00,235][root][INFO] - ===> Epoch[622](16164/26): Loss -0.8066, Sem 0.0644, dir -0.9776, norm 0.1066, swav 0.0000 LR: 2.262e-02 Score 97.628 Data time: 0.1900, Forward time: 2.3147, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.6133 [2020-11-13 16:40:05,636][root][INFO] - ===> Epoch[622](16165/26): Loss -0.7782, Sem 0.0661, dir -0.9737, norm 0.1293, swav 0.0000 LR: 2.261e-02 Score 97.675 Data time: 0.2536, Forward time: 2.3149, Backward time: 3.0662, DDP time: 0.0035, Total iter time: 5.2420 [2020-11-13 16:40:10,207][root][INFO] - ===> Epoch[622](16166/26): Loss -0.7976, Sem 0.0671, dir -0.9780, norm 0.1133, swav 0.0000 LR: 2.261e-02 Score 97.588 Data time: 0.2107, Forward time: 2.3149, Backward time: 3.0658, DDP time: 0.0035, Total iter time: 4.4403 [2020-11-13 16:40:18,044][root][INFO] - ===> Epoch[622](16167/26): Loss -0.8038, Sem 0.0641, dir -0.9787, norm 0.1108, swav 0.0000 LR: 2.260e-02 Score 97.672 Data time: 0.2089, Forward time: 2.3148, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 7.7097 [2020-11-13 16:40:23,910][root][INFO] - ===> Epoch[622](16168/26): Loss -0.7830, Sem 0.0708, dir -0.9751, norm 0.1213, swav 0.0000 LR: 2.260e-02 Score 97.492 Data time: 0.2082, Forward time: 2.3149, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 5.7736 [2020-11-13 16:40:30,036][root][INFO] - ===> Epoch[622](16169/26): Loss -0.8238, Sem 0.0571, dir -0.9813, norm 0.1003, swav 0.0000 LR: 2.259e-02 Score 97.986 Data time: 0.2047, Forward time: 2.3148, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 5.9563 [2020-11-13 16:40:36,185][root][INFO] - ===> Epoch[622](16170/26): Loss -0.7882, Sem 0.0700, dir -0.9765, norm 0.1184, swav 0.0000 LR: 2.259e-02 Score 97.437 Data time: 0.2063, Forward time: 2.3148, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 6.0135 [2020-11-13 16:40:41,657][root][INFO] - ===> Epoch[622](16171/26): Loss -0.7954, Sem 0.0741, dir -0.9789, norm 0.1093, swav 0.0000 LR: 2.258e-02 Score 97.284 Data time: 0.1802, Forward time: 2.3147, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 5.3663 [2020-11-13 16:40:46,417][root][INFO] - ===> Epoch[622](16172/26): Loss -0.7943, Sem 0.0652, dir -0.9758, norm 0.1164, swav 0.0000 LR: 2.257e-02 Score 97.654 Data time: 0.1687, Forward time: 2.3145, Backward time: 3.0667, DDP time: 0.0035, Total iter time: 4.6632 [2020-11-13 16:40:53,742][root][INFO] - ===> Epoch[622](16173/26): Loss -0.7874, Sem 0.0673, dir -0.9757, norm 0.1210, swav 0.0000 LR: 2.257e-02 Score 97.647 Data time: 0.2765, Forward time: 2.3148, Backward time: 3.0670, DDP time: 0.0035, Total iter time: 7.2198 [2020-11-13 16:40:59,864][root][INFO] - ===> Epoch[622](16174/26): Loss -0.7964, Sem 0.0676, dir -0.9789, norm 0.1150, swav 0.0000 LR: 2.256e-02 Score 97.542 Data time: 0.2265, Forward time: 2.3148, Backward time: 3.0670, DDP time: 0.0035, Total iter time: 5.9120 [2020-11-13 16:41:05,207][root][INFO] - ===> Epoch[622](16175/26): Loss -0.7926, Sem 0.0717, dir -0.9754, norm 0.1111, swav 0.0000 LR: 2.256e-02 Score 97.466 Data time: 0.2234, Forward time: 2.3148, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 5.1977 [2020-11-13 16:41:10,593][root][INFO] - ===> Epoch[622](16176/26): Loss -0.7863, Sem 0.0706, dir -0.9757, norm 0.1187, swav 0.0000 LR: 2.255e-02 Score 97.496 Data time: 0.2441, Forward time: 2.3150, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.2676 [2020-11-13 16:41:15,583][root][INFO] - ===> Epoch[622](16177/26): Loss -0.8054, Sem 0.0615, dir -0.9779, norm 0.1110, swav 0.0000 LR: 2.255e-02 Score 97.855 Data time: 0.2213, Forward time: 2.3151, Backward time: 3.0662, DDP time: 0.0035, Total iter time: 4.8280 [2020-11-13 16:41:21,105][root][INFO] - ===> Epoch[622](16178/26): Loss -0.7664, Sem 0.0829, dir -0.9769, norm 0.1276, swav 0.0000 LR: 2.254e-02 Score 97.093 Data time: 0.1997, Forward time: 2.3150, Backward time: 3.0661, DDP time: 0.0035, Total iter time: 5.4054 [2020-11-13 16:41:27,988][root][INFO] - ===> Epoch[623](16179/26): Loss -0.7919, Sem 0.0655, dir -0.9779, norm 0.1205, swav 0.0000 LR: 2.254e-02 Score 97.629 Data time: 0.3154, Forward time: 2.3154, Backward time: 3.0661, DDP time: 0.0035, Total iter time: 6.7631 [2020-11-13 16:41:32,581][root][INFO] - ===> Epoch[623](16180/26): Loss -0.7868, Sem 0.0709, dir -0.9734, norm 0.1157, swav 0.0000 LR: 2.253e-02 Score 97.499 Data time: 0.1336, Forward time: 2.3152, Backward time: 3.0659, DDP time: 0.0035, Total iter time: 4.4543 [2020-11-13 16:41:38,230][root][INFO] - ===> Epoch[623](16181/26): Loss -0.8023, Sem 0.0687, dir -0.9791, norm 0.1080, swav 0.0000 LR: 2.253e-02 Score 97.507 Data time: 0.1669, Forward time: 2.3150, Backward time: 3.0660, DDP time: 0.0035, Total iter time: 5.5870 [2020-11-13 16:41:43,286][root][INFO] - ===> Epoch[623](16182/26): Loss -0.8007, Sem 0.0642, dir -0.9790, norm 0.1142, swav 0.0000 LR: 2.252e-02 Score 97.691 Data time: 0.2011, Forward time: 2.3149, Backward time: 3.0658, DDP time: 0.0035, Total iter time: 5.0061 [2020-11-13 16:41:50,773][root][INFO] - ===> Epoch[623](16183/26): Loss -0.7775, Sem 0.0753, dir -0.9763, norm 0.1236, swav 0.0000 LR: 2.252e-02 Score 97.327 Data time: 0.3617, Forward time: 2.3155, Backward time: 3.0659, DDP time: 0.0035, Total iter time: 7.3838 [2020-11-13 16:41:57,894][root][INFO] - ===> Epoch[623](16184/26): Loss -0.7935, Sem 0.0703, dir -0.9779, norm 0.1141, swav 0.0000 LR: 2.251e-02 Score 97.519 Data time: 0.2253, Forward time: 2.3156, Backward time: 3.0663, DDP time: 0.0035, Total iter time: 6.9130 [2020-11-13 16:42:04,135][root][INFO] - ===> Epoch[623](16185/26): Loss -0.7884, Sem 0.0730, dir -0.9770, norm 0.1156, swav 0.0000 LR: 2.251e-02 Score 97.376 Data time: 0.1816, Forward time: 2.3154, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 6.0932 [2020-11-13 16:42:09,455][root][INFO] - ===> Epoch[623](16186/26): Loss -0.7920, Sem 0.0661, dir -0.9783, norm 0.1202, swav 0.0000 LR: 2.250e-02 Score 97.796 Data time: 0.2868, Forward time: 2.3156, Backward time: 3.0662, DDP time: 0.0035, Total iter time: 5.2369 [2020-11-13 16:42:15,516][root][INFO] - ===> Epoch[623](16187/26): Loss -0.7983, Sem 0.0707, dir -0.9792, norm 0.1102, swav 0.0000 LR: 2.250e-02 Score 97.438 Data time: 0.1782, Forward time: 2.3155, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.8946 [2020-11-13 16:42:21,346][root][INFO] - ===> Epoch[623](16188/26): Loss -0.7951, Sem 0.0679, dir -0.9784, norm 0.1153, swav 0.0000 LR: 2.249e-02 Score 97.586 Data time: 0.1928, Forward time: 2.3153, Backward time: 3.0667, DDP time: 0.0035, Total iter time: 5.7329 [2020-11-13 16:42:27,619][root][INFO] - ===> Epoch[623](16189/26): Loss -0.7932, Sem 0.0731, dir -0.9783, norm 0.1120, swav 0.0000 LR: 2.248e-02 Score 97.276 Data time: 0.2878, Forward time: 2.3156, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 6.2078 [2020-11-13 16:42:33,517][root][INFO] - ===> Epoch[623](16190/26): Loss -0.7876, Sem 0.0707, dir -0.9782, norm 0.1199, swav 0.0000 LR: 2.248e-02 Score 97.470 Data time: 0.2629, Forward time: 2.3158, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 5.7689 [2020-11-13 16:42:39,318][root][INFO] - ===> Epoch[623](16191/26): Loss -0.8000, Sem 0.0656, dir -0.9790, norm 0.1134, swav 0.0000 LR: 2.247e-02 Score 97.692 Data time: 0.2485, Forward time: 2.3159, Backward time: 3.0662, DDP time: 0.0035, Total iter time: 5.6692 [2020-11-13 16:42:46,054][root][INFO] - ===> Epoch[623](16192/26): Loss -0.7740, Sem 0.0812, dir -0.9748, norm 0.1196, swav 0.0000 LR: 2.247e-02 Score 97.222 Data time: 0.1997, Forward time: 2.3159, Backward time: 3.0666, DDP time: 0.0035, Total iter time: 6.6008 [2020-11-13 16:42:52,031][root][INFO] - ===> Epoch[623](16193/26): Loss -0.7940, Sem 0.0689, dir -0.9790, norm 0.1160, swav 0.0000 LR: 2.246e-02 Score 97.519 Data time: 0.1820, Forward time: 2.3158, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 5.8467 [2020-11-13 16:42:57,466][root][INFO] - ===> Epoch[623](16194/26): Loss -0.7925, Sem 0.0634, dir -0.9767, norm 0.1207, swav 0.0000 LR: 2.246e-02 Score 97.767 Data time: 0.2440, Forward time: 2.3159, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.3292 [2020-11-13 16:43:02,337][root][INFO] - ===> Epoch[623](16195/26): Loss -0.7979, Sem 0.0689, dir -0.9797, norm 0.1129, swav 0.0000 LR: 2.245e-02 Score 97.593 Data time: 0.2255, Forward time: 2.3160, Backward time: 3.0661, DDP time: 0.0035, Total iter time: 4.7118 [2020-11-13 16:43:09,951][root][INFO] - ===> Epoch[623](16196/26): Loss -0.7593, Sem 0.0885, dir -0.9721, norm 0.1243, swav 0.0000 LR: 2.245e-02 Score 97.107 Data time: 0.1283, Forward time: 2.3156, Backward time: 3.0672, DDP time: 0.0035, Total iter time: 7.4966 [2020-11-13 16:43:16,793][root][INFO] - ===> Epoch[623](16197/26): Loss -0.8003, Sem 0.0664, dir -0.9767, norm 0.1099, swav 0.0000 LR: 2.244e-02 Score 97.587 Data time: 0.2292, Forward time: 2.3157, Backward time: 3.0675, DDP time: 0.0035, Total iter time: 6.7767 [2020-11-13 16:43:21,427][root][INFO] - ===> Epoch[623](16198/26): Loss -0.7867, Sem 0.0705, dir -0.9768, norm 0.1196, swav 0.0000 LR: 2.244e-02 Score 97.489 Data time: 0.1716, Forward time: 2.3156, Backward time: 3.0672, DDP time: 0.0035, Total iter time: 4.5179 [2020-11-13 16:43:27,379][root][INFO] - ===> Epoch[623](16199/26): Loss -0.8100, Sem 0.0624, dir -0.9804, norm 0.1081, swav 0.0000 LR: 2.243e-02 Score 97.774 Data time: 0.2360, Forward time: 2.3155, Backward time: 3.0673, DDP time: 0.0035, Total iter time: 5.8424 [2020-11-13 16:43:33,647][root][INFO] - ===> Epoch[623](16200/26): Loss -0.7993, Sem 0.0634, dir -0.9786, norm 0.1160, swav 0.0000 LR: 2.243e-02 Score 97.746 Data time: 0.2145, Forward time: 2.3155, Backward time: 3.0675, DDP time: 0.0035, Total iter time: 6.1240 [2020-11-13 16:43:39,027][root][INFO] - ===> Epoch[623](16201/26): Loss -0.7920, Sem 0.0662, dir -0.9795, norm 0.1214, swav 0.0000 LR: 2.242e-02 Score 97.585 Data time: 0.1783, Forward time: 2.3153, Backward time: 3.0675, DDP time: 0.0035, Total iter time: 5.2393 [2020-11-13 16:43:45,619][root][INFO] - ===> Epoch[623](16202/26): Loss -0.7839, Sem 0.0740, dir -0.9746, norm 0.1168, swav 0.0000 LR: 2.242e-02 Score 97.373 Data time: 0.1977, Forward time: 2.3153, Backward time: 3.0679, DDP time: 0.0035, Total iter time: 6.5322 [2020-11-13 16:43:51,196][root][INFO] - ===> Epoch[623](16203/26): Loss -0.7923, Sem 0.0736, dir -0.9762, norm 0.1104, swav 0.0000 LR: 2.241e-02 Score 97.314 Data time: 0.1868, Forward time: 2.3152, Backward time: 3.0679, DDP time: 0.0035, Total iter time: 5.4526 [2020-11-13 16:43:56,387][root][INFO] - ===> Epoch[623](16204/26): Loss -0.8086, Sem 0.0621, dir -0.9793, norm 0.1086, swav 0.0000 LR: 2.240e-02 Score 97.783 Data time: 0.1604, Forward time: 2.3151, Backward time: 3.0678, DDP time: 0.0035, Total iter time: 5.0769 [2020-11-13 16:44:01,661][root][INFO] - ===> Epoch[624](16205/26): Loss -0.7922, Sem 0.0743, dir -0.9807, norm 0.1143, swav 0.0000 LR: 2.240e-02 Score 97.399 Data time: 0.1949, Forward time: 2.3150, Backward time: 3.0677, DDP time: 0.0035, Total iter time: 5.1624 [2020-11-13 16:44:07,344][root][INFO] - ===> Epoch[624](16206/26): Loss -0.7902, Sem 0.0679, dir -0.9771, norm 0.1190, swav 0.0000 LR: 2.239e-02 Score 97.656 Data time: 0.1921, Forward time: 2.3150, Backward time: 3.0677, DDP time: 0.0035, Total iter time: 5.5406 [2020-11-13 16:44:13,638][root][INFO] - ===> Epoch[624](16207/26): Loss -0.7797, Sem 0.0779, dir -0.9779, norm 0.1203, swav 0.0000 LR: 2.239e-02 Score 97.144 Data time: 0.1510, Forward time: 2.3148, Backward time: 3.0681, DDP time: 0.0035, Total iter time: 6.1767 [2020-11-13 16:44:18,515][root][INFO] - ===> Epoch[624](16208/26): Loss -0.8043, Sem 0.0629, dir -0.9785, norm 0.1113, swav 0.0000 LR: 2.238e-02 Score 97.755 Data time: 0.2414, Forward time: 2.3147, Backward time: 3.0678, DDP time: 0.0035, Total iter time: 4.8160 [2020-11-13 16:44:23,478][root][INFO] - ===> Epoch[624](16209/26): Loss -0.7860, Sem 0.0703, dir -0.9756, norm 0.1193, swav 0.0000 LR: 2.238e-02 Score 97.483 Data time: 0.2302, Forward time: 2.3148, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 4.8338 [2020-11-13 16:44:29,214][root][INFO] - ===> Epoch[624](16210/26): Loss -0.8020, Sem 0.0653, dir -0.9795, norm 0.1123, swav 0.0000 LR: 2.237e-02 Score 97.632 Data time: 0.2054, Forward time: 2.3148, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 5.5944 [2020-11-13 16:44:34,828][root][INFO] - ===> Epoch[624](16211/26): Loss -0.7861, Sem 0.0698, dir -0.9748, norm 0.1189, swav 0.0000 LR: 2.237e-02 Score 97.560 Data time: 0.1753, Forward time: 2.3147, Backward time: 3.0675, DDP time: 0.0035, Total iter time: 5.4983 [2020-11-13 16:44:40,023][root][INFO] - ===> Epoch[624](16212/26): Loss -0.7941, Sem 0.0694, dir -0.9779, norm 0.1143, swav 0.0000 LR: 2.236e-02 Score 97.504 Data time: 0.1996, Forward time: 2.3146, Backward time: 3.0673, DDP time: 0.0035, Total iter time: 5.0799 [2020-11-13 16:44:45,654][root][INFO] - ===> Epoch[624](16213/26): Loss -0.7895, Sem 0.0713, dir -0.9798, norm 0.1190, swav 0.0000 LR: 2.236e-02 Score 97.453 Data time: 0.1817, Forward time: 2.3144, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 5.4985 [2020-11-13 16:44:52,011][root][INFO] - ===> Epoch[624](16214/26): Loss -0.8055, Sem 0.0621, dir -0.9781, norm 0.1106, swav 0.0000 LR: 2.235e-02 Score 97.792 Data time: 0.2768, Forward time: 2.3147, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 6.3137 [2020-11-13 16:44:57,745][root][INFO] - ===> Epoch[624](16215/26): Loss -0.7964, Sem 0.0660, dir -0.9792, norm 0.1169, swav 0.0000 LR: 2.235e-02 Score 97.686 Data time: 0.2532, Forward time: 2.3150, Backward time: 3.0671, DDP time: 0.0035, Total iter time: 5.5776 [2020-11-13 16:45:03,957][root][INFO] - ===> Epoch[624](16216/26): Loss -0.7927, Sem 0.0765, dir -0.9776, norm 0.1084, swav 0.0000 LR: 2.234e-02 Score 97.363 Data time: 0.1076, Forward time: 2.3146, Backward time: 3.0677, DDP time: 0.0035, Total iter time: 6.0876 [2020-11-13 16:45:09,271][root][INFO] - ===> Epoch[624](16217/26): Loss -0.7939, Sem 0.0653, dir -0.9770, norm 0.1178, swav 0.0000 LR: 2.234e-02 Score 97.688 Data time: 0.2500, Forward time: 2.3146, Backward time: 3.0676, DDP time: 0.0035, Total iter time: 5.2229 [2020-11-13 16:45:14,127][root][INFO] - ===> Epoch[624](16218/26): Loss -0.8081, Sem 0.0636, dir -0.9784, norm 0.1067, swav 0.0000 LR: 2.233e-02 Score 97.757 Data time: 0.2071, Forward time: 2.3145, Backward time: 3.0673, DDP time: 0.0035, Total iter time: 4.7278 [2020-11-13 16:45:20,542][root][INFO] - ===> Epoch[624](16219/26): Loss -0.7994, Sem 0.0667, dir -0.9801, norm 0.1140, swav 0.0000 LR: 2.233e-02 Score 97.601 Data time: 0.2328, Forward time: 2.3146, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 6.2767 [2020-11-13 16:45:26,404][root][INFO] - ===> Epoch[624](16220/26): Loss -0.8070, Sem 0.0658, dir -0.9813, norm 0.1086, swav 0.0000 LR: 2.232e-02 Score 97.621 Data time: 0.1815, Forward time: 2.3144, Backward time: 3.0676, DDP time: 0.0035, Total iter time: 5.6781 [2020-11-13 16:45:32,325][root][INFO] - ===> Epoch[624](16221/26): Loss -0.7755, Sem 0.0727, dir -0.9746, norm 0.1264, swav 0.0000 LR: 2.231e-02 Score 97.414 Data time: 0.2108, Forward time: 2.3144, Backward time: 3.0676, DDP time: 0.0035, Total iter time: 5.7979 [2020-11-13 16:45:37,366][root][INFO] - ===> Epoch[624](16222/26): Loss -0.7941, Sem 0.0694, dir -0.9777, norm 0.1143, swav 0.0000 LR: 2.231e-02 Score 97.530 Data time: 0.1977, Forward time: 2.3144, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 4.8723 [2020-11-13 16:45:42,733][root][INFO] - ===> Epoch[624](16223/26): Loss -0.7911, Sem 0.0631, dir -0.9736, norm 0.1194, swav 0.0000 LR: 2.230e-02 Score 97.718 Data time: 0.2184, Forward time: 2.3142, Backward time: 3.0674, DDP time: 0.0035, Total iter time: 5.2560 [2020-11-13 16:45:47,478][root][INFO] - ===> Epoch[624](16224/26): Loss -0.8136, Sem 0.0636, dir -0.9791, norm 0.1019, swav 0.0000 LR: 2.230e-02 Score 97.737 Data time: 0.1957, Forward time: 2.3142, Backward time: 3.0671, DDP time: 0.0035, Total iter time: 4.6538 [2020-11-13 16:45:52,352][root][INFO] - ===> Epoch[624](16225/26): Loss -0.7906, Sem 0.0726, dir -0.9779, norm 0.1147, swav 0.0000 LR: 2.229e-02 Score 97.415 Data time: 0.2211, Forward time: 2.3142, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 4.7423 [2020-11-13 16:45:59,398][root][INFO] - ===> Epoch[624](16226/26): Loss -0.7941, Sem 0.0659, dir -0.9783, norm 0.1183, swav 0.0000 LR: 2.229e-02 Score 97.740 Data time: 0.3381, Forward time: 2.3146, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 6.9155 [2020-11-13 16:46:05,820][root][INFO] - ===> Epoch[624](16227/26): Loss -0.8156, Sem 0.0664, dir -0.9803, norm 0.0983, swav 0.0000 LR: 2.228e-02 Score 97.637 Data time: 0.1710, Forward time: 2.3145, Backward time: 3.0670, DDP time: 0.0035, Total iter time: 6.2312 [2020-11-13 16:46:10,950][root][INFO] - ===> Epoch[624](16228/26): Loss -0.7939, Sem 0.0705, dir -0.9804, norm 0.1160, swav 0.0000 LR: 2.228e-02 Score 97.449 Data time: 0.1885, Forward time: 2.3144, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 4.9875 [2020-11-13 16:46:15,762][root][INFO] - ===> Epoch[624](16229/26): Loss -0.7954, Sem 0.0634, dir -0.9789, norm 0.1200, swav 0.0000 LR: 2.227e-02 Score 97.774 Data time: 0.2248, Forward time: 2.3144, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 4.6891 [2020-11-13 16:46:21,401][root][INFO] - ===> Epoch[624](16230/26): Loss -0.7804, Sem 0.0732, dir -0.9756, norm 0.1220, swav 0.0000 LR: 2.227e-02 Score 97.466 Data time: 0.3135, Forward time: 2.3146, Backward time: 3.0663, DDP time: 0.0035, Total iter time: 5.4957 [2020-11-13 16:46:26,995][root][INFO] - ===> Epoch[625](16231/26): Loss -0.7735, Sem 0.0706, dir -0.9731, norm 0.1290, swav 0.0000 LR: 2.226e-02 Score 97.419 Data time: 0.2257, Forward time: 2.3147, Backward time: 3.0661, DDP time: 0.0035, Total iter time: 5.4109 [2020-11-13 16:46:32,561][root][INFO] - ===> Epoch[625](16232/26): Loss -0.7963, Sem 0.0743, dir -0.9782, norm 0.1076, swav 0.0000 LR: 2.226e-02 Score 97.351 Data time: 0.2094, Forward time: 2.3147, Backward time: 3.0660, DDP time: 0.0035, Total iter time: 5.4233 [2020-11-13 16:46:38,663][root][INFO] - ===> Epoch[625](16233/26): Loss -0.7909, Sem 0.0730, dir -0.9769, norm 0.1130, swav 0.0000 LR: 2.225e-02 Score 97.361 Data time: 0.2682, Forward time: 2.3150, Backward time: 3.0659, DDP time: 0.0035, Total iter time: 5.9547 [2020-11-13 16:46:43,703][root][INFO] - ===> Epoch[625](16234/26): Loss -0.7927, Sem 0.0648, dir -0.9731, norm 0.1156, swav 0.0000 LR: 2.225e-02 Score 97.689 Data time: 0.2339, Forward time: 2.3151, Backward time: 3.0655, DDP time: 0.0035, Total iter time: 4.8854 [2020-11-13 16:46:49,006][root][INFO] - ===> Epoch[625](16235/26): Loss -0.8003, Sem 0.0593, dir -0.9746, norm 0.1150, swav 0.0000 LR: 2.224e-02 Score 97.861 Data time: 0.1793, Forward time: 2.3150, Backward time: 3.0654, DDP time: 0.0035, Total iter time: 5.1820 [2020-11-13 16:46:54,102][root][INFO] - ===> Epoch[625](16236/26): Loss -0.7761, Sem 0.0787, dir -0.9735, norm 0.1187, swav 0.0000 LR: 2.223e-02 Score 97.212 Data time: 0.2007, Forward time: 2.3149, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 5.0029 [2020-11-13 16:46:59,238][root][INFO] - ===> Epoch[625](16237/26): Loss -0.7900, Sem 0.0685, dir -0.9783, norm 0.1198, swav 0.0000 LR: 2.223e-02 Score 97.650 Data time: 0.1918, Forward time: 2.3149, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 4.9995 [2020-11-13 16:47:04,509][root][INFO] - ===> Epoch[625](16238/26): Loss -0.7933, Sem 0.0704, dir -0.9785, norm 0.1148, swav 0.0000 LR: 2.222e-02 Score 97.464 Data time: 0.2097, Forward time: 2.3147, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 5.1618 [2020-11-13 16:47:09,728][root][INFO] - ===> Epoch[625](16239/26): Loss -0.7928, Sem 0.0711, dir -0.9775, norm 0.1136, swav 0.0000 LR: 2.222e-02 Score 97.449 Data time: 0.2040, Forward time: 2.3147, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 5.1435 [2020-11-13 16:47:16,361][root][INFO] - ===> Epoch[625](16240/26): Loss -0.8152, Sem 0.0582, dir -0.9777, norm 0.1043, swav 0.0000 LR: 2.221e-02 Score 97.921 Data time: 0.1937, Forward time: 2.3146, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 6.5066 [2020-11-13 16:47:22,906][root][INFO] - ===> Epoch[625](16241/26): Loss -0.7856, Sem 0.0714, dir -0.9760, norm 0.1191, swav 0.0000 LR: 2.221e-02 Score 97.457 Data time: 0.2706, Forward time: 2.3149, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 6.4177 [2020-11-13 16:47:29,097][root][INFO] - ===> Epoch[625](16242/26): Loss -0.8013, Sem 0.0656, dir -0.9799, norm 0.1131, swav 0.0000 LR: 2.220e-02 Score 97.722 Data time: 0.2563, Forward time: 2.3151, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 6.0407 [2020-11-13 16:47:35,785][root][INFO] - ===> Epoch[625](16243/26): Loss -0.8030, Sem 0.0674, dir -0.9789, norm 0.1086, swav 0.0000 LR: 2.220e-02 Score 97.650 Data time: 0.3044, Forward time: 2.3154, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 6.5316 [2020-11-13 16:47:41,743][root][INFO] - ===> Epoch[625](16244/26): Loss -0.8023, Sem 0.0710, dir -0.9803, norm 0.1070, swav 0.0000 LR: 2.219e-02 Score 97.510 Data time: 0.1904, Forward time: 2.3154, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 5.7923 [2020-11-13 16:47:46,543][root][INFO] - ===> Epoch[625](16245/26): Loss -0.8076, Sem 0.0639, dir -0.9801, norm 0.1086, swav 0.0000 LR: 2.219e-02 Score 97.758 Data time: 0.2178, Forward time: 2.3154, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 4.7216 [2020-11-13 16:47:52,313][root][INFO] - ===> Epoch[625](16246/26): Loss -0.7870, Sem 0.0670, dir -0.9773, norm 0.1233, swav 0.0000 LR: 2.218e-02 Score 97.634 Data time: 0.1793, Forward time: 2.3153, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.6132 [2020-11-13 16:47:57,542][root][INFO] - ===> Epoch[625](16247/26): Loss -0.8004, Sem 0.0696, dir -0.9809, norm 0.1108, swav 0.0000 LR: 2.218e-02 Score 97.338 Data time: 0.2215, Forward time: 2.3153, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 5.1409 [2020-11-13 16:48:04,140][root][INFO] - ===> Epoch[625](16248/26): Loss -0.7862, Sem 0.0744, dir -0.9782, norm 0.1175, swav 0.0000 LR: 2.217e-02 Score 97.340 Data time: 0.2367, Forward time: 2.3154, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 6.4544 [2020-11-13 16:48:10,321][root][INFO] - ===> Epoch[625](16249/26): Loss -0.7969, Sem 0.0678, dir -0.9790, norm 0.1142, swav 0.0000 LR: 2.217e-02 Score 97.611 Data time: 0.1789, Forward time: 2.3152, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 6.0304 [2020-11-13 16:48:15,999][root][INFO] - ===> Epoch[625](16250/26): Loss -0.7819, Sem 0.0735, dir -0.9751, norm 0.1196, swav 0.0000 LR: 2.216e-02 Score 97.318 Data time: 0.1604, Forward time: 2.3151, Backward time: 3.0654, DDP time: 0.0035, Total iter time: 5.6178 [2020-11-13 16:48:20,790][root][INFO] - ===> Epoch[625](16251/26): Loss -0.7841, Sem 0.0732, dir -0.9737, norm 0.1164, swav 0.0000 LR: 2.216e-02 Score 97.451 Data time: 0.1716, Forward time: 2.3149, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 4.6912 [2020-11-13 16:48:25,790][root][INFO] - ===> Epoch[625](16252/26): Loss -0.8198, Sem 0.0617, dir -0.9816, norm 0.1001, swav 0.0000 LR: 2.215e-02 Score 97.772 Data time: 0.2205, Forward time: 2.3149, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 4.9193 [2020-11-13 16:48:31,146][root][INFO] - ===> Epoch[625](16253/26): Loss -0.8124, Sem 0.0613, dir -0.9807, norm 0.1070, swav 0.0000 LR: 2.214e-02 Score 97.776 Data time: 0.2127, Forward time: 2.3150, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 5.2238 [2020-11-13 16:48:37,045][root][INFO] - ===> Epoch[625](16254/26): Loss -0.7754, Sem 0.0829, dir -0.9774, norm 0.1191, swav 0.0000 LR: 2.214e-02 Score 97.011 Data time: 0.1760, Forward time: 2.3148, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.7698 [2020-11-13 16:48:42,207][root][INFO] - ===> Epoch[625](16255/26): Loss -0.8063, Sem 0.0635, dir -0.9796, norm 0.1099, swav 0.0000 LR: 2.213e-02 Score 97.698 Data time: 0.2221, Forward time: 2.3149, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 5.0344 [2020-11-13 16:48:48,196][root][INFO] - ===> Epoch[625](16256/26): Loss -0.7989, Sem 0.0694, dir -0.9793, norm 0.1110, swav 0.0000 LR: 2.213e-02 Score 97.518 Data time: 0.3003, Forward time: 2.3151, Backward time: 3.0645, DDP time: 0.0035, Total iter time: 5.8734 [2020-11-13 16:48:55,102][root][INFO] - ===> Epoch[626](16257/26): Loss -0.7845, Sem 0.0746, dir -0.9783, norm 0.1193, swav 0.0000 LR: 2.212e-02 Score 97.328 Data time: 0.2756, Forward time: 2.3153, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 6.7447 [2020-11-13 16:49:00,979][root][INFO] - ===> Epoch[626](16258/26): Loss -0.8006, Sem 0.0646, dir -0.9774, norm 0.1122, swav 0.0000 LR: 2.212e-02 Score 97.707 Data time: 0.1829, Forward time: 2.3153, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 5.7561 [2020-11-13 16:49:08,039][root][INFO] - ===> Epoch[626](16259/26): Loss -0.7875, Sem 0.0750, dir -0.9765, norm 0.1139, swav 0.0000 LR: 2.211e-02 Score 97.404 Data time: 0.1893, Forward time: 2.3152, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 6.9307 [2020-11-13 16:49:13,609][root][INFO] - ===> Epoch[626](16260/26): Loss -0.8010, Sem 0.0685, dir -0.9787, norm 0.1092, swav 0.0000 LR: 2.211e-02 Score 97.483 Data time: 0.1672, Forward time: 2.3150, Backward time: 3.0654, DDP time: 0.0035, Total iter time: 5.4020 [2020-11-13 16:49:18,649][root][INFO] - ===> Epoch[626](16261/26): Loss -0.7790, Sem 0.0687, dir -0.9758, norm 0.1280, swav 0.0000 LR: 2.210e-02 Score 97.584 Data time: 0.1966, Forward time: 2.3150, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 4.9667 [2020-11-13 16:49:24,537][root][INFO] - ===> Epoch[626](16262/26): Loss -0.7959, Sem 0.0709, dir -0.9775, norm 0.1107, swav 0.0000 LR: 2.210e-02 Score 97.508 Data time: 0.2155, Forward time: 2.3150, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 5.7638 [2020-11-13 16:49:29,876][root][INFO] - ===> Epoch[626](16263/26): Loss -0.7849, Sem 0.0699, dir -0.9708, norm 0.1159, swav 0.0000 LR: 2.209e-02 Score 97.578 Data time: 0.1763, Forward time: 2.3149, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 5.1948 [2020-11-13 16:49:34,557][root][INFO] - ===> Epoch[626](16264/26): Loss -0.7978, Sem 0.0637, dir -0.9761, norm 0.1146, swav 0.0000 LR: 2.209e-02 Score 97.736 Data time: 0.1780, Forward time: 2.3147, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 4.5959 [2020-11-13 16:49:40,866][root][INFO] - ===> Epoch[626](16265/26): Loss -0.7982, Sem 0.0728, dir -0.9776, norm 0.1066, swav 0.0000 LR: 2.208e-02 Score 97.482 Data time: 0.2121, Forward time: 2.3147, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 6.2365 [2020-11-13 16:49:46,992][root][INFO] - ===> Epoch[626](16266/26): Loss -0.7846, Sem 0.0695, dir -0.9768, norm 0.1227, swav 0.0000 LR: 2.208e-02 Score 97.524 Data time: 0.2819, Forward time: 2.3150, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 6.0082 [2020-11-13 16:49:54,718][root][INFO] - ===> Epoch[626](16267/26): Loss -0.8047, Sem 0.0635, dir -0.9758, norm 0.1076, swav 0.0000 LR: 2.207e-02 Score 97.775 Data time: 0.2352, Forward time: 2.3151, Backward time: 3.0656, DDP time: 0.0035, Total iter time: 7.5669 [2020-11-13 16:50:01,133][root][INFO] - ===> Epoch[626](16268/26): Loss -0.7766, Sem 0.0756, dir -0.9736, norm 0.1213, swav 0.0000 LR: 2.206e-02 Score 97.322 Data time: 0.3102, Forward time: 2.3152, Backward time: 3.0656, DDP time: 0.0035, Total iter time: 6.2487 [2020-11-13 16:50:07,080][root][INFO] - ===> Epoch[626](16269/26): Loss -0.7791, Sem 0.0685, dir -0.9757, norm 0.1280, swav 0.0000 LR: 2.206e-02 Score 97.562 Data time: 0.2358, Forward time: 2.3153, Backward time: 3.0655, DDP time: 0.0035, Total iter time: 5.7961 [2020-11-13 16:50:11,479][root][INFO] - ===> Epoch[626](16270/26): Loss -0.8054, Sem 0.0663, dir -0.9802, norm 0.1084, swav 0.0000 LR: 2.205e-02 Score 97.671 Data time: 0.1583, Forward time: 2.3151, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 4.2693 [2020-11-13 16:50:16,224][root][INFO] - ===> Epoch[626](16271/26): Loss -0.8027, Sem 0.0705, dir -0.9775, norm 0.1043, swav 0.0000 LR: 2.205e-02 Score 97.557 Data time: 0.2149, Forward time: 2.3151, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 4.6188 [2020-11-13 16:50:22,664][root][INFO] - ===> Epoch[626](16272/26): Loss -0.8073, Sem 0.0654, dir -0.9785, norm 0.1058, swav 0.0000 LR: 2.204e-02 Score 97.709 Data time: 0.2199, Forward time: 2.3151, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 6.3012 [2020-11-13 16:50:28,560][root][INFO] - ===> Epoch[626](16273/26): Loss -0.8174, Sem 0.0619, dir -0.9788, norm 0.0995, swav 0.0000 LR: 2.204e-02 Score 97.735 Data time: 0.1897, Forward time: 2.3150, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 5.7326 [2020-11-13 16:50:34,949][root][INFO] - ===> Epoch[626](16274/26): Loss -0.7770, Sem 0.0725, dir -0.9755, norm 0.1261, swav 0.0000 LR: 2.203e-02 Score 97.503 Data time: 0.3388, Forward time: 2.3153, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 6.2916 [2020-11-13 16:50:40,537][root][INFO] - ===> Epoch[626](16275/26): Loss -0.7865, Sem 0.0712, dir -0.9766, norm 0.1189, swav 0.0000 LR: 2.203e-02 Score 97.417 Data time: 0.2280, Forward time: 2.3154, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.4394 [2020-11-13 16:50:45,956][root][INFO] - ===> Epoch[626](16276/26): Loss -0.7887, Sem 0.0710, dir -0.9802, norm 0.1205, swav 0.0000 LR: 2.202e-02 Score 97.484 Data time: 0.1855, Forward time: 2.3153, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.2795 [2020-11-13 16:50:51,230][root][INFO] - ===> Epoch[626](16277/26): Loss -0.8046, Sem 0.0611, dir -0.9786, norm 0.1129, swav 0.0000 LR: 2.202e-02 Score 97.764 Data time: 0.2206, Forward time: 2.3153, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 5.1525 [2020-11-13 16:50:56,082][root][INFO] - ===> Epoch[626](16278/26): Loss -0.8246, Sem 0.0550, dir -0.9793, norm 0.0997, swav 0.0000 LR: 2.201e-02 Score 98.075 Data time: 0.1283, Forward time: 2.3150, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 4.7132 [2020-11-13 16:51:01,593][root][INFO] - ===> Epoch[626](16279/26): Loss -0.7972, Sem 0.0673, dir -0.9795, norm 0.1151, swav 0.0000 LR: 2.201e-02 Score 97.569 Data time: 0.1406, Forward time: 2.3147, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.4233 [2020-11-13 16:51:06,583][root][INFO] - ===> Epoch[626](16280/26): Loss -0.7864, Sem 0.0650, dir -0.9797, norm 0.1283, swav 0.0000 LR: 2.200e-02 Score 97.644 Data time: 0.2342, Forward time: 2.3147, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 4.8768 [2020-11-13 16:51:12,246][root][INFO] - ===> Epoch[626](16281/26): Loss -0.7811, Sem 0.0706, dir -0.9706, norm 0.1188, swav 0.0000 LR: 2.200e-02 Score 97.473 Data time: 0.2247, Forward time: 2.3148, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 5.5411 [2020-11-13 16:51:18,018][root][INFO] - ===> Epoch[626](16282/26): Loss -0.7846, Sem 0.0654, dir -0.9762, norm 0.1263, swav 0.0000 LR: 2.199e-02 Score 97.717 Data time: 0.1715, Forward time: 2.3146, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 5.6181 [2020-11-13 16:51:24,205][root][INFO] - ===> Epoch[627](16283/26): Loss -0.7889, Sem 0.0735, dir -0.9786, norm 0.1161, swav 0.0000 LR: 2.198e-02 Score 97.358 Data time: 0.2921, Forward time: 2.3149, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 6.0548 [2020-11-13 16:51:30,016][root][INFO] - ===> Epoch[627](16284/26): Loss -0.8030, Sem 0.0622, dir -0.9796, norm 0.1144, swav 0.0000 LR: 2.198e-02 Score 97.775 Data time: 0.2056, Forward time: 2.3148, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 5.6242 [2020-11-13 16:51:36,731][root][INFO] - ===> Epoch[627](16285/26): Loss -0.7845, Sem 0.0759, dir -0.9766, norm 0.1162, swav 0.0000 LR: 2.197e-02 Score 97.383 Data time: 0.3240, Forward time: 2.3152, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 6.5653 [2020-11-13 16:51:42,419][root][INFO] - ===> Epoch[627](16286/26): Loss -0.8002, Sem 0.0636, dir -0.9796, norm 0.1158, swav 0.0000 LR: 2.197e-02 Score 97.716 Data time: 0.1838, Forward time: 2.3151, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 5.5042 [2020-11-13 16:51:47,460][root][INFO] - ===> Epoch[627](16287/26): Loss -0.8015, Sem 0.0656, dir -0.9755, norm 0.1084, swav 0.0000 LR: 2.196e-02 Score 97.649 Data time: 0.1861, Forward time: 2.3151, Backward time: 3.0644, DDP time: 0.0035, Total iter time: 4.9387 [2020-11-13 16:51:52,563][root][INFO] - ===> Epoch[627](16288/26): Loss -0.7716, Sem 0.0824, dir -0.9760, norm 0.1220, swav 0.0000 LR: 2.196e-02 Score 97.042 Data time: 0.1742, Forward time: 2.3149, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 4.9464 [2020-11-13 16:51:58,245][root][INFO] - ===> Epoch[627](16289/26): Loss -0.7847, Sem 0.0716, dir -0.9764, norm 0.1201, swav 0.0000 LR: 2.195e-02 Score 97.386 Data time: 0.1966, Forward time: 2.3149, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.5929 [2020-11-13 16:52:03,578][root][INFO] - ===> Epoch[627](16290/26): Loss -0.8016, Sem 0.0731, dir -0.9792, norm 0.1045, swav 0.0000 LR: 2.195e-02 Score 97.363 Data time: 0.1767, Forward time: 2.3147, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.1815 [2020-11-13 16:52:09,277][root][INFO] - ===> Epoch[627](16291/26): Loss -0.7739, Sem 0.0744, dir -0.9746, norm 0.1263, swav 0.0000 LR: 2.194e-02 Score 97.327 Data time: 0.2372, Forward time: 2.3149, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.6039 [2020-11-13 16:52:13,975][root][INFO] - ===> Epoch[627](16292/26): Loss -0.7815, Sem 0.0703, dir -0.9756, norm 0.1238, swav 0.0000 LR: 2.194e-02 Score 97.497 Data time: 0.1723, Forward time: 2.3147, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 4.5499 [2020-11-13 16:52:20,575][root][INFO] - ===> Epoch[627](16293/26): Loss -0.7767, Sem 0.0735, dir -0.9769, norm 0.1267, swav 0.0000 LR: 2.193e-02 Score 97.337 Data time: 0.3044, Forward time: 2.3150, Backward time: 3.0639, DDP time: 0.0035, Total iter time: 6.5208 [2020-11-13 16:52:27,035][root][INFO] - ===> Epoch[627](16294/26): Loss -0.7828, Sem 0.0678, dir -0.9748, norm 0.1242, swav 0.0000 LR: 2.193e-02 Score 97.559 Data time: 0.2756, Forward time: 2.3153, Backward time: 3.0639, DDP time: 0.0035, Total iter time: 6.2980 [2020-11-13 16:52:32,785][root][INFO] - ===> Epoch[627](16295/26): Loss -0.7940, Sem 0.0643, dir -0.9769, norm 0.1186, swav 0.0000 LR: 2.192e-02 Score 97.688 Data time: 0.1669, Forward time: 2.3151, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 5.5879 [2020-11-13 16:52:38,324][root][INFO] - ===> Epoch[627](16296/26): Loss -0.7953, Sem 0.0695, dir -0.9765, norm 0.1117, swav 0.0000 LR: 2.192e-02 Score 97.582 Data time: 0.1382, Forward time: 2.3148, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.4266 [2020-11-13 16:52:43,429][root][INFO] - ===> Epoch[627](16297/26): Loss -0.7902, Sem 0.0625, dir -0.9778, norm 0.1251, swav 0.0000 LR: 2.191e-02 Score 97.763 Data time: 0.2573, Forward time: 2.3149, Backward time: 3.0639, DDP time: 0.0035, Total iter time: 5.0846 [2020-11-13 16:52:48,532][root][INFO] - ===> Epoch[627](16298/26): Loss -0.8099, Sem 0.0608, dir -0.9790, norm 0.1082, swav 0.0000 LR: 2.190e-02 Score 97.832 Data time: 0.2357, Forward time: 2.3150, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 4.9604 [2020-11-13 16:52:54,400][root][INFO] - ===> Epoch[627](16299/26): Loss -0.7969, Sem 0.0667, dir -0.9775, norm 0.1139, swav 0.0000 LR: 2.190e-02 Score 97.590 Data time: 0.2168, Forward time: 2.3151, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 5.7256 [2020-11-13 16:53:00,458][root][INFO] - ===> Epoch[627](16300/26): Loss -0.7904, Sem 0.0648, dir -0.9723, norm 0.1171, swav 0.0000 LR: 2.189e-02 Score 97.741 Data time: 0.1706, Forward time: 2.3149, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 5.8765 [2020-11-13 16:53:05,996][root][INFO] - ===> Epoch[627](16301/26): Loss -0.7907, Sem 0.0726, dir -0.9762, norm 0.1129, swav 0.0000 LR: 2.189e-02 Score 97.356 Data time: 0.2462, Forward time: 2.3151, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 5.4519 [2020-11-13 16:53:12,441][root][INFO] - ===> Epoch[627](16302/26): Loss -0.8118, Sem 0.0665, dir -0.9798, norm 0.1015, swav 0.0000 LR: 2.188e-02 Score 97.622 Data time: 0.2049, Forward time: 2.3150, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 6.2940 [2020-11-13 16:53:17,960][root][INFO] - ===> Epoch[627](16303/26): Loss -0.8076, Sem 0.0625, dir -0.9789, norm 0.1087, swav 0.0000 LR: 2.188e-02 Score 97.703 Data time: 0.1370, Forward time: 2.3147, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 5.3863 [2020-11-13 16:53:23,560][root][INFO] - ===> Epoch[627](16304/26): Loss -0.7897, Sem 0.0707, dir -0.9743, norm 0.1139, swav 0.0000 LR: 2.187e-02 Score 97.541 Data time: 0.2327, Forward time: 2.3149, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 5.5512 [2020-11-13 16:53:29,536][root][INFO] - ===> Epoch[627](16305/26): Loss -0.7897, Sem 0.0714, dir -0.9767, norm 0.1156, swav 0.0000 LR: 2.187e-02 Score 97.431 Data time: 0.1918, Forward time: 2.3148, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 5.8355 [2020-11-13 16:53:35,655][root][INFO] - ===> Epoch[627](16306/26): Loss -0.7884, Sem 0.0726, dir -0.9774, norm 0.1163, swav 0.0000 LR: 2.186e-02 Score 97.355 Data time: 0.1687, Forward time: 2.3147, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 6.0332 [2020-11-13 16:53:41,151][root][INFO] - ===> Epoch[627](16307/26): Loss -0.7900, Sem 0.0696, dir -0.9780, norm 0.1184, swav 0.0000 LR: 2.186e-02 Score 97.563 Data time: 0.2324, Forward time: 2.3148, Backward time: 3.0641, DDP time: 0.0035, Total iter time: 5.4065 [2020-11-13 16:53:46,146][root][INFO] - ===> Epoch[627](16308/26): Loss -0.7992, Sem 0.0729, dir -0.9804, norm 0.1084, swav 0.0000 LR: 2.185e-02 Score 97.328 Data time: 0.2011, Forward time: 2.3147, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 4.8656 [2020-11-13 16:53:51,335][root][INFO] - ===> Epoch[628](16309/26): Loss -0.7824, Sem 0.0691, dir -0.9772, norm 0.1256, swav 0.0000 LR: 2.185e-02 Score 97.478 Data time: 0.1919, Forward time: 2.3147, Backward time: 3.0637, DDP time: 0.0035, Total iter time: 5.0789 [2020-11-13 16:53:58,251][root][INFO] - ===> Epoch[628](16310/26): Loss -0.7892, Sem 0.0673, dir -0.9742, norm 0.1177, swav 0.0000 LR: 2.184e-02 Score 97.678 Data time: 0.2022, Forward time: 2.3147, Backward time: 3.0641, DDP time: 0.0035, Total iter time: 6.7877 [2020-11-13 16:54:04,100][root][INFO] - ===> Epoch[628](16311/26): Loss -0.7711, Sem 0.0793, dir -0.9786, norm 0.1282, swav 0.0000 LR: 2.184e-02 Score 97.118 Data time: 0.1855, Forward time: 2.3145, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.7040 [2020-11-13 16:54:10,101][root][INFO] - ===> Epoch[628](16312/26): Loss -0.8035, Sem 0.0645, dir -0.9782, norm 0.1102, swav 0.0000 LR: 2.183e-02 Score 97.670 Data time: 0.2210, Forward time: 2.3145, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.8868 [2020-11-13 16:54:15,577][root][INFO] - ===> Epoch[628](16313/26): Loss -0.8100, Sem 0.0619, dir -0.9797, norm 0.1077, swav 0.0000 LR: 2.182e-02 Score 97.798 Data time: 0.1823, Forward time: 2.3145, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.3274 [2020-11-13 16:54:22,842][root][INFO] - ===> Epoch[628](16314/26): Loss -0.7891, Sem 0.0670, dir -0.9767, norm 0.1205, swav 0.0000 LR: 2.182e-02 Score 97.612 Data time: 0.2328, Forward time: 2.3145, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 7.1263 [2020-11-13 16:54:29,378][root][INFO] - ===> Epoch[628](16315/26): Loss -0.8038, Sem 0.0698, dir -0.9799, norm 0.1064, swav 0.0000 LR: 2.181e-02 Score 97.555 Data time: 0.2472, Forward time: 2.3147, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 6.3961 [2020-11-13 16:54:34,161][root][INFO] - ===> Epoch[628](16316/26): Loss -0.7959, Sem 0.0649, dir -0.9770, norm 0.1162, swav 0.0000 LR: 2.181e-02 Score 97.741 Data time: 0.1777, Forward time: 2.3146, Backward time: 3.0645, DDP time: 0.0035, Total iter time: 4.5913 [2020-11-13 16:54:41,179][root][INFO] - ===> Epoch[628](16317/26): Loss -0.7951, Sem 0.0711, dir -0.9782, norm 0.1120, swav 0.0000 LR: 2.180e-02 Score 97.407 Data time: 0.2175, Forward time: 2.3146, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 6.9039 [2020-11-13 16:54:47,783][root][INFO] - ===> Epoch[628](16318/26): Loss -0.7775, Sem 0.0759, dir -0.9740, norm 0.1207, swav 0.0000 LR: 2.180e-02 Score 97.254 Data time: 0.2009, Forward time: 2.3146, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 6.4761 [2020-11-13 16:54:53,531][root][INFO] - ===> Epoch[628](16319/26): Loss -0.7921, Sem 0.0716, dir -0.9742, norm 0.1105, swav 0.0000 LR: 2.179e-02 Score 97.422 Data time: 0.2667, Forward time: 2.3148, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.6112 [2020-11-13 16:54:58,961][root][INFO] - ===> Epoch[628](16320/26): Loss -0.8101, Sem 0.0595, dir -0.9766, norm 0.1070, swav 0.0000 LR: 2.179e-02 Score 97.889 Data time: 0.2026, Forward time: 2.3147, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 5.2799 [2020-11-13 16:55:04,630][root][INFO] - ===> Epoch[628](16321/26): Loss -0.7948, Sem 0.0659, dir -0.9781, norm 0.1175, swav 0.0000 LR: 2.178e-02 Score 97.647 Data time: 0.2738, Forward time: 2.3150, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 5.5453 [2020-11-13 16:55:11,165][root][INFO] - ===> Epoch[628](16322/26): Loss -0.8034, Sem 0.0629, dir -0.9772, norm 0.1109, swav 0.0000 LR: 2.178e-02 Score 97.753 Data time: 0.1962, Forward time: 2.3149, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 6.3967 [2020-11-13 16:55:16,747][root][INFO] - ===> Epoch[628](16323/26): Loss -0.7965, Sem 0.0661, dir -0.9762, norm 0.1136, swav 0.0000 LR: 2.177e-02 Score 97.613 Data time: 0.1485, Forward time: 2.3147, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 5.4534 [2020-11-13 16:55:21,538][root][INFO] - ===> Epoch[628](16324/26): Loss -0.7694, Sem 0.0782, dir -0.9759, norm 0.1283, swav 0.0000 LR: 2.177e-02 Score 97.211 Data time: 0.1673, Forward time: 2.3146, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 4.7252 [2020-11-13 16:55:26,151][root][INFO] - ===> Epoch[628](16325/26): Loss -0.7743, Sem 0.0771, dir -0.9763, norm 0.1248, swav 0.0000 LR: 2.176e-02 Score 97.277 Data time: 0.1411, Forward time: 2.3143, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 4.4782 [2020-11-13 16:55:31,104][root][INFO] - ===> Epoch[628](16326/26): Loss -0.7906, Sem 0.0684, dir -0.9771, norm 0.1181, swav 0.0000 LR: 2.176e-02 Score 97.556 Data time: 0.2156, Forward time: 2.3144, Backward time: 3.0644, DDP time: 0.0035, Total iter time: 4.8679 [2020-11-13 16:55:35,491][root][INFO] - ===> Epoch[628](16327/26): Loss -0.7771, Sem 0.0801, dir -0.9759, norm 0.1186, swav 0.0000 LR: 2.175e-02 Score 97.121 Data time: 0.1817, Forward time: 2.3142, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 4.2753 [2020-11-13 16:55:40,295][root][INFO] - ===> Epoch[628](16328/26): Loss -0.8102, Sem 0.0620, dir -0.9792, norm 0.1070, swav 0.0000 LR: 2.174e-02 Score 97.784 Data time: 0.2007, Forward time: 2.3142, Backward time: 3.0637, DDP time: 0.0035, Total iter time: 4.7442 [2020-11-13 16:55:45,568][root][INFO] - ===> Epoch[628](16329/26): Loss -0.7977, Sem 0.0666, dir -0.9784, norm 0.1140, swav 0.0000 LR: 2.174e-02 Score 97.674 Data time: 0.2311, Forward time: 2.3143, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 5.1500 [2020-11-13 16:55:51,429][root][INFO] - ===> Epoch[628](16330/26): Loss -0.7976, Sem 0.0712, dir -0.9773, norm 0.1084, swav 0.0000 LR: 2.173e-02 Score 97.511 Data time: 0.2254, Forward time: 2.3143, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 5.6999 [2020-11-13 16:55:57,615][root][INFO] - ===> Epoch[628](16331/26): Loss -0.7843, Sem 0.0744, dir -0.9771, norm 0.1183, swav 0.0000 LR: 2.173e-02 Score 97.299 Data time: 0.3005, Forward time: 2.3144, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 6.0738 [2020-11-13 16:56:03,000][root][INFO] - ===> Epoch[628](16332/26): Loss -0.7997, Sem 0.0661, dir -0.9791, norm 0.1134, swav 0.0000 LR: 2.172e-02 Score 97.608 Data time: 0.1903, Forward time: 2.3143, Backward time: 3.0634, DDP time: 0.0035, Total iter time: 5.2164 [2020-11-13 16:56:08,714][root][INFO] - ===> Epoch[628](16333/26): Loss -0.7919, Sem 0.0694, dir -0.9756, norm 0.1143, swav 0.0000 LR: 2.172e-02 Score 97.499 Data time: 0.2649, Forward time: 2.3145, Backward time: 3.0633, DDP time: 0.0035, Total iter time: 5.6274 [2020-11-13 16:56:14,607][root][INFO] - ===> Epoch[628](16334/26): Loss -0.7887, Sem 0.0706, dir -0.9758, norm 0.1165, swav 0.0000 LR: 2.171e-02 Score 97.524 Data time: 0.1370, Forward time: 2.3143, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 5.7622 [2020-11-13 16:56:19,621][root][INFO] - ===> Epoch[629](16335/26): Loss -0.7901, Sem 0.0758, dir -0.9797, norm 0.1138, swav 0.0000 LR: 2.171e-02 Score 97.239 Data time: 0.1920, Forward time: 2.3142, Backward time: 3.0634, DDP time: 0.0035, Total iter time: 4.9031 [2020-11-13 16:56:24,921][root][INFO] - ===> Epoch[629](16336/26): Loss -0.7843, Sem 0.0735, dir -0.9762, norm 0.1184, swav 0.0000 LR: 2.170e-02 Score 97.360 Data time: 0.1728, Forward time: 2.3140, Backward time: 3.0634, DDP time: 0.0035, Total iter time: 5.1349 [2020-11-13 16:56:29,405][root][INFO] - ===> Epoch[629](16337/26): Loss -0.8139, Sem 0.0664, dir -0.9805, norm 0.1003, swav 0.0000 LR: 2.170e-02 Score 97.598 Data time: 0.2120, Forward time: 2.3140, Backward time: 3.0630, DDP time: 0.0035, Total iter time: 4.4291 [2020-11-13 16:56:34,726][root][INFO] - ===> Epoch[629](16338/26): Loss -0.7981, Sem 0.0671, dir -0.9784, norm 0.1132, swav 0.0000 LR: 2.169e-02 Score 97.573 Data time: 0.2350, Forward time: 2.3140, Backward time: 3.0628, DDP time: 0.0035, Total iter time: 5.1954 [2020-11-13 16:56:41,418][root][INFO] - ===> Epoch[629](16339/26): Loss -0.8095, Sem 0.0670, dir -0.9808, norm 0.1043, swav 0.0000 LR: 2.169e-02 Score 97.554 Data time: 0.2415, Forward time: 2.3141, Backward time: 3.0630, DDP time: 0.0035, Total iter time: 6.5464 [2020-11-13 16:56:47,952][root][INFO] - ===> Epoch[629](16340/26): Loss -0.8035, Sem 0.0652, dir -0.9782, norm 0.1095, swav 0.0000 LR: 2.168e-02 Score 97.614 Data time: 0.2862, Forward time: 2.3144, Backward time: 3.0630, DDP time: 0.0035, Total iter time: 6.3656 [2020-11-13 16:56:53,391][root][INFO] - ===> Epoch[629](16341/26): Loss -0.7899, Sem 0.0795, dir -0.9784, norm 0.1091, swav 0.0000 LR: 2.168e-02 Score 97.561 Data time: 0.2707, Forward time: 2.3144, Backward time: 3.0628, DDP time: 0.0035, Total iter time: 5.2537 [2020-11-13 16:57:01,279][root][INFO] - ===> Epoch[629](16342/26): Loss -0.7990, Sem 0.0673, dir -0.9806, norm 0.1144, swav 0.0000 LR: 2.167e-02 Score 97.638 Data time: 0.1663, Forward time: 2.3143, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 7.7494 [2020-11-13 16:57:06,708][root][INFO] - ===> Epoch[629](16343/26): Loss -0.7913, Sem 0.0686, dir -0.9761, norm 0.1162, swav 0.0000 LR: 2.167e-02 Score 97.556 Data time: 0.1464, Forward time: 2.3141, Backward time: 3.0637, DDP time: 0.0035, Total iter time: 5.3538 [2020-11-13 16:57:12,291][root][INFO] - ===> Epoch[629](16344/26): Loss -0.7906, Sem 0.0740, dir -0.9770, norm 0.1124, swav 0.0000 LR: 2.166e-02 Score 97.296 Data time: 0.2608, Forward time: 2.3143, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 5.5106 [2020-11-13 16:57:18,568][root][INFO] - ===> Epoch[629](16345/26): Loss -0.7966, Sem 0.0671, dir -0.9799, norm 0.1162, swav 0.0000 LR: 2.165e-02 Score 97.637 Data time: 0.2899, Forward time: 2.3146, Backward time: 3.0633, DDP time: 0.0035, Total iter time: 6.1245 [2020-11-13 16:57:24,552][root][INFO] - ===> Epoch[629](16346/26): Loss -0.8077, Sem 0.0614, dir -0.9800, norm 0.1109, swav 0.0000 LR: 2.165e-02 Score 97.845 Data time: 0.2423, Forward time: 2.3147, Backward time: 3.0632, DDP time: 0.0035, Total iter time: 5.8298 [2020-11-13 16:57:30,552][root][INFO] - ===> Epoch[629](16347/26): Loss -0.8087, Sem 0.0650, dir -0.9792, norm 0.1055, swav 0.0000 LR: 2.164e-02 Score 97.707 Data time: 0.1659, Forward time: 2.3145, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 5.8270 [2020-11-13 16:57:36,192][root][INFO] - ===> Epoch[629](16348/26): Loss -0.7738, Sem 0.0791, dir -0.9742, norm 0.1214, swav 0.0000 LR: 2.164e-02 Score 97.287 Data time: 0.1875, Forward time: 2.3145, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 5.5607 [2020-11-13 16:57:42,085][root][INFO] - ===> Epoch[629](16349/26): Loss -0.7830, Sem 0.0793, dir -0.9764, norm 0.1141, swav 0.0000 LR: 2.163e-02 Score 97.085 Data time: 0.1995, Forward time: 2.3144, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 5.7522 [2020-11-13 16:57:47,765][root][INFO] - ===> Epoch[629](16350/26): Loss -0.7899, Sem 0.0718, dir -0.9779, norm 0.1162, swav 0.0000 LR: 2.163e-02 Score 97.466 Data time: 0.2432, Forward time: 2.3145, Backward time: 3.0634, DDP time: 0.0035, Total iter time: 5.5669 [2020-11-13 16:57:52,668][root][INFO] - ===> Epoch[629](16351/26): Loss -0.8036, Sem 0.0664, dir -0.9790, norm 0.1089, swav 0.0000 LR: 2.162e-02 Score 97.617 Data time: 0.2003, Forward time: 2.3145, Backward time: 3.0631, DDP time: 0.0035, Total iter time: 4.7324 [2020-11-13 16:57:58,927][root][INFO] - ===> Epoch[629](16352/26): Loss -0.7986, Sem 0.0688, dir -0.9788, norm 0.1114, swav 0.0000 LR: 2.162e-02 Score 97.517 Data time: 0.2009, Forward time: 2.3145, Backward time: 3.0633, DDP time: 0.0035, Total iter time: 6.1410 [2020-11-13 16:58:05,048][root][INFO] - ===> Epoch[629](16353/26): Loss -0.7831, Sem 0.0747, dir -0.9758, norm 0.1180, swav 0.0000 LR: 2.161e-02 Score 97.176 Data time: 0.1977, Forward time: 2.3145, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 6.0209 [2020-11-13 16:58:11,048][root][INFO] - ===> Epoch[629](16354/26): Loss -0.8001, Sem 0.0675, dir -0.9788, norm 0.1113, swav 0.0000 LR: 2.161e-02 Score 97.550 Data time: 0.2714, Forward time: 2.3147, Backward time: 3.0634, DDP time: 0.0035, Total iter time: 5.8957 [2020-11-13 16:58:16,104][root][INFO] - ===> Epoch[629](16355/26): Loss -0.7793, Sem 0.0708, dir -0.9763, norm 0.1262, swav 0.0000 LR: 2.160e-02 Score 97.500 Data time: 0.2208, Forward time: 2.3147, Backward time: 3.0631, DDP time: 0.0035, Total iter time: 4.8912 [2020-11-13 16:58:21,516][root][INFO] - ===> Epoch[629](16356/26): Loss -0.7853, Sem 0.0779, dir -0.9801, norm 0.1168, swav 0.0000 LR: 2.160e-02 Score 97.255 Data time: 0.2431, Forward time: 2.3148, Backward time: 3.0628, DDP time: 0.0035, Total iter time: 5.2445 [2020-11-13 16:58:27,716][root][INFO] - ===> Epoch[629](16357/26): Loss -0.7996, Sem 0.0631, dir -0.9747, norm 0.1120, swav 0.0000 LR: 2.159e-02 Score 97.733 Data time: 0.1664, Forward time: 2.3147, Backward time: 3.0631, DDP time: 0.0035, Total iter time: 6.0645 [2020-11-13 16:58:33,085][root][INFO] - ===> Epoch[629](16358/26): Loss -0.7873, Sem 0.0720, dir -0.9771, norm 0.1179, swav 0.0000 LR: 2.159e-02 Score 97.452 Data time: 0.1586, Forward time: 2.3145, Backward time: 3.0631, DDP time: 0.0035, Total iter time: 5.2404 [2020-11-13 16:58:39,553][root][INFO] - ===> Epoch[629](16359/26): Loss -0.7855, Sem 0.0653, dir -0.9784, norm 0.1276, swav 0.0000 LR: 2.158e-02 Score 97.685 Data time: 0.1566, Forward time: 2.3143, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 6.3724 [2020-11-13 16:58:45,268][root][INFO] - ===> Epoch[629](16360/26): Loss -0.7990, Sem 0.0666, dir -0.9775, norm 0.1119, swav 0.0000 LR: 2.157e-02 Score 97.601 Data time: 0.1474, Forward time: 2.3141, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 5.6342 [2020-11-13 16:58:50,145][root][INFO] - ===> Epoch[630](16361/26): Loss -0.8066, Sem 0.0645, dir -0.9810, norm 0.1099, swav 0.0000 LR: 2.157e-02 Score 97.662 Data time: 0.2148, Forward time: 2.3142, Backward time: 3.0634, DDP time: 0.0035, Total iter time: 4.8107 [2020-11-13 16:58:55,020][root][INFO] - ===> Epoch[630](16362/26): Loss -0.8023, Sem 0.0699, dir -0.9760, norm 0.1038, swav 0.0000 LR: 2.156e-02 Score 97.502 Data time: 0.1529, Forward time: 2.3140, Backward time: 3.0633, DDP time: 0.0035, Total iter time: 4.7544 [2020-11-13 16:59:01,404][root][INFO] - ===> Epoch[630](16363/26): Loss -0.7931, Sem 0.0711, dir -0.9784, norm 0.1142, swav 0.0000 LR: 2.156e-02 Score 97.463 Data time: 0.2090, Forward time: 2.3140, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 6.3096 [2020-11-13 16:59:07,635][root][INFO] - ===> Epoch[630](16364/26): Loss -0.8102, Sem 0.0604, dir -0.9777, norm 0.1071, swav 0.0000 LR: 2.155e-02 Score 97.854 Data time: 0.1790, Forward time: 2.3139, Backward time: 3.0637, DDP time: 0.0035, Total iter time: 6.0863 [2020-11-13 16:59:11,984][root][INFO] - ===> Epoch[630](16365/26): Loss -0.7999, Sem 0.0638, dir -0.9735, norm 0.1098, swav 0.0000 LR: 2.155e-02 Score 97.690 Data time: 0.1617, Forward time: 2.3137, Backward time: 3.0635, DDP time: 0.0035, Total iter time: 4.2132 [2020-11-13 16:59:17,996][root][INFO] - ===> Epoch[630](16366/26): Loss -0.7915, Sem 0.0751, dir -0.9766, norm 0.1100, swav 0.0000 LR: 2.154e-02 Score 97.343 Data time: 0.1841, Forward time: 2.3136, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 5.9172 [2020-11-13 16:59:24,471][root][INFO] - ===> Epoch[630](16367/26): Loss -0.7921, Sem 0.0709, dir -0.9761, norm 0.1131, swav 0.0000 LR: 2.154e-02 Score 97.405 Data time: 0.1384, Forward time: 2.3133, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 6.3332 [2020-11-13 16:59:29,417][root][INFO] - ===> Epoch[630](16368/26): Loss -0.8034, Sem 0.0656, dir -0.9797, norm 0.1107, swav 0.0000 LR: 2.153e-02 Score 97.684 Data time: 0.2315, Forward time: 2.3134, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 4.8833 [2020-11-13 16:59:34,793][root][INFO] - ===> Epoch[630](16369/26): Loss -0.7783, Sem 0.0737, dir -0.9761, norm 0.1242, swav 0.0000 LR: 2.153e-02 Score 97.324 Data time: 0.2191, Forward time: 2.3134, Backward time: 3.0637, DDP time: 0.0035, Total iter time: 5.2158 [2020-11-13 16:59:41,309][root][INFO] - ===> Epoch[630](16370/26): Loss -0.7872, Sem 0.0689, dir -0.9791, norm 0.1231, swav 0.0000 LR: 2.152e-02 Score 97.595 Data time: 0.2191, Forward time: 2.3135, Backward time: 3.0639, DDP time: 0.0035, Total iter time: 6.3822 [2020-11-13 16:59:48,162][root][INFO] - ===> Epoch[630](16371/26): Loss -0.7692, Sem 0.0709, dir -0.9735, norm 0.1335, swav 0.0000 LR: 2.152e-02 Score 97.486 Data time: 0.1963, Forward time: 2.3134, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 6.6880 [2020-11-13 16:59:54,125][root][INFO] - ===> Epoch[630](16372/26): Loss -0.7874, Sem 0.0708, dir -0.9752, norm 0.1170, swav 0.0000 LR: 2.151e-02 Score 97.452 Data time: 0.1271, Forward time: 2.3131, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 5.7800 [2020-11-13 16:59:58,823][root][INFO] - ===> Epoch[630](16373/26): Loss -0.7984, Sem 0.0685, dir -0.9765, norm 0.1096, swav 0.0000 LR: 2.150e-02 Score 97.501 Data time: 0.1353, Forward time: 2.3129, Backward time: 3.0645, DDP time: 0.0035, Total iter time: 4.5728 [2020-11-13 17:00:04,379][root][INFO] - ===> Epoch[630](16374/26): Loss -0.8004, Sem 0.0676, dir -0.9795, norm 0.1115, swav 0.0000 LR: 2.150e-02 Score 97.554 Data time: 0.2549, Forward time: 2.3130, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.4296 [2020-11-13 17:00:09,387][root][INFO] - ===> Epoch[630](16375/26): Loss -0.8139, Sem 0.0644, dir -0.9787, norm 0.1003, swav 0.0000 LR: 2.149e-02 Score 97.668 Data time: 0.1736, Forward time: 2.3129, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 4.8768 [2020-11-13 17:00:15,383][root][INFO] - ===> Epoch[630](16376/26): Loss -0.7843, Sem 0.0744, dir -0.9747, norm 0.1161, swav 0.0000 LR: 2.149e-02 Score 97.226 Data time: 0.2329, Forward time: 2.3129, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.8564 [2020-11-13 17:00:21,414][root][INFO] - ===> Epoch[630](16377/26): Loss -0.8090, Sem 0.0702, dir -0.9807, norm 0.1015, swav 0.0000 LR: 2.148e-02 Score 97.501 Data time: 0.2019, Forward time: 2.3129, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.8927 [2020-11-13 17:00:27,555][root][INFO] - ===> Epoch[630](16378/26): Loss -0.7971, Sem 0.0716, dir -0.9788, norm 0.1101, swav 0.0000 LR: 2.148e-02 Score 97.402 Data time: 0.1510, Forward time: 2.3127, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 6.0191 [2020-11-13 17:00:32,483][root][INFO] - ===> Epoch[630](16379/26): Loss -0.7939, Sem 0.0687, dir -0.9769, norm 0.1143, swav 0.0000 LR: 2.147e-02 Score 97.520 Data time: 0.1294, Forward time: 2.3124, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 4.8155 [2020-11-13 17:00:38,103][root][INFO] - ===> Epoch[630](16380/26): Loss -0.7823, Sem 0.0619, dir -0.9723, norm 0.1281, swav 0.0000 LR: 2.147e-02 Score 97.853 Data time: 0.2307, Forward time: 2.3125, Backward time: 3.0645, DDP time: 0.0035, Total iter time: 5.5702 [2020-11-13 17:00:43,980][root][INFO] - ===> Epoch[630](16381/26): Loss -0.8030, Sem 0.0586, dir -0.9751, norm 0.1135, swav 0.0000 LR: 2.146e-02 Score 97.958 Data time: 0.1906, Forward time: 2.3123, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 5.7491 [2020-11-13 17:00:49,249][root][INFO] - ===> Epoch[630](16382/26): Loss -0.7926, Sem 0.0693, dir -0.9761, norm 0.1141, swav 0.0000 LR: 2.146e-02 Score 97.495 Data time: 0.2683, Forward time: 2.3123, Backward time: 3.0646, DDP time: 0.0035, Total iter time: 5.2020 [2020-11-13 17:00:54,607][root][INFO] - ===> Epoch[630](16383/26): Loss -0.7994, Sem 0.0645, dir -0.9761, norm 0.1122, swav 0.0000 LR: 2.145e-02 Score 97.645 Data time: 0.2454, Forward time: 2.3125, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.2051 [2020-11-13 17:00:59,830][root][INFO] - ===> Epoch[630](16384/26): Loss -0.7854, Sem 0.0659, dir -0.9797, norm 0.1284, swav 0.0000 LR: 2.145e-02 Score 97.702 Data time: 0.1670, Forward time: 2.3124, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.0688 [2020-11-13 17:01:05,284][root][INFO] - ===> Epoch[630](16385/26): Loss -0.7731, Sem 0.0713, dir -0.9740, norm 0.1296, swav 0.0000 LR: 2.144e-02 Score 97.540 Data time: 0.1694, Forward time: 2.3122, Backward time: 3.0642, DDP time: 0.0035, Total iter time: 5.3244 [2020-11-13 17:01:11,499][root][INFO] - ===> Epoch[630](16386/26): Loss -0.8067, Sem 0.0627, dir -0.9795, norm 0.1101, swav 0.0000 LR: 2.144e-02 Score 97.787 Data time: 0.1808, Forward time: 2.3120, Backward time: 3.0645, DDP time: 0.0035, Total iter time: 6.0740 [2020-11-13 17:01:18,278][root][INFO] - ===> Epoch[631](16387/26): Loss -0.7983, Sem 0.0709, dir -0.9799, norm 0.1107, swav 0.0000 LR: 2.143e-02 Score 97.478 Data time: 0.2077, Forward time: 2.3121, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 6.6628 [2020-11-13 17:01:24,756][root][INFO] - ===> Epoch[631](16388/26): Loss -0.7915, Sem 0.0735, dir -0.9788, norm 0.1139, swav 0.0000 LR: 2.142e-02 Score 97.432 Data time: 0.1888, Forward time: 2.3120, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 6.3038 [2020-11-13 17:01:30,147][root][INFO] - ===> Epoch[631](16389/26): Loss -0.7971, Sem 0.0730, dir -0.9782, norm 0.1081, swav 0.0000 LR: 2.142e-02 Score 97.434 Data time: 0.1392, Forward time: 2.3118, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 5.2213 [2020-11-13 17:01:36,373][root][INFO] - ===> Epoch[631](16390/26): Loss -0.7911, Sem 0.0690, dir -0.9781, norm 0.1180, swav 0.0000 LR: 2.141e-02 Score 97.444 Data time: 0.1917, Forward time: 2.3117, Backward time: 3.0655, DDP time: 0.0035, Total iter time: 6.1613 [2020-11-13 17:01:41,660][root][INFO] - ===> Epoch[631](16391/26): Loss -0.8084, Sem 0.0651, dir -0.9805, norm 0.1070, swav 0.0000 LR: 2.141e-02 Score 97.639 Data time: 0.2372, Forward time: 2.3118, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 5.1377 [2020-11-13 17:01:47,500][root][INFO] - ===> Epoch[631](16392/26): Loss -0.7838, Sem 0.0733, dir -0.9760, norm 0.1189, swav 0.0000 LR: 2.140e-02 Score 97.445 Data time: 0.2126, Forward time: 2.3118, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 5.6843 [2020-11-13 17:01:52,725][root][INFO] - ===> Epoch[631](16393/26): Loss -0.7924, Sem 0.0683, dir -0.9781, norm 0.1174, swav 0.0000 LR: 2.140e-02 Score 97.451 Data time: 0.1952, Forward time: 2.3117, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 5.0962 [2020-11-13 17:01:57,509][root][INFO] - ===> Epoch[631](16394/26): Loss -0.8041, Sem 0.0731, dir -0.9800, norm 0.1028, swav 0.0000 LR: 2.139e-02 Score 97.365 Data time: 0.1750, Forward time: 2.3116, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 4.6526 [2020-11-13 17:02:03,312][root][INFO] - ===> Epoch[631](16395/26): Loss -0.7790, Sem 0.0688, dir -0.9698, norm 0.1220, swav 0.0000 LR: 2.139e-02 Score 97.620 Data time: 0.2203, Forward time: 2.3116, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 5.6866 [2020-11-13 17:02:09,105][root][INFO] - ===> Epoch[631](16396/26): Loss -0.8084, Sem 0.0630, dir -0.9801, norm 0.1086, swav 0.0000 LR: 2.138e-02 Score 97.782 Data time: 0.1998, Forward time: 2.3115, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.6598 [2020-11-13 17:02:15,432][root][INFO] - ===> Epoch[631](16397/26): Loss -0.7927, Sem 0.0726, dir -0.9796, norm 0.1143, swav 0.0000 LR: 2.138e-02 Score 97.443 Data time: 0.2098, Forward time: 2.3115, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 6.2151 [2020-11-13 17:02:21,712][root][INFO] - ===> Epoch[631](16398/26): Loss -0.8192, Sem 0.0583, dir -0.9827, norm 0.1052, swav 0.0000 LR: 2.137e-02 Score 97.932 Data time: 0.1893, Forward time: 2.3115, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 6.1313 [2020-11-13 17:02:26,288][root][INFO] - ===> Epoch[631](16399/26): Loss -0.8231, Sem 0.0634, dir -0.9808, norm 0.0942, swav 0.0000 LR: 2.137e-02 Score 97.703 Data time: 0.1712, Forward time: 2.3114, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 4.4430 [2020-11-13 17:02:30,667][root][INFO] - ===> Epoch[631](16400/26): Loss -0.7807, Sem 0.0918, dir -0.9790, norm 0.1064, swav 0.0000 LR: 2.136e-02 Score 97.028 Data time: 0.1849, Forward time: 2.3113, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 4.2726 [2020-11-13 17:02:35,292][root][INFO] - ===> Epoch[631](16401/26): Loss -0.7879, Sem 0.0694, dir -0.9766, norm 0.1194, swav 0.0000 LR: 2.136e-02 Score 97.535 Data time: 0.1992, Forward time: 2.3112, Backward time: 3.0645, DDP time: 0.0035, Total iter time: 4.5251 [2020-11-13 17:02:41,233][root][INFO] - ===> Epoch[631](16402/26): Loss -0.7992, Sem 0.0637, dir -0.9735, norm 0.1106, swav 0.0000 LR: 2.135e-02 Score 97.731 Data time: 0.2840, Forward time: 2.3114, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 5.8530 [2020-11-13 17:02:46,572][root][INFO] - ===> Epoch[631](16403/26): Loss -0.7839, Sem 0.0717, dir -0.9783, norm 0.1227, swav 0.0000 LR: 2.134e-02 Score 97.400 Data time: 0.2461, Forward time: 2.3115, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 5.2138 [2020-11-13 17:02:52,269][root][INFO] - ===> Epoch[631](16404/26): Loss -0.7881, Sem 0.0702, dir -0.9762, norm 0.1180, swav 0.0000 LR: 2.134e-02 Score 97.471 Data time: 0.1956, Forward time: 2.3115, Backward time: 3.0640, DDP time: 0.0035, Total iter time: 5.5873 [2020-11-13 17:02:58,655][root][INFO] - ===> Epoch[631](16405/26): Loss -0.7848, Sem 0.0671, dir -0.9791, norm 0.1271, swav 0.0000 LR: 2.133e-02 Score 97.587 Data time: 0.1770, Forward time: 2.3114, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 6.2445 [2020-11-13 17:03:06,475][root][INFO] - ===> Epoch[631](16406/26): Loss -0.8044, Sem 0.0634, dir -0.9816, norm 0.1138, swav 0.0000 LR: 2.133e-02 Score 97.764 Data time: 0.1761, Forward time: 2.3113, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 7.7351 [2020-11-13 17:03:12,261][root][INFO] - ===> Epoch[631](16407/26): Loss -0.7915, Sem 0.0706, dir -0.9751, norm 0.1130, swav 0.0000 LR: 2.132e-02 Score 97.435 Data time: 0.1899, Forward time: 2.3113, Backward time: 3.0651, DDP time: 0.0035, Total iter time: 5.6368 [2020-11-13 17:03:17,645][root][INFO] - ===> Epoch[631](16408/26): Loss -0.8106, Sem 0.0597, dir -0.9787, norm 0.1084, swav 0.0000 LR: 2.132e-02 Score 97.861 Data time: 0.2240, Forward time: 2.3112, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.2257 [2020-11-13 17:03:23,652][root][INFO] - ===> Epoch[631](16409/26): Loss -0.8117, Sem 0.0636, dir -0.9803, norm 0.1050, swav 0.0000 LR: 2.131e-02 Score 97.716 Data time: 0.2809, Forward time: 2.3115, Backward time: 3.0648, DDP time: 0.0035, Total iter time: 5.8373 [2020-11-13 17:03:29,052][root][INFO] - ===> Epoch[631](16410/26): Loss -0.7832, Sem 0.0751, dir -0.9746, norm 0.1163, swav 0.0000 LR: 2.131e-02 Score 97.338 Data time: 0.1750, Forward time: 2.3114, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 5.2436 [2020-11-13 17:03:34,471][root][INFO] - ===> Epoch[631](16411/26): Loss -0.8033, Sem 0.0667, dir -0.9798, norm 0.1098, swav 0.0000 LR: 2.130e-02 Score 97.684 Data time: 0.1874, Forward time: 2.3113, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 5.3006 [2020-11-13 17:03:40,696][root][INFO] - ===> Epoch[631](16412/26): Loss -0.7783, Sem 0.0779, dir -0.9771, norm 0.1209, swav 0.0000 LR: 2.130e-02 Score 97.213 Data time: 0.1860, Forward time: 2.3112, Backward time: 3.0649, DDP time: 0.0035, Total iter time: 6.0705 [2020-11-13 17:03:46,364][root][INFO] - ===> Epoch[632](16413/26): Loss -0.7972, Sem 0.0693, dir -0.9780, norm 0.1115, swav 0.0000 LR: 2.129e-02 Score 97.527 Data time: 0.1759, Forward time: 2.3111, Backward time: 3.0650, DDP time: 0.0035, Total iter time: 5.5455 [2020-11-13 17:03:52,399][root][INFO] - ===> Epoch[632](16414/26): Loss -0.7845, Sem 0.0714, dir -0.9770, norm 0.1210, swav 0.0000 LR: 2.129e-02 Score 97.492 Data time: 0.1645, Forward time: 2.3110, Backward time: 3.0653, DDP time: 0.0035, Total iter time: 5.9071 [2020-11-13 17:03:58,441][root][INFO] - ===> Epoch[632](16415/26): Loss -0.7849, Sem 0.0781, dir -0.9757, norm 0.1126, swav 0.0000 LR: 2.128e-02 Score 97.250 Data time: 0.2323, Forward time: 2.3109, Backward time: 3.0654, DDP time: 0.0035, Total iter time: 5.8815 [2020-11-13 17:04:04,789][root][INFO] - ===> Epoch[632](16416/26): Loss -0.7984, Sem 0.0627, dir -0.9779, norm 0.1169, swav 0.0000 LR: 2.128e-02 Score 97.744 Data time: 0.2517, Forward time: 2.3109, Backward time: 3.0655, DDP time: 0.0035, Total iter time: 6.1888 [2020-11-13 17:04:11,395][root][INFO] - ===> Epoch[632](16417/26): Loss -0.7868, Sem 0.0688, dir -0.9754, norm 0.1199, swav 0.0000 LR: 2.127e-02 Score 97.503 Data time: 0.2680, Forward time: 2.3111, Backward time: 3.0656, DDP time: 0.0035, Total iter time: 6.4317 [2020-11-13 17:04:17,327][root][INFO] - ===> Epoch[632](16418/26): Loss -0.7985, Sem 0.0716, dir -0.9789, norm 0.1088, swav 0.0000 LR: 2.126e-02 Score 97.431 Data time: 0.2563, Forward time: 2.3113, Backward time: 3.0655, DDP time: 0.0035, Total iter time: 5.7985 [2020-11-13 17:04:23,319][root][INFO] - ===> Epoch[632](16419/26): Loss -0.7865, Sem 0.0717, dir -0.9749, norm 0.1167, swav 0.0000 LR: 2.126e-02 Score 97.468 Data time: 0.1980, Forward time: 2.3112, Backward time: 3.0656, DDP time: 0.0035, Total iter time: 5.8345 [2020-11-13 17:04:29,944][root][INFO] - ===> Epoch[632](16420/26): Loss -0.8052, Sem 0.0628, dir -0.9756, norm 0.1076, swav 0.0000 LR: 2.125e-02 Score 97.777 Data time: 0.2225, Forward time: 2.3113, Backward time: 3.0658, DDP time: 0.0035, Total iter time: 6.5267 [2020-11-13 17:04:36,592][root][INFO] - ===> Epoch[632](16421/26): Loss -0.7883, Sem 0.0661, dir -0.9780, norm 0.1236, swav 0.0000 LR: 2.125e-02 Score 97.635 Data time: 0.2797, Forward time: 2.3115, Backward time: 3.0659, DDP time: 0.0035, Total iter time: 6.5236 [2020-11-13 17:04:44,264][root][INFO] - ===> Epoch[632](16422/26): Loss -0.8235, Sem 0.0565, dir -0.9782, norm 0.0983, swav 0.0000 LR: 2.124e-02 Score 98.018 Data time: 0.2414, Forward time: 2.3116, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 7.4995 [2020-11-13 17:04:49,730][root][INFO] - ===> Epoch[632](16423/26): Loss -0.7895, Sem 0.0752, dir -0.9775, norm 0.1129, swav 0.0000 LR: 2.124e-02 Score 97.236 Data time: 0.1744, Forward time: 2.3114, Backward time: 3.0664, DDP time: 0.0035, Total iter time: 5.3307 [2020-11-13 17:04:55,875][root][INFO] - ===> Epoch[632](16424/26): Loss -0.7639, Sem 0.0869, dir -0.9742, norm 0.1234, swav 0.0000 LR: 2.123e-02 Score 97.012 Data time: 0.2850, Forward time: 2.3117, Backward time: 3.0663, DDP time: 0.0035, Total iter time: 6.0697 [2020-11-13 17:05:02,335][root][INFO] - ===> Epoch[632](16425/26): Loss -0.7690, Sem 0.0806, dir -0.9754, norm 0.1258, swav 0.0000 LR: 2.123e-02 Score 97.341 Data time: 0.2796, Forward time: 2.3119, Backward time: 3.0663, DDP time: 0.0035, Total iter time: 6.3077 [2020-11-13 17:05:07,831][root][INFO] - ===> Epoch[632](16426/26): Loss -0.7774, Sem 0.0757, dir -0.9761, norm 0.1230, swav 0.0000 LR: 2.122e-02 Score 97.285 Data time: 0.1871, Forward time: 2.3118, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.3568 [2020-11-13 17:05:14,195][root][INFO] - ===> Epoch[632](16427/26): Loss -0.7939, Sem 0.0682, dir -0.9776, norm 0.1155, swav 0.0000 LR: 2.122e-02 Score 97.567 Data time: 0.1785, Forward time: 2.3117, Backward time: 3.0666, DDP time: 0.0036, Total iter time: 6.2672 [2020-11-13 17:05:18,926][root][INFO] - ===> Epoch[632](16428/26): Loss -0.7995, Sem 0.0682, dir -0.9777, norm 0.1099, swav 0.0000 LR: 2.121e-02 Score 97.636 Data time: 0.1789, Forward time: 2.3117, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 4.6413 [2020-11-13 17:05:24,991][root][INFO] - ===> Epoch[632](16429/26): Loss -0.8124, Sem 0.0595, dir -0.9797, norm 0.1078, swav 0.0000 LR: 2.121e-02 Score 97.882 Data time: 0.2027, Forward time: 2.3116, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 5.9505 [2020-11-13 17:05:30,742][root][INFO] - ===> Epoch[632](16430/26): Loss -0.7862, Sem 0.0740, dir -0.9752, norm 0.1151, swav 0.0000 LR: 2.120e-02 Score 97.267 Data time: 0.2869, Forward time: 2.3118, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 5.6693 [2020-11-13 17:05:38,336][root][INFO] - ===> Epoch[632](16431/26): Loss -0.7756, Sem 0.0680, dir -0.9719, norm 0.1284, swav 0.0000 LR: 2.120e-02 Score 97.687 Data time: 0.2849, Forward time: 2.3120, Backward time: 3.0666, DDP time: 0.0036, Total iter time: 7.4261 [2020-11-13 17:05:44,105][root][INFO] - ===> Epoch[632](16432/26): Loss -0.7763, Sem 0.0720, dir -0.9745, norm 0.1262, swav 0.0000 LR: 2.119e-02 Score 97.554 Data time: 0.2609, Forward time: 2.3123, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.5977 [2020-11-13 17:05:49,072][root][INFO] - ===> Epoch[632](16433/26): Loss -0.8233, Sem 0.0572, dir -0.9813, norm 0.1008, swav 0.0000 LR: 2.118e-02 Score 97.989 Data time: 0.2307, Forward time: 2.3123, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 4.8241 [2020-11-13 17:05:55,350][root][INFO] - ===> Epoch[632](16434/26): Loss -0.7983, Sem 0.0668, dir -0.9796, norm 0.1145, swav 0.0000 LR: 2.118e-02 Score 97.635 Data time: 0.2067, Forward time: 2.3123, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 6.1554 [2020-11-13 17:06:00,499][root][INFO] - ===> Epoch[632](16435/26): Loss -0.7928, Sem 0.0694, dir -0.9789, norm 0.1167, swav 0.0000 LR: 2.117e-02 Score 97.508 Data time: 0.2342, Forward time: 2.3124, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.0053 [2020-11-13 17:06:06,097][root][INFO] - ===> Epoch[632](16436/26): Loss -0.7868, Sem 0.0726, dir -0.9773, norm 0.1180, swav 0.0000 LR: 2.117e-02 Score 97.425 Data time: 0.1876, Forward time: 2.3123, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.4403 [2020-11-13 17:06:13,155][root][INFO] - ===> Epoch[632](16437/26): Loss -0.7942, Sem 0.0743, dir -0.9791, norm 0.1106, swav 0.0000 LR: 2.116e-02 Score 97.358 Data time: 0.1823, Forward time: 2.3121, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 6.9892 [2020-11-13 17:06:18,275][root][INFO] - ===> Epoch[632](16438/26): Loss -0.7980, Sem 0.0764, dir -0.9792, norm 0.1048, swav 0.0000 LR: 2.116e-02 Score 97.404 Data time: 0.2260, Forward time: 2.3122, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 5.0333 [2020-11-13 17:06:24,255][root][INFO] - ===> Epoch[633](16439/26): Loss -0.8163, Sem 0.0576, dir -0.9816, norm 0.1077, swav 0.0000 LR: 2.115e-02 Score 97.904 Data time: 0.1629, Forward time: 2.3121, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 5.8716 [2020-11-13 17:06:29,324][root][INFO] - ===> Epoch[633](16440/26): Loss -0.8095, Sem 0.0689, dir -0.9815, norm 0.1030, swav 0.0000 LR: 2.115e-02 Score 97.549 Data time: 0.2116, Forward time: 2.3121, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 4.9908 [2020-11-13 17:06:35,374][root][INFO] - ===> Epoch[633](16441/26): Loss -0.7863, Sem 0.0747, dir -0.9795, norm 0.1185, swav 0.0000 LR: 2.114e-02 Score 97.377 Data time: 0.1798, Forward time: 2.3120, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 5.8575 [2020-11-13 17:06:41,316][root][INFO] - ===> Epoch[633](16442/26): Loss -0.7811, Sem 0.0744, dir -0.9778, norm 0.1223, swav 0.0000 LR: 2.114e-02 Score 97.412 Data time: 0.1767, Forward time: 2.3119, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.8389 [2020-11-13 17:06:47,384][root][INFO] - ===> Epoch[633](16443/26): Loss -0.7822, Sem 0.0783, dir -0.9766, norm 0.1161, swav 0.0000 LR: 2.113e-02 Score 97.402 Data time: 0.1706, Forward time: 2.3117, Backward time: 3.0668, DDP time: 0.0036, Total iter time: 5.9613 [2020-11-13 17:06:52,231][root][INFO] - ===> Epoch[633](16444/26): Loss -0.7964, Sem 0.0713, dir -0.9763, norm 0.1086, swav 0.0000 LR: 2.113e-02 Score 97.445 Data time: 0.2225, Forward time: 2.3118, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 4.8014 [2020-11-13 17:06:57,287][root][INFO] - ===> Epoch[633](16445/26): Loss -0.8034, Sem 0.0661, dir -0.9813, norm 0.1118, swav 0.0000 LR: 2.112e-02 Score 97.684 Data time: 0.1456, Forward time: 2.3116, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 4.9156 [2020-11-13 17:07:02,229][root][INFO] - ===> Epoch[633](16446/26): Loss -0.8051, Sem 0.0615, dir -0.9773, norm 0.1107, swav 0.0000 LR: 2.111e-02 Score 97.842 Data time: 0.1931, Forward time: 2.3115, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 4.8926 [2020-11-13 17:07:08,415][root][INFO] - ===> Epoch[633](16447/26): Loss -0.7993, Sem 0.0646, dir -0.9782, norm 0.1143, swav 0.0000 LR: 2.111e-02 Score 97.667 Data time: 0.2570, Forward time: 2.3116, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 6.0131 [2020-11-13 17:07:14,905][root][INFO] - ===> Epoch[633](16448/26): Loss -0.7937, Sem 0.0678, dir -0.9785, norm 0.1170, swav 0.0000 LR: 2.110e-02 Score 97.584 Data time: 0.3187, Forward time: 2.3120, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 6.3718 [2020-11-13 17:07:20,694][root][INFO] - ===> Epoch[633](16449/26): Loss -0.7886, Sem 0.0646, dir -0.9791, norm 0.1258, swav 0.0000 LR: 2.110e-02 Score 97.697 Data time: 0.2435, Forward time: 2.3119, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 5.6517 [2020-11-13 17:07:26,400][root][INFO] - ===> Epoch[633](16450/26): Loss -0.7738, Sem 0.0781, dir -0.9753, norm 0.1234, swav 0.0000 LR: 2.109e-02 Score 97.086 Data time: 0.2500, Forward time: 2.3120, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 5.5747 [2020-11-13 17:07:32,020][root][INFO] - ===> Epoch[633](16451/26): Loss -0.7928, Sem 0.0665, dir -0.9765, norm 0.1172, swav 0.0000 LR: 2.109e-02 Score 97.604 Data time: 0.2321, Forward time: 2.3121, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.4559 [2020-11-13 17:07:37,478][root][INFO] - ===> Epoch[633](16452/26): Loss -0.7890, Sem 0.0682, dir -0.9752, norm 0.1180, swav 0.0000 LR: 2.108e-02 Score 97.554 Data time: 0.2995, Forward time: 2.3122, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.3315 [2020-11-13 17:07:44,479][root][INFO] - ===> Epoch[633](16453/26): Loss -0.7882, Sem 0.0742, dir -0.9745, norm 0.1121, swav 0.0000 LR: 2.108e-02 Score 97.412 Data time: 0.1785, Forward time: 2.3121, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 6.8358 [2020-11-13 17:07:51,029][root][INFO] - ===> Epoch[633](16454/26): Loss -0.7773, Sem 0.0695, dir -0.9765, norm 0.1297, swav 0.0000 LR: 2.107e-02 Score 97.534 Data time: 0.1953, Forward time: 2.3120, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 6.4194 [2020-11-13 17:07:56,531][root][INFO] - ===> Epoch[633](16455/26): Loss -0.7828, Sem 0.0660, dir -0.9738, norm 0.1250, swav 0.0000 LR: 2.107e-02 Score 97.664 Data time: 0.2087, Forward time: 2.3120, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.3597 [2020-11-13 17:08:01,883][root][INFO] - ===> Epoch[633](16456/26): Loss -0.8129, Sem 0.0661, dir -0.9811, norm 0.1020, swav 0.0000 LR: 2.106e-02 Score 97.611 Data time: 0.1833, Forward time: 2.3119, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.1982 [2020-11-13 17:08:07,244][root][INFO] - ===> Epoch[633](16457/26): Loss -0.7986, Sem 0.0711, dir -0.9784, norm 0.1087, swav 0.0000 LR: 2.106e-02 Score 97.494 Data time: 0.1915, Forward time: 2.3118, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 5.2633 [2020-11-13 17:08:12,166][root][INFO] - ===> Epoch[633](16458/26): Loss -0.7938, Sem 0.0759, dir -0.9759, norm 0.1062, swav 0.0000 LR: 2.105e-02 Score 97.315 Data time: 0.2465, Forward time: 2.3119, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 4.8001 [2020-11-13 17:08:17,611][root][INFO] - ===> Epoch[633](16459/26): Loss -0.7910, Sem 0.0785, dir -0.9793, norm 0.1098, swav 0.0000 LR: 2.105e-02 Score 97.346 Data time: 0.2410, Forward time: 2.3120, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.3002 [2020-11-13 17:08:23,407][root][INFO] - ===> Epoch[633](16460/26): Loss -0.8021, Sem 0.0678, dir -0.9797, norm 0.1098, swav 0.0000 LR: 2.104e-02 Score 97.435 Data time: 0.2044, Forward time: 2.3119, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.6356 [2020-11-13 17:08:29,519][root][INFO] - ===> Epoch[633](16461/26): Loss -0.8152, Sem 0.0586, dir -0.9813, norm 0.1075, swav 0.0000 LR: 2.103e-02 Score 97.853 Data time: 0.2588, Forward time: 2.3121, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.9959 [2020-11-13 17:08:35,188][root][INFO] - ===> Epoch[633](16462/26): Loss -0.8034, Sem 0.0665, dir -0.9789, norm 0.1090, swav 0.0000 LR: 2.103e-02 Score 97.594 Data time: 0.1724, Forward time: 2.3119, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 5.5061 [2020-11-13 17:08:41,032][root][INFO] - ===> Epoch[633](16463/26): Loss -0.7776, Sem 0.0752, dir -0.9715, norm 0.1187, swav 0.0000 LR: 2.102e-02 Score 97.263 Data time: 0.2407, Forward time: 2.3120, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 5.7180 [2020-11-13 17:08:46,695][root][INFO] - ===> Epoch[633](16464/26): Loss -0.8010, Sem 0.0667, dir -0.9767, norm 0.1090, swav 0.0000 LR: 2.102e-02 Score 97.578 Data time: 0.2506, Forward time: 2.3121, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.4914 [2020-11-13 17:08:51,851][root][INFO] - ===> Epoch[634](16465/26): Loss -0.7753, Sem 0.0766, dir -0.9766, norm 0.1247, swav 0.0000 LR: 2.101e-02 Score 97.310 Data time: 0.1939, Forward time: 2.3120, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 4.9941 [2020-11-13 17:08:57,236][root][INFO] - ===> Epoch[634](16466/26): Loss -0.7954, Sem 0.0667, dir -0.9782, norm 0.1161, swav 0.0000 LR: 2.101e-02 Score 97.702 Data time: 0.1686, Forward time: 2.3118, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 5.2649 [2020-11-13 17:09:03,754][root][INFO] - ===> Epoch[634](16467/26): Loss -0.8121, Sem 0.0606, dir -0.9817, norm 0.1090, swav 0.0000 LR: 2.100e-02 Score 97.846 Data time: 0.3085, Forward time: 2.3121, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 6.4281 [2020-11-13 17:09:08,851][root][INFO] - ===> Epoch[634](16468/26): Loss -0.8049, Sem 0.0690, dir -0.9783, norm 0.1043, swav 0.0000 LR: 2.100e-02 Score 97.534 Data time: 0.2257, Forward time: 2.3123, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 4.9212 [2020-11-13 17:09:14,216][root][INFO] - ===> Epoch[634](16469/26): Loss -0.7992, Sem 0.0680, dir -0.9782, norm 0.1111, swav 0.0000 LR: 2.099e-02 Score 97.581 Data time: 0.2022, Forward time: 2.3122, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.2342 [2020-11-13 17:09:19,655][root][INFO] - ===> Epoch[634](16470/26): Loss -0.7935, Sem 0.0705, dir -0.9765, norm 0.1125, swav 0.0000 LR: 2.099e-02 Score 97.458 Data time: 0.2417, Forward time: 2.3124, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.3009 [2020-11-13 17:09:24,745][root][INFO] - ===> Epoch[634](16471/26): Loss -0.8052, Sem 0.0696, dir -0.9808, norm 0.1060, swav 0.0000 LR: 2.098e-02 Score 97.536 Data time: 0.1910, Forward time: 2.3121, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 4.9149 [2020-11-13 17:09:30,083][root][INFO] - ===> Epoch[634](16472/26): Loss -0.7813, Sem 0.0724, dir -0.9769, norm 0.1233, swav 0.0000 LR: 2.098e-02 Score 97.333 Data time: 0.2221, Forward time: 2.3122, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.2222 [2020-11-13 17:09:36,376][root][INFO] - ===> Epoch[634](16473/26): Loss -0.7928, Sem 0.0644, dir -0.9764, norm 0.1192, swav 0.0000 LR: 2.097e-02 Score 97.720 Data time: 0.1692, Forward time: 2.3120, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 6.1382 [2020-11-13 17:09:42,772][root][INFO] - ===> Epoch[634](16474/26): Loss -0.7909, Sem 0.0684, dir -0.9769, norm 0.1176, swav 0.0000 LR: 2.097e-02 Score 97.528 Data time: 0.2163, Forward time: 2.3121, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 6.3257 [2020-11-13 17:09:49,828][root][INFO] - ===> Epoch[634](16475/26): Loss -0.7875, Sem 0.0646, dir -0.9770, norm 0.1249, swav 0.0000 LR: 2.096e-02 Score 97.693 Data time: 0.2693, Forward time: 2.3124, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 6.8892 [2020-11-13 17:09:55,812][root][INFO] - ===> Epoch[634](16476/26): Loss -0.8149, Sem 0.0634, dir -0.9819, norm 0.1036, swav 0.0000 LR: 2.095e-02 Score 97.764 Data time: 0.1464, Forward time: 2.3121, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.8073 [2020-11-13 17:10:01,714][root][INFO] - ===> Epoch[634](16477/26): Loss -0.8030, Sem 0.0672, dir -0.9797, norm 0.1096, swav 0.0000 LR: 2.095e-02 Score 97.550 Data time: 0.2201, Forward time: 2.3122, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.8104 [2020-11-13 17:10:06,880][root][INFO] - ===> Epoch[634](16478/26): Loss -0.8036, Sem 0.0619, dir -0.9771, norm 0.1116, swav 0.0000 LR: 2.094e-02 Score 97.765 Data time: 0.2251, Forward time: 2.3122, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.0206 [2020-11-13 17:10:12,928][root][INFO] - ===> Epoch[634](16479/26): Loss -0.7981, Sem 0.0686, dir -0.9793, norm 0.1125, swav 0.0000 LR: 2.094e-02 Score 97.565 Data time: 0.1624, Forward time: 2.3121, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.9033 [2020-11-13 17:10:18,084][root][INFO] - ===> Epoch[634](16480/26): Loss -0.7899, Sem 0.0716, dir -0.9761, norm 0.1146, swav 0.0000 LR: 2.093e-02 Score 97.459 Data time: 0.1878, Forward time: 2.3120, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.0581 [2020-11-13 17:10:23,956][root][INFO] - ===> Epoch[634](16481/26): Loss -0.7845, Sem 0.0655, dir -0.9772, norm 0.1272, swav 0.0000 LR: 2.093e-02 Score 97.693 Data time: 0.1886, Forward time: 2.3119, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.7516 [2020-11-13 17:10:30,723][root][INFO] - ===> Epoch[634](16482/26): Loss -0.7779, Sem 0.0790, dir -0.9719, norm 0.1150, swav 0.0000 LR: 2.092e-02 Score 97.172 Data time: 0.1930, Forward time: 2.3119, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 6.6505 [2020-11-13 17:10:36,318][root][INFO] - ===> Epoch[634](16483/26): Loss -0.7919, Sem 0.0752, dir -0.9767, norm 0.1096, swav 0.0000 LR: 2.092e-02 Score 97.210 Data time: 0.1844, Forward time: 2.3117, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.4642 [2020-11-13 17:10:42,522][root][INFO] - ===> Epoch[634](16484/26): Loss -0.8170, Sem 0.0597, dir -0.9772, norm 0.1004, swav 0.0000 LR: 2.091e-02 Score 97.874 Data time: 0.2294, Forward time: 2.3118, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 6.1190 [2020-11-13 17:10:47,467][root][INFO] - ===> Epoch[634](16485/26): Loss -0.7930, Sem 0.0729, dir -0.9776, norm 0.1117, swav 0.0000 LR: 2.091e-02 Score 97.377 Data time: 0.2449, Forward time: 2.3119, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 4.7938 [2020-11-13 17:10:53,501][root][INFO] - ===> Epoch[634](16486/26): Loss -0.7929, Sem 0.0730, dir -0.9789, norm 0.1130, swav 0.0000 LR: 2.090e-02 Score 97.323 Data time: 0.1845, Forward time: 2.3118, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.8691 [2020-11-13 17:10:58,804][root][INFO] - ===> Epoch[634](16487/26): Loss -0.7900, Sem 0.0738, dir -0.9773, norm 0.1135, swav 0.0000 LR: 2.090e-02 Score 97.303 Data time: 0.1882, Forward time: 2.3118, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 5.2025 [2020-11-13 17:11:05,082][root][INFO] - ===> Epoch[634](16488/26): Loss -0.7954, Sem 0.0693, dir -0.9804, norm 0.1156, swav 0.0000 LR: 2.089e-02 Score 97.557 Data time: 0.2201, Forward time: 2.3117, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 6.1506 [2020-11-13 17:11:11,888][root][INFO] - ===> Epoch[634](16489/26): Loss -0.8107, Sem 0.0641, dir -0.9800, norm 0.1051, swav 0.0000 LR: 2.088e-02 Score 97.729 Data time: 0.2681, Forward time: 2.3118, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 6.6887 [2020-11-13 17:11:16,686][root][INFO] - ===> Epoch[634](16490/26): Loss -0.8040, Sem 0.0637, dir -0.9792, norm 0.1115, swav 0.0000 LR: 2.088e-02 Score 97.745 Data time: 0.2200, Forward time: 2.3118, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 4.6671 [2020-11-13 17:11:22,368][root][INFO] - ===> Epoch[635](16491/26): Loss -0.7997, Sem 0.0714, dir -0.9802, norm 0.1092, swav 0.0000 LR: 2.087e-02 Score 97.532 Data time: 0.1610, Forward time: 2.3116, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 5.5459 [2020-11-13 17:11:27,618][root][INFO] - ===> Epoch[635](16492/26): Loss -0.7896, Sem 0.0665, dir -0.9754, norm 0.1193, swav 0.0000 LR: 2.087e-02 Score 97.600 Data time: 0.2238, Forward time: 2.3116, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.1424 [2020-11-13 17:11:32,952][root][INFO] - ===> Epoch[635](16493/26): Loss -0.8008, Sem 0.0679, dir -0.9771, norm 0.1085, swav 0.0000 LR: 2.086e-02 Score 97.537 Data time: 0.2413, Forward time: 2.3117, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.2048 [2020-11-13 17:11:38,669][root][INFO] - ===> Epoch[635](16494/26): Loss -0.7929, Sem 0.0672, dir -0.9762, norm 0.1160, swav 0.0000 LR: 2.086e-02 Score 97.662 Data time: 0.2602, Forward time: 2.3119, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.5971 [2020-11-13 17:11:43,594][root][INFO] - ===> Epoch[635](16495/26): Loss -0.7851, Sem 0.0755, dir -0.9790, norm 0.1184, swav 0.0000 LR: 2.085e-02 Score 97.363 Data time: 0.2326, Forward time: 2.3120, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 4.7752 [2020-11-13 17:11:49,771][root][INFO] - ===> Epoch[635](16496/26): Loss -0.8082, Sem 0.0681, dir -0.9799, norm 0.1036, swav 0.0000 LR: 2.085e-02 Score 97.524 Data time: 0.2412, Forward time: 2.3120, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 6.0425 [2020-11-13 17:11:54,694][root][INFO] - ===> Epoch[635](16497/26): Loss -0.7867, Sem 0.0771, dir -0.9762, norm 0.1123, swav 0.0000 LR: 2.084e-02 Score 97.316 Data time: 0.2243, Forward time: 2.3121, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 4.7513 [2020-11-13 17:12:00,386][root][INFO] - ===> Epoch[635](16498/26): Loss -0.8042, Sem 0.0620, dir -0.9774, norm 0.1112, swav 0.0000 LR: 2.084e-02 Score 97.828 Data time: 0.2329, Forward time: 2.3122, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 5.5413 [2020-11-13 17:12:05,590][root][INFO] - ===> Epoch[635](16499/26): Loss -0.8013, Sem 0.0691, dir -0.9765, norm 0.1060, swav 0.0000 LR: 2.083e-02 Score 97.473 Data time: 0.1740, Forward time: 2.3121, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 5.0568 [2020-11-13 17:12:11,869][root][INFO] - ===> Epoch[635](16500/26): Loss -0.7887, Sem 0.0740, dir -0.9800, norm 0.1173, swav 0.0000 LR: 2.083e-02 Score 97.312 Data time: 0.1962, Forward time: 2.3120, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 6.1478 [2020-11-13 17:12:12,663][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 17:12:12,853][root][INFO] - ===> Start testing [2020-11-13 17:13:44,613][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.2366 Loss 0.050 (AVG: 0.617) Score 98.656 (AVG: 89.404) mIOU 68.537 mAP 73.151 mAcc 76.350 IOU: 85.233 95.988 64.683 76.797 93.225 81.986 71.902 61.492 63.652 75.203 33.710 72.068 63.801 49.837 62.792 43.024 89.383 67.504 73.081 45.388 mAP: 81.211 95.559 66.766 70.417 88.598 76.798 70.916 68.012 72.233 77.737 51.747 54.866 63.163 70.373 63.500 81.434 98.160 86.305 65.343 59.885 mAcc: 96.134 98.941 78.365 78.090 96.585 88.933 84.931 79.729 70.647 86.156 41.735 79.671 78.568 56.191 68.645 43.303 94.984 72.248 84.991 48.147 [2020-11-13 17:15:11,279][root][INFO] - 201/312: Data time: 0.0046, Iter time: 0.2799 Loss 1.403 (AVG: 0.564) Score 79.937 (AVG: 89.855) mIOU 70.506 mAP 74.466 mAcc 78.315 IOU: 85.650 96.054 64.163 81.414 92.586 85.757 73.887 62.248 64.813 78.619 31.326 67.867 64.098 63.873 58.669 48.670 91.315 66.373 82.042 50.703 mAP: 80.288 95.295 66.813 75.937 89.797 81.141 72.998 68.844 70.029 71.406 52.570 57.694 66.319 75.318 60.321 82.602 97.757 83.609 78.398 62.174 mAcc: 95.891 98.821 77.334 84.726 96.276 91.760 85.167 75.959 75.086 88.254 37.170 80.940 79.324 70.269 66.265 49.532 96.379 72.079 90.021 55.049 [2020-11-13 17:16:43,584][root][INFO] - 301/312: Data time: 0.0043, Iter time: 0.1853 Loss 1.321 (AVG: 0.556) Score 84.913 (AVG: 89.785) mIOU 71.926 mAP 76.267 mAcc 79.642 IOU: 85.136 96.325 61.297 83.932 92.652 87.016 73.977 63.107 61.049 81.277 33.935 65.986 60.895 72.504 58.887 55.760 92.592 68.729 88.402 55.055 mAP: 80.831 95.795 66.345 75.604 91.154 81.448 73.479 71.181 69.723 74.657 55.132 59.708 67.368 78.898 65.387 86.195 97.288 86.000 85.742 63.409 mAcc: 95.861 98.899 74.371 86.827 95.989 93.424 85.097 76.049 71.852 91.215 39.320 77.081 79.013 78.310 65.743 59.306 96.487 74.924 94.021 59.050 [2020-11-13 17:16:53,657][root][INFO] - 312/312: Data time: 0.0033, Iter time: 0.3853 Loss 1.410 (AVG: 0.555) Score 74.852 (AVG: 89.812) mIOU 71.835 mAP 76.332 mAcc 79.594 IOU: 85.156 96.372 61.218 83.103 92.779 86.931 73.814 63.369 60.244 81.540 34.080 65.759 60.589 72.587 58.561 55.116 92.650 69.622 88.655 54.555 mAP: 80.926 95.776 66.706 75.327 91.308 81.686 73.748 71.469 69.318 74.561 56.083 60.020 67.917 79.170 65.547 83.829 97.165 86.162 86.131 63.793 mAcc: 95.765 98.879 74.526 85.913 96.067 93.124 85.465 76.525 71.546 91.384 39.468 76.895 78.530 78.459 65.968 58.455 96.470 75.795 94.184 58.465 [2020-11-13 17:16:53,658][root][INFO] - Finished test. Elapsed time: 280.8037 [2020-11-13 17:17:04,222][root][INFO] - [2020-11-13 17:17:04,222][root][INFO] - ################################################################ [2020-11-13 17:17:04,222][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 17:17:04,222][root][INFO] - ################################################################ [2020-11-13 17:17:04,222][root][INFO] - cabinet : 0.298 0.529 0.697 [2020-11-13 17:17:04,222][root][INFO] - bed : 0.349 0.728 0.851 [2020-11-13 17:17:04,222][root][INFO] - chair : 0.740 0.889 0.923 [2020-11-13 17:17:04,222][root][INFO] - sofa : 0.427 0.655 0.839 [2020-11-13 17:17:04,222][root][INFO] - table : 0.446 0.667 0.780 [2020-11-13 17:17:04,222][root][INFO] - door : 0.288 0.488 0.597 [2020-11-13 17:17:04,222][root][INFO] - window : 0.216 0.390 0.620 [2020-11-13 17:17:04,222][root][INFO] - bookshelf : 0.233 0.625 0.813 [2020-11-13 17:17:04,222][root][INFO] - picture : 0.218 0.369 0.464 [2020-11-13 17:17:04,222][root][INFO] - counter : 0.097 0.335 0.643 [2020-11-13 17:17:04,222][root][INFO] - desk : 0.087 0.297 0.755 [2020-11-13 17:17:04,222][root][INFO] - curtain : 0.303 0.490 0.630 [2020-11-13 17:17:04,222][root][INFO] - refrigerator : 0.404 0.551 0.584 [2020-11-13 17:17:04,222][root][INFO] - shower curtain : 0.482 0.652 0.684 [2020-11-13 17:17:04,222][root][INFO] - toilet : 0.827 0.999 0.999 [2020-11-13 17:17:04,222][root][INFO] - sink : 0.418 0.720 0.877 [2020-11-13 17:17:04,222][root][INFO] - bathtub : 0.631 0.774 0.871 [2020-11-13 17:17:04,222][root][INFO] - otherfurniture : 0.382 0.520 0.643 [2020-11-13 17:17:04,222][root][INFO] - ---------------------------------------------------------------- [2020-11-13 17:17:04,222][root][INFO] - average : 0.380 0.593 0.737 [2020-11-13 17:17:04,222][root][INFO] - [2020-11-13 17:17:04,410][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 17:17:04,412][root][INFO] - Current best mIoU: 72.534 at iter 15500 [2020-11-13 17:17:07,946][root][INFO] - ===> Epoch[635](16501/26): Loss -0.7900, Sem 0.0706, dir -0.9781, norm 0.1175, swav 0.0000 LR: 2.082e-02 Score 97.439 Data time: 0.1381, Forward time: 2.3117, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 3.5278 [2020-11-13 17:17:14,754][root][INFO] - ===> Epoch[635](16502/26): Loss -0.7966, Sem 0.0661, dir -0.9772, norm 0.1144, swav 0.0000 LR: 2.082e-02 Score 97.697 Data time: 0.1761, Forward time: 2.3116, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 6.7240 [2020-11-13 17:17:20,753][root][INFO] - ===> Epoch[635](16503/26): Loss -0.7930, Sem 0.0715, dir -0.9785, norm 0.1140, swav 0.0000 LR: 2.081e-02 Score 97.353 Data time: 0.2965, Forward time: 2.3118, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 5.8879 [2020-11-13 17:17:26,894][root][INFO] - ===> Epoch[635](16504/26): Loss -0.7933, Sem 0.0697, dir -0.9778, norm 0.1148, swav 0.0000 LR: 2.080e-02 Score 97.564 Data time: 0.2931, Forward time: 2.3120, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 5.9425 [2020-11-13 17:17:32,356][root][INFO] - ===> Epoch[635](16505/26): Loss -0.7551, Sem 0.0825, dir -0.9769, norm 0.1394, swav 0.0000 LR: 2.080e-02 Score 97.055 Data time: 0.1492, Forward time: 2.3117, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.2987 [2020-11-13 17:17:39,075][root][INFO] - ===> Epoch[635](16506/26): Loss -0.7831, Sem 0.0689, dir -0.9772, norm 0.1252, swav 0.0000 LR: 2.079e-02 Score 97.501 Data time: 0.2400, Forward time: 2.3118, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.6475 [2020-11-13 17:17:44,886][root][INFO] - ===> Epoch[635](16507/26): Loss -0.7850, Sem 0.0662, dir -0.9763, norm 0.1251, swav 0.0000 LR: 2.079e-02 Score 97.667 Data time: 0.2603, Forward time: 2.3120, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.6713 [2020-11-13 17:17:50,809][root][INFO] - ===> Epoch[635](16508/26): Loss -0.7660, Sem 0.0813, dir -0.9758, norm 0.1285, swav 0.0000 LR: 2.078e-02 Score 97.104 Data time: 0.2737, Forward time: 2.3123, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 5.7690 [2020-11-13 17:17:55,994][root][INFO] - ===> Epoch[635](16509/26): Loss -0.8076, Sem 0.0599, dir -0.9772, norm 0.1098, swav 0.0000 LR: 2.078e-02 Score 97.886 Data time: 0.2372, Forward time: 2.3123, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 5.0456 [2020-11-13 17:18:02,332][root][INFO] - ===> Epoch[635](16510/26): Loss -0.7983, Sem 0.0675, dir -0.9774, norm 0.1116, swav 0.0000 LR: 2.077e-02 Score 97.568 Data time: 0.2589, Forward time: 2.3124, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 6.1868 [2020-11-13 17:18:07,864][root][INFO] - ===> Epoch[635](16511/26): Loss -0.8092, Sem 0.0607, dir -0.9760, norm 0.1061, swav 0.0000 LR: 2.077e-02 Score 97.883 Data time: 0.2378, Forward time: 2.3124, Backward time: 3.0639, DDP time: 0.0036, Total iter time: 5.3845 [2020-11-13 17:18:12,762][root][INFO] - ===> Epoch[635](16512/26): Loss -0.7929, Sem 0.0767, dir -0.9794, norm 0.1098, swav 0.0000 LR: 2.076e-02 Score 97.194 Data time: 0.2083, Forward time: 2.3123, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 4.8022 [2020-11-13 17:18:18,501][root][INFO] - ===> Epoch[635](16513/26): Loss -0.7806, Sem 0.0818, dir -0.9752, norm 0.1128, swav 0.0000 LR: 2.076e-02 Score 97.055 Data time: 0.2758, Forward time: 2.3125, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 5.6147 [2020-11-13 17:18:24,791][root][INFO] - ===> Epoch[635](16514/26): Loss -0.8044, Sem 0.0658, dir -0.9794, norm 0.1093, swav 0.0000 LR: 2.075e-02 Score 97.612 Data time: 0.2458, Forward time: 2.3127, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 6.1464 [2020-11-13 17:18:30,291][root][INFO] - ===> Epoch[635](16515/26): Loss -0.7934, Sem 0.0774, dir -0.9787, norm 0.1079, swav 0.0000 LR: 2.075e-02 Score 97.289 Data time: 0.2312, Forward time: 2.3127, Backward time: 3.0633, DDP time: 0.0036, Total iter time: 5.3598 [2020-11-13 17:18:36,557][root][INFO] - ===> Epoch[635](16516/26): Loss -0.7950, Sem 0.0637, dir -0.9752, norm 0.1165, swav 0.0000 LR: 2.074e-02 Score 97.736 Data time: 0.2750, Forward time: 2.3129, Backward time: 3.0633, DDP time: 0.0036, Total iter time: 6.1161 [2020-11-13 17:18:42,461][root][INFO] - ===> Epoch[636](16517/26): Loss -0.7899, Sem 0.0746, dir -0.9785, norm 0.1140, swav 0.0000 LR: 2.073e-02 Score 97.389 Data time: 0.1945, Forward time: 2.3129, Backward time: 3.0634, DDP time: 0.0036, Total iter time: 5.7279 [2020-11-13 17:18:47,841][root][INFO] - ===> Epoch[636](16518/26): Loss -0.7983, Sem 0.0666, dir -0.9768, norm 0.1119, swav 0.0000 LR: 2.073e-02 Score 97.574 Data time: 0.1631, Forward time: 2.3128, Backward time: 3.0633, DDP time: 0.0036, Total iter time: 5.2781 [2020-11-13 17:18:54,262][root][INFO] - ===> Epoch[636](16519/26): Loss -0.7900, Sem 0.0788, dir -0.9783, norm 0.1094, swav 0.0000 LR: 2.072e-02 Score 97.168 Data time: 0.2258, Forward time: 2.3129, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 6.3125 [2020-11-13 17:19:00,082][root][INFO] - ===> Epoch[636](16520/26): Loss -0.8028, Sem 0.0634, dir -0.9777, norm 0.1115, swav 0.0000 LR: 2.072e-02 Score 97.746 Data time: 0.1627, Forward time: 2.3127, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 5.6578 [2020-11-13 17:19:06,716][root][INFO] - ===> Epoch[636](16521/26): Loss -0.7896, Sem 0.0704, dir -0.9769, norm 0.1169, swav 0.0000 LR: 2.071e-02 Score 97.476 Data time: 0.2033, Forward time: 2.3127, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 6.5550 [2020-11-13 17:19:24,157][root][INFO] - ===> Epoch[636](16522/26): Loss -0.7764, Sem 0.0712, dir -0.9712, norm 0.1237, swav 0.0000 LR: 2.071e-02 Score 97.448 Data time: 0.1481, Forward time: 2.3125, Backward time: 3.0636, DDP time: 0.0036, Total iter time: 4.1111 [2020-11-13 17:19:28,686][root][INFO] - ===> Epoch[636](16523/26): Loss -0.7984, Sem 0.0634, dir -0.9771, norm 0.1153, swav 0.0000 LR: 2.070e-02 Score 97.555 Data time: 0.2422, Forward time: 2.3125, Backward time: 3.0632, DDP time: 0.0036, Total iter time: 4.4239 [2020-11-13 17:19:34,985][root][INFO] - ===> Epoch[636](16524/26): Loss -0.7922, Sem 0.0670, dir -0.9766, norm 0.1173, swav 0.0000 LR: 2.070e-02 Score 97.595 Data time: 0.1810, Forward time: 2.3124, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 6.1936 [2020-11-13 17:19:40,717][root][INFO] - ===> Epoch[636](16525/26): Loss -0.8010, Sem 0.0646, dir -0.9788, norm 0.1132, swav 0.0000 LR: 2.069e-02 Score 97.651 Data time: 0.1654, Forward time: 2.3123, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 5.6794 [2020-11-13 17:19:46,104][root][INFO] - ===> Epoch[636](16526/26): Loss -0.8004, Sem 0.0661, dir -0.9792, norm 0.1127, swav 0.0000 LR: 2.069e-02 Score 97.640 Data time: 0.1553, Forward time: 2.3120, Backward time: 3.0638, DDP time: 0.0036, Total iter time: 5.2645 [2020-11-13 17:19:52,441][root][INFO] - ===> Epoch[636](16527/26): Loss -0.8022, Sem 0.0672, dir -0.9792, norm 0.1098, swav 0.0000 LR: 2.068e-02 Score 97.623 Data time: 0.3138, Forward time: 2.3123, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 6.2627 [2020-11-13 17:19:59,104][root][INFO] - ===> Epoch[636](16528/26): Loss -0.7753, Sem 0.0790, dir -0.9774, norm 0.1232, swav 0.0000 LR: 2.068e-02 Score 97.216 Data time: 0.2192, Forward time: 2.3124, Backward time: 3.0639, DDP time: 0.0036, Total iter time: 6.5008 [2020-11-13 17:20:05,513][root][INFO] - ===> Epoch[636](16529/26): Loss -0.8042, Sem 0.0589, dir -0.9771, norm 0.1140, swav 0.0000 LR: 2.067e-02 Score 97.924 Data time: 0.1672, Forward time: 2.3122, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 6.2374 [2020-11-13 17:20:11,827][root][INFO] - ===> Epoch[636](16530/26): Loss -0.7984, Sem 0.0683, dir -0.9782, norm 0.1115, swav 0.0000 LR: 2.067e-02 Score 97.583 Data time: 0.1358, Forward time: 2.3120, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.2168 [2020-11-13 17:20:17,994][root][INFO] - ===> Epoch[636](16531/26): Loss -0.7813, Sem 0.0775, dir -0.9772, norm 0.1183, swav 0.0000 LR: 2.066e-02 Score 97.130 Data time: 0.1411, Forward time: 2.3118, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 6.0821 [2020-11-13 17:20:24,382][root][INFO] - ===> Epoch[636](16532/26): Loss -0.7992, Sem 0.0677, dir -0.9765, norm 0.1096, swav 0.0000 LR: 2.065e-02 Score 97.586 Data time: 0.2148, Forward time: 2.3116, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.3125 [2020-11-13 17:20:29,144][root][INFO] - ===> Epoch[636](16533/26): Loss -0.7831, Sem 0.0729, dir -0.9763, norm 0.1204, swav 0.0000 LR: 2.065e-02 Score 97.434 Data time: 0.1771, Forward time: 2.3115, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 4.6678 [2020-11-13 17:20:34,444][root][INFO] - ===> Epoch[636](16534/26): Loss -0.7880, Sem 0.0702, dir -0.9804, norm 0.1222, swav 0.0000 LR: 2.064e-02 Score 97.515 Data time: 0.2109, Forward time: 2.3115, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.1593 [2020-11-13 17:20:41,172][root][INFO] - ===> Epoch[636](16535/26): Loss -0.7953, Sem 0.0709, dir -0.9768, norm 0.1107, swav 0.0000 LR: 2.064e-02 Score 97.473 Data time: 0.2944, Forward time: 2.3118, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 6.5932 [2020-11-13 17:20:46,364][root][INFO] - ===> Epoch[636](16536/26): Loss -0.7889, Sem 0.0736, dir -0.9789, norm 0.1164, swav 0.0000 LR: 2.063e-02 Score 97.528 Data time: 0.2223, Forward time: 2.3118, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 5.0293 [2020-11-13 17:20:52,597][root][INFO] - ===> Epoch[636](16537/26): Loss -0.8065, Sem 0.0654, dir -0.9786, norm 0.1067, swav 0.0000 LR: 2.063e-02 Score 97.660 Data time: 0.3022, Forward time: 2.3120, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 6.0646 [2020-11-13 17:20:57,153][root][INFO] - ===> Epoch[636](16538/26): Loss -0.7961, Sem 0.0710, dir -0.9800, norm 0.1128, swav 0.0000 LR: 2.062e-02 Score 97.457 Data time: 0.1876, Forward time: 2.3120, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 4.3794 [2020-11-13 17:21:03,391][root][INFO] - ===> Epoch[636](16539/26): Loss -0.7921, Sem 0.0708, dir -0.9787, norm 0.1159, swav 0.0000 LR: 2.062e-02 Score 97.535 Data time: 0.1527, Forward time: 2.3118, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 6.1098 [2020-11-13 17:21:09,081][root][INFO] - ===> Epoch[636](16540/26): Loss -0.8016, Sem 0.0642, dir -0.9784, norm 0.1127, swav 0.0000 LR: 2.061e-02 Score 97.732 Data time: 0.1522, Forward time: 2.3116, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.6354 [2020-11-13 17:21:14,410][root][INFO] - ===> Epoch[636](16541/26): Loss -0.7693, Sem 0.0759, dir -0.9695, norm 0.1243, swav 0.0000 LR: 2.061e-02 Score 97.417 Data time: 0.1553, Forward time: 2.3114, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.2617 [2020-11-13 17:21:19,608][root][INFO] - ===> Epoch[636](16542/26): Loss -0.7923, Sem 0.0703, dir -0.9795, norm 0.1170, swav 0.0000 LR: 2.060e-02 Score 97.565 Data time: 0.2384, Forward time: 2.3115, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.1440 [2020-11-13 17:21:25,344][root][INFO] - ===> Epoch[637](16543/26): Loss -0.7957, Sem 0.0691, dir -0.9776, norm 0.1128, swav 0.0000 LR: 2.060e-02 Score 97.521 Data time: 0.1665, Forward time: 2.3113, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 5.5776 [2020-11-13 17:21:31,592][root][INFO] - ===> Epoch[637](16544/26): Loss -0.7796, Sem 0.0753, dir -0.9740, norm 0.1191, swav 0.0000 LR: 2.059e-02 Score 97.320 Data time: 0.2181, Forward time: 2.3114, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 6.1298 [2020-11-13 17:21:38,426][root][INFO] - ===> Epoch[637](16545/26): Loss -0.7877, Sem 0.0768, dir -0.9779, norm 0.1134, swav 0.0000 LR: 2.058e-02 Score 97.225 Data time: 0.2585, Forward time: 2.3116, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 6.6987 [2020-11-13 17:21:45,218][root][INFO] - ===> Epoch[637](16546/26): Loss -0.7944, Sem 0.0697, dir -0.9767, norm 0.1126, swav 0.0000 LR: 2.058e-02 Score 97.541 Data time: 0.1748, Forward time: 2.3115, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.6182 [2020-11-13 17:21:50,651][root][INFO] - ===> Epoch[637](16547/26): Loss -0.8025, Sem 0.0646, dir -0.9801, norm 0.1130, swav 0.0000 LR: 2.057e-02 Score 97.707 Data time: 0.2502, Forward time: 2.3116, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.3053 [2020-11-13 17:21:57,633][root][INFO] - ===> Epoch[637](16548/26): Loss -0.7899, Sem 0.0686, dir -0.9777, norm 0.1191, swav 0.0000 LR: 2.057e-02 Score 97.557 Data time: 0.2094, Forward time: 2.3116, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 6.8171 [2020-11-13 17:22:04,913][root][INFO] - ===> Epoch[637](16549/26): Loss -0.8006, Sem 0.0718, dir -0.9787, norm 0.1063, swav 0.0000 LR: 2.056e-02 Score 97.472 Data time: 0.1970, Forward time: 2.3115, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 7.1596 [2020-11-13 17:22:10,325][root][INFO] - ===> Epoch[637](16550/26): Loss -0.7870, Sem 0.0697, dir -0.9736, norm 0.1168, swav 0.0000 LR: 2.056e-02 Score 97.504 Data time: 0.1820, Forward time: 2.3114, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 5.2680 [2020-11-13 17:22:15,729][root][INFO] - ===> Epoch[637](16551/26): Loss -0.8052, Sem 0.0624, dir -0.9778, norm 0.1102, swav 0.0000 LR: 2.055e-02 Score 97.735 Data time: 0.1888, Forward time: 2.3114, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 5.3162 [2020-11-13 17:22:20,199][root][INFO] - ===> Epoch[637](16552/26): Loss -0.8052, Sem 0.0662, dir -0.9794, norm 0.1080, swav 0.0000 LR: 2.055e-02 Score 97.632 Data time: 0.2130, Forward time: 2.3113, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 4.3423 [2020-11-13 17:22:25,837][root][INFO] - ===> Epoch[637](16553/26): Loss -0.7850, Sem 0.0682, dir -0.9757, norm 0.1224, swav 0.0000 LR: 2.054e-02 Score 97.590 Data time: 0.2361, Forward time: 2.3114, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.5385 [2020-11-13 17:22:33,564][root][INFO] - ===> Epoch[637](16554/26): Loss -0.7787, Sem 0.0784, dir -0.9756, norm 0.1185, swav 0.0000 LR: 2.054e-02 Score 97.388 Data time: 0.2326, Forward time: 2.3114, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 7.5525 [2020-11-13 17:22:39,679][root][INFO] - ===> Epoch[637](16555/26): Loss -0.7674, Sem 0.0738, dir -0.9695, norm 0.1283, swav 0.0000 LR: 2.053e-02 Score 97.417 Data time: 0.2572, Forward time: 2.3116, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 5.9649 [2020-11-13 17:22:46,124][root][INFO] - ===> Epoch[637](16556/26): Loss -0.7882, Sem 0.0690, dir -0.9774, norm 0.1202, swav 0.0000 LR: 2.053e-02 Score 97.538 Data time: 0.2633, Forward time: 2.3117, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 6.2710 [2020-11-13 17:22:50,987][root][INFO] - ===> Epoch[637](16557/26): Loss -0.7986, Sem 0.0634, dir -0.9776, norm 0.1156, swav 0.0000 LR: 2.052e-02 Score 97.729 Data time: 0.1888, Forward time: 2.3116, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 4.7006 [2020-11-13 17:22:56,008][root][INFO] - ===> Epoch[637](16558/26): Loss -0.8169, Sem 0.0567, dir -0.9829, norm 0.1093, swav 0.0000 LR: 2.051e-02 Score 97.968 Data time: 0.2230, Forward time: 2.3117, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 4.9370 [2020-11-13 17:23:01,719][root][INFO] - ===> Epoch[637](16559/26): Loss -0.7922, Sem 0.0680, dir -0.9789, norm 0.1187, swav 0.0000 LR: 2.051e-02 Score 97.608 Data time: 0.2862, Forward time: 2.3118, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.5966 [2020-11-13 17:23:08,094][root][INFO] - ===> Epoch[637](16560/26): Loss -0.8056, Sem 0.0670, dir -0.9815, norm 0.1089, swav 0.0000 LR: 2.050e-02 Score 97.594 Data time: 0.2679, Forward time: 2.3121, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 6.2319 [2020-11-13 17:23:13,248][root][INFO] - ===> Epoch[637](16561/26): Loss -0.7992, Sem 0.0670, dir -0.9786, norm 0.1125, swav 0.0000 LR: 2.050e-02 Score 97.631 Data time: 0.1866, Forward time: 2.3120, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.0029 [2020-11-13 17:23:18,909][root][INFO] - ===> Epoch[637](16562/26): Loss -0.7977, Sem 0.0691, dir -0.9777, norm 0.1109, swav 0.0000 LR: 2.049e-02 Score 97.407 Data time: 0.1986, Forward time: 2.3119, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.5727 [2020-11-13 17:23:25,420][root][INFO] - ===> Epoch[637](16563/26): Loss -0.8071, Sem 0.0664, dir -0.9801, norm 0.1066, swav 0.0000 LR: 2.049e-02 Score 97.621 Data time: 0.2829, Forward time: 2.3121, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.3554 [2020-11-13 17:23:32,283][root][INFO] - ===> Epoch[637](16564/26): Loss -0.8008, Sem 0.0620, dir -0.9761, norm 0.1133, swav 0.0000 LR: 2.048e-02 Score 97.817 Data time: 0.3324, Forward time: 2.3124, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.6753 [2020-11-13 17:23:38,710][root][INFO] - ===> Epoch[637](16565/26): Loss -0.7873, Sem 0.0705, dir -0.9769, norm 0.1191, swav 0.0000 LR: 2.048e-02 Score 97.445 Data time: 0.2403, Forward time: 2.3126, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.2877 [2020-11-13 17:23:44,814][root][INFO] - ===> Epoch[637](16566/26): Loss -0.8012, Sem 0.0726, dir -0.9791, norm 0.1053, swav 0.0000 LR: 2.047e-02 Score 97.523 Data time: 0.1985, Forward time: 2.3126, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.9330 [2020-11-13 17:23:51,074][root][INFO] - ===> Epoch[637](16567/26): Loss -0.8043, Sem 0.0674, dir -0.9780, norm 0.1063, swav 0.0000 LR: 2.047e-02 Score 97.507 Data time: 0.2075, Forward time: 2.3125, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 6.1334 [2020-11-13 17:23:56,612][root][INFO] - ===> Epoch[637](16568/26): Loss -0.8062, Sem 0.0634, dir -0.9810, norm 0.1113, swav 0.0000 LR: 2.046e-02 Score 97.727 Data time: 0.2086, Forward time: 2.3125, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.4265 [2020-11-13 17:24:01,940][root][INFO] - ===> Epoch[638](16569/26): Loss -0.7827, Sem 0.0785, dir -0.9772, norm 0.1160, swav 0.0000 LR: 2.046e-02 Score 97.149 Data time: 0.2457, Forward time: 2.3126, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.2120 [2020-11-13 17:24:07,789][root][INFO] - ===> Epoch[638](16570/26): Loss -0.7946, Sem 0.0732, dir -0.9787, norm 0.1109, swav 0.0000 LR: 2.045e-02 Score 97.403 Data time: 0.3276, Forward time: 2.3128, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.7213 [2020-11-13 17:24:14,163][root][INFO] - ===> Epoch[638](16571/26): Loss -0.7938, Sem 0.0664, dir -0.9758, norm 0.1156, swav 0.0000 LR: 2.045e-02 Score 97.655 Data time: 0.1982, Forward time: 2.3128, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.2270 [2020-11-13 17:24:20,383][root][INFO] - ===> Epoch[638](16572/26): Loss -0.7954, Sem 0.0642, dir -0.9776, norm 0.1179, swav 0.0000 LR: 2.044e-02 Score 97.748 Data time: 0.2175, Forward time: 2.3128, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 6.1248 [2020-11-13 17:24:25,455][root][INFO] - ===> Epoch[638](16573/26): Loss -0.7984, Sem 0.0602, dir -0.9782, norm 0.1195, swav 0.0000 LR: 2.043e-02 Score 97.865 Data time: 0.1885, Forward time: 2.3127, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 4.9153 [2020-11-13 17:24:30,694][root][INFO] - ===> Epoch[638](16574/26): Loss -0.7853, Sem 0.0657, dir -0.9805, norm 0.1295, swav 0.0000 LR: 2.043e-02 Score 97.717 Data time: 0.2372, Forward time: 2.3128, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.1941 [2020-11-13 17:24:36,705][root][INFO] - ===> Epoch[638](16575/26): Loss -0.8023, Sem 0.0624, dir -0.9777, norm 0.1130, swav 0.0000 LR: 2.042e-02 Score 97.772 Data time: 0.1868, Forward time: 2.3128, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.8600 [2020-11-13 17:24:42,829][root][INFO] - ===> Epoch[638](16576/26): Loss -0.7553, Sem 0.0921, dir -0.9728, norm 0.1254, swav 0.0000 LR: 2.042e-02 Score 96.764 Data time: 0.1751, Forward time: 2.3126, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.9919 [2020-11-13 17:24:48,242][root][INFO] - ===> Epoch[638](16577/26): Loss -0.8081, Sem 0.0655, dir -0.9805, norm 0.1070, swav 0.0000 LR: 2.041e-02 Score 97.645 Data time: 0.2341, Forward time: 2.3128, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.3270 [2020-11-13 17:24:53,507][root][INFO] - ===> Epoch[638](16578/26): Loss -0.8048, Sem 0.0655, dir -0.9774, norm 0.1071, swav 0.0000 LR: 2.041e-02 Score 97.576 Data time: 0.1324, Forward time: 2.3125, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.1049 [2020-11-13 17:25:00,405][root][INFO] - ===> Epoch[638](16579/26): Loss -0.8000, Sem 0.0667, dir -0.9782, norm 0.1115, swav 0.0000 LR: 2.040e-02 Score 97.635 Data time: 0.2027, Forward time: 2.3125, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 6.8129 [2020-11-13 17:25:06,142][root][INFO] - ===> Epoch[638](16580/26): Loss -0.8096, Sem 0.0657, dir -0.9798, norm 0.1045, swav 0.0000 LR: 2.040e-02 Score 97.698 Data time: 0.2075, Forward time: 2.3125, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.6300 [2020-11-13 17:25:11,696][root][INFO] - ===> Epoch[638](16581/26): Loss -0.7977, Sem 0.0651, dir -0.9787, norm 0.1159, swav 0.0000 LR: 2.039e-02 Score 97.749 Data time: 0.2040, Forward time: 2.3125, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.4094 [2020-11-13 17:25:17,762][root][INFO] - ===> Epoch[638](16582/26): Loss -0.7910, Sem 0.0709, dir -0.9785, norm 0.1166, swav 0.0000 LR: 2.039e-02 Score 97.438 Data time: 0.1961, Forward time: 2.3124, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.9218 [2020-11-13 17:25:23,867][root][INFO] - ===> Epoch[638](16583/26): Loss -0.7944, Sem 0.0725, dir -0.9795, norm 0.1125, swav 0.0000 LR: 2.038e-02 Score 97.410 Data time: 0.1813, Forward time: 2.3123, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.9871 [2020-11-13 17:25:29,203][root][INFO] - ===> Epoch[638](16584/26): Loss -0.7809, Sem 0.0794, dir -0.9759, norm 0.1157, swav 0.0000 LR: 2.038e-02 Score 97.224 Data time: 0.1447, Forward time: 2.3121, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 5.1940 [2020-11-13 17:25:34,441][root][INFO] - ===> Epoch[638](16585/26): Loss -0.8146, Sem 0.0664, dir -0.9807, norm 0.0997, swav 0.0000 LR: 2.037e-02 Score 97.686 Data time: 0.2220, Forward time: 2.3123, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.1899 [2020-11-13 17:25:39,153][root][INFO] - ===> Epoch[638](16586/26): Loss -0.7805, Sem 0.0767, dir -0.9780, norm 0.1208, swav 0.0000 LR: 2.036e-02 Score 97.304 Data time: 0.1535, Forward time: 2.3120, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 4.5832 [2020-11-13 17:25:44,563][root][INFO] - ===> Epoch[638](16587/26): Loss -0.8006, Sem 0.0640, dir -0.9760, norm 0.1114, swav 0.0000 LR: 2.036e-02 Score 97.678 Data time: 0.2384, Forward time: 2.3122, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.3508 [2020-11-13 17:25:50,044][root][INFO] - ===> Epoch[638](16588/26): Loss -0.7890, Sem 0.0739, dir -0.9789, norm 0.1160, swav 0.0000 LR: 2.035e-02 Score 97.368 Data time: 0.2350, Forward time: 2.3123, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.3513 [2020-11-13 17:25:54,700][root][INFO] - ===> Epoch[638](16589/26): Loss -0.7784, Sem 0.0755, dir -0.9758, norm 0.1220, swav 0.0000 LR: 2.035e-02 Score 97.223 Data time: 0.2059, Forward time: 2.3123, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 4.5421 [2020-11-13 17:26:02,135][root][INFO] - ===> Epoch[638](16590/26): Loss -0.7914, Sem 0.0799, dir -0.9799, norm 0.1086, swav 0.0000 LR: 2.034e-02 Score 97.471 Data time: 0.3076, Forward time: 2.3126, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 7.3259 [2020-11-13 17:26:07,658][root][INFO] - ===> Epoch[638](16591/26): Loss -0.7849, Sem 0.0727, dir -0.9789, norm 0.1214, swav 0.0000 LR: 2.034e-02 Score 97.425 Data time: 0.2284, Forward time: 2.3126, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.3756 [2020-11-13 17:26:13,373][root][INFO] - ===> Epoch[638](16592/26): Loss -0.7996, Sem 0.0683, dir -0.9762, norm 0.1083, swav 0.0000 LR: 2.033e-02 Score 97.546 Data time: 0.2753, Forward time: 2.3128, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.5670 [2020-11-13 17:26:20,319][root][INFO] - ===> Epoch[638](16593/26): Loss -0.7938, Sem 0.0718, dir -0.9743, norm 0.1086, swav 0.0000 LR: 2.033e-02 Score 97.423 Data time: 0.2209, Forward time: 2.3129, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 6.7801 [2020-11-13 17:26:27,322][root][INFO] - ===> Epoch[638](16594/26): Loss -0.8056, Sem 0.0583, dir -0.9778, norm 0.1139, swav 0.0000 LR: 2.032e-02 Score 97.873 Data time: 0.2253, Forward time: 2.3130, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 6.8529 [2020-11-13 17:26:33,766][root][INFO] - ===> Epoch[639](16595/26): Loss -0.7996, Sem 0.0700, dir -0.9758, norm 0.1061, swav 0.0000 LR: 2.032e-02 Score 97.520 Data time: 0.1583, Forward time: 2.3128, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.3095 [2020-11-13 17:26:40,154][root][INFO] - ===> Epoch[639](16596/26): Loss -0.7922, Sem 0.0652, dir -0.9756, norm 0.1183, swav 0.0000 LR: 2.031e-02 Score 97.669 Data time: 0.1956, Forward time: 2.3128, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 6.2970 [2020-11-13 17:26:45,699][root][INFO] - ===> Epoch[639](16597/26): Loss -0.7968, Sem 0.0667, dir -0.9788, norm 0.1153, swav 0.0000 LR: 2.031e-02 Score 97.594 Data time: 0.2281, Forward time: 2.3128, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.4353 [2020-11-13 17:26:50,803][root][INFO] - ===> Epoch[639](16598/26): Loss -0.8024, Sem 0.0665, dir -0.9813, norm 0.1124, swav 0.0000 LR: 2.030e-02 Score 97.517 Data time: 0.2403, Forward time: 2.3129, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 4.9596 [2020-11-13 17:26:56,281][root][INFO] - ===> Epoch[639](16599/26): Loss -0.7860, Sem 0.0741, dir -0.9786, norm 0.1185, swav 0.0000 LR: 2.029e-02 Score 97.345 Data time: 0.2049, Forward time: 2.3128, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.3331 [2020-11-13 17:27:02,654][root][INFO] - ===> Epoch[639](16600/26): Loss -0.8015, Sem 0.0688, dir -0.9794, norm 0.1091, swav 0.0000 LR: 2.029e-02 Score 97.530 Data time: 0.2875, Forward time: 2.3130, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.2727 [2020-11-13 17:27:08,618][root][INFO] - ===> Epoch[639](16601/26): Loss -0.7835, Sem 0.0647, dir -0.9720, norm 0.1238, swav 0.0000 LR: 2.028e-02 Score 97.688 Data time: 0.2426, Forward time: 2.3131, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.8152 [2020-11-13 17:27:14,739][root][INFO] - ===> Epoch[639](16602/26): Loss -0.7930, Sem 0.0695, dir -0.9778, norm 0.1153, swav 0.0000 LR: 2.028e-02 Score 97.469 Data time: 0.2115, Forward time: 2.3131, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.9723 [2020-11-13 17:27:20,369][root][INFO] - ===> Epoch[639](16603/26): Loss -0.7878, Sem 0.0707, dir -0.9730, norm 0.1145, swav 0.0000 LR: 2.027e-02 Score 97.456 Data time: 0.2748, Forward time: 2.3133, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.4752 [2020-11-13 17:27:25,213][root][INFO] - ===> Epoch[639](16604/26): Loss -0.8037, Sem 0.0612, dir -0.9783, norm 0.1134, swav 0.0000 LR: 2.027e-02 Score 97.871 Data time: 0.2623, Forward time: 2.3133, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 4.6865 [2020-11-13 17:27:30,680][root][INFO] - ===> Epoch[639](16605/26): Loss -0.7957, Sem 0.0700, dir -0.9789, norm 0.1131, swav 0.0000 LR: 2.026e-02 Score 97.538 Data time: 0.1389, Forward time: 2.3131, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.3119 [2020-11-13 17:27:36,098][root][INFO] - ===> Epoch[639](16606/26): Loss -0.7781, Sem 0.0751, dir -0.9763, norm 0.1230, swav 0.0000 LR: 2.026e-02 Score 97.332 Data time: 0.1768, Forward time: 2.3130, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.3341 [2020-11-13 17:27:41,438][root][INFO] - ===> Epoch[639](16607/26): Loss -0.7839, Sem 0.0725, dir -0.9746, norm 0.1183, swav 0.0000 LR: 2.025e-02 Score 97.570 Data time: 0.2164, Forward time: 2.3130, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 5.2568 [2020-11-13 17:27:46,475][root][INFO] - ===> Epoch[639](16608/26): Loss -0.7965, Sem 0.0700, dir -0.9769, norm 0.1103, swav 0.0000 LR: 2.025e-02 Score 97.467 Data time: 0.2681, Forward time: 2.3130, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 4.9075 [2020-11-13 17:27:52,417][root][INFO] - ===> Epoch[639](16609/26): Loss -0.7841, Sem 0.0775, dir -0.9771, norm 0.1155, swav 0.0000 LR: 2.024e-02 Score 97.207 Data time: 0.2646, Forward time: 2.3132, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.7862 [2020-11-13 17:27:57,962][root][INFO] - ===> Epoch[639](16610/26): Loss -0.7623, Sem 0.0762, dir -0.9716, norm 0.1331, swav 0.0000 LR: 2.024e-02 Score 97.250 Data time: 0.1883, Forward time: 2.3131, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.3529 [2020-11-13 17:28:04,166][root][INFO] - ===> Epoch[639](16611/26): Loss -0.7932, Sem 0.0696, dir -0.9771, norm 0.1143, swav 0.0000 LR: 2.023e-02 Score 97.513 Data time: 0.1831, Forward time: 2.3130, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.0684 [2020-11-13 17:28:09,791][root][INFO] - ===> Epoch[639](16612/26): Loss -0.8011, Sem 0.0666, dir -0.9762, norm 0.1084, swav 0.0000 LR: 2.022e-02 Score 97.591 Data time: 0.1977, Forward time: 2.3129, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.5439 [2020-11-13 17:28:15,101][root][INFO] - ===> Epoch[639](16613/26): Loss -0.7984, Sem 0.0742, dir -0.9812, norm 0.1085, swav 0.0000 LR: 2.022e-02 Score 97.430 Data time: 0.2295, Forward time: 2.3128, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.1697 [2020-11-13 17:28:20,044][root][INFO] - ===> Epoch[639](16614/26): Loss -0.7910, Sem 0.0654, dir -0.9798, norm 0.1234, swav 0.0000 LR: 2.021e-02 Score 97.707 Data time: 0.2173, Forward time: 2.3128, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 4.8323 [2020-11-13 17:28:26,823][root][INFO] - ===> Epoch[639](16615/26): Loss -0.8100, Sem 0.0605, dir -0.9811, norm 0.1107, swav 0.0000 LR: 2.021e-02 Score 97.892 Data time: 0.3305, Forward time: 2.3132, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 6.6273 [2020-11-13 17:28:33,323][root][INFO] - ===> Epoch[639](16616/26): Loss -0.7731, Sem 0.0853, dir -0.9773, norm 0.1188, swav 0.0000 LR: 2.020e-02 Score 97.272 Data time: 0.2489, Forward time: 2.3133, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 6.3063 [2020-11-13 17:28:39,944][root][INFO] - ===> Epoch[639](16617/26): Loss -0.7777, Sem 0.0771, dir -0.9711, norm 0.1163, swav 0.0000 LR: 2.020e-02 Score 97.301 Data time: 0.2060, Forward time: 2.3133, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.4600 [2020-11-13 17:28:45,395][root][INFO] - ===> Epoch[639](16618/26): Loss -0.7887, Sem 0.0714, dir -0.9756, norm 0.1155, swav 0.0000 LR: 2.019e-02 Score 97.407 Data time: 0.2089, Forward time: 2.3133, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.3269 [2020-11-13 17:28:51,028][root][INFO] - ===> Epoch[639](16619/26): Loss -0.7966, Sem 0.0697, dir -0.9820, norm 0.1158, swav 0.0000 LR: 2.019e-02 Score 97.566 Data time: 0.2422, Forward time: 2.3134, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 5.4519 [2020-11-13 17:28:56,013][root][INFO] - ===> Epoch[639](16620/26): Loss -0.8081, Sem 0.0676, dir -0.9798, norm 0.1040, swav 0.0000 LR: 2.018e-02 Score 97.510 Data time: 0.2016, Forward time: 2.3134, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 4.8181 [2020-11-13 17:29:02,873][root][INFO] - ===> Epoch[640](16621/26): Loss -0.7750, Sem 0.0774, dir -0.9739, norm 0.1215, swav 0.0000 LR: 2.018e-02 Score 97.305 Data time: 0.1977, Forward time: 2.3134, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 6.7265 [2020-11-13 17:29:08,103][root][INFO] - ===> Epoch[640](16622/26): Loss -0.8112, Sem 0.0647, dir -0.9799, norm 0.1040, swav 0.0000 LR: 2.017e-02 Score 97.691 Data time: 0.1425, Forward time: 2.3132, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.0977 [2020-11-13 17:29:13,441][root][INFO] - ===> Epoch[640](16623/26): Loss -0.8016, Sem 0.0707, dir -0.9798, norm 0.1075, swav 0.0000 LR: 2.017e-02 Score 97.475 Data time: 0.1575, Forward time: 2.3130, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.2587 [2020-11-13 17:29:19,100][root][INFO] - ===> Epoch[640](16624/26): Loss -0.7890, Sem 0.0696, dir -0.9769, norm 0.1183, swav 0.0000 LR: 2.016e-02 Score 97.528 Data time: 0.2483, Forward time: 2.3132, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.5999 [2020-11-13 17:29:27,097][root][INFO] - ===> Epoch[640](16625/26): Loss -0.7941, Sem 0.0633, dir -0.9781, norm 0.1208, swav 0.0000 LR: 2.016e-02 Score 97.794 Data time: 0.2043, Forward time: 2.3132, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 7.8099 [2020-11-13 17:29:32,179][root][INFO] - ===> Epoch[640](16626/26): Loss -0.7958, Sem 0.0759, dir -0.9796, norm 0.1079, swav 0.0000 LR: 2.015e-02 Score 97.468 Data time: 0.1892, Forward time: 2.3131, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 4.9675 [2020-11-13 17:29:37,986][root][INFO] - ===> Epoch[640](16627/26): Loss -0.7814, Sem 0.0759, dir -0.9770, norm 0.1197, swav 0.0000 LR: 2.014e-02 Score 97.300 Data time: 0.2062, Forward time: 2.3130, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.7043 [2020-11-13 17:29:43,944][root][INFO] - ===> Epoch[640](16628/26): Loss -0.7931, Sem 0.0696, dir -0.9766, norm 0.1138, swav 0.0000 LR: 2.014e-02 Score 97.419 Data time: 0.2471, Forward time: 2.3132, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.7956 [2020-11-13 17:29:48,507][root][INFO] - ===> Epoch[640](16629/26): Loss -0.7966, Sem 0.0714, dir -0.9780, norm 0.1100, swav 0.0000 LR: 2.013e-02 Score 97.435 Data time: 0.2053, Forward time: 2.3131, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 4.3974 [2020-11-13 17:29:54,756][root][INFO] - ===> Epoch[640](16630/26): Loss -0.7808, Sem 0.0740, dir -0.9756, norm 0.1209, swav 0.0000 LR: 2.013e-02 Score 97.465 Data time: 0.3061, Forward time: 2.3134, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 6.1273 [2020-11-13 17:30:00,476][root][INFO] - ===> Epoch[640](16631/26): Loss -0.8086, Sem 0.0624, dir -0.9772, norm 0.1062, swav 0.0000 LR: 2.012e-02 Score 97.818 Data time: 0.1892, Forward time: 2.3132, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.5537 [2020-11-13 17:30:06,833][root][INFO] - ===> Epoch[640](16632/26): Loss -0.7877, Sem 0.0732, dir -0.9776, norm 0.1167, swav 0.0000 LR: 2.012e-02 Score 97.376 Data time: 0.1928, Forward time: 2.3131, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 6.2392 [2020-11-13 17:30:11,530][root][INFO] - ===> Epoch[640](16633/26): Loss -0.7855, Sem 0.0787, dir -0.9758, norm 0.1115, swav 0.0000 LR: 2.011e-02 Score 97.346 Data time: 0.1785, Forward time: 2.3129, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 4.5536 [2020-11-13 17:30:17,500][root][INFO] - ===> Epoch[640](16634/26): Loss -0.7191, Sem 0.1359, dir -0.9764, norm 0.1214, swav 0.0000 LR: 2.011e-02 Score 96.441 Data time: 0.2799, Forward time: 2.3132, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.8570 [2020-11-13 17:30:23,342][root][INFO] - ===> Epoch[640](16635/26): Loss -0.8048, Sem 0.0692, dir -0.9827, norm 0.1087, swav 0.0000 LR: 2.010e-02 Score 97.579 Data time: 0.1845, Forward time: 2.3131, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.7267 [2020-11-13 17:30:29,496][root][INFO] - ===> Epoch[640](16636/26): Loss -0.7793, Sem 0.0800, dir -0.9740, norm 0.1147, swav 0.0000 LR: 2.010e-02 Score 97.137 Data time: 0.1964, Forward time: 2.3131, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.0602 [2020-11-13 17:30:34,707][root][INFO] - ===> Epoch[640](16637/26): Loss -0.7804, Sem 0.0761, dir -0.9782, norm 0.1217, swav 0.0000 LR: 2.009e-02 Score 97.258 Data time: 0.1480, Forward time: 2.3129, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.0666 [2020-11-13 17:30:39,422][root][INFO] - ===> Epoch[640](16638/26): Loss -0.7073, Sem 0.1542, dir -0.9785, norm 0.1169, swav 0.0000 LR: 2.009e-02 Score 96.196 Data time: 0.1828, Forward time: 2.3128, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 4.5918 [2020-11-13 17:30:45,664][root][INFO] - ===> Epoch[640](16639/26): Loss -0.7927, Sem 0.0709, dir -0.9782, norm 0.1145, swav 0.0000 LR: 2.008e-02 Score 97.445 Data time: 0.2140, Forward time: 2.3128, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.1770 [2020-11-13 17:30:50,940][root][INFO] - ===> Epoch[640](16640/26): Loss -0.7867, Sem 0.0743, dir -0.9780, norm 0.1170, swav 0.0000 LR: 2.007e-02 Score 97.423 Data time: 0.1508, Forward time: 2.3126, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.1238 [2020-11-13 17:30:57,169][root][INFO] - ===> Epoch[640](16641/26): Loss -0.8042, Sem 0.0705, dir -0.9788, norm 0.1041, swav 0.0000 LR: 2.007e-02 Score 97.526 Data time: 0.1757, Forward time: 2.3124, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 6.1372 [2020-11-13 17:31:02,425][root][INFO] - ===> Epoch[640](16642/26): Loss -0.7577, Sem 0.0867, dir -0.9739, norm 0.1295, swav 0.0000 LR: 2.006e-02 Score 96.978 Data time: 0.2293, Forward time: 2.3126, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.1334 [2020-11-13 17:31:07,487][root][INFO] - ===> Epoch[640](16643/26): Loss -0.7964, Sem 0.0707, dir -0.9785, norm 0.1115, swav 0.0000 LR: 2.006e-02 Score 97.589 Data time: 0.1803, Forward time: 2.3125, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 4.9347 [2020-11-13 17:31:13,197][root][INFO] - ===> Epoch[640](16644/26): Loss -0.7756, Sem 0.0873, dir -0.9758, norm 0.1130, swav 0.0000 LR: 2.005e-02 Score 97.049 Data time: 0.2034, Forward time: 2.3124, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.6040 [2020-11-13 17:31:18,761][root][INFO] - ===> Epoch[640](16645/26): Loss -0.7838, Sem 0.0798, dir -0.9761, norm 0.1125, swav 0.0000 LR: 2.005e-02 Score 97.148 Data time: 0.2706, Forward time: 2.3126, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 5.4361 [2020-11-13 17:31:24,703][root][INFO] - ===> Epoch[640](16646/26): Loss -0.7835, Sem 0.0751, dir -0.9789, norm 0.1202, swav 0.0000 LR: 2.004e-02 Score 97.304 Data time: 0.2898, Forward time: 2.3128, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 5.7967 [2020-11-13 17:31:29,664][root][INFO] - ===> Epoch[641](16647/26): Loss -0.7816, Sem 0.0816, dir -0.9760, norm 0.1129, swav 0.0000 LR: 2.004e-02 Score 97.179 Data time: 0.2317, Forward time: 2.3129, Backward time: 3.0638, DDP time: 0.0036, Total iter time: 4.8135 [2020-11-13 17:31:35,456][root][INFO] - ===> Epoch[641](16648/26): Loss -0.7821, Sem 0.0726, dir -0.9776, norm 0.1229, swav 0.0000 LR: 2.003e-02 Score 97.437 Data time: 0.2009, Forward time: 2.3129, Backward time: 3.0639, DDP time: 0.0036, Total iter time: 5.6507 [2020-11-13 17:31:42,353][root][INFO] - ===> Epoch[641](16649/26): Loss -0.7879, Sem 0.0682, dir -0.9752, norm 0.1192, swav 0.0000 LR: 2.003e-02 Score 97.594 Data time: 0.1665, Forward time: 2.3127, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 6.7535 [2020-11-13 17:31:48,589][root][INFO] - ===> Epoch[641](16650/26): Loss -0.7927, Sem 0.0694, dir -0.9802, norm 0.1180, swav 0.0000 LR: 2.002e-02 Score 97.640 Data time: 0.2463, Forward time: 2.3128, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 6.1463 [2020-11-13 17:31:54,942][root][INFO] - ===> Epoch[641](16651/26): Loss -0.7759, Sem 0.0801, dir -0.9738, norm 0.1178, swav 0.0000 LR: 2.002e-02 Score 97.193 Data time: 0.2216, Forward time: 2.3129, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 6.2034 [2020-11-13 17:31:59,121][root][INFO] - ===> Epoch[641](16652/26): Loss -0.7900, Sem 0.0709, dir -0.9753, norm 0.1145, swav 0.0000 LR: 2.001e-02 Score 97.592 Data time: 0.1963, Forward time: 2.3129, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 4.0707 [2020-11-13 17:32:04,320][root][INFO] - ===> Epoch[641](16653/26): Loss -0.7963, Sem 0.0718, dir -0.9795, norm 0.1115, swav 0.0000 LR: 2.000e-02 Score 97.405 Data time: 0.1780, Forward time: 2.3127, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 5.0637 [2020-11-13 17:32:09,912][root][INFO] - ===> Epoch[641](16654/26): Loss -0.7960, Sem 0.0665, dir -0.9793, norm 0.1168, swav 0.0000 LR: 2.000e-02 Score 97.656 Data time: 0.2010, Forward time: 2.3127, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 5.5047 [2020-11-13 17:32:15,855][root][INFO] - ===> Epoch[641](16655/26): Loss -0.8083, Sem 0.0667, dir -0.9817, norm 0.1067, swav 0.0000 LR: 1.999e-02 Score 97.601 Data time: 0.1759, Forward time: 2.3126, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 5.8219 [2020-11-13 17:32:20,997][root][INFO] - ===> Epoch[641](16656/26): Loss -0.8061, Sem 0.0644, dir -0.9789, norm 0.1085, swav 0.0000 LR: 1.999e-02 Score 97.714 Data time: 0.2061, Forward time: 2.3125, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 5.0368 [2020-11-13 17:32:27,179][root][INFO] - ===> Epoch[641](16657/26): Loss -0.7892, Sem 0.0780, dir -0.9761, norm 0.1089, swav 0.0000 LR: 1.998e-02 Score 97.283 Data time: 0.2018, Forward time: 2.3125, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 6.0055 [2020-11-13 17:32:32,950][root][INFO] - ===> Epoch[641](16658/26): Loss -0.7936, Sem 0.0743, dir -0.9790, norm 0.1111, swav 0.0000 LR: 1.998e-02 Score 97.347 Data time: 0.2297, Forward time: 2.3125, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 5.6415 [2020-11-13 17:32:40,410][root][INFO] - ===> Epoch[641](16659/26): Loss -0.7792, Sem 0.0764, dir -0.9762, norm 0.1205, swav 0.0000 LR: 1.997e-02 Score 97.334 Data time: 0.2171, Forward time: 2.3125, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 7.3033 [2020-11-13 17:32:45,880][root][INFO] - ===> Epoch[641](16660/26): Loss -0.8041, Sem 0.0664, dir -0.9786, norm 0.1082, swav 0.0000 LR: 1.997e-02 Score 97.630 Data time: 0.2283, Forward time: 2.3125, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.3499 [2020-11-13 17:32:52,940][root][INFO] - ===> Epoch[641](16661/26): Loss -0.7805, Sem 0.0747, dir -0.9785, norm 0.1232, swav 0.0000 LR: 1.996e-02 Score 97.442 Data time: 0.3281, Forward time: 2.3129, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 6.9390 [2020-11-13 17:32:57,576][root][INFO] - ===> Epoch[641](16662/26): Loss -0.8106, Sem 0.0607, dir -0.9774, norm 0.1061, swav 0.0000 LR: 1.996e-02 Score 97.825 Data time: 0.1927, Forward time: 2.3128, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 4.4335 [2020-11-13 17:33:04,107][root][INFO] - ===> Epoch[641](16663/26): Loss -0.7940, Sem 0.0623, dir -0.9773, norm 0.1210, swav 0.0000 LR: 1.995e-02 Score 97.785 Data time: 0.1833, Forward time: 2.3127, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 6.3991 [2020-11-13 17:33:09,945][root][INFO] - ===> Epoch[641](16664/26): Loss -0.7867, Sem 0.0734, dir -0.9727, norm 0.1126, swav 0.0000 LR: 1.995e-02 Score 97.325 Data time: 0.2508, Forward time: 2.3128, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.7250 [2020-11-13 17:33:16,263][root][INFO] - ===> Epoch[641](16665/26): Loss -0.7818, Sem 0.0750, dir -0.9758, norm 0.1190, swav 0.0000 LR: 1.994e-02 Score 97.338 Data time: 0.2131, Forward time: 2.3128, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.1876 [2020-11-13 17:33:21,344][root][INFO] - ===> Epoch[641](16666/26): Loss -0.7965, Sem 0.0651, dir -0.9770, norm 0.1154, swav 0.0000 LR: 1.993e-02 Score 97.671 Data time: 0.2044, Forward time: 2.3128, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 4.9839 [2020-11-13 17:33:27,987][root][INFO] - ===> Epoch[641](16667/26): Loss -0.8030, Sem 0.0638, dir -0.9772, norm 0.1105, swav 0.0000 LR: 1.993e-02 Score 97.695 Data time: 0.1799, Forward time: 2.3127, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 6.5332 [2020-11-13 17:33:33,106][root][INFO] - ===> Epoch[641](16668/26): Loss -0.7771, Sem 0.0773, dir -0.9736, norm 0.1191, swav 0.0000 LR: 1.992e-02 Score 97.422 Data time: 0.1483, Forward time: 2.3125, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 5.0649 [2020-11-13 17:33:39,599][root][INFO] - ===> Epoch[641](16669/26): Loss -0.7850, Sem 0.0721, dir -0.9781, norm 0.1209, swav 0.0000 LR: 1.992e-02 Score 97.413 Data time: 0.1927, Forward time: 2.3124, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 6.4044 [2020-11-13 17:33:44,826][root][INFO] - ===> Epoch[641](16670/26): Loss -0.7873, Sem 0.0793, dir -0.9791, norm 0.1124, swav 0.0000 LR: 1.991e-02 Score 97.232 Data time: 0.2280, Forward time: 2.3125, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.1583 [2020-11-13 17:33:50,190][root][INFO] - ===> Epoch[641](16671/26): Loss -0.7968, Sem 0.0662, dir -0.9793, norm 0.1163, swav 0.0000 LR: 1.991e-02 Score 97.661 Data time: 0.1848, Forward time: 2.3124, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 5.2481 [2020-11-13 17:33:56,070][root][INFO] - ===> Epoch[641](16672/26): Loss -0.7754, Sem 0.0688, dir -0.9773, norm 0.1331, swav 0.0000 LR: 1.990e-02 Score 97.502 Data time: 0.2733, Forward time: 2.3127, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.7820 [2020-11-13 17:34:00,506][root][INFO] - ===> Epoch[642](16673/26): Loss -0.8002, Sem 0.0651, dir -0.9770, norm 0.1116, swav 0.0000 LR: 1.990e-02 Score 97.701 Data time: 0.2005, Forward time: 2.3127, Backward time: 3.0642, DDP time: 0.0036, Total iter time: 4.3023 [2020-11-13 17:34:06,239][root][INFO] - ===> Epoch[642](16674/26): Loss -0.7970, Sem 0.0687, dir -0.9808, norm 0.1150, swav 0.0000 LR: 1.989e-02 Score 97.536 Data time: 0.1967, Forward time: 2.3126, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 5.6121 [2020-11-13 17:34:11,097][root][INFO] - ===> Epoch[642](16675/26): Loss -0.7984, Sem 0.0748, dir -0.9810, norm 0.1079, swav 0.0000 LR: 1.989e-02 Score 97.487 Data time: 0.1947, Forward time: 2.3125, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 4.7308 [2020-11-13 17:34:16,630][root][INFO] - ===> Epoch[642](16676/26): Loss -0.7750, Sem 0.0704, dir -0.9698, norm 0.1244, swav 0.0000 LR: 1.988e-02 Score 97.461 Data time: 0.1903, Forward time: 2.3124, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 5.4284 [2020-11-13 17:34:21,411][root][INFO] - ===> Epoch[642](16677/26): Loss -0.8088, Sem 0.0627, dir -0.9785, norm 0.1069, swav 0.0000 LR: 1.988e-02 Score 97.753 Data time: 0.1461, Forward time: 2.3121, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 4.7200 [2020-11-13 17:34:27,089][root][INFO] - ===> Epoch[642](16678/26): Loss -0.7893, Sem 0.0725, dir -0.9771, norm 0.1152, swav 0.0000 LR: 1.987e-02 Score 97.408 Data time: 0.2647, Forward time: 2.3123, Backward time: 3.0639, DDP time: 0.0036, Total iter time: 5.5781 [2020-11-13 17:34:31,642][root][INFO] - ===> Epoch[642](16679/26): Loss -0.7937, Sem 0.0726, dir -0.9779, norm 0.1116, swav 0.0000 LR: 1.986e-02 Score 97.408 Data time: 0.1980, Forward time: 2.3123, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 4.3758 [2020-11-13 17:34:36,675][root][INFO] - ===> Epoch[642](16680/26): Loss -0.7668, Sem 0.0782, dir -0.9762, norm 0.1312, swav 0.0000 LR: 1.986e-02 Score 97.203 Data time: 0.2210, Forward time: 2.3124, Backward time: 3.0633, DDP time: 0.0036, Total iter time: 4.9219 [2020-11-13 17:34:42,194][root][INFO] - ===> Epoch[642](16681/26): Loss -0.7964, Sem 0.0676, dir -0.9795, norm 0.1155, swav 0.0000 LR: 1.985e-02 Score 97.546 Data time: 0.1889, Forward time: 2.3123, Backward time: 3.0633, DDP time: 0.0036, Total iter time: 5.3671 [2020-11-13 17:34:49,044][root][INFO] - ===> Epoch[642](16682/26): Loss -0.7871, Sem 0.0729, dir -0.9788, norm 0.1188, swav 0.0000 LR: 1.985e-02 Score 97.376 Data time: 0.1917, Forward time: 2.3122, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 6.7356 [2020-11-13 17:34:54,234][root][INFO] - ===> Epoch[642](16683/26): Loss -0.8001, Sem 0.0681, dir -0.9766, norm 0.1085, swav 0.0000 LR: 1.984e-02 Score 97.615 Data time: 0.2195, Forward time: 2.3122, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 5.0730 [2020-11-13 17:35:00,545][root][INFO] - ===> Epoch[642](16684/26): Loss -0.7781, Sem 0.0678, dir -0.9731, norm 0.1272, swav 0.0000 LR: 1.984e-02 Score 97.624 Data time: 0.2189, Forward time: 2.3122, Backward time: 3.0636, DDP time: 0.0036, Total iter time: 6.1788 [2020-11-13 17:35:05,256][root][INFO] - ===> Epoch[642](16685/26): Loss -0.7959, Sem 0.0691, dir -0.9784, norm 0.1134, swav 0.0000 LR: 1.983e-02 Score 97.515 Data time: 0.2343, Forward time: 2.3123, Backward time: 3.0632, DDP time: 0.0036, Total iter time: 4.5694 [2020-11-13 17:35:10,390][root][INFO] - ===> Epoch[642](16686/26): Loss -0.7942, Sem 0.0653, dir -0.9769, norm 0.1175, swav 0.0000 LR: 1.983e-02 Score 97.636 Data time: 0.2449, Forward time: 2.3124, Backward time: 3.0630, DDP time: 0.0036, Total iter time: 5.0017 [2020-11-13 17:35:15,754][root][INFO] - ===> Epoch[642](16687/26): Loss -0.7943, Sem 0.0665, dir -0.9768, norm 0.1160, swav 0.0000 LR: 1.982e-02 Score 97.636 Data time: 0.1868, Forward time: 2.3123, Backward time: 3.0629, DDP time: 0.0036, Total iter time: 5.1924 [2020-11-13 17:35:21,653][root][INFO] - ===> Epoch[642](16688/26): Loss -0.7740, Sem 0.0704, dir -0.9777, norm 0.1333, swav 0.0000 LR: 1.982e-02 Score 97.556 Data time: 0.1913, Forward time: 2.3122, Backward time: 3.0630, DDP time: 0.0036, Total iter time: 5.8194 [2020-11-13 17:35:27,512][root][INFO] - ===> Epoch[642](16689/26): Loss -0.7897, Sem 0.0703, dir -0.9783, norm 0.1183, swav 0.0000 LR: 1.981e-02 Score 97.522 Data time: 0.1599, Forward time: 2.3121, Backward time: 3.0632, DDP time: 0.0036, Total iter time: 5.7133 [2020-11-13 17:35:34,454][root][INFO] - ===> Epoch[642](16690/26): Loss -0.7944, Sem 0.0689, dir -0.9771, norm 0.1138, swav 0.0000 LR: 1.981e-02 Score 97.531 Data time: 0.1668, Forward time: 2.3119, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 6.8679 [2020-11-13 17:35:39,812][root][INFO] - ===> Epoch[642](16691/26): Loss -0.8069, Sem 0.0605, dir -0.9774, norm 0.1100, swav 0.0000 LR: 1.980e-02 Score 97.880 Data time: 0.1787, Forward time: 2.3118, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 5.2477 [2020-11-13 17:35:45,552][root][INFO] - ===> Epoch[642](16692/26): Loss -0.7668, Sem 0.0850, dir -0.9752, norm 0.1234, swav 0.0000 LR: 1.979e-02 Score 97.065 Data time: 0.2390, Forward time: 2.3119, Backward time: 3.0636, DDP time: 0.0036, Total iter time: 5.6732 [2020-11-13 17:35:51,936][root][INFO] - ===> Epoch[642](16693/26): Loss -0.8056, Sem 0.0620, dir -0.9789, norm 0.1113, swav 0.0000 LR: 1.979e-02 Score 97.824 Data time: 0.1385, Forward time: 2.3117, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 6.2108 [2020-11-13 17:35:57,902][root][INFO] - ===> Epoch[642](16694/26): Loss -0.7898, Sem 0.0729, dir -0.9784, norm 0.1158, swav 0.0000 LR: 1.978e-02 Score 97.422 Data time: 0.2402, Forward time: 2.3118, Backward time: 3.0639, DDP time: 0.0036, Total iter time: 5.9061 [2020-11-13 17:36:03,480][root][INFO] - ===> Epoch[642](16695/26): Loss -0.7962, Sem 0.0651, dir -0.9755, norm 0.1142, swav 0.0000 LR: 1.978e-02 Score 97.739 Data time: 0.2778, Forward time: 2.3120, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 5.4381 [2020-11-13 17:36:10,556][root][INFO] - ===> Epoch[642](16696/26): Loss -0.7971, Sem 0.0654, dir -0.9783, norm 0.1158, swav 0.0000 LR: 1.977e-02 Score 97.616 Data time: 0.2435, Forward time: 2.3121, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 6.9588 [2020-11-13 17:36:16,014][root][INFO] - ===> Epoch[642](16697/26): Loss -0.7903, Sem 0.0706, dir -0.9776, norm 0.1167, swav 0.0000 LR: 1.977e-02 Score 97.517 Data time: 0.2476, Forward time: 2.3122, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 5.3260 [2020-11-13 17:36:21,523][root][INFO] - ===> Epoch[642](16698/26): Loss -0.7904, Sem 0.0662, dir -0.9787, norm 0.1221, swav 0.0000 LR: 1.976e-02 Score 97.698 Data time: 0.2421, Forward time: 2.3123, Backward time: 3.0635, DDP time: 0.0036, Total iter time: 5.3609 [2020-11-13 17:36:27,784][root][INFO] - ===> Epoch[643](16699/26): Loss -0.8044, Sem 0.0658, dir -0.9798, norm 0.1096, swav 0.0000 LR: 1.976e-02 Score 97.665 Data time: 0.2116, Forward time: 2.3123, Backward time: 3.0636, DDP time: 0.0036, Total iter time: 6.0775 [2020-11-13 17:36:33,973][root][INFO] - ===> Epoch[643](16700/26): Loss -0.7898, Sem 0.0728, dir -0.9786, norm 0.1160, swav 0.0000 LR: 1.975e-02 Score 97.376 Data time: 0.2736, Forward time: 2.3123, Backward time: 3.0637, DDP time: 0.0036, Total iter time: 6.0765 [2020-11-13 17:36:40,458][root][INFO] - ===> Epoch[643](16701/26): Loss -0.7979, Sem 0.0655, dir -0.9752, norm 0.1118, swav 0.0000 LR: 1.975e-02 Score 97.671 Data time: 0.2516, Forward time: 2.3124, Backward time: 3.0638, DDP time: 0.0036, Total iter time: 6.3468 [2020-11-13 17:36:47,217][root][INFO] - ===> Epoch[643](16702/26): Loss -0.7932, Sem 0.0700, dir -0.9779, norm 0.1147, swav 0.0000 LR: 1.974e-02 Score 97.554 Data time: 0.1325, Forward time: 2.3122, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 6.6163 [2020-11-13 17:36:54,001][root][INFO] - ===> Epoch[643](16703/26): Loss -0.7976, Sem 0.0740, dir -0.9802, norm 0.1086, swav 0.0000 LR: 1.974e-02 Score 97.287 Data time: 0.1987, Forward time: 2.3121, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 6.7048 [2020-11-13 17:37:00,026][root][INFO] - ===> Epoch[643](16704/26): Loss -0.7882, Sem 0.0727, dir -0.9762, norm 0.1153, swav 0.0000 LR: 1.973e-02 Score 97.425 Data time: 0.2798, Forward time: 2.3124, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.8823 [2020-11-13 17:37:05,201][root][INFO] - ===> Epoch[643](16705/26): Loss -0.7803, Sem 0.0721, dir -0.9715, norm 0.1191, swav 0.0000 LR: 1.972e-02 Score 97.357 Data time: 0.2113, Forward time: 2.3124, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 5.0292 [2020-11-13 17:37:12,958][root][INFO] - ===> Epoch[643](16706/26): Loss -0.7976, Sem 0.0699, dir -0.9783, norm 0.1108, swav 0.0000 LR: 1.972e-02 Score 97.425 Data time: 0.2307, Forward time: 2.3123, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 7.6324 [2020-11-13 17:37:17,646][root][INFO] - ===> Epoch[643](16707/26): Loss -0.8081, Sem 0.0650, dir -0.9792, norm 0.1062, swav 0.0000 LR: 1.971e-02 Score 97.746 Data time: 0.2182, Forward time: 2.3123, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 4.5904 [2020-11-13 17:37:23,443][root][INFO] - ===> Epoch[643](16708/26): Loss -0.8074, Sem 0.0607, dir -0.9805, norm 0.1124, swav 0.0000 LR: 1.971e-02 Score 97.763 Data time: 0.2492, Forward time: 2.3124, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.6479 [2020-11-13 17:37:28,231][root][INFO] - ===> Epoch[643](16709/26): Loss -0.7813, Sem 0.0757, dir -0.9756, norm 0.1186, swav 0.0000 LR: 1.970e-02 Score 97.281 Data time: 0.2300, Forward time: 2.3124, Backward time: 3.0643, DDP time: 0.0036, Total iter time: 4.6566 [2020-11-13 17:37:33,342][root][INFO] - ===> Epoch[643](16710/26): Loss -0.8054, Sem 0.0599, dir -0.9774, norm 0.1121, swav 0.0000 LR: 1.970e-02 Score 97.904 Data time: 0.0977, Forward time: 2.3121, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 4.9703 [2020-11-13 17:37:38,903][root][INFO] - ===> Epoch[643](16711/26): Loss -0.8011, Sem 0.0690, dir -0.9761, norm 0.1060, swav 0.0000 LR: 1.969e-02 Score 97.498 Data time: 0.1758, Forward time: 2.3119, Backward time: 3.0645, DDP time: 0.0036, Total iter time: 5.4869 [2020-11-13 17:37:46,020][root][INFO] - ===> Epoch[643](16712/26): Loss -0.8112, Sem 0.0594, dir -0.9791, norm 0.1084, swav 0.0000 LR: 1.969e-02 Score 97.802 Data time: 0.2064, Forward time: 2.3120, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 7.0091 [2020-11-13 17:37:53,144][root][INFO] - ===> Epoch[643](16713/26): Loss -0.7815, Sem 0.0708, dir -0.9756, norm 0.1233, swav 0.0000 LR: 1.968e-02 Score 97.548 Data time: 0.2120, Forward time: 2.3120, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.9583 [2020-11-13 17:37:58,790][root][INFO] - ===> Epoch[643](16714/26): Loss -0.7869, Sem 0.0687, dir -0.9768, norm 0.1212, swav 0.0000 LR: 1.968e-02 Score 97.538 Data time: 0.2070, Forward time: 2.3120, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.5117 [2020-11-13 17:38:03,647][root][INFO] - ===> Epoch[643](16715/26): Loss -0.8100, Sem 0.0614, dir -0.9803, norm 0.1088, swav 0.0000 LR: 1.967e-02 Score 97.791 Data time: 0.2032, Forward time: 2.3120, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 4.7579 [2020-11-13 17:38:10,658][root][INFO] - ===> Epoch[643](16716/26): Loss -0.7991, Sem 0.0648, dir -0.9766, norm 0.1126, swav 0.0000 LR: 1.967e-02 Score 97.696 Data time: 0.2445, Forward time: 2.3120, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.8804 [2020-11-13 17:38:16,830][root][INFO] - ===> Epoch[643](16717/26): Loss -0.8051, Sem 0.0672, dir -0.9820, norm 0.1097, swav 0.0000 LR: 1.966e-02 Score 97.575 Data time: 0.2004, Forward time: 2.3120, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.0504 [2020-11-13 17:38:21,411][root][INFO] - ===> Epoch[643](16718/26): Loss -0.8000, Sem 0.0635, dir -0.9777, norm 0.1142, swav 0.0000 LR: 1.965e-02 Score 97.738 Data time: 0.1939, Forward time: 2.3119, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 4.4454 [2020-11-13 17:38:26,875][root][INFO] - ===> Epoch[643](16719/26): Loss -0.7846, Sem 0.0696, dir -0.9781, norm 0.1239, swav 0.0000 LR: 1.965e-02 Score 97.516 Data time: 0.2548, Forward time: 2.3120, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.3911 [2020-11-13 17:38:31,608][root][INFO] - ===> Epoch[643](16720/26): Loss -0.8038, Sem 0.0663, dir -0.9791, norm 0.1090, swav 0.0000 LR: 1.964e-02 Score 97.635 Data time: 0.2007, Forward time: 2.3119, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 4.6018 [2020-11-13 17:38:37,445][root][INFO] - ===> Epoch[643](16721/26): Loss -0.8139, Sem 0.0613, dir -0.9811, norm 0.1059, swav 0.0000 LR: 1.964e-02 Score 97.722 Data time: 0.1561, Forward time: 2.3117, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.7215 [2020-11-13 17:38:43,163][root][INFO] - ===> Epoch[643](16722/26): Loss -0.8061, Sem 0.0655, dir -0.9788, norm 0.1073, swav 0.0000 LR: 1.963e-02 Score 97.635 Data time: 0.1950, Forward time: 2.3116, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.6732 [2020-11-13 17:38:49,183][root][INFO] - ===> Epoch[643](16723/26): Loss -0.7877, Sem 0.0714, dir -0.9775, norm 0.1183, swav 0.0000 LR: 1.963e-02 Score 97.509 Data time: 0.2920, Forward time: 2.3118, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.9124 [2020-11-13 17:38:56,443][root][INFO] - ===> Epoch[643](16724/26): Loss -0.8144, Sem 0.0597, dir -0.9799, norm 0.1057, swav 0.0000 LR: 1.962e-02 Score 97.864 Data time: 0.2417, Forward time: 2.3120, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 7.0658 [2020-11-13 17:39:01,602][root][INFO] - ===> Epoch[644](16725/26): Loss -0.8019, Sem 0.0682, dir -0.9800, norm 0.1099, swav 0.0000 LR: 1.962e-02 Score 97.546 Data time: 0.1230, Forward time: 2.3117, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.0076 [2020-11-13 17:39:07,837][root][INFO] - ===> Epoch[644](16726/26): Loss -0.7951, Sem 0.0713, dir -0.9808, norm 0.1143, swav 0.0000 LR: 1.961e-02 Score 97.435 Data time: 0.2121, Forward time: 2.3117, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.1859 [2020-11-13 17:39:14,080][root][INFO] - ===> Epoch[644](16727/26): Loss -0.7755, Sem 0.0620, dir -0.9707, norm 0.1333, swav 0.0000 LR: 1.961e-02 Score 97.776 Data time: 0.1561, Forward time: 2.3116, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 6.1285 [2020-11-13 17:39:21,603][root][INFO] - ===> Epoch[644](16728/26): Loss -0.8065, Sem 0.0644, dir -0.9796, norm 0.1087, swav 0.0000 LR: 1.960e-02 Score 97.739 Data time: 0.2163, Forward time: 2.3116, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 7.4070 [2020-11-13 17:39:26,778][root][INFO] - ===> Epoch[644](16729/26): Loss -0.7994, Sem 0.0687, dir -0.9754, norm 0.1074, swav 0.0000 LR: 1.960e-02 Score 97.578 Data time: 0.1914, Forward time: 2.3115, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 5.0480 [2020-11-13 17:39:32,362][root][INFO] - ===> Epoch[644](16730/26): Loss -0.7863, Sem 0.0742, dir -0.9766, norm 0.1161, swav 0.0000 LR: 1.959e-02 Score 97.345 Data time: 0.1483, Forward time: 2.3113, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.4820 [2020-11-13 17:39:37,725][root][INFO] - ===> Epoch[644](16731/26): Loss -0.7986, Sem 0.0635, dir -0.9754, norm 0.1132, swav 0.0000 LR: 1.958e-02 Score 97.706 Data time: 0.1792, Forward time: 2.3112, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.3008 [2020-11-13 17:39:42,782][root][INFO] - ===> Epoch[644](16732/26): Loss -0.8019, Sem 0.0628, dir -0.9780, norm 0.1133, swav 0.0000 LR: 1.958e-02 Score 97.736 Data time: 0.1674, Forward time: 2.3111, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 4.9525 [2020-11-13 17:39:48,544][root][INFO] - ===> Epoch[644](16733/26): Loss -0.8085, Sem 0.0632, dir -0.9794, norm 0.1077, swav 0.0000 LR: 1.957e-02 Score 97.738 Data time: 0.1690, Forward time: 2.3110, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 5.6421 [2020-11-13 17:39:54,305][root][INFO] - ===> Epoch[644](16734/26): Loss -0.8063, Sem 0.0614, dir -0.9784, norm 0.1107, swav 0.0000 LR: 1.957e-02 Score 97.818 Data time: 0.2768, Forward time: 2.3110, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.6469 [2020-11-13 17:40:00,651][root][INFO] - ===> Epoch[644](16735/26): Loss -0.7799, Sem 0.0734, dir -0.9754, norm 0.1221, swav 0.0000 LR: 1.956e-02 Score 97.356 Data time: 0.2873, Forward time: 2.3113, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 6.1710 [2020-11-13 17:40:06,165][root][INFO] - ===> Epoch[644](16736/26): Loss -0.7878, Sem 0.0636, dir -0.9768, norm 0.1254, swav 0.0000 LR: 1.956e-02 Score 97.603 Data time: 0.1825, Forward time: 2.3112, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 5.3285 [2020-11-13 17:40:11,740][root][INFO] - ===> Epoch[644](16737/26): Loss -0.8138, Sem 0.0602, dir -0.9807, norm 0.1067, swav 0.0000 LR: 1.955e-02 Score 97.847 Data time: 0.1864, Forward time: 2.3112, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 5.4405 [2020-11-13 17:40:16,655][root][INFO] - ===> Epoch[644](16738/26): Loss -0.8149, Sem 0.0633, dir -0.9784, norm 0.1002, swav 0.0000 LR: 1.955e-02 Score 97.765 Data time: 0.1668, Forward time: 2.3110, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 4.7996 [2020-11-13 17:40:22,992][root][INFO] - ===> Epoch[644](16739/26): Loss -0.8013, Sem 0.0654, dir -0.9778, norm 0.1111, swav 0.0000 LR: 1.954e-02 Score 97.690 Data time: 0.1661, Forward time: 2.3109, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 6.2639 [2020-11-13 17:40:27,978][root][INFO] - ===> Epoch[644](16740/26): Loss -0.7793, Sem 0.0749, dir -0.9773, norm 0.1231, swav 0.0000 LR: 1.954e-02 Score 97.355 Data time: 0.2284, Forward time: 2.3109, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 4.8879 [2020-11-13 17:40:33,876][root][INFO] - ===> Epoch[644](16741/26): Loss -0.8025, Sem 0.0587, dir -0.9768, norm 0.1156, swav 0.0000 LR: 1.953e-02 Score 97.921 Data time: 0.2582, Forward time: 2.3110, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 5.7368 [2020-11-13 17:40:39,711][root][INFO] - ===> Epoch[644](16742/26): Loss -0.7767, Sem 0.0721, dir -0.9749, norm 0.1261, swav 0.0000 LR: 1.952e-02 Score 97.406 Data time: 0.2349, Forward time: 2.3111, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.6806 [2020-11-13 17:40:45,256][root][INFO] - ===> Epoch[644](16743/26): Loss -0.7962, Sem 0.0772, dir -0.9788, norm 0.1053, swav 0.0000 LR: 1.952e-02 Score 97.296 Data time: 0.1905, Forward time: 2.3111, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.4291 [2020-11-13 17:40:50,786][root][INFO] - ===> Epoch[644](16744/26): Loss -0.8052, Sem 0.0678, dir -0.9783, norm 0.1053, swav 0.0000 LR: 1.951e-02 Score 97.630 Data time: 0.2162, Forward time: 2.3110, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 5.4284 [2020-11-13 17:40:56,407][root][INFO] - ===> Epoch[644](16745/26): Loss -0.8036, Sem 0.0660, dir -0.9811, norm 0.1115, swav 0.0000 LR: 1.951e-02 Score 97.672 Data time: 0.2249, Forward time: 2.3111, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.4881 [2020-11-13 17:41:02,611][root][INFO] - ===> Epoch[644](16746/26): Loss -0.7989, Sem 0.0687, dir -0.9786, norm 0.1110, swav 0.0000 LR: 1.950e-02 Score 97.579 Data time: 0.2153, Forward time: 2.3111, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 6.0321 [2020-11-13 17:41:07,729][root][INFO] - ===> Epoch[644](16747/26): Loss -0.8015, Sem 0.0613, dir -0.9732, norm 0.1104, swav 0.0000 LR: 1.950e-02 Score 97.855 Data time: 0.2368, Forward time: 2.3113, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 4.9802 [2020-11-13 17:41:12,929][root][INFO] - ===> Epoch[644](16748/26): Loss -0.8090, Sem 0.0615, dir -0.9778, norm 0.1073, swav 0.0000 LR: 1.949e-02 Score 97.828 Data time: 0.1845, Forward time: 2.3112, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.0361 [2020-11-13 17:41:19,130][root][INFO] - ===> Epoch[644](16749/26): Loss -0.8094, Sem 0.0646, dir -0.9808, norm 0.1069, swav 0.0000 LR: 1.949e-02 Score 97.684 Data time: 0.1962, Forward time: 2.3111, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.1168 [2020-11-13 17:41:25,005][root][INFO] - ===> Epoch[644](16750/26): Loss -0.8027, Sem 0.0656, dir -0.9795, norm 0.1112, swav 0.0000 LR: 1.948e-02 Score 97.640 Data time: 0.2059, Forward time: 2.3110, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.7045 [2020-11-13 17:41:30,505][root][INFO] - ===> Epoch[645](16751/26): Loss -0.8056, Sem 0.0618, dir -0.9795, norm 0.1121, swav 0.0000 LR: 1.948e-02 Score 97.835 Data time: 0.2475, Forward time: 2.3112, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.3820 [2020-11-13 17:41:36,250][root][INFO] - ===> Epoch[645](16752/26): Loss -0.7873, Sem 0.0665, dir -0.9748, norm 0.1210, swav 0.0000 LR: 1.947e-02 Score 97.628 Data time: 0.2187, Forward time: 2.3112, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.5818 [2020-11-13 17:41:41,189][root][INFO] - ===> Epoch[645](16753/26): Loss -0.7880, Sem 0.0822, dir -0.9780, norm 0.1078, swav 0.0000 LR: 1.947e-02 Score 97.622 Data time: 0.1744, Forward time: 2.3111, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 4.7900 [2020-11-13 17:41:47,318][root][INFO] - ===> Epoch[645](16754/26): Loss -0.7902, Sem 0.0715, dir -0.9783, norm 0.1166, swav 0.0000 LR: 1.946e-02 Score 97.562 Data time: 0.2028, Forward time: 2.3111, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.9923 [2020-11-13 17:41:52,743][root][INFO] - ===> Epoch[645](16755/26): Loss -0.7799, Sem 0.0721, dir -0.9764, norm 0.1244, swav 0.0000 LR: 1.945e-02 Score 97.432 Data time: 0.2160, Forward time: 2.3111, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.2883 [2020-11-13 17:41:58,007][root][INFO] - ===> Epoch[645](16756/26): Loss -0.8015, Sem 0.0702, dir -0.9782, norm 0.1065, swav 0.0000 LR: 1.945e-02 Score 97.475 Data time: 0.2116, Forward time: 2.3111, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.1135 [2020-11-13 17:42:03,262][root][INFO] - ===> Epoch[645](16757/26): Loss -0.7897, Sem 0.0758, dir -0.9780, norm 0.1124, swav 0.0000 LR: 1.944e-02 Score 97.346 Data time: 0.2122, Forward time: 2.3111, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.1422 [2020-11-13 17:42:08,581][root][INFO] - ===> Epoch[645](16758/26): Loss -0.7955, Sem 0.0627, dir -0.9767, norm 0.1185, swav 0.0000 LR: 1.944e-02 Score 97.784 Data time: 0.2231, Forward time: 2.3111, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.1385 [2020-11-13 17:42:14,574][root][INFO] - ===> Epoch[645](16759/26): Loss -0.7982, Sem 0.0588, dir -0.9750, norm 0.1180, swav 0.0000 LR: 1.943e-02 Score 97.893 Data time: 0.2098, Forward time: 2.3112, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.8473 [2020-11-13 17:42:20,157][root][INFO] - ===> Epoch[645](16760/26): Loss -0.7955, Sem 0.0703, dir -0.9776, norm 0.1118, swav 0.0000 LR: 1.943e-02 Score 97.515 Data time: 0.2133, Forward time: 2.3111, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.4373 [2020-11-13 17:42:26,012][root][INFO] - ===> Epoch[645](16761/26): Loss -0.7994, Sem 0.0687, dir -0.9796, norm 0.1115, swav 0.0000 LR: 1.942e-02 Score 97.543 Data time: 0.2106, Forward time: 2.3111, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.7086 [2020-11-13 17:42:31,474][root][INFO] - ===> Epoch[645](16762/26): Loss -0.8046, Sem 0.0708, dir -0.9796, norm 0.1042, swav 0.0000 LR: 1.942e-02 Score 97.427 Data time: 0.2116, Forward time: 2.3111, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.3283 [2020-11-13 17:42:37,101][root][INFO] - ===> Epoch[645](16763/26): Loss -0.8015, Sem 0.0666, dir -0.9793, norm 0.1113, swav 0.0000 LR: 1.941e-02 Score 97.575 Data time: 0.2034, Forward time: 2.3111, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 5.5104 [2020-11-13 17:42:44,473][root][INFO] - ===> Epoch[645](16764/26): Loss -0.7956, Sem 0.0678, dir -0.9770, norm 0.1137, swav 0.0000 LR: 1.941e-02 Score 97.516 Data time: 0.1778, Forward time: 2.3110, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 7.2151 [2020-11-13 17:42:50,017][root][INFO] - ===> Epoch[645](16765/26): Loss -0.7955, Sem 0.0632, dir -0.9752, norm 0.1165, swav 0.0000 LR: 1.940e-02 Score 97.730 Data time: 0.1880, Forward time: 2.3110, Backward time: 3.0651, DDP time: 0.0036, Total iter time: 5.4157 [2020-11-13 17:42:55,489][root][INFO] - ===> Epoch[645](16766/26): Loss -0.8101, Sem 0.0631, dir -0.9768, norm 0.1036, swav 0.0000 LR: 1.940e-02 Score 97.737 Data time: 0.2339, Forward time: 2.3111, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.3527 [2020-11-13 17:43:01,522][root][INFO] - ===> Epoch[645](16767/26): Loss -0.7967, Sem 0.0710, dir -0.9807, norm 0.1129, swav 0.0000 LR: 1.939e-02 Score 97.518 Data time: 0.1844, Forward time: 2.3110, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.8950 [2020-11-13 17:43:07,034][root][INFO] - ===> Epoch[645](16768/26): Loss -0.8063, Sem 0.0644, dir -0.9791, norm 0.1084, swav 0.0000 LR: 1.938e-02 Score 97.716 Data time: 0.2044, Forward time: 2.3110, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.4288 [2020-11-13 17:43:12,977][root][INFO] - ===> Epoch[645](16769/26): Loss -0.8042, Sem 0.0684, dir -0.9787, norm 0.1061, swav 0.0000 LR: 1.938e-02 Score 97.575 Data time: 0.2482, Forward time: 2.3111, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.8266 [2020-11-13 17:43:18,720][root][INFO] - ===> Epoch[645](16770/26): Loss -0.7856, Sem 0.0697, dir -0.9766, norm 0.1214, swav 0.0000 LR: 1.937e-02 Score 97.489 Data time: 0.2004, Forward time: 2.3111, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 5.5957 [2020-11-13 17:43:24,407][root][INFO] - ===> Epoch[645](16771/26): Loss -0.7939, Sem 0.0701, dir -0.9777, norm 0.1137, swav 0.0000 LR: 1.937e-02 Score 97.479 Data time: 0.2505, Forward time: 2.3112, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 5.5597 [2020-11-13 17:43:29,924][root][INFO] - ===> Epoch[645](16772/26): Loss -0.7972, Sem 0.0661, dir -0.9752, norm 0.1119, swav 0.0000 LR: 1.936e-02 Score 97.575 Data time: 0.1638, Forward time: 2.3111, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 5.3842 [2020-11-13 17:43:35,548][root][INFO] - ===> Epoch[645](16773/26): Loss -0.8113, Sem 0.0644, dir -0.9802, norm 0.1046, swav 0.0000 LR: 1.936e-02 Score 97.635 Data time: 0.1604, Forward time: 2.3109, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.5390 [2020-11-13 17:43:40,573][root][INFO] - ===> Epoch[645](16774/26): Loss -0.7931, Sem 0.0634, dir -0.9744, norm 0.1180, swav 0.0000 LR: 1.935e-02 Score 97.808 Data time: 0.2869, Forward time: 2.3109, Backward time: 3.0647, DDP time: 0.0036, Total iter time: 4.9681 [2020-11-13 17:43:47,193][root][INFO] - ===> Epoch[645](16775/26): Loss -0.7948, Sem 0.0688, dir -0.9778, norm 0.1142, swav 0.0000 LR: 1.935e-02 Score 97.515 Data time: 0.3372, Forward time: 2.3113, Backward time: 3.0646, DDP time: 0.0036, Total iter time: 6.5022 [2020-11-13 17:43:53,087][root][INFO] - ===> Epoch[645](16776/26): Loss -0.8045, Sem 0.0620, dir -0.9790, norm 0.1125, swav 0.0000 LR: 1.934e-02 Score 97.778 Data time: 0.3187, Forward time: 2.3115, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.7198 [2020-11-13 17:43:58,575][root][INFO] - ===> Epoch[646](16777/26): Loss -0.8002, Sem 0.0704, dir -0.9783, norm 0.1077, swav 0.0000 LR: 1.934e-02 Score 97.575 Data time: 0.1756, Forward time: 2.3114, Backward time: 3.0644, DDP time: 0.0036, Total iter time: 5.2956 [2020-11-13 17:44:05,043][root][INFO] - ===> Epoch[646](16778/26): Loss -0.8087, Sem 0.0591, dir -0.9796, norm 0.1119, swav 0.0000 LR: 1.933e-02 Score 97.866 Data time: 0.1423, Forward time: 2.3112, Backward time: 3.0648, DDP time: 0.0036, Total iter time: 6.3856 [2020-11-13 17:44:11,776][root][INFO] - ===> Epoch[646](16779/26): Loss -0.8094, Sem 0.0631, dir -0.9810, norm 0.1085, swav 0.0000 LR: 1.933e-02 Score 97.755 Data time: 0.1342, Forward time: 2.3110, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 6.6788 [2020-11-13 17:44:16,985][root][INFO] - ===> Epoch[646](16780/26): Loss -0.7888, Sem 0.0747, dir -0.9758, norm 0.1124, swav 0.0000 LR: 1.932e-02 Score 97.347 Data time: 0.1808, Forward time: 2.3109, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.1789 [2020-11-13 17:44:22,747][root][INFO] - ===> Epoch[646](16781/26): Loss -0.7983, Sem 0.0633, dir -0.9791, norm 0.1175, swav 0.0000 LR: 1.931e-02 Score 97.746 Data time: 0.2123, Forward time: 2.3109, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.6541 [2020-11-13 17:44:28,756][root][INFO] - ===> Epoch[646](16782/26): Loss -0.7905, Sem 0.0698, dir -0.9767, norm 0.1164, swav 0.0000 LR: 1.931e-02 Score 97.579 Data time: 0.2241, Forward time: 2.3110, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.8868 [2020-11-13 17:44:34,955][root][INFO] - ===> Epoch[646](16783/26): Loss -0.7874, Sem 0.0735, dir -0.9793, norm 0.1185, swav 0.0000 LR: 1.930e-02 Score 97.349 Data time: 0.1577, Forward time: 2.3109, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.0223 [2020-11-13 17:44:41,063][root][INFO] - ===> Epoch[646](16784/26): Loss -0.7900, Sem 0.0686, dir -0.9758, norm 0.1172, swav 0.0000 LR: 1.930e-02 Score 97.514 Data time: 0.1651, Forward time: 2.3107, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 6.0412 [2020-11-13 17:44:46,652][root][INFO] - ===> Epoch[646](16785/26): Loss -0.8099, Sem 0.0642, dir -0.9809, norm 0.1068, swav 0.0000 LR: 1.929e-02 Score 97.645 Data time: 0.2510, Forward time: 2.3108, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.5542 [2020-11-13 17:44:52,131][root][INFO] - ===> Epoch[646](16786/26): Loss -0.7985, Sem 0.0712, dir -0.9777, norm 0.1080, swav 0.0000 LR: 1.929e-02 Score 97.371 Data time: 0.2407, Forward time: 2.3109, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.3236 [2020-11-13 17:44:58,122][root][INFO] - ===> Epoch[646](16787/26): Loss -0.7946, Sem 0.0665, dir -0.9767, norm 0.1157, swav 0.0000 LR: 1.928e-02 Score 97.638 Data time: 0.1431, Forward time: 2.3108, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.8609 [2020-11-13 17:45:03,188][root][INFO] - ===> Epoch[646](16788/26): Loss -0.7774, Sem 0.0840, dir -0.9749, norm 0.1135, swav 0.0000 LR: 1.928e-02 Score 97.001 Data time: 0.1673, Forward time: 2.3106, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 4.9634 [2020-11-13 17:45:08,656][root][INFO] - ===> Epoch[646](16789/26): Loss -0.7961, Sem 0.0707, dir -0.9789, norm 0.1122, swav 0.0000 LR: 1.927e-02 Score 97.490 Data time: 0.1898, Forward time: 2.3105, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.3576 [2020-11-13 17:45:14,938][root][INFO] - ===> Epoch[646](16790/26): Loss -0.7714, Sem 0.0786, dir -0.9750, norm 0.1250, swav 0.0000 LR: 1.927e-02 Score 97.289 Data time: 0.2229, Forward time: 2.3106, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 6.1688 [2020-11-13 17:45:20,942][root][INFO] - ===> Epoch[646](16791/26): Loss -0.7738, Sem 0.0672, dir -0.9771, norm 0.1361, swav 0.0000 LR: 1.926e-02 Score 97.574 Data time: 0.3008, Forward time: 2.3107, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.8679 [2020-11-13 17:45:26,357][root][INFO] - ===> Epoch[646](16792/26): Loss -0.8027, Sem 0.0602, dir -0.9752, norm 0.1122, swav 0.0000 LR: 1.925e-02 Score 97.847 Data time: 0.1714, Forward time: 2.3106, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.2819 [2020-11-13 17:45:31,626][root][INFO] - ===> Epoch[646](16793/26): Loss -0.7917, Sem 0.0770, dir -0.9803, norm 0.1116, swav 0.0000 LR: 1.925e-02 Score 97.261 Data time: 0.2447, Forward time: 2.3107, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.1422 [2020-11-13 17:45:36,803][root][INFO] - ===> Epoch[646](16794/26): Loss -0.8070, Sem 0.0644, dir -0.9786, norm 0.1072, swav 0.0000 LR: 1.924e-02 Score 97.685 Data time: 0.2473, Forward time: 2.3108, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 5.0627 [2020-11-13 17:45:44,412][root][INFO] - ===> Epoch[646](16795/26): Loss -0.7952, Sem 0.0687, dir -0.9782, norm 0.1144, swav 0.0000 LR: 1.924e-02 Score 97.531 Data time: 0.1741, Forward time: 2.3107, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 7.4567 [2020-11-13 17:45:49,007][root][INFO] - ===> Epoch[646](16796/26): Loss -0.8133, Sem 0.0681, dir -0.9816, norm 0.1002, swav 0.0000 LR: 1.923e-02 Score 97.476 Data time: 0.1918, Forward time: 2.3106, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 4.4531 [2020-11-13 17:45:53,973][root][INFO] - ===> Epoch[646](16797/26): Loss -0.8150, Sem 0.0621, dir -0.9817, norm 0.1046, swav 0.0000 LR: 1.923e-02 Score 97.772 Data time: 0.2090, Forward time: 2.3106, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 4.8562 [2020-11-13 17:45:59,917][root][INFO] - ===> Epoch[646](16798/26): Loss -0.7924, Sem 0.0680, dir -0.9757, norm 0.1152, swav 0.0000 LR: 1.922e-02 Score 97.580 Data time: 0.1923, Forward time: 2.3105, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 5.8181 [2020-11-13 17:46:05,731][root][INFO] - ===> Epoch[646](16799/26): Loss -0.8024, Sem 0.0640, dir -0.9772, norm 0.1108, swav 0.0000 LR: 1.922e-02 Score 97.698 Data time: 0.2310, Forward time: 2.3106, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.6847 [2020-11-13 17:46:12,123][root][INFO] - ===> Epoch[646](16800/26): Loss -0.7777, Sem 0.0682, dir -0.9809, norm 0.1350, swav 0.0000 LR: 1.921e-02 Score 97.593 Data time: 0.1907, Forward time: 2.3105, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.2212 [2020-11-13 17:46:16,707][root][INFO] - ===> Epoch[646](16801/26): Loss -0.8087, Sem 0.0677, dir -0.9773, norm 0.1008, swav 0.0000 LR: 1.921e-02 Score 97.609 Data time: 0.1720, Forward time: 2.3104, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 4.4507 [2020-11-13 17:46:22,945][root][INFO] - ===> Epoch[646](16802/26): Loss -0.7909, Sem 0.0725, dir -0.9775, norm 0.1141, swav 0.0000 LR: 1.920e-02 Score 97.371 Data time: 0.1718, Forward time: 2.3103, Backward time: 3.0655, DDP time: 0.0036, Total iter time: 6.1615 [2020-11-13 17:46:29,635][root][INFO] - ===> Epoch[647](16803/26): Loss -0.8074, Sem 0.0634, dir -0.9784, norm 0.1076, swav 0.0000 LR: 1.920e-02 Score 97.795 Data time: 0.2004, Forward time: 2.3103, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 6.5694 [2020-11-13 17:46:34,624][root][INFO] - ===> Epoch[647](16804/26): Loss -0.8018, Sem 0.0659, dir -0.9748, norm 0.1072, swav 0.0000 LR: 1.919e-02 Score 97.625 Data time: 0.1965, Forward time: 2.3103, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 4.8905 [2020-11-13 17:46:40,240][root][INFO] - ===> Epoch[647](16805/26): Loss -0.7997, Sem 0.0701, dir -0.9771, norm 0.1073, swav 0.0000 LR: 1.918e-02 Score 97.461 Data time: 0.1554, Forward time: 2.3101, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.4702 [2020-11-13 17:46:46,192][root][INFO] - ===> Epoch[647](16806/26): Loss -0.7973, Sem 0.0727, dir -0.9799, norm 0.1099, swav 0.0000 LR: 1.918e-02 Score 97.449 Data time: 0.2592, Forward time: 2.3100, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 5.9102 [2020-11-13 17:46:52,289][root][INFO] - ===> Epoch[647](16807/26): Loss -0.7991, Sem 0.0618, dir -0.9760, norm 0.1152, swav 0.0000 LR: 1.917e-02 Score 97.829 Data time: 0.2619, Forward time: 2.3101, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.9600 [2020-11-13 17:46:58,486][root][INFO] - ===> Epoch[647](16808/26): Loss -0.7993, Sem 0.0647, dir -0.9768, norm 0.1128, swav 0.0000 LR: 1.917e-02 Score 97.672 Data time: 0.2265, Forward time: 2.3101, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 6.0826 [2020-11-13 17:47:04,658][root][INFO] - ===> Epoch[647](16809/26): Loss -0.7813, Sem 0.0701, dir -0.9718, norm 0.1204, swav 0.0000 LR: 1.916e-02 Score 97.482 Data time: 0.2516, Forward time: 2.3102, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 6.0147 [2020-11-13 17:47:10,121][root][INFO] - ===> Epoch[647](16810/26): Loss -0.7639, Sem 0.0783, dir -0.9725, norm 0.1303, swav 0.0000 LR: 1.916e-02 Score 97.194 Data time: 0.2088, Forward time: 2.3102, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 5.3283 [2020-11-13 17:47:15,547][root][INFO] - ===> Epoch[647](16811/26): Loss -0.8140, Sem 0.0627, dir -0.9809, norm 0.1041, swav 0.0000 LR: 1.915e-02 Score 97.790 Data time: 0.2263, Forward time: 2.3103, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.2689 [2020-11-13 17:47:20,391][root][INFO] - ===> Epoch[647](16812/26): Loss -0.7981, Sem 0.0682, dir -0.9781, norm 0.1118, swav 0.0000 LR: 1.915e-02 Score 97.632 Data time: 0.2042, Forward time: 2.3102, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 4.6945 [2020-11-13 17:47:24,852][root][INFO] - ===> Epoch[647](16813/26): Loss -0.8054, Sem 0.0678, dir -0.9811, norm 0.1079, swav 0.0000 LR: 1.914e-02 Score 97.436 Data time: 0.1823, Forward time: 2.3101, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 4.3485 [2020-11-13 17:47:30,153][root][INFO] - ===> Epoch[647](16814/26): Loss -0.8024, Sem 0.0687, dir -0.9795, norm 0.1084, swav 0.0000 LR: 1.914e-02 Score 97.465 Data time: 0.1591, Forward time: 2.3100, Backward time: 3.0652, DDP time: 0.0036, Total iter time: 5.1896 [2020-11-13 17:47:34,954][root][INFO] - ===> Epoch[647](16815/26): Loss -0.8047, Sem 0.0650, dir -0.9821, norm 0.1124, swav 0.0000 LR: 1.913e-02 Score 97.733 Data time: 0.1926, Forward time: 2.3099, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 4.6717 [2020-11-13 17:47:42,079][root][INFO] - ===> Epoch[647](16816/26): Loss -0.7867, Sem 0.0723, dir -0.9791, norm 0.1201, swav 0.0000 LR: 1.913e-02 Score 97.436 Data time: 0.2241, Forward time: 2.3100, Backward time: 3.0653, DDP time: 0.0036, Total iter time: 7.0139 [2020-11-13 17:47:47,863][root][INFO] - ===> Epoch[647](16817/26): Loss -0.7833, Sem 0.0744, dir -0.9764, norm 0.1188, swav 0.0000 LR: 1.912e-02 Score 97.341 Data time: 0.1799, Forward time: 2.3098, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.6093 [2020-11-13 17:47:54,351][root][INFO] - ===> Epoch[647](16818/26): Loss -0.8017, Sem 0.0645, dir -0.9762, norm 0.1100, swav 0.0000 LR: 1.911e-02 Score 97.728 Data time: 0.2701, Forward time: 2.3098, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 6.3997 [2020-11-13 17:48:02,009][root][INFO] - ===> Epoch[647](16819/26): Loss -0.8025, Sem 0.0678, dir -0.9790, norm 0.1087, swav 0.0000 LR: 1.911e-02 Score 97.516 Data time: 0.3972, Forward time: 2.3103, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 7.4932 [2020-11-13 17:48:07,595][root][INFO] - ===> Epoch[647](16820/26): Loss -0.8205, Sem 0.0611, dir -0.9808, norm 0.0991, swav 0.0000 LR: 1.910e-02 Score 97.793 Data time: 0.1849, Forward time: 2.3102, Backward time: 3.0656, DDP time: 0.0036, Total iter time: 5.3907 [2020-11-13 17:48:13,411][root][INFO] - ===> Epoch[647](16821/26): Loss -0.8181, Sem 0.0586, dir -0.9804, norm 0.1036, swav 0.0000 LR: 1.910e-02 Score 97.874 Data time: 0.1886, Forward time: 2.3101, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.6899 [2020-11-13 17:48:20,194][root][INFO] - ===> Epoch[647](16822/26): Loss -0.7914, Sem 0.0720, dir -0.9791, norm 0.1158, swav 0.0000 LR: 1.909e-02 Score 97.461 Data time: 0.1853, Forward time: 2.3101, Backward time: 3.0661, DDP time: 0.0036, Total iter time: 6.6645 [2020-11-13 17:48:24,669][root][INFO] - ===> Epoch[647](16823/26): Loss -0.7837, Sem 0.0772, dir -0.9783, norm 0.1173, swav 0.0000 LR: 1.909e-02 Score 97.112 Data time: 0.1735, Forward time: 2.3099, Backward time: 3.0658, DDP time: 0.0036, Total iter time: 4.3615 [2020-11-13 17:48:30,814][root][INFO] - ===> Epoch[647](16824/26): Loss -0.8216, Sem 0.0596, dir -0.9810, norm 0.0999, swav 0.0000 LR: 1.908e-02 Score 97.820 Data time: 0.2885, Forward time: 2.3102, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 6.0640 [2020-11-13 17:48:37,436][root][INFO] - ===> Epoch[647](16825/26): Loss -0.7979, Sem 0.0637, dir -0.9763, norm 0.1147, swav 0.0000 LR: 1.908e-02 Score 97.722 Data time: 0.2280, Forward time: 2.3102, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 6.4551 [2020-11-13 17:48:44,010][root][INFO] - ===> Epoch[647](16826/26): Loss -0.7902, Sem 0.0669, dir -0.9777, norm 0.1206, swav 0.0000 LR: 1.907e-02 Score 97.591 Data time: 0.1896, Forward time: 2.3101, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 6.4905 [2020-11-13 17:48:49,541][root][INFO] - ===> Epoch[647](16827/26): Loss -0.7994, Sem 0.0668, dir -0.9788, norm 0.1126, swav 0.0000 LR: 1.907e-02 Score 97.630 Data time: 0.1503, Forward time: 2.3100, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.3979 [2020-11-13 17:48:55,235][root][INFO] - ===> Epoch[647](16828/26): Loss -0.8166, Sem 0.0607, dir -0.9776, norm 0.1003, swav 0.0000 LR: 1.906e-02 Score 97.846 Data time: 0.1928, Forward time: 2.3098, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.6214 [2020-11-13 17:49:00,505][root][INFO] - ===> Epoch[648](16829/26): Loss -0.7854, Sem 0.0646, dir -0.9777, norm 0.1277, swav 0.0000 LR: 1.905e-02 Score 97.754 Data time: 0.2477, Forward time: 2.3099, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 5.2291 [2020-11-13 17:49:07,226][root][INFO] - ===> Epoch[648](16830/26): Loss -0.8014, Sem 0.0686, dir -0.9793, norm 0.1093, swav 0.0000 LR: 1.905e-02 Score 97.594 Data time: 0.2327, Forward time: 2.3099, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 6.5624 [2020-11-13 17:49:13,204][root][INFO] - ===> Epoch[648](16831/26): Loss -0.8078, Sem 0.0603, dir -0.9788, norm 0.1107, swav 0.0000 LR: 1.904e-02 Score 97.869 Data time: 0.2761, Forward time: 2.3101, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.8460 [2020-11-13 17:49:18,230][root][INFO] - ===> Epoch[648](16832/26): Loss -0.8129, Sem 0.0619, dir -0.9776, norm 0.1028, swav 0.0000 LR: 1.904e-02 Score 97.808 Data time: 0.1850, Forward time: 2.3100, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 4.8912 [2020-11-13 17:49:26,023][root][INFO] - ===> Epoch[648](16833/26): Loss -0.8010, Sem 0.0735, dir -0.9787, norm 0.1042, swav 0.0000 LR: 1.903e-02 Score 97.285 Data time: 0.2233, Forward time: 2.3100, Backward time: 3.0668, DDP time: 0.0036, Total iter time: 7.6752 [2020-11-13 17:49:31,821][root][INFO] - ===> Epoch[648](16834/26): Loss -0.7912, Sem 0.0732, dir -0.9797, norm 0.1153, swav 0.0000 LR: 1.903e-02 Score 97.361 Data time: 0.1954, Forward time: 2.3100, Backward time: 3.0668, DDP time: 0.0036, Total iter time: 5.6511 [2020-11-13 17:49:37,430][root][INFO] - ===> Epoch[648](16835/26): Loss -0.8036, Sem 0.0676, dir -0.9789, norm 0.1077, swav 0.0000 LR: 1.902e-02 Score 97.566 Data time: 0.2584, Forward time: 2.3100, Backward time: 3.0667, DDP time: 0.0036, Total iter time: 5.4777 [2020-11-13 17:49:42,633][root][INFO] - ===> Epoch[648](16836/26): Loss -0.8053, Sem 0.0665, dir -0.9784, norm 0.1066, swav 0.0000 LR: 1.902e-02 Score 97.597 Data time: 0.2406, Forward time: 2.3100, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.0731 [2020-11-13 17:49:48,539][root][INFO] - ===> Epoch[648](16837/26): Loss -0.8123, Sem 0.0631, dir -0.9803, norm 0.1049, swav 0.0000 LR: 1.901e-02 Score 97.608 Data time: 0.2085, Forward time: 2.3100, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.7907 [2020-11-13 17:49:54,389][root][INFO] - ===> Epoch[648](16838/26): Loss -0.7979, Sem 0.0697, dir -0.9788, norm 0.1111, swav 0.0000 LR: 1.901e-02 Score 97.521 Data time: 0.2514, Forward time: 2.3100, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.7283 [2020-11-13 17:49:59,807][root][INFO] - ===> Epoch[648](16839/26): Loss -0.7880, Sem 0.0685, dir -0.9746, norm 0.1182, swav 0.0000 LR: 1.900e-02 Score 97.573 Data time: 0.2459, Forward time: 2.3102, Backward time: 3.0663, DDP time: 0.0036, Total iter time: 5.2717 [2020-11-13 17:50:05,975][root][INFO] - ===> Epoch[648](16840/26): Loss -0.8222, Sem 0.0578, dir -0.9821, norm 0.1021, swav 0.0000 LR: 1.900e-02 Score 97.819 Data time: 0.1728, Forward time: 2.3101, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 6.0132 [2020-11-13 17:50:12,806][root][INFO] - ===> Epoch[648](16841/26): Loss -0.7941, Sem 0.0713, dir -0.9781, norm 0.1128, swav 0.0000 LR: 1.899e-02 Score 97.419 Data time: 0.2191, Forward time: 2.3101, Backward time: 3.0668, DDP time: 0.0036, Total iter time: 6.7554 [2020-11-13 17:50:18,991][root][INFO] - ===> Epoch[648](16842/26): Loss -0.7991, Sem 0.0713, dir -0.9788, norm 0.1084, swav 0.0000 LR: 1.898e-02 Score 97.391 Data time: 0.2915, Forward time: 2.3103, Backward time: 3.0666, DDP time: 0.0036, Total iter time: 6.0675 [2020-11-13 17:50:25,028][root][INFO] - ===> Epoch[648](16843/26): Loss -0.8006, Sem 0.0705, dir -0.9800, norm 0.1089, swav 0.0000 LR: 1.898e-02 Score 97.494 Data time: 0.2167, Forward time: 2.3104, Backward time: 3.0667, DDP time: 0.0036, Total iter time: 5.8547 [2020-11-13 17:50:30,487][root][INFO] - ===> Epoch[648](16844/26): Loss -0.7809, Sem 0.0700, dir -0.9761, norm 0.1252, swav 0.0000 LR: 1.897e-02 Score 97.545 Data time: 0.2328, Forward time: 2.3105, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.3432 [2020-11-13 17:50:36,061][root][INFO] - ===> Epoch[648](16845/26): Loss -0.8130, Sem 0.0594, dir -0.9797, norm 0.1073, swav 0.0000 LR: 1.897e-02 Score 97.896 Data time: 0.1789, Forward time: 2.3104, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.4748 [2020-11-13 17:50:41,030][root][INFO] - ===> Epoch[648](16846/26): Loss -0.7971, Sem 0.0690, dir -0.9791, norm 0.1129, swav 0.0000 LR: 1.896e-02 Score 97.537 Data time: 0.1754, Forward time: 2.3103, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 4.8827 [2020-11-13 17:50:45,723][root][INFO] - ===> Epoch[648](16847/26): Loss -0.8134, Sem 0.0589, dir -0.9811, norm 0.1088, swav 0.0000 LR: 1.896e-02 Score 97.912 Data time: 0.1745, Forward time: 2.3102, Backward time: 3.0662, DDP time: 0.0036, Total iter time: 4.6080 [2020-11-13 17:50:51,792][root][INFO] - ===> Epoch[648](16848/26): Loss -0.7981, Sem 0.0618, dir -0.9755, norm 0.1155, swav 0.0000 LR: 1.895e-02 Score 97.819 Data time: 0.2889, Forward time: 2.3104, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 6.0013 [2020-11-13 17:50:57,043][root][INFO] - ===> Epoch[648](16849/26): Loss -0.8167, Sem 0.0638, dir -0.9796, norm 0.0992, swav 0.0000 LR: 1.895e-02 Score 97.729 Data time: 0.2094, Forward time: 2.3104, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.0848 [2020-11-13 17:51:02,531][root][INFO] - ===> Epoch[648](16850/26): Loss -0.7894, Sem 0.0706, dir -0.9754, norm 0.1155, swav 0.0000 LR: 1.894e-02 Score 97.472 Data time: 0.2249, Forward time: 2.3105, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.3886 [2020-11-13 17:51:08,254][root][INFO] - ===> Epoch[648](16851/26): Loss -0.7955, Sem 0.0619, dir -0.9730, norm 0.1156, swav 0.0000 LR: 1.894e-02 Score 97.839 Data time: 0.2128, Forward time: 2.3105, Backward time: 3.0657, DDP time: 0.0036, Total iter time: 5.6082 [2020-11-13 17:51:14,308][root][INFO] - ===> Epoch[648](16852/26): Loss -0.7913, Sem 0.0642, dir -0.9774, norm 0.1219, swav 0.0000 LR: 1.893e-02 Score 97.697 Data time: 0.1783, Forward time: 2.3104, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.9539 [2020-11-13 17:51:20,270][root][INFO] - ===> Epoch[648](16853/26): Loss -0.7947, Sem 0.0705, dir -0.9782, norm 0.1131, swav 0.0000 LR: 1.893e-02 Score 97.470 Data time: 0.2009, Forward time: 2.3104, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.8790 [2020-11-13 17:51:25,177][root][INFO] - ===> Epoch[648](16854/26): Loss -0.8004, Sem 0.0706, dir -0.9788, norm 0.1077, swav 0.0000 LR: 1.892e-02 Score 97.445 Data time: 0.1601, Forward time: 2.3103, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 4.7784 [2020-11-13 17:51:31,305][root][INFO] - ===> Epoch[649](16855/26): Loss -0.8206, Sem 0.0626, dir -0.9812, norm 0.0979, swav 0.0000 LR: 1.891e-02 Score 97.694 Data time: 0.2142, Forward time: 2.3103, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 6.0569 [2020-11-13 17:51:37,117][root][INFO] - ===> Epoch[649](16856/26): Loss -0.8036, Sem 0.0657, dir -0.9790, norm 0.1096, swav 0.0000 LR: 1.891e-02 Score 97.639 Data time: 0.1958, Forward time: 2.3103, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 5.6302 [2020-11-13 17:51:44,055][root][INFO] - ===> Epoch[649](16857/26): Loss -0.8106, Sem 0.0648, dir -0.9794, norm 0.1039, swav 0.0000 LR: 1.890e-02 Score 97.622 Data time: 0.1644, Forward time: 2.3101, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 6.8068 [2020-11-13 17:51:49,559][root][INFO] - ===> Epoch[649](16858/26): Loss -0.7647, Sem 0.0771, dir -0.9759, norm 0.1341, swav 0.0000 LR: 1.890e-02 Score 97.330 Data time: 0.2467, Forward time: 2.3101, Backward time: 3.0664, DDP time: 0.0036, Total iter time: 5.4403 [2020-11-13 17:51:55,549][root][INFO] - ===> Epoch[649](16859/26): Loss -0.7885, Sem 0.0659, dir -0.9784, norm 0.1240, swav 0.0000 LR: 1.889e-02 Score 97.618 Data time: 0.1591, Forward time: 2.3099, Backward time: 3.0666, DDP time: 0.0036, Total iter time: 5.8721 [2020-11-13 17:52:00,643][root][INFO] - ===> Epoch[649](16860/26): Loss -0.7997, Sem 0.0699, dir -0.9785, norm 0.1090, swav 0.0000 LR: 1.889e-02 Score 97.470 Data time: 0.1387, Forward time: 2.3098, Backward time: 3.0666, DDP time: 0.0036, Total iter time: 5.0330 [2020-11-13 17:52:05,559][root][INFO] - ===> Epoch[649](16861/26): Loss -0.7831, Sem 0.0731, dir -0.9756, norm 0.1194, swav 0.0000 LR: 1.888e-02 Score 97.436 Data time: 0.1775, Forward time: 2.3097, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 4.8832 [2020-11-13 17:52:13,347][root][INFO] - ===> Epoch[649](16862/26): Loss -0.8003, Sem 0.0646, dir -0.9781, norm 0.1133, swav 0.0000 LR: 1.888e-02 Score 97.731 Data time: 0.0948, Forward time: 2.3093, Backward time: 3.0675, DDP time: 0.0036, Total iter time: 7.7097 [2020-11-13 17:52:18,705][root][INFO] - ===> Epoch[649](16863/26): Loss -0.7955, Sem 0.0670, dir -0.9780, norm 0.1156, swav 0.0000 LR: 1.887e-02 Score 97.607 Data time: 0.2299, Forward time: 2.3093, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 5.2842 [2020-11-13 17:52:25,134][root][INFO] - ===> Epoch[649](16864/26): Loss -0.7899, Sem 0.0714, dir -0.9771, norm 0.1158, swav 0.0000 LR: 1.887e-02 Score 97.416 Data time: 0.2627, Forward time: 2.3095, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 6.3171 [2020-11-13 17:52:30,452][root][INFO] - ===> Epoch[649](16865/26): Loss -0.7799, Sem 0.0751, dir -0.9762, norm 0.1212, swav 0.0000 LR: 1.886e-02 Score 97.316 Data time: 0.2246, Forward time: 2.3096, Backward time: 3.0672, DDP time: 0.0036, Total iter time: 5.1639 [2020-11-13 17:52:35,979][root][INFO] - ===> Epoch[649](16866/26): Loss -0.8017, Sem 0.0735, dir -0.9783, norm 0.1031, swav 0.0000 LR: 1.885e-02 Score 97.471 Data time: 0.2182, Forward time: 2.3096, Backward time: 3.0671, DDP time: 0.0036, Total iter time: 5.4061 [2020-11-13 17:52:41,688][root][INFO] - ===> Epoch[649](16867/26): Loss -0.7990, Sem 0.0618, dir -0.9778, norm 0.1171, swav 0.0000 LR: 1.885e-02 Score 97.745 Data time: 0.1465, Forward time: 2.3094, Backward time: 3.0672, DDP time: 0.0036, Total iter time: 5.5632 [2020-11-13 17:52:46,914][root][INFO] - ===> Epoch[649](16868/26): Loss -0.7983, Sem 0.0627, dir -0.9766, norm 0.1156, swav 0.0000 LR: 1.884e-02 Score 97.783 Data time: 0.1394, Forward time: 2.3092, Backward time: 3.0673, DDP time: 0.0036, Total iter time: 5.1551 [2020-11-13 17:52:53,239][root][INFO] - ===> Epoch[649](16869/26): Loss -0.8000, Sem 0.0677, dir -0.9783, norm 0.1106, swav 0.0000 LR: 1.884e-02 Score 97.553 Data time: 0.2890, Forward time: 2.3094, Backward time: 3.0673, DDP time: 0.0036, Total iter time: 6.3081 [2020-11-13 17:52:59,852][root][INFO] - ===> Epoch[649](16870/26): Loss -0.8007, Sem 0.0700, dir -0.9798, norm 0.1091, swav 0.0000 LR: 1.883e-02 Score 97.464 Data time: 0.2941, Forward time: 2.3095, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 6.4378 [2020-11-13 17:53:05,341][root][INFO] - ===> Epoch[649](16871/26): Loss -0.7954, Sem 0.0688, dir -0.9772, norm 0.1131, swav 0.0000 LR: 1.883e-02 Score 97.585 Data time: 0.2582, Forward time: 2.3097, Backward time: 3.0671, DDP time: 0.0036, Total iter time: 5.3378 [2020-11-13 17:53:11,500][root][INFO] - ===> Epoch[649](16872/26): Loss -0.7966, Sem 0.0662, dir -0.9803, norm 0.1174, swav 0.0000 LR: 1.882e-02 Score 97.570 Data time: 0.2227, Forward time: 2.3097, Backward time: 3.0672, DDP time: 0.0036, Total iter time: 5.9887 [2020-11-13 17:53:16,650][root][INFO] - ===> Epoch[649](16873/26): Loss -0.7871, Sem 0.0663, dir -0.9754, norm 0.1220, swav 0.0000 LR: 1.882e-02 Score 97.661 Data time: 0.1398, Forward time: 2.3095, Backward time: 3.0672, DDP time: 0.0036, Total iter time: 5.0333 [2020-11-13 17:53:21,681][root][INFO] - ===> Epoch[649](16874/26): Loss -0.8063, Sem 0.0615, dir -0.9810, norm 0.1131, swav 0.0000 LR: 1.881e-02 Score 97.836 Data time: 0.1765, Forward time: 2.3094, Backward time: 3.0671, DDP time: 0.0036, Total iter time: 4.9514 [2020-11-13 17:53:29,168][root][INFO] - ===> Epoch[649](16875/26): Loss -0.7842, Sem 0.0617, dir -0.9722, norm 0.1264, swav 0.0000 LR: 1.881e-02 Score 97.758 Data time: 0.2244, Forward time: 2.3094, Backward time: 3.0676, DDP time: 0.0036, Total iter time: 7.3392 [2020-11-13 17:53:35,925][root][INFO] - ===> Epoch[649](16876/26): Loss -0.8018, Sem 0.0656, dir -0.9775, norm 0.1102, swav 0.0000 LR: 1.880e-02 Score 97.625 Data time: 0.2895, Forward time: 2.3097, Backward time: 3.0675, DDP time: 0.0036, Total iter time: 6.5852 [2020-11-13 17:53:41,842][root][INFO] - ===> Epoch[649](16877/26): Loss -0.7923, Sem 0.0718, dir -0.9786, norm 0.1145, swav 0.0000 LR: 1.880e-02 Score 97.334 Data time: 0.2097, Forward time: 2.3097, Backward time: 3.0676, DDP time: 0.0036, Total iter time: 5.7441 [2020-11-13 17:53:47,732][root][INFO] - ===> Epoch[649](16878/26): Loss -0.8011, Sem 0.0721, dir -0.9810, norm 0.1077, swav 0.0000 LR: 1.879e-02 Score 97.422 Data time: 0.2718, Forward time: 2.3099, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 5.7652 [2020-11-13 17:53:54,609][root][INFO] - ===> Epoch[649](16879/26): Loss -0.7950, Sem 0.0658, dir -0.9789, norm 0.1180, swav 0.0000 LR: 1.878e-02 Score 97.728 Data time: 0.2447, Forward time: 2.3100, Backward time: 3.0676, DDP time: 0.0036, Total iter time: 6.6589 [2020-11-13 17:53:59,805][root][INFO] - ===> Epoch[649](16880/26): Loss -0.7969, Sem 0.0811, dir -0.9800, norm 0.1020, swav 0.0000 LR: 1.878e-02 Score 97.257 Data time: 0.1787, Forward time: 2.3099, Backward time: 3.0675, DDP time: 0.0036, Total iter time: 5.0650 [2020-11-13 17:54:06,866][root][INFO] - ===> Epoch[650](16881/26): Loss -0.7956, Sem 0.0617, dir -0.9784, norm 0.1210, swav 0.0000 LR: 1.877e-02 Score 97.774 Data time: 0.2885, Forward time: 2.3100, Backward time: 3.0678, DDP time: 0.0036, Total iter time: 6.9513 [2020-11-13 17:54:12,840][root][INFO] - ===> Epoch[650](16882/26): Loss -0.7981, Sem 0.0638, dir -0.9778, norm 0.1158, swav 0.0000 LR: 1.877e-02 Score 97.728 Data time: 0.2466, Forward time: 2.3102, Backward time: 3.0677, DDP time: 0.0036, Total iter time: 5.7982 [2020-11-13 17:54:17,941][root][INFO] - ===> Epoch[650](16883/26): Loss -0.8274, Sem 0.0595, dir -0.9821, norm 0.0952, swav 0.0000 LR: 1.876e-02 Score 97.913 Data time: 0.1866, Forward time: 2.3101, Backward time: 3.0675, DDP time: 0.0036, Total iter time: 4.9727 [2020-11-13 17:54:23,543][root][INFO] - ===> Epoch[650](16884/26): Loss -0.7978, Sem 0.0620, dir -0.9769, norm 0.1171, swav 0.0000 LR: 1.876e-02 Score 97.797 Data time: 0.2767, Forward time: 2.3103, Backward time: 3.0673, DDP time: 0.0036, Total iter time: 5.4850 [2020-11-13 17:54:29,944][root][INFO] - ===> Epoch[650](16885/26): Loss -0.8124, Sem 0.0640, dir -0.9825, norm 0.1061, swav 0.0000 LR: 1.875e-02 Score 97.727 Data time: 0.2145, Forward time: 2.3103, Backward time: 3.0675, DDP time: 0.0036, Total iter time: 6.2067 [2020-11-13 17:54:35,089][root][INFO] - ===> Epoch[650](16886/26): Loss -0.8006, Sem 0.0671, dir -0.9745, norm 0.1068, swav 0.0000 LR: 1.875e-02 Score 97.645 Data time: 0.1923, Forward time: 2.3102, Backward time: 3.0673, DDP time: 0.0036, Total iter time: 5.0251 [2020-11-13 17:54:40,687][root][INFO] - ===> Epoch[650](16887/26): Loss -0.8070, Sem 0.0652, dir -0.9793, norm 0.1072, swav 0.0000 LR: 1.874e-02 Score 97.588 Data time: 0.1752, Forward time: 2.3102, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 5.5018 [2020-11-13 17:54:46,884][root][INFO] - ===> Epoch[650](16888/26): Loss -0.8190, Sem 0.0613, dir -0.9798, norm 0.0995, swav 0.0000 LR: 1.874e-02 Score 97.794 Data time: 0.1940, Forward time: 2.3101, Backward time: 3.0676, DDP time: 0.0036, Total iter time: 6.0437 [2020-11-13 17:54:52,819][root][INFO] - ===> Epoch[650](16889/26): Loss -0.7981, Sem 0.0573, dir -0.9742, norm 0.1189, swav 0.0000 LR: 1.873e-02 Score 97.974 Data time: 0.2562, Forward time: 2.3101, Backward time: 3.0676, DDP time: 0.0036, Total iter time: 5.7727 [2020-11-13 17:54:58,636][root][INFO] - ===> Epoch[650](16890/26): Loss -0.7980, Sem 0.0685, dir -0.9779, norm 0.1114, swav 0.0000 LR: 1.872e-02 Score 97.568 Data time: 0.2110, Forward time: 2.3099, Backward time: 3.0677, DDP time: 0.0036, Total iter time: 5.7289 [2020-11-13 17:55:03,979][root][INFO] - ===> Epoch[650](16891/26): Loss -0.7838, Sem 0.0782, dir -0.9792, norm 0.1173, swav 0.0000 LR: 1.872e-02 Score 97.371 Data time: 0.1936, Forward time: 2.3098, Backward time: 3.0677, DDP time: 0.0036, Total iter time: 5.2374 [2020-11-13 17:55:08,963][root][INFO] - ===> Epoch[650](16892/26): Loss -0.7966, Sem 0.0697, dir -0.9791, norm 0.1128, swav 0.0000 LR: 1.871e-02 Score 97.515 Data time: 0.2067, Forward time: 2.3098, Backward time: 3.0675, DDP time: 0.0036, Total iter time: 4.8131 [2020-11-13 17:55:14,454][root][INFO] - ===> Epoch[650](16893/26): Loss -0.8092, Sem 0.0640, dir -0.9762, norm 0.1031, swav 0.0000 LR: 1.871e-02 Score 97.757 Data time: 0.2312, Forward time: 2.3098, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 5.3230 [2020-11-13 17:55:20,487][root][INFO] - ===> Epoch[650](16894/26): Loss -0.7935, Sem 0.0711, dir -0.9800, norm 0.1153, swav 0.0000 LR: 1.870e-02 Score 97.414 Data time: 0.3010, Forward time: 2.3100, Backward time: 3.0672, DDP time: 0.0036, Total iter time: 5.9102 [2020-11-13 17:55:26,307][root][INFO] - ===> Epoch[650](16895/26): Loss -0.8010, Sem 0.0645, dir -0.9790, norm 0.1135, swav 0.0000 LR: 1.870e-02 Score 97.667 Data time: 0.1943, Forward time: 2.3100, Backward time: 3.0673, DDP time: 0.0036, Total iter time: 5.6623 [2020-11-13 17:55:33,208][root][INFO] - ===> Epoch[650](16896/26): Loss -0.7881, Sem 0.0754, dir -0.9769, norm 0.1134, swav 0.0000 LR: 1.869e-02 Score 97.303 Data time: 0.1677, Forward time: 2.3099, Backward time: 3.0677, DDP time: 0.0036, Total iter time: 6.7623 [2020-11-13 17:55:39,261][root][INFO] - ===> Epoch[650](16897/26): Loss -0.8094, Sem 0.0679, dir -0.9808, norm 0.1036, swav 0.0000 LR: 1.869e-02 Score 97.519 Data time: 0.2172, Forward time: 2.3099, Backward time: 3.0677, DDP time: 0.0036, Total iter time: 5.9608 [2020-11-13 17:55:44,971][root][INFO] - ===> Epoch[650](16898/26): Loss -0.8066, Sem 0.0659, dir -0.9789, norm 0.1064, swav 0.0000 LR: 1.868e-02 Score 97.622 Data time: 0.1819, Forward time: 2.3098, Backward time: 3.0678, DDP time: 0.0036, Total iter time: 5.5563 [2020-11-13 17:55:52,553][root][INFO] - ===> Epoch[650](16899/26): Loss -0.7946, Sem 0.0655, dir -0.9771, norm 0.1170, swav 0.0000 LR: 1.868e-02 Score 97.676 Data time: 0.1750, Forward time: 2.3097, Backward time: 3.0685, DDP time: 0.0036, Total iter time: 7.4778 [2020-11-13 17:55:59,439][root][INFO] - ===> Epoch[650](16900/26): Loss -0.7910, Sem 0.0743, dir -0.9766, norm 0.1113, swav 0.0000 LR: 1.867e-02 Score 97.279 Data time: 0.2484, Forward time: 2.3098, Backward time: 3.0687, DDP time: 0.0036, Total iter time: 6.7568 [2020-11-13 17:56:05,357][root][INFO] - ===> Epoch[650](16901/26): Loss -0.7957, Sem 0.0701, dir -0.9761, norm 0.1103, swav 0.0000 LR: 1.866e-02 Score 97.558 Data time: 0.2003, Forward time: 2.3098, Backward time: 3.0687, DDP time: 0.0036, Total iter time: 5.7561 [2020-11-13 17:56:10,279][root][INFO] - ===> Epoch[650](16902/26): Loss -0.8082, Sem 0.0746, dir -0.9818, norm 0.0990, swav 0.0000 LR: 1.866e-02 Score 97.304 Data time: 0.1470, Forward time: 2.3096, Backward time: 3.0687, DDP time: 0.0036, Total iter time: 4.7924 [2020-11-13 17:56:16,310][root][INFO] - ===> Epoch[650](16903/26): Loss -0.8129, Sem 0.0615, dir -0.9803, norm 0.1059, swav 0.0000 LR: 1.865e-02 Score 97.776 Data time: 0.2100, Forward time: 2.3095, Backward time: 3.0688, DDP time: 0.0036, Total iter time: 5.9386 [2020-11-13 17:56:22,223][root][INFO] - ===> Epoch[650](16904/26): Loss -0.7907, Sem 0.0677, dir -0.9739, norm 0.1155, swav 0.0000 LR: 1.865e-02 Score 97.578 Data time: 0.1745, Forward time: 2.3093, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 5.7886 [2020-11-13 17:56:28,338][root][INFO] - ===> Epoch[650](16905/26): Loss -0.8096, Sem 0.0611, dir -0.9766, norm 0.1060, swav 0.0000 LR: 1.864e-02 Score 97.805 Data time: 0.2624, Forward time: 2.3093, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 6.0281 [2020-11-13 17:56:33,627][root][INFO] - ===> Epoch[650](16906/26): Loss -0.7851, Sem 0.0715, dir -0.9766, norm 0.1199, swav 0.0000 LR: 1.864e-02 Score 97.405 Data time: 0.2408, Forward time: 2.3094, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 5.1148 [2020-11-13 17:56:39,286][root][INFO] - ===> Epoch[651](16907/26): Loss -0.7902, Sem 0.0669, dir -0.9796, norm 0.1226, swav 0.0000 LR: 1.863e-02 Score 97.613 Data time: 0.2674, Forward time: 2.3095, Backward time: 3.0687, DDP time: 0.0036, Total iter time: 5.5382 [2020-11-13 17:56:45,828][root][INFO] - ===> Epoch[651](16908/26): Loss -0.8050, Sem 0.0662, dir -0.9784, norm 0.1072, swav 0.0000 LR: 1.863e-02 Score 97.586 Data time: 0.2377, Forward time: 2.3096, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 6.4186 [2020-11-13 17:56:50,795][root][INFO] - ===> Epoch[651](16909/26): Loss -0.8067, Sem 0.0615, dir -0.9800, norm 0.1118, swav 0.0000 LR: 1.862e-02 Score 97.860 Data time: 0.2378, Forward time: 2.3097, Backward time: 3.0685, DDP time: 0.0036, Total iter time: 4.8430 [2020-11-13 17:56:55,651][root][INFO] - ===> Epoch[651](16910/26): Loss -0.8100, Sem 0.0615, dir -0.9814, norm 0.1099, swav 0.0000 LR: 1.862e-02 Score 97.806 Data time: 0.1740, Forward time: 2.3095, Backward time: 3.0684, DDP time: 0.0036, Total iter time: 4.7261 [2020-11-13 17:57:01,781][root][INFO] - ===> Epoch[651](16911/26): Loss -0.8205, Sem 0.0585, dir -0.9805, norm 0.1015, swav 0.0000 LR: 1.861e-02 Score 97.902 Data time: 0.1675, Forward time: 2.3094, Backward time: 3.0686, DDP time: 0.0036, Total iter time: 6.0455 [2020-11-13 17:57:08,103][root][INFO] - ===> Epoch[651](16912/26): Loss -0.7910, Sem 0.0684, dir -0.9798, norm 0.1204, swav 0.0000 LR: 1.861e-02 Score 97.534 Data time: 0.2430, Forward time: 2.3094, Backward time: 3.0688, DDP time: 0.0036, Total iter time: 6.1874 [2020-11-13 17:57:14,812][root][INFO] - ===> Epoch[651](16913/26): Loss -0.8157, Sem 0.0584, dir -0.9793, norm 0.1052, swav 0.0000 LR: 1.860e-02 Score 97.902 Data time: 0.2189, Forward time: 2.3094, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 6.5700 [2020-11-13 17:57:20,361][root][INFO] - ===> Epoch[651](16914/26): Loss -0.8007, Sem 0.0687, dir -0.9790, norm 0.1096, swav 0.0000 LR: 1.859e-02 Score 97.511 Data time: 0.1607, Forward time: 2.3092, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 5.4213 [2020-11-13 17:57:26,497][root][INFO] - ===> Epoch[651](16915/26): Loss -0.7904, Sem 0.0749, dir -0.9796, norm 0.1143, swav 0.0000 LR: 1.859e-02 Score 97.246 Data time: 0.3619, Forward time: 2.3094, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 6.0112 [2020-11-13 17:57:33,858][root][INFO] - ===> Epoch[651](16916/26): Loss -0.7798, Sem 0.0722, dir -0.9752, norm 0.1232, swav 0.0000 LR: 1.858e-02 Score 97.368 Data time: 0.3529, Forward time: 2.3099, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 7.1866 [2020-11-13 17:57:40,137][root][INFO] - ===> Epoch[651](16917/26): Loss -0.7995, Sem 0.0672, dir -0.9773, norm 0.1105, swav 0.0000 LR: 1.858e-02 Score 97.529 Data time: 0.2897, Forward time: 2.3101, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 6.1039 [2020-11-13 17:57:45,978][root][INFO] - ===> Epoch[651](16918/26): Loss -0.7801, Sem 0.0706, dir -0.9757, norm 0.1251, swav 0.0000 LR: 1.857e-02 Score 97.541 Data time: 0.2300, Forward time: 2.3102, Backward time: 3.0688, DDP time: 0.0036, Total iter time: 5.7411 [2020-11-13 17:57:52,968][root][INFO] - ===> Epoch[651](16919/26): Loss -0.7969, Sem 0.0666, dir -0.9773, norm 0.1139, swav 0.0000 LR: 1.857e-02 Score 97.667 Data time: 0.1873, Forward time: 2.3101, Backward time: 3.0692, DDP time: 0.0036, Total iter time: 6.8446 [2020-11-13 17:57:58,551][root][INFO] - ===> Epoch[651](16920/26): Loss -0.7890, Sem 0.0728, dir -0.9775, norm 0.1156, swav 0.0000 LR: 1.856e-02 Score 97.351 Data time: 0.2543, Forward time: 2.3103, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 5.4891 [2020-11-13 17:58:03,594][root][INFO] - ===> Epoch[651](16921/26): Loss -0.8035, Sem 0.0671, dir -0.9796, norm 0.1091, swav 0.0000 LR: 1.856e-02 Score 97.509 Data time: 0.1942, Forward time: 2.3102, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 4.8898 [2020-11-13 17:58:09,827][root][INFO] - ===> Epoch[651](16922/26): Loss -0.8090, Sem 0.0637, dir -0.9800, norm 0.1073, swav 0.0000 LR: 1.855e-02 Score 97.738 Data time: 0.2347, Forward time: 2.3103, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 6.1072 [2020-11-13 17:58:15,983][root][INFO] - ===> Epoch[651](16923/26): Loss -0.8062, Sem 0.0653, dir -0.9796, norm 0.1082, swav 0.0000 LR: 1.855e-02 Score 97.673 Data time: 0.2467, Forward time: 2.3104, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 5.9950 [2020-11-13 17:58:20,825][root][INFO] - ===> Epoch[651](16924/26): Loss -0.8010, Sem 0.0734, dir -0.9794, norm 0.1050, swav 0.0000 LR: 1.854e-02 Score 97.323 Data time: 0.2544, Forward time: 2.3105, Backward time: 3.0686, DDP time: 0.0036, Total iter time: 4.6773 [2020-11-13 17:58:27,700][root][INFO] - ===> Epoch[651](16925/26): Loss -0.7746, Sem 0.0715, dir -0.9737, norm 0.1276, swav 0.0000 LR: 1.853e-02 Score 97.453 Data time: 0.3818, Forward time: 2.3108, Backward time: 3.0685, DDP time: 0.0036, Total iter time: 6.7620 [2020-11-13 17:58:34,959][root][INFO] - ===> Epoch[651](16926/26): Loss -0.7856, Sem 0.0650, dir -0.9759, norm 0.1253, swav 0.0000 LR: 1.853e-02 Score 97.688 Data time: 0.2064, Forward time: 2.3108, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 7.0608 [2020-11-13 17:58:40,600][root][INFO] - ===> Epoch[651](16927/26): Loss -0.8064, Sem 0.0647, dir -0.9793, norm 0.1082, swav 0.0000 LR: 1.852e-02 Score 97.621 Data time: 0.1854, Forward time: 2.3107, Backward time: 3.0689, DDP time: 0.0036, Total iter time: 5.4957 [2020-11-13 17:58:47,666][root][INFO] - ===> Epoch[651](16928/26): Loss -0.7910, Sem 0.0801, dir -0.9782, norm 0.1070, swav 0.0000 LR: 1.852e-02 Score 97.147 Data time: 0.1877, Forward time: 2.3107, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 6.9030 [2020-11-13 17:58:53,423][root][INFO] - ===> Epoch[651](16929/26): Loss -0.7781, Sem 0.0760, dir -0.9755, norm 0.1213, swav 0.0000 LR: 1.851e-02 Score 97.294 Data time: 0.2108, Forward time: 2.3107, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 5.6461 [2020-11-13 17:58:59,141][root][INFO] - ===> Epoch[651](16930/26): Loss -0.8013, Sem 0.0694, dir -0.9800, norm 0.1092, swav 0.0000 LR: 1.851e-02 Score 97.455 Data time: 0.1798, Forward time: 2.3106, Backward time: 3.0694, DDP time: 0.0036, Total iter time: 5.5333 [2020-11-13 17:59:05,345][root][INFO] - ===> Epoch[651](16931/26): Loss -0.8170, Sem 0.0598, dir -0.9825, norm 0.1057, swav 0.0000 LR: 1.850e-02 Score 97.851 Data time: 0.1588, Forward time: 2.3104, Backward time: 3.0697, DDP time: 0.0036, Total iter time: 6.1020 [2020-11-13 17:59:10,701][root][INFO] - ===> Epoch[651](16932/26): Loss -0.8091, Sem 0.0613, dir -0.9792, norm 0.1089, swav 0.0000 LR: 1.850e-02 Score 97.802 Data time: 0.3072, Forward time: 2.3105, Backward time: 3.0694, DDP time: 0.0036, Total iter time: 5.2509 [2020-11-13 17:59:16,976][root][INFO] - ===> Epoch[652](16933/26): Loss -0.7960, Sem 0.0688, dir -0.9771, norm 0.1123, swav 0.0000 LR: 1.849e-02 Score 97.511 Data time: 0.2795, Forward time: 2.3108, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 6.1171 [2020-11-13 17:59:22,871][root][INFO] - ===> Epoch[652](16934/26): Loss -0.7922, Sem 0.0675, dir -0.9776, norm 0.1178, swav 0.0000 LR: 1.849e-02 Score 97.599 Data time: 0.2172, Forward time: 2.3108, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 5.7419 [2020-11-13 17:59:28,230][root][INFO] - ===> Epoch[652](16935/26): Loss -0.7853, Sem 0.0691, dir -0.9787, norm 0.1243, swav 0.0000 LR: 1.848e-02 Score 97.578 Data time: 0.2592, Forward time: 2.3109, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 5.2275 [2020-11-13 17:59:33,669][root][INFO] - ===> Epoch[652](16936/26): Loss -0.8093, Sem 0.0614, dir -0.9783, norm 0.1076, swav 0.0000 LR: 1.848e-02 Score 97.872 Data time: 0.2078, Forward time: 2.3107, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 5.3133 [2020-11-13 17:59:38,804][root][INFO] - ===> Epoch[652](16937/26): Loss -0.8118, Sem 0.0631, dir -0.9755, norm 0.1007, swav 0.0000 LR: 1.847e-02 Score 97.746 Data time: 0.1656, Forward time: 2.3106, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 5.0072 [2020-11-13 17:59:44,708][root][INFO] - ===> Epoch[652](16938/26): Loss -0.8216, Sem 0.0597, dir -0.9840, norm 0.1027, swav 0.0000 LR: 1.846e-02 Score 97.903 Data time: 0.1648, Forward time: 2.3105, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 5.8041 [2020-11-13 17:59:50,601][root][INFO] - ===> Epoch[652](16939/26): Loss -0.8108, Sem 0.0570, dir -0.9757, norm 0.1079, swav 0.0000 LR: 1.846e-02 Score 97.990 Data time: 0.1823, Forward time: 2.3103, Backward time: 3.0695, DDP time: 0.0036, Total iter time: 5.7774 [2020-11-13 17:59:57,308][root][INFO] - ===> Epoch[652](16940/26): Loss -0.8004, Sem 0.0685, dir -0.9797, norm 0.1108, swav 0.0000 LR: 1.845e-02 Score 97.591 Data time: 0.3634, Forward time: 2.3106, Backward time: 3.0694, DDP time: 0.0036, Total iter time: 6.5810 [2020-11-13 18:00:02,745][root][INFO] - ===> Epoch[652](16941/26): Loss -0.8146, Sem 0.0659, dir -0.9796, norm 0.0991, swav 0.0000 LR: 1.845e-02 Score 97.655 Data time: 0.2575, Forward time: 2.3108, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 5.2864 [2020-11-13 18:00:08,091][root][INFO] - ===> Epoch[652](16942/26): Loss -0.8133, Sem 0.0627, dir -0.9822, norm 0.1063, swav 0.0000 LR: 1.844e-02 Score 97.727 Data time: 0.1523, Forward time: 2.3106, Backward time: 3.0692, DDP time: 0.0036, Total iter time: 5.1707 [2020-11-13 18:00:13,619][root][INFO] - ===> Epoch[652](16943/26): Loss -0.7951, Sem 0.0758, dir -0.9789, norm 0.1080, swav 0.0000 LR: 1.844e-02 Score 97.333 Data time: 0.1258, Forward time: 2.3104, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 5.4383 [2020-11-13 18:00:20,587][root][INFO] - ===> Epoch[652](16944/26): Loss -0.7859, Sem 0.0772, dir -0.9772, norm 0.1142, swav 0.0000 LR: 1.843e-02 Score 97.320 Data time: 0.1181, Forward time: 2.3101, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 6.9298 [2020-11-13 18:00:26,907][root][INFO] - ===> Epoch[652](16945/26): Loss -0.7810, Sem 0.0784, dir -0.9788, norm 0.1193, swav 0.0000 LR: 1.843e-02 Score 97.233 Data time: 0.1675, Forward time: 2.3101, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 6.2706 [2020-11-13 18:00:32,233][root][INFO] - ===> Epoch[652](16946/26): Loss -0.8143, Sem 0.0548, dir -0.9764, norm 0.1073, swav 0.0000 LR: 1.842e-02 Score 98.039 Data time: 0.2036, Forward time: 2.3100, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.1704 [2020-11-13 18:00:38,938][root][INFO] - ===> Epoch[652](16947/26): Loss -0.7978, Sem 0.0776, dir -0.9801, norm 0.1046, swav 0.0000 LR: 1.842e-02 Score 97.258 Data time: 0.2428, Forward time: 2.3101, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 6.5798 [2020-11-13 18:00:43,950][root][INFO] - ===> Epoch[652](16948/26): Loss -0.8123, Sem 0.0612, dir -0.9797, norm 0.1062, swav 0.0000 LR: 1.841e-02 Score 97.843 Data time: 0.2132, Forward time: 2.3101, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 4.8466 [2020-11-13 18:00:50,711][root][INFO] - ===> Epoch[652](16949/26): Loss -0.8041, Sem 0.0655, dir -0.9797, norm 0.1101, swav 0.0000 LR: 1.840e-02 Score 97.670 Data time: 0.1793, Forward time: 2.3101, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 6.6552 [2020-11-13 18:00:55,877][root][INFO] - ===> Epoch[652](16950/26): Loss -0.7974, Sem 0.0728, dir -0.9804, norm 0.1102, swav 0.0000 LR: 1.840e-02 Score 97.369 Data time: 0.1740, Forward time: 2.3099, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 5.0455 [2020-11-13 18:01:02,709][root][INFO] - ===> Epoch[652](16951/26): Loss -0.8079, Sem 0.0634, dir -0.9784, norm 0.1071, swav 0.0000 LR: 1.839e-02 Score 97.680 Data time: 0.2929, Forward time: 2.3102, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 6.7591 [2020-11-13 18:01:07,436][root][INFO] - ===> Epoch[652](16952/26): Loss -0.8236, Sem 0.0564, dir -0.9814, norm 0.1013, swav 0.0000 LR: 1.839e-02 Score 97.938 Data time: 0.1935, Forward time: 2.3101, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 4.5358 [2020-11-13 18:01:13,039][root][INFO] - ===> Epoch[652](16953/26): Loss -0.7916, Sem 0.0726, dir -0.9784, norm 0.1142, swav 0.0000 LR: 1.838e-02 Score 97.361 Data time: 0.2638, Forward time: 2.3102, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.4598 [2020-11-13 18:01:19,182][root][INFO] - ===> Epoch[652](16954/26): Loss -0.7958, Sem 0.0700, dir -0.9791, norm 0.1133, swav 0.0000 LR: 1.838e-02 Score 97.554 Data time: 0.2114, Forward time: 2.3102, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.0009 [2020-11-13 18:01:24,478][root][INFO] - ===> Epoch[652](16955/26): Loss -0.7843, Sem 0.0703, dir -0.9731, norm 0.1185, swav 0.0000 LR: 1.837e-02 Score 97.500 Data time: 0.2146, Forward time: 2.3102, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.1570 [2020-11-13 18:01:30,834][root][INFO] - ===> Epoch[652](16956/26): Loss -0.8004, Sem 0.0657, dir -0.9792, norm 0.1131, swav 0.0000 LR: 1.837e-02 Score 97.600 Data time: 0.1598, Forward time: 2.3100, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 6.1930 [2020-11-13 18:01:37,816][root][INFO] - ===> Epoch[652](16957/26): Loss -0.7851, Sem 0.0650, dir -0.9772, norm 0.1272, swav 0.0000 LR: 1.836e-02 Score 97.634 Data time: 0.2478, Forward time: 2.3101, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 6.8962 [2020-11-13 18:01:44,092][root][INFO] - ===> Epoch[652](16958/26): Loss -0.7947, Sem 0.0713, dir -0.9774, norm 0.1114, swav 0.0000 LR: 1.836e-02 Score 97.491 Data time: 0.1917, Forward time: 2.3101, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 6.1121 [2020-11-13 18:01:49,974][root][INFO] - ===> Epoch[653](16959/26): Loss -0.8077, Sem 0.0634, dir -0.9756, norm 0.1046, swav 0.0000 LR: 1.835e-02 Score 97.700 Data time: 0.2138, Forward time: 2.3101, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 5.7755 [2020-11-13 18:01:56,666][root][INFO] - ===> Epoch[653](16960/26): Loss -0.7971, Sem 0.0726, dir -0.9788, norm 0.1091, swav 0.0000 LR: 1.834e-02 Score 97.375 Data time: 0.3300, Forward time: 2.3103, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 6.5168 [2020-11-13 18:02:01,523][root][INFO] - ===> Epoch[653](16961/26): Loss -0.8080, Sem 0.0609, dir -0.9789, norm 0.1100, swav 0.0000 LR: 1.834e-02 Score 97.859 Data time: 0.2143, Forward time: 2.3104, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 4.6982 [2020-11-13 18:02:07,255][root][INFO] - ===> Epoch[653](16962/26): Loss -0.7956, Sem 0.0596, dir -0.9790, norm 0.1238, swav 0.0000 LR: 1.833e-02 Score 97.869 Data time: 0.1618, Forward time: 2.3102, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.6029 [2020-11-13 18:02:13,063][root][INFO] - ===> Epoch[653](16963/26): Loss -0.8085, Sem 0.0667, dir -0.9795, norm 0.1043, swav 0.0000 LR: 1.833e-02 Score 97.576 Data time: 0.2306, Forward time: 2.3101, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 5.6975 [2020-11-13 18:02:18,832][root][INFO] - ===> Epoch[653](16964/26): Loss -0.8078, Sem 0.0596, dir -0.9786, norm 0.1112, swav 0.0000 LR: 1.832e-02 Score 97.890 Data time: 0.2438, Forward time: 2.3102, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.6453 [2020-11-13 18:02:24,322][root][INFO] - ===> Epoch[653](16965/26): Loss -0.7993, Sem 0.0664, dir -0.9768, norm 0.1112, swav 0.0000 LR: 1.832e-02 Score 97.661 Data time: 0.2019, Forward time: 2.3102, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.3559 [2020-11-13 18:02:30,413][root][INFO] - ===> Epoch[653](16966/26): Loss -0.8003, Sem 0.0647, dir -0.9771, norm 0.1121, swav 0.0000 LR: 1.831e-02 Score 97.633 Data time: 0.2153, Forward time: 2.3102, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.9288 [2020-11-13 18:02:36,588][root][INFO] - ===> Epoch[653](16967/26): Loss -0.8016, Sem 0.0704, dir -0.9798, norm 0.1079, swav 0.0000 LR: 1.831e-02 Score 97.499 Data time: 0.1393, Forward time: 2.3100, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 6.0022 [2020-11-13 18:02:41,284][root][INFO] - ===> Epoch[653](16968/26): Loss -0.8246, Sem 0.0606, dir -0.9835, norm 0.0983, swav 0.0000 LR: 1.830e-02 Score 97.761 Data time: 0.2331, Forward time: 2.3100, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 4.5807 [2020-11-13 18:02:46,436][root][INFO] - ===> Epoch[653](16969/26): Loss -0.7903, Sem 0.0783, dir -0.9798, norm 0.1111, swav 0.0000 LR: 1.830e-02 Score 97.156 Data time: 0.2450, Forward time: 2.3101, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.0085 [2020-11-13 18:02:52,495][root][INFO] - ===> Epoch[653](16970/26): Loss -0.7915, Sem 0.0732, dir -0.9782, norm 0.1136, swav 0.0000 LR: 1.829e-02 Score 97.334 Data time: 0.1964, Forward time: 2.3101, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.9049 [2020-11-13 18:02:58,492][root][INFO] - ===> Epoch[653](16971/26): Loss -0.7935, Sem 0.0630, dir -0.9761, norm 0.1196, swav 0.0000 LR: 1.828e-02 Score 97.798 Data time: 0.2308, Forward time: 2.3102, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.8412 [2020-11-13 18:03:03,992][root][INFO] - ===> Epoch[653](16972/26): Loss -0.8108, Sem 0.0658, dir -0.9783, norm 0.1016, swav 0.0000 LR: 1.828e-02 Score 97.656 Data time: 0.2196, Forward time: 2.3102, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.3346 [2020-11-13 18:03:09,766][root][INFO] - ===> Epoch[653](16973/26): Loss -0.8009, Sem 0.0669, dir -0.9742, norm 0.1064, swav 0.0000 LR: 1.827e-02 Score 97.592 Data time: 0.1831, Forward time: 2.3100, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.6398 [2020-11-13 18:03:15,917][root][INFO] - ===> Epoch[653](16974/26): Loss -0.8138, Sem 0.0628, dir -0.9820, norm 0.1054, swav 0.0000 LR: 1.827e-02 Score 97.769 Data time: 0.2774, Forward time: 2.3103, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 6.0646 [2020-11-13 18:03:21,725][root][INFO] - ===> Epoch[653](16975/26): Loss -0.8055, Sem 0.0654, dir -0.9799, norm 0.1090, swav 0.0000 LR: 1.826e-02 Score 97.669 Data time: 0.1972, Forward time: 2.3102, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.6414 [2020-11-13 18:03:27,088][root][INFO] - ===> Epoch[653](16976/26): Loss -0.7921, Sem 0.0676, dir -0.9783, norm 0.1186, swav 0.0000 LR: 1.826e-02 Score 97.570 Data time: 0.1609, Forward time: 2.3101, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.2680 [2020-11-13 18:03:32,355][root][INFO] - ===> Epoch[653](16977/26): Loss -0.7850, Sem 0.0743, dir -0.9771, norm 0.1179, swav 0.0000 LR: 1.825e-02 Score 97.305 Data time: 0.1445, Forward time: 2.3099, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.1681 [2020-11-13 18:03:37,715][root][INFO] - ===> Epoch[653](16978/26): Loss -0.8119, Sem 0.0674, dir -0.9810, norm 0.1018, swav 0.0000 LR: 1.825e-02 Score 97.547 Data time: 0.2091, Forward time: 2.3099, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.2840 [2020-11-13 18:03:42,306][root][INFO] - ===> Epoch[653](16979/26): Loss -0.7940, Sem 0.0710, dir -0.9795, norm 0.1145, swav 0.0000 LR: 1.824e-02 Score 97.442 Data time: 0.1853, Forward time: 2.3099, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 4.4380 [2020-11-13 18:03:48,917][root][INFO] - ===> Epoch[653](16980/26): Loss -0.7973, Sem 0.0693, dir -0.9788, norm 0.1122, swav 0.0000 LR: 1.824e-02 Score 97.600 Data time: 0.1696, Forward time: 2.3097, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 6.4922 [2020-11-13 18:03:53,726][root][INFO] - ===> Epoch[653](16981/26): Loss -0.7957, Sem 0.0735, dir -0.9762, norm 0.1070, swav 0.0000 LR: 1.823e-02 Score 97.410 Data time: 0.2146, Forward time: 2.3098, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 4.7029 [2020-11-13 18:04:00,235][root][INFO] - ===> Epoch[653](16982/26): Loss -0.8005, Sem 0.0661, dir -0.9805, norm 0.1139, swav 0.0000 LR: 1.823e-02 Score 97.623 Data time: 0.2389, Forward time: 2.3097, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 6.3584 [2020-11-13 18:04:06,075][root][INFO] - ===> Epoch[653](16983/26): Loss -0.8032, Sem 0.0656, dir -0.9767, norm 0.1079, swav 0.0000 LR: 1.822e-02 Score 97.674 Data time: 0.1857, Forward time: 2.3096, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 5.7088 [2020-11-13 18:04:11,838][root][INFO] - ===> Epoch[653](16984/26): Loss -0.7999, Sem 0.0703, dir -0.9790, norm 0.1088, swav 0.0000 LR: 1.821e-02 Score 97.531 Data time: 0.2028, Forward time: 2.3096, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.6519 [2020-11-13 18:04:17,708][root][INFO] - ===> Epoch[654](16985/26): Loss -0.8040, Sem 0.0627, dir -0.9757, norm 0.1090, swav 0.0000 LR: 1.821e-02 Score 97.770 Data time: 0.1976, Forward time: 2.3095, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 5.7080 [2020-11-13 18:04:24,162][root][INFO] - ===> Epoch[654](16986/26): Loss -0.7938, Sem 0.0727, dir -0.9783, norm 0.1119, swav 0.0000 LR: 1.820e-02 Score 97.493 Data time: 0.2165, Forward time: 2.3096, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 6.3455 [2020-11-13 18:04:30,152][root][INFO] - ===> Epoch[654](16987/26): Loss -0.8235, Sem 0.0619, dir -0.9819, norm 0.0965, swav 0.0000 LR: 1.820e-02 Score 97.762 Data time: 0.2060, Forward time: 2.3096, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 5.8586 [2020-11-13 18:04:36,040][root][INFO] - ===> Epoch[654](16988/26): Loss -0.7784, Sem 0.0721, dir -0.9741, norm 0.1236, swav 0.0000 LR: 1.819e-02 Score 97.431 Data time: 0.1797, Forward time: 2.3094, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 5.7952 [2020-11-13 18:04:42,660][root][INFO] - ===> Epoch[654](16989/26): Loss -0.8068, Sem 0.0643, dir -0.9794, norm 0.1083, swav 0.0000 LR: 1.819e-02 Score 97.696 Data time: 0.2876, Forward time: 2.3097, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 6.5337 [2020-11-13 18:04:48,066][root][INFO] - ===> Epoch[654](16990/26): Loss -0.8029, Sem 0.0715, dir -0.9791, norm 0.1048, swav 0.0000 LR: 1.818e-02 Score 97.439 Data time: 0.2384, Forward time: 2.3098, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 5.2432 [2020-11-13 18:04:53,919][root][INFO] - ===> Epoch[654](16991/26): Loss -0.8123, Sem 0.0566, dir -0.9757, norm 0.1069, swav 0.0000 LR: 1.818e-02 Score 97.976 Data time: 0.1942, Forward time: 2.3097, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 5.7030 [2020-11-13 18:05:00,922][root][INFO] - ===> Epoch[654](16992/26): Loss -0.8018, Sem 0.0626, dir -0.9787, norm 0.1144, swav 0.0000 LR: 1.817e-02 Score 97.876 Data time: 0.1311, Forward time: 2.3095, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 6.9003 [2020-11-13 18:05:06,641][root][INFO] - ===> Epoch[654](16993/26): Loss -0.8045, Sem 0.0616, dir -0.9773, norm 0.1112, swav 0.0000 LR: 1.817e-02 Score 97.806 Data time: 0.1837, Forward time: 2.3095, Backward time: 3.0713, DDP time: 0.0036, Total iter time: 5.6730 [2020-11-13 18:05:11,571][root][INFO] - ===> Epoch[654](16994/26): Loss -0.8062, Sem 0.0659, dir -0.9783, norm 0.1062, swav 0.0000 LR: 1.816e-02 Score 97.688 Data time: 0.2044, Forward time: 2.3094, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 4.8226 [2020-11-13 18:05:17,160][root][INFO] - ===> Epoch[654](16995/26): Loss -0.8135, Sem 0.0572, dir -0.9801, norm 0.1094, swav 0.0000 LR: 1.815e-02 Score 97.928 Data time: 0.2376, Forward time: 2.3095, Backward time: 3.0709, DDP time: 0.0036, Total iter time: 5.4499 [2020-11-13 18:05:22,398][root][INFO] - ===> Epoch[654](16996/26): Loss -0.8000, Sem 0.0667, dir -0.9776, norm 0.1109, swav 0.0000 LR: 1.815e-02 Score 97.578 Data time: 0.2334, Forward time: 2.3095, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 5.0880 [2020-11-13 18:05:29,577][root][INFO] - ===> Epoch[654](16997/26): Loss -0.8064, Sem 0.0674, dir -0.9798, norm 0.1061, swav 0.0000 LR: 1.814e-02 Score 97.528 Data time: 0.3300, Forward time: 2.3098, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 7.0560 [2020-11-13 18:05:36,828][root][INFO] - ===> Epoch[654](16998/26): Loss -0.8065, Sem 0.0701, dir -0.9816, norm 0.1050, swav 0.0000 LR: 1.814e-02 Score 97.464 Data time: 0.1657, Forward time: 2.3097, Backward time: 3.0714, DDP time: 0.0036, Total iter time: 7.0759 [2020-11-13 18:05:42,547][root][INFO] - ===> Epoch[654](16999/26): Loss -0.8138, Sem 0.0613, dir -0.9798, norm 0.1047, swav 0.0000 LR: 1.813e-02 Score 97.847 Data time: 0.2026, Forward time: 2.3097, Backward time: 3.0714, DDP time: 0.0036, Total iter time: 5.6373 [2020-11-13 18:05:47,569][root][INFO] - ===> Epoch[654](17000/26): Loss -0.7852, Sem 0.0706, dir -0.9741, norm 0.1182, swav 0.0000 LR: 1.813e-02 Score 97.458 Data time: 0.2161, Forward time: 2.3097, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 4.8797 [2020-11-13 18:05:48,339][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 18:05:48,522][root][INFO] - ===> Start testing [2020-11-13 18:07:19,895][root][INFO] - 101/312: Data time: 0.0103, Iter time: 0.3478 Loss 0.135 (AVG: 0.496) Score 95.892 (AVG: 89.775) mIOU 71.901 mAP 75.236 mAcc 79.235 IOU: 84.832 96.786 58.066 83.009 92.171 83.938 77.767 62.076 63.228 89.593 20.790 74.701 67.541 75.167 50.932 60.278 92.001 68.260 81.205 55.674 mAP: 80.280 96.337 66.877 80.009 90.928 72.419 73.646 71.614 67.427 83.799 48.062 60.651 73.285 77.906 53.566 82.475 96.973 85.623 78.196 64.653 mAcc: 96.258 99.029 74.266 85.392 95.741 90.107 87.010 72.044 74.138 93.297 24.380 84.212 84.696 80.650 56.903 65.407 96.726 73.213 90.993 60.236 [2020-11-13 18:08:50,968][root][INFO] - 201/312: Data time: 0.0056, Iter time: 0.3720 Loss 1.110 (AVG: 0.536) Score 81.426 (AVG: 89.576) mIOU 71.546 mAP 75.241 mAcc 78.905 IOU: 83.942 96.917 57.085 84.149 92.851 85.887 75.393 63.949 59.685 80.537 28.332 63.170 65.384 71.646 49.167 65.623 94.158 68.348 85.785 58.915 mAP: 80.009 96.332 63.732 76.381 90.999 80.805 73.856 70.810 67.027 77.411 52.160 56.955 71.218 75.197 54.094 87.659 96.288 84.108 84.137 65.638 mAcc: 96.006 98.983 74.030 86.977 96.498 91.614 84.637 74.874 70.061 87.123 32.893 74.112 84.005 76.788 54.033 69.968 97.225 73.101 92.277 62.903 [2020-11-13 18:10:20,304][root][INFO] - 301/312: Data time: 0.0054, Iter time: 0.2100 Loss 2.646 (AVG: 0.539) Score 69.391 (AVG: 89.867) mIOU 72.390 mAP 75.920 mAcc 79.492 IOU: 84.513 96.350 60.589 83.148 92.531 87.316 75.040 64.565 61.124 80.124 28.251 69.274 62.677 72.690 55.257 65.660 92.910 71.743 87.913 56.127 mAP: 80.469 96.005 66.274 75.506 91.473 82.290 75.024 71.457 70.266 73.822 53.917 59.768 69.542 78.708 58.146 83.152 95.789 86.760 85.371 64.659 mAcc: 96.055 98.845 76.979 85.548 96.117 93.138 84.410 74.453 70.409 88.837 32.506 78.955 78.855 77.601 60.763 69.619 95.401 77.229 93.393 60.728 [2020-11-13 18:10:29,715][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1316 Loss 0.152 (AVG: 0.543) Score 95.793 (AVG: 89.795) mIOU 72.262 mAP 76.074 mAcc 79.443 IOU: 84.433 96.357 60.738 83.678 92.694 87.283 74.782 64.212 60.144 79.933 27.462 69.888 62.356 73.699 53.229 66.183 92.803 71.827 88.176 55.359 mAP: 80.531 96.087 66.663 75.227 91.529 82.397 75.175 71.800 70.247 73.822 53.639 60.271 69.615 79.503 59.436 82.638 95.664 86.864 85.825 64.548 mAcc: 95.984 98.835 77.091 86.052 96.201 93.209 84.351 73.754 70.538 88.837 31.270 79.327 79.074 78.753 58.266 70.436 95.312 77.822 93.632 60.123 [2020-11-13 18:10:29,716][root][INFO] - Finished test. Elapsed time: 281.1928 [2020-11-13 18:10:39,640][root][INFO] - [2020-11-13 18:10:39,640][root][INFO] - ################################################################ [2020-11-13 18:10:39,640][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 18:10:39,640][root][INFO] - ################################################################ [2020-11-13 18:10:39,640][root][INFO] - cabinet : 0.282 0.509 0.698 [2020-11-13 18:10:39,640][root][INFO] - bed : 0.345 0.728 0.840 [2020-11-13 18:10:39,640][root][INFO] - chair : 0.718 0.881 0.920 [2020-11-13 18:10:39,640][root][INFO] - sofa : 0.417 0.630 0.830 [2020-11-13 18:10:39,640][root][INFO] - table : 0.460 0.669 0.765 [2020-11-13 18:10:39,640][root][INFO] - door : 0.275 0.482 0.598 [2020-11-13 18:10:39,640][root][INFO] - window : 0.218 0.402 0.596 [2020-11-13 18:10:39,640][root][INFO] - bookshelf : 0.267 0.619 0.774 [2020-11-13 18:10:39,640][root][INFO] - picture : 0.194 0.289 0.372 [2020-11-13 18:10:39,640][root][INFO] - counter : 0.108 0.328 0.666 [2020-11-13 18:10:39,640][root][INFO] - desk : 0.105 0.375 0.743 [2020-11-13 18:10:39,640][root][INFO] - curtain : 0.291 0.477 0.615 [2020-11-13 18:10:39,640][root][INFO] - refrigerator : 0.344 0.448 0.483 [2020-11-13 18:10:39,640][root][INFO] - shower curtain : 0.506 0.682 0.715 [2020-11-13 18:10:39,640][root][INFO] - toilet : 0.822 0.982 0.982 [2020-11-13 18:10:39,640][root][INFO] - sink : 0.409 0.720 0.855 [2020-11-13 18:10:39,640][root][INFO] - bathtub : 0.592 0.753 0.846 [2020-11-13 18:10:39,640][root][INFO] - otherfurniture : 0.399 0.545 0.659 [2020-11-13 18:10:39,640][root][INFO] - ---------------------------------------------------------------- [2020-11-13 18:10:39,640][root][INFO] - average : 0.375 0.584 0.720 [2020-11-13 18:10:39,640][root][INFO] - [2020-11-13 18:10:39,802][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 18:10:39,804][root][INFO] - Current best mIoU: 72.534 at iter 15500 [2020-11-13 18:10:43,979][root][INFO] - ===> Epoch[654](17001/26): Loss -0.8131, Sem 0.0618, dir -0.9777, norm 0.1028, swav 0.0000 LR: 1.812e-02 Score 97.778 Data time: 0.1944, Forward time: 2.3096, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 4.1678 [2020-11-13 18:10:50,868][root][INFO] - ===> Epoch[654](17002/26): Loss -0.8121, Sem 0.0624, dir -0.9793, norm 0.1049, swav 0.0000 LR: 1.812e-02 Score 97.757 Data time: 0.1883, Forward time: 2.3096, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 6.8193 [2020-11-13 18:10:56,535][root][INFO] - ===> Epoch[654](17003/26): Loss -0.8060, Sem 0.0672, dir -0.9781, norm 0.1049, swav 0.0000 LR: 1.811e-02 Score 97.684 Data time: 0.2068, Forward time: 2.3096, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 5.5494 [2020-11-13 18:11:02,360][root][INFO] - ===> Epoch[654](17004/26): Loss -0.7940, Sem 0.0689, dir -0.9787, norm 0.1158, swav 0.0000 LR: 1.811e-02 Score 97.574 Data time: 0.2521, Forward time: 2.3097, Backward time: 3.0710, DDP time: 0.0036, Total iter time: 5.6780 [2020-11-13 18:11:07,113][root][INFO] - ===> Epoch[654](17005/26): Loss -0.8146, Sem 0.0616, dir -0.9780, norm 0.1019, swav 0.0000 LR: 1.810e-02 Score 97.808 Data time: 0.2429, Forward time: 2.3097, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 4.6297 [2020-11-13 18:11:13,459][root][INFO] - ===> Epoch[654](17006/26): Loss -0.7904, Sem 0.0726, dir -0.9802, norm 0.1172, swav 0.0000 LR: 1.809e-02 Score 97.441 Data time: 0.2815, Forward time: 2.3100, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 6.2180 [2020-11-13 18:11:19,021][root][INFO] - ===> Epoch[654](17007/26): Loss -0.8017, Sem 0.0684, dir -0.9808, norm 0.1107, swav 0.0000 LR: 1.809e-02 Score 97.568 Data time: 0.2278, Forward time: 2.3099, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.3665 [2020-11-13 18:11:25,272][root][INFO] - ===> Epoch[654](17008/26): Loss -0.7906, Sem 0.0688, dir -0.9753, norm 0.1158, swav 0.0000 LR: 1.808e-02 Score 97.545 Data time: 0.2697, Forward time: 2.3101, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 6.0930 [2020-11-13 18:11:31,319][root][INFO] - ===> Epoch[654](17009/26): Loss -0.7981, Sem 0.0677, dir -0.9781, norm 0.1123, swav 0.0000 LR: 1.808e-02 Score 97.541 Data time: 0.2874, Forward time: 2.3103, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.8801 [2020-11-13 18:11:37,321][root][INFO] - ===> Epoch[654](17010/26): Loss -0.7948, Sem 0.0728, dir -0.9777, norm 0.1102, swav 0.0000 LR: 1.807e-02 Score 97.399 Data time: 0.2242, Forward time: 2.3104, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.8615 [2020-11-13 18:11:42,809][root][INFO] - ===> Epoch[655](17011/26): Loss -0.8211, Sem 0.0585, dir -0.9800, norm 0.1004, swav 0.0000 LR: 1.807e-02 Score 97.868 Data time: 0.1935, Forward time: 2.3103, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.3370 [2020-11-13 18:11:48,097][root][INFO] - ===> Epoch[655](17012/26): Loss -0.8077, Sem 0.0666, dir -0.9783, norm 0.1040, swav 0.0000 LR: 1.806e-02 Score 97.604 Data time: 0.1547, Forward time: 2.3102, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.1928 [2020-11-13 18:11:53,211][root][INFO] - ===> Epoch[655](17013/26): Loss -0.7925, Sem 0.0702, dir -0.9775, norm 0.1149, swav 0.0000 LR: 1.806e-02 Score 97.484 Data time: 0.1805, Forward time: 2.3101, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.0706 [2020-11-13 18:11:58,287][root][INFO] - ===> Epoch[655](17014/26): Loss -0.8185, Sem 0.0570, dir -0.9808, norm 0.1053, swav 0.0000 LR: 1.805e-02 Score 97.998 Data time: 0.1863, Forward time: 2.3101, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 4.9569 [2020-11-13 18:12:05,371][root][INFO] - ===> Epoch[655](17015/26): Loss -0.8016, Sem 0.0721, dir -0.9790, norm 0.1053, swav 0.0000 LR: 1.805e-02 Score 97.375 Data time: 0.2164, Forward time: 2.3100, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 6.9425 [2020-11-13 18:12:11,719][root][INFO] - ===> Epoch[655](17016/26): Loss -0.7893, Sem 0.0746, dir -0.9769, norm 0.1130, swav 0.0000 LR: 1.804e-02 Score 97.303 Data time: 0.2975, Forward time: 2.3103, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 6.2131 [2020-11-13 18:12:18,415][root][INFO] - ===> Epoch[655](17017/26): Loss -0.8034, Sem 0.0654, dir -0.9797, norm 0.1109, swav 0.0000 LR: 1.803e-02 Score 97.644 Data time: 0.1108, Forward time: 2.3100, Backward time: 3.0709, DDP time: 0.0036, Total iter time: 6.5241 [2020-11-13 18:12:23,411][root][INFO] - ===> Epoch[655](17018/26): Loss -0.8122, Sem 0.0646, dir -0.9771, norm 0.1003, swav 0.0000 LR: 1.803e-02 Score 97.694 Data time: 0.2468, Forward time: 2.3101, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 4.9216 [2020-11-13 18:12:29,232][root][INFO] - ===> Epoch[655](17019/26): Loss -0.7924, Sem 0.0729, dir -0.9770, norm 0.1118, swav 0.0000 LR: 1.802e-02 Score 97.400 Data time: 0.2781, Forward time: 2.3103, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 5.6800 [2020-11-13 18:12:34,997][root][INFO] - ===> Epoch[655](17020/26): Loss -0.7981, Sem 0.0583, dir -0.9796, norm 0.1231, swav 0.0000 LR: 1.802e-02 Score 97.925 Data time: 0.2550, Forward time: 2.3104, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.5793 [2020-11-13 18:12:41,200][root][INFO] - ===> Epoch[655](17021/26): Loss -0.8030, Sem 0.0641, dir -0.9789, norm 0.1117, swav 0.0000 LR: 1.801e-02 Score 97.684 Data time: 0.3322, Forward time: 2.3106, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.0693 [2020-11-13 18:12:46,228][root][INFO] - ===> Epoch[655](17022/26): Loss -0.8141, Sem 0.0614, dir -0.9813, norm 0.1058, swav 0.0000 LR: 1.801e-02 Score 97.752 Data time: 0.1717, Forward time: 2.3105, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 4.8793 [2020-11-13 18:12:50,812][root][INFO] - ===> Epoch[655](17023/26): Loss -0.8123, Sem 0.0637, dir -0.9813, norm 0.1053, swav 0.0000 LR: 1.800e-02 Score 97.580 Data time: 0.2022, Forward time: 2.3105, Backward time: 3.0698, DDP time: 0.0036, Total iter time: 4.4908 [2020-11-13 18:12:56,668][root][INFO] - ===> Epoch[655](17024/26): Loss -0.8272, Sem 0.0534, dir -0.9816, norm 0.1011, swav 0.0000 LR: 1.800e-02 Score 98.084 Data time: 0.2547, Forward time: 2.3106, Backward time: 3.0696, DDP time: 0.0036, Total iter time: 5.7475 [2020-11-13 18:13:01,814][root][INFO] - ===> Epoch[655](17025/26): Loss -0.7934, Sem 0.0727, dir -0.9779, norm 0.1118, swav 0.0000 LR: 1.799e-02 Score 97.303 Data time: 0.1802, Forward time: 2.3105, Backward time: 3.0695, DDP time: 0.0036, Total iter time: 4.9653 [2020-11-13 18:13:06,225][root][INFO] - ===> Epoch[655](17026/26): Loss -0.7995, Sem 0.0643, dir -0.9781, norm 0.1142, swav 0.0000 LR: 1.799e-02 Score 97.727 Data time: 0.2254, Forward time: 2.3104, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 4.3101 [2020-11-13 18:13:12,089][root][INFO] - ===> Epoch[655](17027/26): Loss -0.8176, Sem 0.0644, dir -0.9809, norm 0.0989, swav 0.0000 LR: 1.798e-02 Score 97.677 Data time: 0.1950, Forward time: 2.3104, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 5.7259 [2020-11-13 18:13:16,636][root][INFO] - ===> Epoch[655](17028/26): Loss -0.7767, Sem 0.0786, dir -0.9763, norm 0.1210, swav 0.0000 LR: 1.797e-02 Score 97.180 Data time: 0.2087, Forward time: 2.3104, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 4.4318 [2020-11-13 18:13:23,469][root][INFO] - ===> Epoch[655](17029/26): Loss -0.8079, Sem 0.0649, dir -0.9792, norm 0.1064, swav 0.0000 LR: 1.797e-02 Score 97.635 Data time: 0.2563, Forward time: 2.3105, Backward time: 3.0691, DDP time: 0.0036, Total iter time: 6.7116 [2020-11-13 18:13:30,478][root][INFO] - ===> Epoch[655](17030/26): Loss -0.7999, Sem 0.0636, dir -0.9793, norm 0.1159, swav 0.0000 LR: 1.796e-02 Score 97.701 Data time: 0.1773, Forward time: 2.3104, Backward time: 3.0695, DDP time: 0.0036, Total iter time: 6.8670 [2020-11-13 18:13:37,426][root][INFO] - ===> Epoch[655](17031/26): Loss -0.7961, Sem 0.0613, dir -0.9798, norm 0.1225, swav 0.0000 LR: 1.796e-02 Score 97.800 Data time: 0.2267, Forward time: 2.3104, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 6.8463 [2020-11-13 18:13:44,183][root][INFO] - ===> Epoch[655](17032/26): Loss -0.8187, Sem 0.0623, dir -0.9809, norm 0.0999, swav 0.0000 LR: 1.795e-02 Score 97.703 Data time: 0.2259, Forward time: 2.3104, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.6110 [2020-11-13 18:13:50,165][root][INFO] - ===> Epoch[655](17033/26): Loss -0.7981, Sem 0.0700, dir -0.9798, norm 0.1118, swav 0.0000 LR: 1.795e-02 Score 97.496 Data time: 0.2101, Forward time: 2.3104, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.8454 [2020-11-13 18:13:57,597][root][INFO] - ===> Epoch[655](17034/26): Loss -0.7926, Sem 0.0746, dir -0.9788, norm 0.1116, swav 0.0000 LR: 1.794e-02 Score 97.388 Data time: 0.3461, Forward time: 2.3108, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 7.3063 [2020-11-13 18:14:03,004][root][INFO] - ===> Epoch[655](17035/26): Loss -0.7920, Sem 0.0706, dir -0.9760, norm 0.1134, swav 0.0000 LR: 1.794e-02 Score 97.509 Data time: 0.1667, Forward time: 2.3107, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.2402 [2020-11-13 18:14:08,458][root][INFO] - ===> Epoch[655](17036/26): Loss -0.7955, Sem 0.0665, dir -0.9768, norm 0.1149, swav 0.0000 LR: 1.793e-02 Score 97.572 Data time: 0.1842, Forward time: 2.3106, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.3492 [2020-11-13 18:14:14,425][root][INFO] - ===> Epoch[656](17037/26): Loss -0.7750, Sem 0.0746, dir -0.9710, norm 0.1215, swav 0.0000 LR: 1.793e-02 Score 97.282 Data time: 0.2834, Forward time: 2.3108, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.8726 [2020-11-13 18:14:19,332][root][INFO] - ===> Epoch[656](17038/26): Loss -0.7889, Sem 0.0789, dir -0.9804, norm 0.1125, swav 0.0000 LR: 1.792e-02 Score 97.143 Data time: 0.2140, Forward time: 2.3108, Backward time: 3.0698, DDP time: 0.0036, Total iter time: 4.7594 [2020-11-13 18:14:24,754][root][INFO] - ===> Epoch[656](17039/26): Loss -0.7907, Sem 0.0631, dir -0.9760, norm 0.1222, swav 0.0000 LR: 1.791e-02 Score 97.895 Data time: 0.2170, Forward time: 2.3107, Backward time: 3.0698, DDP time: 0.0036, Total iter time: 5.3139 [2020-11-13 18:14:31,674][root][INFO] - ===> Epoch[656](17040/26): Loss -0.8158, Sem 0.0603, dir -0.9810, norm 0.1050, swav 0.0000 LR: 1.791e-02 Score 97.881 Data time: 0.1920, Forward time: 2.3106, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 6.8264 [2020-11-13 18:14:37,123][root][INFO] - ===> Epoch[656](17041/26): Loss -0.7778, Sem 0.0770, dir -0.9782, norm 0.1234, swav 0.0000 LR: 1.790e-02 Score 97.248 Data time: 0.1700, Forward time: 2.3105, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.3238 [2020-11-13 18:14:42,763][root][INFO] - ===> Epoch[656](17042/26): Loss -0.8047, Sem 0.0672, dir -0.9787, norm 0.1069, swav 0.0000 LR: 1.790e-02 Score 97.554 Data time: 0.2265, Forward time: 2.3105, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.4957 [2020-11-13 18:14:48,274][root][INFO] - ===> Epoch[656](17043/26): Loss -0.8012, Sem 0.0650, dir -0.9801, norm 0.1138, swav 0.0000 LR: 1.789e-02 Score 97.719 Data time: 0.2304, Forward time: 2.3106, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.3526 [2020-11-13 18:14:53,352][root][INFO] - ===> Epoch[656](17044/26): Loss -0.8047, Sem 0.0633, dir -0.9802, norm 0.1122, swav 0.0000 LR: 1.789e-02 Score 97.741 Data time: 0.1728, Forward time: 2.3105, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 4.9236 [2020-11-13 18:14:58,290][root][INFO] - ===> Epoch[656](17045/26): Loss -0.7860, Sem 0.0807, dir -0.9769, norm 0.1102, swav 0.0000 LR: 1.788e-02 Score 97.389 Data time: 0.2008, Forward time: 2.3105, Backward time: 3.0697, DDP time: 0.0036, Total iter time: 4.8449 [2020-11-13 18:15:02,597][root][INFO] - ===> Epoch[656](17046/26): Loss -0.7929, Sem 0.0667, dir -0.9767, norm 0.1172, swav 0.0000 LR: 1.788e-02 Score 97.643 Data time: 0.1480, Forward time: 2.3103, Backward time: 3.0695, DDP time: 0.0036, Total iter time: 4.1540 [2020-11-13 18:15:07,973][root][INFO] - ===> Epoch[656](17047/26): Loss -0.8149, Sem 0.0586, dir -0.9803, norm 0.1068, swav 0.0000 LR: 1.787e-02 Score 97.926 Data time: 0.1324, Forward time: 2.3101, Backward time: 3.0696, DDP time: 0.0036, Total iter time: 5.2964 [2020-11-13 18:15:14,049][root][INFO] - ===> Epoch[656](17048/26): Loss -0.7995, Sem 0.0668, dir -0.9772, norm 0.1109, swav 0.0000 LR: 1.787e-02 Score 97.628 Data time: 0.2031, Forward time: 2.3101, Backward time: 3.0697, DDP time: 0.0036, Total iter time: 6.0278 [2020-11-13 18:15:20,132][root][INFO] - ===> Epoch[656](17049/26): Loss -0.7978, Sem 0.0674, dir -0.9788, norm 0.1136, swav 0.0000 LR: 1.786e-02 Score 97.575 Data time: 0.2056, Forward time: 2.3101, Backward time: 3.0698, DDP time: 0.0036, Total iter time: 5.9089 [2020-11-13 18:15:26,343][root][INFO] - ===> Epoch[656](17050/26): Loss -0.7993, Sem 0.0683, dir -0.9801, norm 0.1125, swav 0.0000 LR: 1.786e-02 Score 97.435 Data time: 0.1710, Forward time: 2.3100, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 6.0663 [2020-11-13 18:15:32,293][root][INFO] - ===> Epoch[656](17051/26): Loss -0.8181, Sem 0.0588, dir -0.9780, norm 0.1012, swav 0.0000 LR: 1.785e-02 Score 97.924 Data time: 0.1499, Forward time: 2.3098, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.8255 [2020-11-13 18:15:37,765][root][INFO] - ===> Epoch[656](17052/26): Loss -0.8092, Sem 0.0617, dir -0.9791, norm 0.1082, swav 0.0000 LR: 1.784e-02 Score 97.710 Data time: 0.2540, Forward time: 2.3099, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.3790 [2020-11-13 18:15:43,315][root][INFO] - ===> Epoch[656](17053/26): Loss -0.8008, Sem 0.0739, dir -0.9796, norm 0.1049, swav 0.0000 LR: 1.784e-02 Score 97.381 Data time: 0.1633, Forward time: 2.3098, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.4044 [2020-11-13 18:15:49,633][root][INFO] - ===> Epoch[656](17054/26): Loss -0.8031, Sem 0.0670, dir -0.9801, norm 0.1099, swav 0.0000 LR: 1.783e-02 Score 97.611 Data time: 0.2277, Forward time: 2.3099, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 6.1888 [2020-11-13 18:15:55,155][root][INFO] - ===> Epoch[656](17055/26): Loss -0.8179, Sem 0.0608, dir -0.9810, norm 0.1022, swav 0.0000 LR: 1.783e-02 Score 97.832 Data time: 0.1619, Forward time: 2.3097, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.3547 [2020-11-13 18:16:01,377][root][INFO] - ===> Epoch[656](17056/26): Loss -0.7873, Sem 0.0700, dir -0.9773, norm 0.1200, swav 0.0000 LR: 1.782e-02 Score 97.665 Data time: 0.1796, Forward time: 2.3097, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 6.1016 [2020-11-13 18:16:06,938][root][INFO] - ===> Epoch[656](17057/26): Loss -0.8102, Sem 0.0671, dir -0.9801, norm 0.1029, swav 0.0000 LR: 1.782e-02 Score 97.585 Data time: 0.1249, Forward time: 2.3094, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 5.4055 [2020-11-13 18:16:11,811][root][INFO] - ===> Epoch[656](17058/26): Loss -0.8136, Sem 0.0662, dir -0.9800, norm 0.1003, swav 0.0000 LR: 1.781e-02 Score 97.598 Data time: 0.1820, Forward time: 2.3094, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 4.7902 [2020-11-13 18:16:17,021][root][INFO] - ===> Epoch[656](17059/26): Loss -0.7940, Sem 0.0677, dir -0.9780, norm 0.1163, swav 0.0000 LR: 1.781e-02 Score 97.573 Data time: 0.1421, Forward time: 2.3092, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.0791 [2020-11-13 18:16:21,805][root][INFO] - ===> Epoch[656](17060/26): Loss -0.8251, Sem 0.0557, dir -0.9782, norm 0.0973, swav 0.0000 LR: 1.780e-02 Score 98.023 Data time: 0.1537, Forward time: 2.3091, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 4.6851 [2020-11-13 18:16:26,106][root][INFO] - ===> Epoch[656](17061/26): Loss -0.8008, Sem 0.0635, dir -0.9779, norm 0.1136, swav 0.0000 LR: 1.780e-02 Score 97.709 Data time: 0.1737, Forward time: 2.3089, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 4.1817 [2020-11-13 18:16:31,650][root][INFO] - ===> Epoch[656](17062/26): Loss -0.8040, Sem 0.0664, dir -0.9757, norm 0.1054, swav 0.0000 LR: 1.779e-02 Score 97.665 Data time: 0.1686, Forward time: 2.3088, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.4045 [2020-11-13 18:16:38,727][root][INFO] - ===> Epoch[657](17063/26): Loss -0.8086, Sem 0.0660, dir -0.9808, norm 0.1062, swav 0.0000 LR: 1.778e-02 Score 97.606 Data time: 0.1710, Forward time: 2.3087, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 6.9692 [2020-11-13 18:16:45,157][root][INFO] - ===> Epoch[657](17064/26): Loss -0.7970, Sem 0.0654, dir -0.9765, norm 0.1141, swav 0.0000 LR: 1.778e-02 Score 97.626 Data time: 0.1886, Forward time: 2.3086, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 6.3195 [2020-11-13 18:16:50,650][root][INFO] - ===> Epoch[657](17065/26): Loss -0.7933, Sem 0.0695, dir -0.9761, norm 0.1132, swav 0.0000 LR: 1.777e-02 Score 97.519 Data time: 0.1410, Forward time: 2.3084, Backward time: 3.0710, DDP time: 0.0036, Total iter time: 5.3603 [2020-11-13 18:16:56,571][root][INFO] - ===> Epoch[657](17066/26): Loss -0.8103, Sem 0.0673, dir -0.9805, norm 0.1029, swav 0.0000 LR: 1.777e-02 Score 97.597 Data time: 0.1902, Forward time: 2.3083, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 5.8450 [2020-11-13 18:17:02,902][root][INFO] - ===> Epoch[657](17067/26): Loss -0.7975, Sem 0.0624, dir -0.9752, norm 0.1154, swav 0.0000 LR: 1.776e-02 Score 97.817 Data time: 0.2981, Forward time: 2.3086, Backward time: 3.0710, DDP time: 0.0036, Total iter time: 6.1794 [2020-11-13 18:17:10,474][root][INFO] - ===> Epoch[657](17068/26): Loss -0.7843, Sem 0.0755, dir -0.9792, norm 0.1194, swav 0.0000 LR: 1.776e-02 Score 97.241 Data time: 0.2099, Forward time: 2.3086, Backward time: 3.0714, DDP time: 0.0036, Total iter time: 7.3888 [2020-11-13 18:17:14,790][root][INFO] - ===> Epoch[657](17069/26): Loss -0.8017, Sem 0.0652, dir -0.9784, norm 0.1115, swav 0.0000 LR: 1.775e-02 Score 97.643 Data time: 0.1542, Forward time: 2.3085, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 4.1619 [2020-11-13 18:17:20,638][root][INFO] - ===> Epoch[657](17070/26): Loss -0.8096, Sem 0.0681, dir -0.9802, norm 0.1025, swav 0.0000 LR: 1.775e-02 Score 97.539 Data time: 0.1992, Forward time: 2.3085, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 5.7907 [2020-11-13 18:17:27,670][root][INFO] - ===> Epoch[657](17071/26): Loss -0.8034, Sem 0.0638, dir -0.9772, norm 0.1101, swav 0.0000 LR: 1.774e-02 Score 97.739 Data time: 0.2011, Forward time: 2.3085, Backward time: 3.0716, DDP time: 0.0036, Total iter time: 6.9065 [2020-11-13 18:17:33,211][root][INFO] - ===> Epoch[657](17072/26): Loss -0.7794, Sem 0.0732, dir -0.9749, norm 0.1224, swav 0.0000 LR: 1.774e-02 Score 97.408 Data time: 0.2329, Forward time: 2.3084, Backward time: 3.0715, DDP time: 0.0036, Total iter time: 5.4009 [2020-11-13 18:17:38,121][root][INFO] - ===> Epoch[657](17073/26): Loss -0.7934, Sem 0.0655, dir -0.9797, norm 0.1209, swav 0.0000 LR: 1.773e-02 Score 97.674 Data time: 0.2111, Forward time: 2.3084, Backward time: 3.0713, DDP time: 0.0036, Total iter time: 4.7932 [2020-11-13 18:17:43,711][root][INFO] - ===> Epoch[657](17074/26): Loss -0.7952, Sem 0.0732, dir -0.9767, norm 0.1083, swav 0.0000 LR: 1.772e-02 Score 97.378 Data time: 0.1707, Forward time: 2.3084, Backward time: 3.0713, DDP time: 0.0036, Total iter time: 5.4600 [2020-11-13 18:17:48,307][root][INFO] - ===> Epoch[657](17075/26): Loss -0.7919, Sem 0.0633, dir -0.9776, norm 0.1224, swav 0.0000 LR: 1.772e-02 Score 97.732 Data time: 0.1987, Forward time: 2.3084, Backward time: 3.0710, DDP time: 0.0036, Total iter time: 4.4690 [2020-11-13 18:17:53,145][root][INFO] - ===> Epoch[657](17076/26): Loss -0.8073, Sem 0.0612, dir -0.9777, norm 0.1092, swav 0.0000 LR: 1.771e-02 Score 97.847 Data time: 0.2269, Forward time: 2.3084, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 4.7065 [2020-11-13 18:17:58,619][root][INFO] - ===> Epoch[657](17077/26): Loss -0.8124, Sem 0.0672, dir -0.9818, norm 0.1022, swav 0.0000 LR: 1.771e-02 Score 97.598 Data time: 0.2585, Forward time: 2.3085, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.3552 [2020-11-13 18:18:04,638][root][INFO] - ===> Epoch[657](17078/26): Loss -0.7993, Sem 0.0642, dir -0.9752, norm 0.1117, swav 0.0000 LR: 1.770e-02 Score 97.725 Data time: 0.2662, Forward time: 2.3086, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 5.8542 [2020-11-13 18:18:10,548][root][INFO] - ===> Epoch[657](17079/26): Loss -0.8146, Sem 0.0651, dir -0.9797, norm 0.0999, swav 0.0000 LR: 1.770e-02 Score 97.615 Data time: 0.1598, Forward time: 2.3085, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.7319 [2020-11-13 18:18:16,061][root][INFO] - ===> Epoch[657](17080/26): Loss -0.7954, Sem 0.0699, dir -0.9767, norm 0.1114, swav 0.0000 LR: 1.769e-02 Score 97.484 Data time: 0.2496, Forward time: 2.3086, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.4023 [2020-11-13 18:18:21,317][root][INFO] - ===> Epoch[657](17081/26): Loss -0.8109, Sem 0.0584, dir -0.9793, norm 0.1100, swav 0.0000 LR: 1.769e-02 Score 97.899 Data time: 0.1909, Forward time: 2.3085, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.1212 [2020-11-13 18:18:27,279][root][INFO] - ===> Epoch[657](17082/26): Loss -0.7936, Sem 0.0693, dir -0.9770, norm 0.1141, swav 0.0000 LR: 1.768e-02 Score 97.523 Data time: 0.2932, Forward time: 2.3087, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.8660 [2020-11-13 18:18:34,305][root][INFO] - ===> Epoch[657](17083/26): Loss -0.8097, Sem 0.0663, dir -0.9807, norm 0.1047, swav 0.0000 LR: 1.768e-02 Score 97.632 Data time: 0.3391, Forward time: 2.3091, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.8885 [2020-11-13 18:18:39,767][root][INFO] - ===> Epoch[657](17084/26): Loss -0.8000, Sem 0.0668, dir -0.9787, norm 0.1119, swav 0.0000 LR: 1.767e-02 Score 97.584 Data time: 0.2734, Forward time: 2.3091, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.3308 [2020-11-13 18:18:46,854][root][INFO] - ===> Epoch[657](17085/26): Loss -0.8016, Sem 0.0647, dir -0.9779, norm 0.1116, swav 0.0000 LR: 1.766e-02 Score 97.648 Data time: 0.1496, Forward time: 2.3090, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 6.9365 [2020-11-13 18:18:53,642][root][INFO] - ===> Epoch[657](17086/26): Loss -0.8141, Sem 0.0631, dir -0.9775, norm 0.1003, swav 0.0000 LR: 1.766e-02 Score 97.709 Data time: 0.2281, Forward time: 2.3090, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 6.6866 [2020-11-13 18:19:01,083][root][INFO] - ===> Epoch[657](17087/26): Loss -0.8086, Sem 0.0658, dir -0.9788, norm 0.1044, swav 0.0000 LR: 1.765e-02 Score 97.664 Data time: 0.2421, Forward time: 2.3090, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 7.2749 [2020-11-13 18:19:06,715][root][INFO] - ===> Epoch[657](17088/26): Loss -0.8028, Sem 0.0654, dir -0.9793, norm 0.1111, swav 0.0000 LR: 1.765e-02 Score 97.632 Data time: 0.1917, Forward time: 2.3089, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 5.5054 [2020-11-13 18:19:11,859][root][INFO] - ===> Epoch[658](17089/26): Loss -0.8154, Sem 0.0639, dir -0.9816, norm 0.1023, swav 0.0000 LR: 1.764e-02 Score 97.705 Data time: 0.2531, Forward time: 2.3090, Backward time: 3.0709, DDP time: 0.0036, Total iter time: 5.0398 [2020-11-13 18:19:17,958][root][INFO] - ===> Epoch[658](17090/26): Loss -0.8043, Sem 0.0677, dir -0.9786, norm 0.1065, swav 0.0000 LR: 1.764e-02 Score 97.526 Data time: 0.3114, Forward time: 2.3092, Backward time: 3.0707, DDP time: 0.0036, Total iter time: 5.9543 [2020-11-13 18:19:26,038][root][INFO] - ===> Epoch[658](17091/26): Loss -0.7662, Sem 0.0749, dir -0.9758, norm 0.1347, swav 0.0000 LR: 1.763e-02 Score 97.319 Data time: 0.2425, Forward time: 2.3093, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 7.9413 [2020-11-13 18:19:32,228][root][INFO] - ===> Epoch[658](17092/26): Loss -0.8121, Sem 0.0574, dir -0.9786, norm 0.1091, swav 0.0000 LR: 1.763e-02 Score 97.982 Data time: 0.3095, Forward time: 2.3096, Backward time: 3.0711, DDP time: 0.0036, Total iter time: 6.0689 [2020-11-13 18:19:38,646][root][INFO] - ===> Epoch[658](17093/26): Loss -0.8004, Sem 0.0648, dir -0.9777, norm 0.1125, swav 0.0000 LR: 1.762e-02 Score 97.766 Data time: 0.2272, Forward time: 2.3096, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 6.2730 [2020-11-13 18:19:43,503][root][INFO] - ===> Epoch[658](17094/26): Loss -0.8104, Sem 0.0694, dir -0.9797, norm 0.0998, swav 0.0000 LR: 1.762e-02 Score 97.497 Data time: 0.2049, Forward time: 2.3096, Backward time: 3.0710, DDP time: 0.0036, Total iter time: 4.7277 [2020-11-13 18:19:49,112][root][INFO] - ===> Epoch[658](17095/26): Loss -0.8002, Sem 0.0626, dir -0.9806, norm 0.1178, swav 0.0000 LR: 1.761e-02 Score 97.825 Data time: 0.2102, Forward time: 2.3096, Backward time: 3.0709, DDP time: 0.0036, Total iter time: 5.4598 [2020-11-13 18:19:54,115][root][INFO] - ===> Epoch[658](17096/26): Loss -0.7938, Sem 0.0679, dir -0.9804, norm 0.1187, swav 0.0000 LR: 1.760e-02 Score 97.594 Data time: 0.1934, Forward time: 2.3095, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 4.8599 [2020-11-13 18:19:59,711][root][INFO] - ===> Epoch[658](17097/26): Loss -0.7990, Sem 0.0680, dir -0.9762, norm 0.1092, swav 0.0000 LR: 1.760e-02 Score 97.564 Data time: 0.1950, Forward time: 2.3094, Backward time: 3.0708, DDP time: 0.0036, Total iter time: 5.4964 [2020-11-13 18:20:05,162][root][INFO] - ===> Epoch[658](17098/26): Loss -0.8095, Sem 0.0615, dir -0.9803, norm 0.1094, swav 0.0000 LR: 1.759e-02 Score 97.803 Data time: 0.2512, Forward time: 2.3095, Backward time: 3.0706, DDP time: 0.0036, Total iter time: 5.3335 [2020-11-13 18:20:09,868][root][INFO] - ===> Epoch[658](17099/26): Loss -0.7893, Sem 0.0730, dir -0.9783, norm 0.1159, swav 0.0000 LR: 1.759e-02 Score 97.209 Data time: 0.2192, Forward time: 2.3096, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 4.5495 [2020-11-13 18:20:15,818][root][INFO] - ===> Epoch[658](17100/26): Loss -0.8008, Sem 0.0615, dir -0.9786, norm 0.1163, swav 0.0000 LR: 1.758e-02 Score 97.691 Data time: 0.2114, Forward time: 2.3096, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.8350 [2020-11-13 18:20:20,798][root][INFO] - ===> Epoch[658](17101/26): Loss -0.7808, Sem 0.0746, dir -0.9702, norm 0.1148, swav 0.0000 LR: 1.758e-02 Score 97.424 Data time: 0.2031, Forward time: 2.3096, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 4.8411 [2020-11-13 18:20:26,791][root][INFO] - ===> Epoch[658](17102/26): Loss -0.7845, Sem 0.0686, dir -0.9774, norm 0.1242, swav 0.0000 LR: 1.757e-02 Score 97.577 Data time: 0.2398, Forward time: 2.3097, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.8550 [2020-11-13 18:20:32,497][root][INFO] - ===> Epoch[658](17103/26): Loss -0.8003, Sem 0.0652, dir -0.9762, norm 0.1106, swav 0.0000 LR: 1.757e-02 Score 97.641 Data time: 0.2103, Forward time: 2.3097, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.5666 [2020-11-13 18:20:38,275][root][INFO] - ===> Epoch[658](17104/26): Loss -0.7918, Sem 0.0750, dir -0.9805, norm 0.1137, swav 0.0000 LR: 1.756e-02 Score 97.278 Data time: 0.1501, Forward time: 2.3095, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.6094 [2020-11-13 18:20:44,474][root][INFO] - ===> Epoch[658](17105/26): Loss -0.8117, Sem 0.0624, dir -0.9792, norm 0.1052, swav 0.0000 LR: 1.756e-02 Score 97.729 Data time: 0.1925, Forward time: 2.3095, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 6.1365 [2020-11-13 18:20:49,792][root][INFO] - ===> Epoch[658](17106/26): Loss -0.8063, Sem 0.0669, dir -0.9766, norm 0.1034, swav 0.0000 LR: 1.755e-02 Score 97.611 Data time: 0.2220, Forward time: 2.3095, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.1847 [2020-11-13 18:20:55,322][root][INFO] - ===> Epoch[658](17107/26): Loss -0.7831, Sem 0.0722, dir -0.9763, norm 0.1210, swav 0.0000 LR: 1.754e-02 Score 97.409 Data time: 0.2012, Forward time: 2.3095, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.3888 [2020-11-13 18:21:01,814][root][INFO] - ===> Epoch[658](17108/26): Loss -0.8204, Sem 0.0608, dir -0.9804, norm 0.0992, swav 0.0000 LR: 1.754e-02 Score 97.820 Data time: 0.1949, Forward time: 2.3094, Backward time: 3.0704, DDP time: 0.0036, Total iter time: 6.3468 [2020-11-13 18:21:07,216][root][INFO] - ===> Epoch[658](17109/26): Loss -0.8052, Sem 0.0633, dir -0.9794, norm 0.1109, swav 0.0000 LR: 1.753e-02 Score 97.758 Data time: 0.2176, Forward time: 2.3094, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 5.2920 [2020-11-13 18:21:12,276][root][INFO] - ===> Epoch[658](17110/26): Loss -0.7980, Sem 0.0648, dir -0.9787, norm 0.1159, swav 0.0000 LR: 1.753e-02 Score 97.654 Data time: 0.2072, Forward time: 2.3094, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 4.9130 [2020-11-13 18:21:18,676][root][INFO] - ===> Epoch[658](17111/26): Loss -0.8117, Sem 0.0621, dir -0.9808, norm 0.1070, swav 0.0000 LR: 1.752e-02 Score 97.762 Data time: 0.2458, Forward time: 2.3096, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.2562 [2020-11-13 18:21:24,689][root][INFO] - ===> Epoch[658](17112/26): Loss -0.8051, Sem 0.0670, dir -0.9792, norm 0.1071, swav 0.0000 LR: 1.752e-02 Score 97.603 Data time: 0.2465, Forward time: 2.3097, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.8467 [2020-11-13 18:21:29,940][root][INFO] - ===> Epoch[658](17113/26): Loss -0.8011, Sem 0.0647, dir -0.9774, norm 0.1116, swav 0.0000 LR: 1.751e-02 Score 97.641 Data time: 0.2370, Forward time: 2.3097, Backward time: 3.0698, DDP time: 0.0036, Total iter time: 5.0918 [2020-11-13 18:21:35,010][root][INFO] - ===> Epoch[658](17114/26): Loss -0.7839, Sem 0.0819, dir -0.9805, norm 0.1148, swav 0.0000 LR: 1.751e-02 Score 97.265 Data time: 0.1668, Forward time: 2.3097, Backward time: 3.0697, DDP time: 0.0036, Total iter time: 4.9339 [2020-11-13 18:21:39,927][root][INFO] - ===> Epoch[659](17115/26): Loss -0.7995, Sem 0.0673, dir -0.9789, norm 0.1122, swav 0.0000 LR: 1.750e-02 Score 97.602 Data time: 0.1672, Forward time: 2.3096, Backward time: 3.0696, DDP time: 0.0036, Total iter time: 4.8161 [2020-11-13 18:21:46,826][root][INFO] - ===> Epoch[659](17116/26): Loss -0.7986, Sem 0.0713, dir -0.9775, norm 0.1077, swav 0.0000 LR: 1.749e-02 Score 97.510 Data time: 0.2040, Forward time: 2.3094, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 6.7999 [2020-11-13 18:21:52,076][root][INFO] - ===> Epoch[659](17117/26): Loss -0.8135, Sem 0.0619, dir -0.9803, norm 0.1050, swav 0.0000 LR: 1.749e-02 Score 97.735 Data time: 0.2236, Forward time: 2.3093, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.2050 [2020-11-13 18:21:57,848][root][INFO] - ===> Epoch[659](17118/26): Loss -0.8047, Sem 0.0711, dir -0.9807, norm 0.1048, swav 0.0000 LR: 1.748e-02 Score 97.469 Data time: 0.2598, Forward time: 2.3094, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.6627 [2020-11-13 18:22:03,754][root][INFO] - ===> Epoch[659](17119/26): Loss -0.7874, Sem 0.0688, dir -0.9755, norm 0.1193, swav 0.0000 LR: 1.748e-02 Score 97.569 Data time: 0.1881, Forward time: 2.3094, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.7278 [2020-11-13 18:22:09,360][root][INFO] - ===> Epoch[659](17120/26): Loss -0.8038, Sem 0.0616, dir -0.9774, norm 0.1120, swav 0.0000 LR: 1.747e-02 Score 97.792 Data time: 0.2474, Forward time: 2.3093, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.5001 [2020-11-13 18:22:15,497][root][INFO] - ===> Epoch[659](17121/26): Loss -0.7876, Sem 0.0717, dir -0.9736, norm 0.1143, swav 0.0000 LR: 1.747e-02 Score 97.450 Data time: 0.1779, Forward time: 2.3092, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.9817 [2020-11-13 18:22:21,395][root][INFO] - ===> Epoch[659](17122/26): Loss -0.8000, Sem 0.0757, dir -0.9790, norm 0.1034, swav 0.0000 LR: 1.746e-02 Score 97.279 Data time: 0.1981, Forward time: 2.3092, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.8024 [2020-11-13 18:22:26,634][root][INFO] - ===> Epoch[659](17123/26): Loss -0.7905, Sem 0.0643, dir -0.9785, norm 0.1237, swav 0.0000 LR: 1.746e-02 Score 97.786 Data time: 0.1855, Forward time: 2.3091, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.1282 [2020-11-13 18:22:32,576][root][INFO] - ===> Epoch[659](17124/26): Loss -0.7859, Sem 0.0745, dir -0.9789, norm 0.1184, swav 0.0000 LR: 1.745e-02 Score 97.396 Data time: 0.2727, Forward time: 2.3093, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.8277 [2020-11-13 18:22:38,056][root][INFO] - ===> Epoch[659](17125/26): Loss -0.8143, Sem 0.0678, dir -0.9802, norm 0.0981, swav 0.0000 LR: 1.745e-02 Score 97.585 Data time: 0.2048, Forward time: 2.3094, Backward time: 3.0698, DDP time: 0.0036, Total iter time: 5.3309 [2020-11-13 18:22:44,411][root][INFO] - ===> Epoch[659](17126/26): Loss -0.7925, Sem 0.0703, dir -0.9778, norm 0.1149, swav 0.0000 LR: 1.744e-02 Score 97.462 Data time: 0.1733, Forward time: 2.3093, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.2117 [2020-11-13 18:22:51,327][root][INFO] - ===> Epoch[659](17127/26): Loss -0.7954, Sem 0.0710, dir -0.9761, norm 0.1097, swav 0.0000 LR: 1.743e-02 Score 97.464 Data time: 0.2379, Forward time: 2.3094, Backward time: 3.0703, DDP time: 0.0036, Total iter time: 6.8061 [2020-11-13 18:22:56,493][root][INFO] - ===> Epoch[659](17128/26): Loss -0.8093, Sem 0.0654, dir -0.9781, norm 0.1035, swav 0.0000 LR: 1.743e-02 Score 97.639 Data time: 0.1825, Forward time: 2.3093, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 4.9737 [2020-11-13 18:23:01,065][root][INFO] - ===> Epoch[659](17129/26): Loss -0.8050, Sem 0.0642, dir -0.9786, norm 0.1094, swav 0.0000 LR: 1.742e-02 Score 97.716 Data time: 0.1901, Forward time: 2.3092, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 4.4564 [2020-11-13 18:23:06,651][root][INFO] - ===> Epoch[659](17130/26): Loss -0.8124, Sem 0.0603, dir -0.9808, norm 0.1081, swav 0.0000 LR: 1.742e-02 Score 97.805 Data time: 0.1831, Forward time: 2.3091, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.4670 [2020-11-13 18:23:12,422][root][INFO] - ===> Epoch[659](17131/26): Loss -0.8134, Sem 0.0663, dir -0.9798, norm 0.1000, swav 0.0000 LR: 1.741e-02 Score 97.641 Data time: 0.1863, Forward time: 2.3091, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.6664 [2020-11-13 18:23:18,195][root][INFO] - ===> Epoch[659](17132/26): Loss -0.7993, Sem 0.0700, dir -0.9794, norm 0.1102, swav 0.0000 LR: 1.741e-02 Score 97.518 Data time: 0.1482, Forward time: 2.3089, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 5.6264 [2020-11-13 18:23:23,278][root][INFO] - ===> Epoch[659](17133/26): Loss -0.8119, Sem 0.0643, dir -0.9798, norm 0.1037, swav 0.0000 LR: 1.740e-02 Score 97.737 Data time: 0.2472, Forward time: 2.3089, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.0220 [2020-11-13 18:23:29,256][root][INFO] - ===> Epoch[659](17134/26): Loss -0.7992, Sem 0.0694, dir -0.9786, norm 0.1099, swav 0.0000 LR: 1.740e-02 Score 97.565 Data time: 0.2316, Forward time: 2.3089, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.8291 [2020-11-13 18:23:33,691][root][INFO] - ===> Epoch[659](17135/26): Loss -0.8000, Sem 0.0699, dir -0.9791, norm 0.1092, swav 0.0000 LR: 1.739e-02 Score 97.472 Data time: 0.2029, Forward time: 2.3089, Backward time: 3.0697, DDP time: 0.0036, Total iter time: 4.3164 [2020-11-13 18:23:38,459][root][INFO] - ===> Epoch[659](17136/26): Loss -0.8216, Sem 0.0567, dir -0.9796, norm 0.1013, swav 0.0000 LR: 1.739e-02 Score 97.924 Data time: 0.1866, Forward time: 2.3088, Backward time: 3.0695, DDP time: 0.0036, Total iter time: 4.6634 [2020-11-13 18:23:44,664][root][INFO] - ===> Epoch[659](17137/26): Loss -0.8005, Sem 0.0668, dir -0.9793, norm 0.1119, swav 0.0000 LR: 1.738e-02 Score 97.592 Data time: 0.1717, Forward time: 2.3087, Backward time: 3.0697, DDP time: 0.0036, Total iter time: 6.0918 [2020-11-13 18:23:51,138][root][INFO] - ===> Epoch[659](17138/26): Loss -0.8003, Sem 0.0640, dir -0.9764, norm 0.1121, swav 0.0000 LR: 1.737e-02 Score 97.745 Data time: 0.1381, Forward time: 2.3085, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 6.3688 [2020-11-13 18:23:56,668][root][INFO] - ===> Epoch[659](17139/26): Loss -0.8041, Sem 0.0626, dir -0.9798, norm 0.1130, swav 0.0000 LR: 1.737e-02 Score 97.748 Data time: 0.2528, Forward time: 2.3087, Backward time: 3.0699, DDP time: 0.0036, Total iter time: 5.4407 [2020-11-13 18:24:02,340][root][INFO] - ===> Epoch[659](17140/26): Loss -0.7876, Sem 0.0668, dir -0.9749, norm 0.1205, swav 0.0000 LR: 1.736e-02 Score 97.582 Data time: 0.1660, Forward time: 2.3085, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 5.5086 [2020-11-13 18:24:08,425][root][INFO] - ===> Epoch[660](17141/26): Loss -0.7933, Sem 0.0628, dir -0.9798, norm 0.1237, swav 0.0000 LR: 1.736e-02 Score 97.741 Data time: 0.2298, Forward time: 2.3086, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 5.9501 [2020-11-13 18:24:15,098][root][INFO] - ===> Epoch[660](17142/26): Loss -0.8113, Sem 0.0638, dir -0.9783, norm 0.1031, swav 0.0000 LR: 1.735e-02 Score 97.697 Data time: 0.1854, Forward time: 2.3085, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 6.5065 [2020-11-13 18:24:22,689][root][INFO] - ===> Epoch[660](17143/26): Loss -0.7911, Sem 0.0677, dir -0.9771, norm 0.1182, swav 0.0000 LR: 1.735e-02 Score 97.545 Data time: 0.2784, Forward time: 2.3086, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 7.4804 [2020-11-13 18:24:29,554][root][INFO] - ===> Epoch[660](17144/26): Loss -0.7994, Sem 0.0672, dir -0.9784, norm 0.1119, swav 0.0000 LR: 1.734e-02 Score 97.597 Data time: 0.1638, Forward time: 2.3085, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 6.6497 [2020-11-13 18:24:35,422][root][INFO] - ===> Epoch[660](17145/26): Loss -0.8098, Sem 0.0617, dir -0.9815, norm 0.1100, swav 0.0000 LR: 1.734e-02 Score 97.790 Data time: 0.3115, Forward time: 2.3087, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.7602 [2020-11-13 18:24:41,129][root][INFO] - ===> Epoch[660](17146/26): Loss -0.7969, Sem 0.0703, dir -0.9760, norm 0.1088, swav 0.0000 LR: 1.733e-02 Score 97.466 Data time: 0.2208, Forward time: 2.3087, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.5579 [2020-11-13 18:24:46,646][root][INFO] - ===> Epoch[660](17147/26): Loss -0.8024, Sem 0.0666, dir -0.9771, norm 0.1082, swav 0.0000 LR: 1.733e-02 Score 97.604 Data time: 0.2598, Forward time: 2.3089, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.3831 [2020-11-13 18:24:52,568][root][INFO] - ===> Epoch[660](17148/26): Loss -0.8030, Sem 0.0678, dir -0.9788, norm 0.1080, swav 0.0000 LR: 1.732e-02 Score 97.606 Data time: 0.2161, Forward time: 2.3089, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.7645 [2020-11-13 18:24:57,610][root][INFO] - ===> Epoch[660](17149/26): Loss -0.7964, Sem 0.0665, dir -0.9797, norm 0.1169, swav 0.0000 LR: 1.731e-02 Score 97.558 Data time: 0.1402, Forward time: 2.3087, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 4.9097 [2020-11-13 18:25:03,270][root][INFO] - ===> Epoch[660](17150/26): Loss -0.8021, Sem 0.0707, dir -0.9805, norm 0.1077, swav 0.0000 LR: 1.731e-02 Score 97.414 Data time: 0.1591, Forward time: 2.3086, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.5883 [2020-11-13 18:25:08,664][root][INFO] - ===> Epoch[660](17151/26): Loss -0.7983, Sem 0.0679, dir -0.9762, norm 0.1100, swav 0.0000 LR: 1.730e-02 Score 97.564 Data time: 0.1459, Forward time: 2.3084, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.3060 [2020-11-13 18:25:13,558][root][INFO] - ===> Epoch[660](17152/26): Loss -0.7903, Sem 0.0670, dir -0.9757, norm 0.1185, swav 0.0000 LR: 1.730e-02 Score 97.646 Data time: 0.1592, Forward time: 2.3083, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 4.7972 [2020-11-13 18:25:20,818][root][INFO] - ===> Epoch[660](17153/26): Loss -0.7876, Sem 0.0644, dir -0.9759, norm 0.1239, swav 0.0000 LR: 1.729e-02 Score 97.743 Data time: 0.1768, Forward time: 2.3082, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 7.2210 [2020-11-13 18:25:26,292][root][INFO] - ===> Epoch[660](17154/26): Loss -0.8160, Sem 0.0619, dir -0.9809, norm 0.1031, swav 0.0000 LR: 1.729e-02 Score 97.757 Data time: 0.2413, Forward time: 2.3083, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 5.3544 [2020-11-13 18:25:33,711][root][INFO] - ===> Epoch[660](17155/26): Loss -0.8035, Sem 0.0676, dir -0.9782, norm 0.1071, swav 0.0000 LR: 1.728e-02 Score 97.559 Data time: 0.2212, Forward time: 2.3084, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 7.2532 [2020-11-13 18:25:39,857][root][INFO] - ===> Epoch[660](17156/26): Loss -0.7996, Sem 0.0699, dir -0.9771, norm 0.1076, swav 0.0000 LR: 1.728e-02 Score 97.410 Data time: 0.1241, Forward time: 2.3082, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 6.0323 [2020-11-13 18:25:44,705][root][INFO] - ===> Epoch[660](17157/26): Loss -0.8042, Sem 0.0717, dir -0.9814, norm 0.1054, swav 0.0000 LR: 1.727e-02 Score 97.323 Data time: 0.1876, Forward time: 2.3081, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 4.7880 [2020-11-13 18:25:49,696][root][INFO] - ===> Epoch[660](17158/26): Loss -0.8009, Sem 0.0687, dir -0.9784, norm 0.1088, swav 0.0000 LR: 1.727e-02 Score 97.518 Data time: 0.1867, Forward time: 2.3080, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 4.8908 [2020-11-13 18:25:55,334][root][INFO] - ===> Epoch[660](17159/26): Loss -0.7850, Sem 0.0781, dir -0.9755, norm 0.1123, swav 0.0000 LR: 1.726e-02 Score 97.209 Data time: 0.1749, Forward time: 2.3080, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.4882 [2020-11-13 18:26:01,439][root][INFO] - ===> Epoch[660](17160/26): Loss -0.7776, Sem 0.0760, dir -0.9764, norm 0.1228, swav 0.0000 LR: 1.725e-02 Score 97.260 Data time: 0.1832, Forward time: 2.3079, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.9816 [2020-11-13 18:26:07,222][root][INFO] - ===> Epoch[660](17161/26): Loss -0.8075, Sem 0.0673, dir -0.9812, norm 0.1064, swav 0.0000 LR: 1.725e-02 Score 97.522 Data time: 0.2066, Forward time: 2.3079, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.6336 [2020-11-13 18:26:12,491][root][INFO] - ===> Epoch[660](17162/26): Loss -0.8197, Sem 0.0621, dir -0.9808, norm 0.0991, swav 0.0000 LR: 1.724e-02 Score 97.783 Data time: 0.1738, Forward time: 2.3077, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.1243 [2020-11-13 18:26:17,974][root][INFO] - ===> Epoch[660](17163/26): Loss -0.8034, Sem 0.0594, dir -0.9795, norm 0.1167, swav 0.0000 LR: 1.724e-02 Score 97.881 Data time: 0.2392, Forward time: 2.3077, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.3903 [2020-11-13 18:26:24,420][root][INFO] - ===> Epoch[660](17164/26): Loss -0.7983, Sem 0.0661, dir -0.9772, norm 0.1129, swav 0.0000 LR: 1.723e-02 Score 97.659 Data time: 0.2099, Forward time: 2.3078, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 6.2814 [2020-11-13 18:26:29,325][root][INFO] - ===> Epoch[660](17165/26): Loss -0.7935, Sem 0.0683, dir -0.9746, norm 0.1128, swav 0.0000 LR: 1.723e-02 Score 97.629 Data time: 0.2058, Forward time: 2.3078, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 4.7951 [2020-11-13 18:26:36,247][root][INFO] - ===> Epoch[660](17166/26): Loss -0.7932, Sem 0.0670, dir -0.9778, norm 0.1176, swav 0.0000 LR: 1.722e-02 Score 97.624 Data time: 0.1880, Forward time: 2.3077, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 6.7634 [2020-11-13 18:26:41,369][root][INFO] - ===> Epoch[661](17167/26): Loss -0.7872, Sem 0.0689, dir -0.9773, norm 0.1211, swav 0.0000 LR: 1.722e-02 Score 97.495 Data time: 0.2207, Forward time: 2.3078, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.0005 [2020-11-13 18:26:47,251][root][INFO] - ===> Epoch[661](17168/26): Loss -0.8014, Sem 0.0621, dir -0.9794, norm 0.1159, swav 0.0000 LR: 1.721e-02 Score 97.791 Data time: 0.1872, Forward time: 2.3077, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.7248 [2020-11-13 18:26:53,215][root][INFO] - ===> Epoch[661](17169/26): Loss -0.7991, Sem 0.0712, dir -0.9788, norm 0.1086, swav 0.0000 LR: 1.721e-02 Score 97.532 Data time: 0.2695, Forward time: 2.3079, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.8475 [2020-11-13 18:26:59,010][root][INFO] - ===> Epoch[661](17170/26): Loss -0.8012, Sem 0.0770, dir -0.9796, norm 0.1014, swav 0.0000 LR: 1.720e-02 Score 97.330 Data time: 0.1867, Forward time: 2.3078, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.6646 [2020-11-13 18:27:04,417][root][INFO] - ===> Epoch[661](17171/26): Loss -0.8020, Sem 0.0693, dir -0.9796, norm 0.1083, swav 0.0000 LR: 1.719e-02 Score 97.540 Data time: 0.1871, Forward time: 2.3077, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.2819 [2020-11-13 18:27:11,560][root][INFO] - ===> Epoch[661](17172/26): Loss -0.8052, Sem 0.0693, dir -0.9805, norm 0.1060, swav 0.0000 LR: 1.719e-02 Score 97.655 Data time: 0.2715, Forward time: 2.3079, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 7.0393 [2020-11-13 18:27:18,061][root][INFO] - ===> Epoch[661](17173/26): Loss -0.8095, Sem 0.0671, dir -0.9819, norm 0.1054, swav 0.0000 LR: 1.718e-02 Score 97.513 Data time: 0.2025, Forward time: 2.3079, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 6.3305 [2020-11-13 18:27:22,885][root][INFO] - ===> Epoch[661](17174/26): Loss -0.7986, Sem 0.0689, dir -0.9772, norm 0.1098, swav 0.0000 LR: 1.718e-02 Score 97.502 Data time: 0.2067, Forward time: 2.3079, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 4.7120 [2020-11-13 18:27:28,619][root][INFO] - ===> Epoch[661](17175/26): Loss -0.8229, Sem 0.0618, dir -0.9823, norm 0.0976, swav 0.0000 LR: 1.717e-02 Score 97.798 Data time: 0.3224, Forward time: 2.3081, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.6242 [2020-11-13 18:27:33,578][root][INFO] - ===> Epoch[661](17176/26): Loss -0.7876, Sem 0.0751, dir -0.9783, norm 0.1156, swav 0.0000 LR: 1.717e-02 Score 97.329 Data time: 0.2299, Forward time: 2.3082, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 4.7975 [2020-11-13 18:27:38,949][root][INFO] - ===> Epoch[661](17177/26): Loss -0.8059, Sem 0.0680, dir -0.9801, norm 0.1061, swav 0.0000 LR: 1.716e-02 Score 97.547 Data time: 0.1569, Forward time: 2.3080, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 5.2215 [2020-11-13 18:27:43,336][root][INFO] - ===> Epoch[661](17178/26): Loss -0.8062, Sem 0.0658, dir -0.9793, norm 0.1072, swav 0.0000 LR: 1.716e-02 Score 97.674 Data time: 0.2107, Forward time: 2.3080, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 4.2515 [2020-11-13 18:27:48,975][root][INFO] - ===> Epoch[661](17179/26): Loss -0.8067, Sem 0.0681, dir -0.9792, norm 0.1044, swav 0.0000 LR: 1.715e-02 Score 97.474 Data time: 0.2440, Forward time: 2.3081, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.4961 [2020-11-13 18:27:53,865][root][INFO] - ===> Epoch[661](17180/26): Loss -0.8260, Sem 0.0591, dir -0.9837, norm 0.0986, swav 0.0000 LR: 1.715e-02 Score 97.952 Data time: 0.1990, Forward time: 2.3081, Backward time: 3.0704, DDP time: 0.0037, Total iter time: 4.7439 [2020-11-13 18:27:58,720][root][INFO] - ===> Epoch[661](17181/26): Loss -0.7844, Sem 0.0751, dir -0.9765, norm 0.1171, swav 0.0000 LR: 1.714e-02 Score 97.200 Data time: 0.1910, Forward time: 2.3079, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 4.6882 [2020-11-13 18:28:03,536][root][INFO] - ===> Epoch[661](17182/26): Loss -0.7945, Sem 0.0714, dir -0.9795, norm 0.1137, swav 0.0000 LR: 1.713e-02 Score 97.495 Data time: 0.1274, Forward time: 2.3077, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 4.7114 [2020-11-13 18:28:09,242][root][INFO] - ===> Epoch[661](17183/26): Loss -0.8078, Sem 0.0658, dir -0.9788, norm 0.1052, swav 0.0000 LR: 1.713e-02 Score 97.690 Data time: 0.1319, Forward time: 2.3075, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 5.6219 [2020-11-13 18:28:14,605][root][INFO] - ===> Epoch[661](17184/26): Loss -0.8106, Sem 0.0600, dir -0.9805, norm 0.1098, swav 0.0000 LR: 1.712e-02 Score 97.884 Data time: 0.1408, Forward time: 2.3073, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.3063 [2020-11-13 18:28:20,305][root][INFO] - ===> Epoch[661](17185/26): Loss -0.8082, Sem 0.0625, dir -0.9810, norm 0.1103, swav 0.0000 LR: 1.712e-02 Score 97.694 Data time: 0.2256, Forward time: 2.3073, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 5.6081 [2020-11-13 18:28:27,124][root][INFO] - ===> Epoch[661](17186/26): Loss -0.7903, Sem 0.0708, dir -0.9752, norm 0.1141, swav 0.0000 LR: 1.711e-02 Score 97.455 Data time: 0.2077, Forward time: 2.3073, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 6.6884 [2020-11-13 18:28:32,785][root][INFO] - ===> Epoch[661](17187/26): Loss -0.8021, Sem 0.0731, dir -0.9784, norm 0.1032, swav 0.0000 LR: 1.711e-02 Score 97.376 Data time: 0.1776, Forward time: 2.3073, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.5275 [2020-11-13 18:28:39,746][root][INFO] - ===> Epoch[661](17188/26): Loss -0.7895, Sem 0.0720, dir -0.9753, norm 0.1137, swav 0.0000 LR: 1.710e-02 Score 97.348 Data time: 0.2564, Forward time: 2.3073, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 6.8193 [2020-11-13 18:28:45,735][root][INFO] - ===> Epoch[661](17189/26): Loss -0.8162, Sem 0.0626, dir -0.9806, norm 0.1018, swav 0.0000 LR: 1.710e-02 Score 97.701 Data time: 0.1760, Forward time: 2.3072, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 5.8485 [2020-11-13 18:28:51,383][root][INFO] - ===> Epoch[661](17190/26): Loss -0.8106, Sem 0.0640, dir -0.9800, norm 0.1054, swav 0.0000 LR: 1.709e-02 Score 97.731 Data time: 0.1663, Forward time: 2.3070, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.5207 [2020-11-13 18:28:57,133][root][INFO] - ===> Epoch[661](17191/26): Loss -0.7880, Sem 0.0710, dir -0.9792, norm 0.1202, swav 0.0000 LR: 1.708e-02 Score 97.466 Data time: 0.2469, Forward time: 2.3071, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 5.7070 [2020-11-13 18:29:03,511][root][INFO] - ===> Epoch[661](17192/26): Loss -0.8095, Sem 0.0626, dir -0.9786, norm 0.1065, swav 0.0000 LR: 1.708e-02 Score 97.739 Data time: 0.2188, Forward time: 2.3071, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 6.2610 [2020-11-13 18:29:08,298][root][INFO] - ===> Epoch[662](17193/26): Loss -0.8247, Sem 0.0604, dir -0.9821, norm 0.0969, swav 0.0000 LR: 1.707e-02 Score 97.860 Data time: 0.2194, Forward time: 2.3072, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 4.6610 [2020-11-13 18:29:13,245][root][INFO] - ===> Epoch[662](17194/26): Loss -0.8027, Sem 0.0722, dir -0.9783, norm 0.1035, swav 0.0000 LR: 1.707e-02 Score 97.425 Data time: 0.1850, Forward time: 2.3071, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 4.7783 [2020-11-13 18:29:18,740][root][INFO] - ===> Epoch[662](17195/26): Loss -0.7747, Sem 0.0709, dir -0.9731, norm 0.1275, swav 0.0000 LR: 1.706e-02 Score 97.497 Data time: 0.1949, Forward time: 2.3070, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.3907 [2020-11-13 18:29:25,373][root][INFO] - ===> Epoch[662](17196/26): Loss -0.7945, Sem 0.0626, dir -0.9752, norm 0.1181, swav 0.0000 LR: 1.706e-02 Score 97.754 Data time: 0.2548, Forward time: 2.3072, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 6.4838 [2020-11-13 18:29:30,672][root][INFO] - ===> Epoch[662](17197/26): Loss -0.7758, Sem 0.0651, dir -0.9738, norm 0.1330, swav 0.0000 LR: 1.705e-02 Score 97.653 Data time: 0.2268, Forward time: 2.3073, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.1111 [2020-11-13 18:29:36,526][root][INFO] - ===> Epoch[662](17198/26): Loss -0.8036, Sem 0.0592, dir -0.9753, norm 0.1125, swav 0.0000 LR: 1.705e-02 Score 97.907 Data time: 0.2979, Forward time: 2.3073, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.7255 [2020-11-13 18:29:43,931][root][INFO] - ===> Epoch[662](17199/26): Loss -0.7938, Sem 0.0673, dir -0.9757, norm 0.1146, swav 0.0000 LR: 1.704e-02 Score 97.588 Data time: 0.2334, Forward time: 2.3074, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 7.2610 [2020-11-13 18:29:49,775][root][INFO] - ===> Epoch[662](17200/26): Loss -0.8044, Sem 0.0611, dir -0.9788, norm 0.1133, swav 0.0000 LR: 1.704e-02 Score 97.741 Data time: 0.2291, Forward time: 2.3073, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 5.6777 [2020-11-13 18:29:55,005][root][INFO] - ===> Epoch[662](17201/26): Loss -0.8011, Sem 0.0674, dir -0.9787, norm 0.1102, swav 0.0000 LR: 1.703e-02 Score 97.591 Data time: 0.2207, Forward time: 2.3073, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 5.0828 [2020-11-13 18:30:00,156][root][INFO] - ===> Epoch[662](17202/26): Loss -0.7918, Sem 0.0728, dir -0.9758, norm 0.1112, swav 0.0000 LR: 1.702e-02 Score 97.459 Data time: 0.1972, Forward time: 2.3073, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.0034 [2020-11-13 18:30:06,164][root][INFO] - ===> Epoch[662](17203/26): Loss -0.8006, Sem 0.0602, dir -0.9795, norm 0.1187, swav 0.0000 LR: 1.702e-02 Score 97.820 Data time: 0.2840, Forward time: 2.3075, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.8776 [2020-11-13 18:30:10,941][root][INFO] - ===> Epoch[662](17204/26): Loss -0.8057, Sem 0.0641, dir -0.9784, norm 0.1086, swav 0.0000 LR: 1.701e-02 Score 97.699 Data time: 0.2162, Forward time: 2.3075, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.6186 [2020-11-13 18:30:16,441][root][INFO] - ===> Epoch[662](17205/26): Loss -0.7967, Sem 0.0637, dir -0.9776, norm 0.1171, swav 0.0000 LR: 1.701e-02 Score 97.754 Data time: 0.2032, Forward time: 2.3074, Backward time: 3.0704, DDP time: 0.0037, Total iter time: 5.3808 [2020-11-13 18:30:23,430][root][INFO] - ===> Epoch[662](17206/26): Loss -0.8023, Sem 0.0648, dir -0.9776, norm 0.1105, swav 0.0000 LR: 1.700e-02 Score 97.648 Data time: 0.2173, Forward time: 2.3074, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 6.8536 [2020-11-13 18:30:28,782][root][INFO] - ===> Epoch[662](17207/26): Loss -0.7805, Sem 0.0676, dir -0.9787, norm 0.1306, swav 0.0000 LR: 1.700e-02 Score 97.536 Data time: 0.1906, Forward time: 2.3074, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.2096 [2020-11-13 18:30:33,362][root][INFO] - ===> Epoch[662](17208/26): Loss -0.8052, Sem 0.0598, dir -0.9756, norm 0.1106, swav 0.0000 LR: 1.699e-02 Score 97.810 Data time: 0.1581, Forward time: 2.3073, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.4437 [2020-11-13 18:30:39,203][root][INFO] - ===> Epoch[662](17209/26): Loss -0.8018, Sem 0.0653, dir -0.9762, norm 0.1091, swav 0.0000 LR: 1.699e-02 Score 97.710 Data time: 0.2067, Forward time: 2.3073, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 5.7280 [2020-11-13 18:30:44,446][root][INFO] - ===> Epoch[662](17210/26): Loss -0.8053, Sem 0.0666, dir -0.9812, norm 0.1094, swav 0.0000 LR: 1.698e-02 Score 97.657 Data time: 0.1938, Forward time: 2.3072, Backward time: 3.0704, DDP time: 0.0037, Total iter time: 5.0676 [2020-11-13 18:30:49,757][root][INFO] - ===> Epoch[662](17211/26): Loss -0.8014, Sem 0.0645, dir -0.9770, norm 0.1111, swav 0.0000 LR: 1.698e-02 Score 97.676 Data time: 0.2227, Forward time: 2.3071, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 5.1935 [2020-11-13 18:30:55,302][root][INFO] - ===> Epoch[662](17212/26): Loss -0.7924, Sem 0.0682, dir -0.9772, norm 0.1167, swav 0.0000 LR: 1.697e-02 Score 97.686 Data time: 0.2307, Forward time: 2.3072, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.4325 [2020-11-13 18:31:01,993][root][INFO] - ===> Epoch[662](17213/26): Loss -0.7886, Sem 0.0659, dir -0.9783, norm 0.1238, swav 0.0000 LR: 1.696e-02 Score 97.614 Data time: 0.3085, Forward time: 2.3073, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 6.5328 [2020-11-13 18:31:07,487][root][INFO] - ===> Epoch[662](17214/26): Loss -0.8017, Sem 0.0672, dir -0.9808, norm 0.1120, swav 0.0000 LR: 1.696e-02 Score 97.662 Data time: 0.1928, Forward time: 2.3073, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.3029 [2020-11-13 18:31:13,624][root][INFO] - ===> Epoch[662](17215/26): Loss -0.7993, Sem 0.0665, dir -0.9773, norm 0.1115, swav 0.0000 LR: 1.695e-02 Score 97.561 Data time: 0.2198, Forward time: 2.3073, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 6.0307 [2020-11-13 18:31:18,942][root][INFO] - ===> Epoch[662](17216/26): Loss -0.7907, Sem 0.0740, dir -0.9783, norm 0.1136, swav 0.0000 LR: 1.695e-02 Score 97.383 Data time: 0.2151, Forward time: 2.3073, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.1861 [2020-11-13 18:31:23,805][root][INFO] - ===> Epoch[662](17217/26): Loss -0.8133, Sem 0.0597, dir -0.9796, norm 0.1066, swav 0.0000 LR: 1.694e-02 Score 97.851 Data time: 0.2196, Forward time: 2.3074, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 4.7532 [2020-11-13 18:31:29,537][root][INFO] - ===> Epoch[662](17218/26): Loss -0.7895, Sem 0.0746, dir -0.9789, norm 0.1148, swav 0.0000 LR: 1.694e-02 Score 97.290 Data time: 0.2245, Forward time: 2.3074, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 5.6311 [2020-11-13 18:31:33,835][root][INFO] - ===> Epoch[663](17219/26): Loss -0.8028, Sem 0.0632, dir -0.9750, norm 0.1091, swav 0.0000 LR: 1.693e-02 Score 97.726 Data time: 0.1916, Forward time: 2.3073, Backward time: 3.0696, DDP time: 0.0037, Total iter time: 4.1818 [2020-11-13 18:31:39,263][root][INFO] - ===> Epoch[663](17220/26): Loss -0.8105, Sem 0.0642, dir -0.9794, norm 0.1046, swav 0.0000 LR: 1.693e-02 Score 97.655 Data time: 0.1337, Forward time: 2.3071, Backward time: 3.0697, DDP time: 0.0037, Total iter time: 5.3350 [2020-11-13 18:31:46,500][root][INFO] - ===> Epoch[663](17221/26): Loss -0.8199, Sem 0.0593, dir -0.9798, norm 0.1006, swav 0.0000 LR: 1.692e-02 Score 97.899 Data time: 0.2046, Forward time: 2.3071, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 7.1721 [2020-11-13 18:31:52,282][root][INFO] - ===> Epoch[663](17222/26): Loss -0.7884, Sem 0.0782, dir -0.9795, norm 0.1130, swav 0.0000 LR: 1.691e-02 Score 97.254 Data time: 0.2450, Forward time: 2.3072, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 5.6675 [2020-11-13 18:31:58,796][root][INFO] - ===> Epoch[663](17223/26): Loss -0.8042, Sem 0.0660, dir -0.9787, norm 0.1085, swav 0.0000 LR: 1.691e-02 Score 97.625 Data time: 0.2237, Forward time: 2.3072, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 6.3405 [2020-11-13 18:32:03,429][root][INFO] - ===> Epoch[663](17224/26): Loss -0.8230, Sem 0.0590, dir -0.9821, norm 0.1002, swav 0.0000 LR: 1.690e-02 Score 97.936 Data time: 0.2199, Forward time: 2.3073, Backward time: 3.0698, DDP time: 0.0037, Total iter time: 4.5167 [2020-11-13 18:32:08,949][root][INFO] - ===> Epoch[663](17225/26): Loss -0.7947, Sem 0.0659, dir -0.9770, norm 0.1163, swav 0.0000 LR: 1.690e-02 Score 97.510 Data time: 0.2610, Forward time: 2.3074, Backward time: 3.0697, DDP time: 0.0037, Total iter time: 5.3936 [2020-11-13 18:32:14,371][root][INFO] - ===> Epoch[663](17226/26): Loss -0.7779, Sem 0.0746, dir -0.9776, norm 0.1251, swav 0.0000 LR: 1.689e-02 Score 97.481 Data time: 0.2442, Forward time: 2.3075, Backward time: 3.0694, DDP time: 0.0037, Total iter time: 5.2781 [2020-11-13 18:32:19,782][root][INFO] - ===> Epoch[663](17227/26): Loss -0.8055, Sem 0.0616, dir -0.9786, norm 0.1115, swav 0.0000 LR: 1.689e-02 Score 97.788 Data time: 0.1827, Forward time: 2.3074, Backward time: 3.0694, DDP time: 0.0037, Total iter time: 5.2491 [2020-11-13 18:32:24,921][root][INFO] - ===> Epoch[663](17228/26): Loss -0.8034, Sem 0.0640, dir -0.9762, norm 0.1088, swav 0.0000 LR: 1.688e-02 Score 97.667 Data time: 0.2037, Forward time: 2.3073, Backward time: 3.0693, DDP time: 0.0037, Total iter time: 5.0089 [2020-11-13 18:32:30,603][root][INFO] - ===> Epoch[663](17229/26): Loss -0.8128, Sem 0.0629, dir -0.9811, norm 0.1053, swav 0.0000 LR: 1.688e-02 Score 97.782 Data time: 0.2287, Forward time: 2.3074, Backward time: 3.0693, DDP time: 0.0037, Total iter time: 5.5814 [2020-11-13 18:32:36,812][root][INFO] - ===> Epoch[663](17230/26): Loss -0.8214, Sem 0.0628, dir -0.9823, norm 0.0981, swav 0.0000 LR: 1.687e-02 Score 97.679 Data time: 0.1740, Forward time: 2.3072, Backward time: 3.0695, DDP time: 0.0037, Total iter time: 6.0431 [2020-11-13 18:32:42,151][root][INFO] - ===> Epoch[663](17231/26): Loss -0.8104, Sem 0.0622, dir -0.9789, norm 0.1062, swav 0.0000 LR: 1.687e-02 Score 97.781 Data time: 0.2632, Forward time: 2.3074, Backward time: 3.0693, DDP time: 0.0037, Total iter time: 5.2802 [2020-11-13 18:32:48,540][root][INFO] - ===> Epoch[663](17232/26): Loss -0.8076, Sem 0.0630, dir -0.9793, norm 0.1088, swav 0.0000 LR: 1.686e-02 Score 97.765 Data time: 0.2777, Forward time: 2.3075, Backward time: 3.0692, DDP time: 0.0037, Total iter time: 6.2110 [2020-11-13 18:32:54,262][root][INFO] - ===> Epoch[663](17233/26): Loss -0.7890, Sem 0.0678, dir -0.9762, norm 0.1193, swav 0.0000 LR: 1.685e-02 Score 97.605 Data time: 0.2662, Forward time: 2.3077, Backward time: 3.0690, DDP time: 0.0037, Total iter time: 5.5661 [2020-11-13 18:32:59,075][root][INFO] - ===> Epoch[663](17234/26): Loss -0.8058, Sem 0.0615, dir -0.9779, norm 0.1105, swav 0.0000 LR: 1.685e-02 Score 97.824 Data time: 0.1862, Forward time: 2.3077, Backward time: 3.0688, DDP time: 0.0037, Total iter time: 4.6390 [2020-11-13 18:33:04,730][root][INFO] - ===> Epoch[663](17235/26): Loss -0.8020, Sem 0.0709, dir -0.9791, norm 0.1062, swav 0.0000 LR: 1.684e-02 Score 97.391 Data time: 0.1598, Forward time: 2.3076, Backward time: 3.0689, DDP time: 0.0037, Total iter time: 5.5331 [2020-11-13 18:33:12,854][root][INFO] - ===> Epoch[663](17236/26): Loss -0.8141, Sem 0.0644, dir -0.9820, norm 0.1035, swav 0.0000 LR: 1.684e-02 Score 97.749 Data time: 0.1052, Forward time: 2.3073, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 8.0430 [2020-11-13 18:33:17,834][root][INFO] - ===> Epoch[663](17237/26): Loss -0.8137, Sem 0.0678, dir -0.9800, norm 0.0986, swav 0.0000 LR: 1.683e-02 Score 97.534 Data time: 0.2174, Forward time: 2.3073, Backward time: 3.0696, DDP time: 0.0037, Total iter time: 4.9373 [2020-11-13 18:33:23,252][root][INFO] - ===> Epoch[663](17238/26): Loss -0.7893, Sem 0.0654, dir -0.9721, norm 0.1174, swav 0.0000 LR: 1.683e-02 Score 97.648 Data time: 0.1456, Forward time: 2.3072, Backward time: 3.0697, DDP time: 0.0037, Total iter time: 5.2895 [2020-11-13 18:33:28,507][root][INFO] - ===> Epoch[663](17239/26): Loss -0.7992, Sem 0.0719, dir -0.9787, norm 0.1076, swav 0.0000 LR: 1.682e-02 Score 97.414 Data time: 0.2067, Forward time: 2.3072, Backward time: 3.0696, DDP time: 0.0037, Total iter time: 5.1858 [2020-11-13 18:33:35,321][root][INFO] - ===> Epoch[663](17240/26): Loss -0.8079, Sem 0.0677, dir -0.9798, norm 0.1043, swav 0.0000 LR: 1.682e-02 Score 97.664 Data time: 0.2040, Forward time: 2.3072, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 6.7008 [2020-11-13 18:33:42,713][root][INFO] - ===> Epoch[663](17241/26): Loss -0.8106, Sem 0.0653, dir -0.9789, norm 0.1030, swav 0.0000 LR: 1.681e-02 Score 97.621 Data time: 0.2478, Forward time: 2.3073, Backward time: 3.0701, DDP time: 0.0037, Total iter time: 7.2811 [2020-11-13 18:33:49,333][root][INFO] - ===> Epoch[663](17242/26): Loss -0.7959, Sem 0.0627, dir -0.9765, norm 0.1179, swav 0.0000 LR: 1.681e-02 Score 97.720 Data time: 0.2089, Forward time: 2.3073, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 6.4567 [2020-11-13 18:33:54,618][root][INFO] - ===> Epoch[663](17243/26): Loss -0.8062, Sem 0.0622, dir -0.9786, norm 0.1103, swav 0.0000 LR: 1.680e-02 Score 97.747 Data time: 0.2035, Forward time: 2.3073, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.1699 [2020-11-13 18:34:00,067][root][INFO] - ===> Epoch[663](17244/26): Loss -0.7780, Sem 0.0770, dir -0.9757, norm 0.1207, swav 0.0000 LR: 1.679e-02 Score 97.209 Data time: 0.2524, Forward time: 2.3074, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 5.3071 [2020-11-13 18:34:05,277][root][INFO] - ===> Epoch[664](17245/26): Loss -0.8028, Sem 0.0608, dir -0.9768, norm 0.1133, swav 0.0000 LR: 1.679e-02 Score 97.795 Data time: 0.2161, Forward time: 2.3074, Backward time: 3.0698, DDP time: 0.0037, Total iter time: 5.0562 [2020-11-13 18:34:11,489][root][INFO] - ===> Epoch[664](17246/26): Loss -0.7924, Sem 0.0688, dir -0.9753, norm 0.1141, swav 0.0000 LR: 1.678e-02 Score 97.503 Data time: 0.1881, Forward time: 2.3074, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 6.1137 [2020-11-13 18:34:16,508][root][INFO] - ===> Epoch[664](17247/26): Loss -0.7931, Sem 0.0655, dir -0.9778, norm 0.1192, swav 0.0000 LR: 1.678e-02 Score 97.633 Data time: 0.1934, Forward time: 2.3072, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 4.9063 [2020-11-13 18:34:21,844][root][INFO] - ===> Epoch[664](17248/26): Loss -0.8075, Sem 0.0596, dir -0.9797, norm 0.1125, swav 0.0000 LR: 1.677e-02 Score 97.767 Data time: 0.1959, Forward time: 2.3072, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 5.2341 [2020-11-13 18:34:27,537][root][INFO] - ===> Epoch[664](17249/26): Loss -0.8003, Sem 0.0712, dir -0.9802, norm 0.1087, swav 0.0000 LR: 1.677e-02 Score 97.422 Data time: 0.1937, Forward time: 2.3072, Backward time: 3.0698, DDP time: 0.0037, Total iter time: 5.5531 [2020-11-13 18:34:33,850][root][INFO] - ===> Epoch[664](17250/26): Loss -0.7759, Sem 0.0724, dir -0.9773, norm 0.1290, swav 0.0000 LR: 1.676e-02 Score 97.415 Data time: 0.1379, Forward time: 2.3070, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 6.1675 [2020-11-13 18:34:39,511][root][INFO] - ===> Epoch[664](17251/26): Loss -0.8013, Sem 0.0651, dir -0.9801, norm 0.1137, swav 0.0000 LR: 1.676e-02 Score 97.714 Data time: 0.2059, Forward time: 2.3070, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.5722 [2020-11-13 18:34:45,618][root][INFO] - ===> Epoch[664](17252/26): Loss -0.7845, Sem 0.0686, dir -0.9778, norm 0.1248, swav 0.0000 LR: 1.675e-02 Score 97.578 Data time: 0.2702, Forward time: 2.3070, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.9697 [2020-11-13 18:34:51,260][root][INFO] - ===> Epoch[664](17253/26): Loss -0.8072, Sem 0.0652, dir -0.9786, norm 0.1061, swav 0.0000 LR: 1.674e-02 Score 97.666 Data time: 0.1557, Forward time: 2.3069, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.4924 [2020-11-13 18:34:56,522][root][INFO] - ===> Epoch[664](17254/26): Loss -0.8072, Sem 0.0610, dir -0.9772, norm 0.1090, swav 0.0000 LR: 1.674e-02 Score 97.854 Data time: 0.1667, Forward time: 2.3067, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 5.1569 [2020-11-13 18:35:02,297][root][INFO] - ===> Epoch[664](17255/26): Loss -0.7936, Sem 0.0660, dir -0.9754, norm 0.1158, swav 0.0000 LR: 1.673e-02 Score 97.570 Data time: 0.2515, Forward time: 2.3069, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.7060 [2020-11-13 18:35:07,791][root][INFO] - ===> Epoch[664](17256/26): Loss -0.8163, Sem 0.0611, dir -0.9771, norm 0.0997, swav 0.0000 LR: 1.673e-02 Score 97.801 Data time: 0.1861, Forward time: 2.3068, Backward time: 3.0701, DDP time: 0.0037, Total iter time: 5.3174 [2020-11-13 18:35:12,695][root][INFO] - ===> Epoch[664](17257/26): Loss -0.8093, Sem 0.0683, dir -0.9799, norm 0.1024, swav 0.0000 LR: 1.672e-02 Score 97.542 Data time: 0.1796, Forward time: 2.3067, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 4.8090 [2020-11-13 18:35:18,703][root][INFO] - ===> Epoch[664](17258/26): Loss -0.8064, Sem 0.0663, dir -0.9819, norm 0.1091, swav 0.0000 LR: 1.672e-02 Score 97.636 Data time: 0.2008, Forward time: 2.3066, Backward time: 3.0701, DDP time: 0.0037, Total iter time: 5.9054 [2020-11-13 18:35:23,563][root][INFO] - ===> Epoch[664](17259/26): Loss -0.8281, Sem 0.0557, dir -0.9802, norm 0.0963, swav 0.0000 LR: 1.671e-02 Score 97.956 Data time: 0.2278, Forward time: 2.3067, Backward time: 3.0698, DDP time: 0.0037, Total iter time: 4.7155 [2020-11-13 18:35:29,942][root][INFO] - ===> Epoch[664](17260/26): Loss -0.8068, Sem 0.0596, dir -0.9798, norm 0.1134, swav 0.0000 LR: 1.671e-02 Score 97.846 Data time: 0.1988, Forward time: 2.3067, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 6.2258 [2020-11-13 18:35:35,524][root][INFO] - ===> Epoch[664](17261/26): Loss -0.8076, Sem 0.0690, dir -0.9816, norm 0.1050, swav 0.0000 LR: 1.670e-02 Score 97.483 Data time: 0.2474, Forward time: 2.3068, Backward time: 3.0698, DDP time: 0.0037, Total iter time: 5.4711 [2020-11-13 18:35:41,548][root][INFO] - ===> Epoch[664](17262/26): Loss -0.8051, Sem 0.0660, dir -0.9787, norm 0.1076, swav 0.0000 LR: 1.670e-02 Score 97.611 Data time: 0.2275, Forward time: 2.3068, Backward time: 3.0698, DDP time: 0.0037, Total iter time: 5.8418 [2020-11-13 18:35:49,093][root][INFO] - ===> Epoch[664](17263/26): Loss -0.8047, Sem 0.0604, dir -0.9776, norm 0.1124, swav 0.0000 LR: 1.669e-02 Score 97.863 Data time: 0.2561, Forward time: 2.3069, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 7.4192 [2020-11-13 18:35:55,031][root][INFO] - ===> Epoch[664](17264/26): Loss -0.7906, Sem 0.0714, dir -0.9759, norm 0.1139, swav 0.0000 LR: 1.668e-02 Score 97.466 Data time: 0.1978, Forward time: 2.3069, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.7656 [2020-11-13 18:35:59,870][root][INFO] - ===> Epoch[664](17265/26): Loss -0.8174, Sem 0.0618, dir -0.9780, norm 0.0988, swav 0.0000 LR: 1.668e-02 Score 97.742 Data time: 0.2201, Forward time: 2.3069, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 4.6986 [2020-11-13 18:36:06,187][root][INFO] - ===> Epoch[664](17266/26): Loss -0.8130, Sem 0.0580, dir -0.9828, norm 0.1117, swav 0.0000 LR: 1.667e-02 Score 97.927 Data time: 0.2434, Forward time: 2.3070, Backward time: 3.0699, DDP time: 0.0037, Total iter time: 6.1779 [2020-11-13 18:36:12,253][root][INFO] - ===> Epoch[664](17267/26): Loss -0.7874, Sem 0.0726, dir -0.9729, norm 0.1129, swav 0.0000 LR: 1.667e-02 Score 97.451 Data time: 0.1645, Forward time: 2.3069, Backward time: 3.0701, DDP time: 0.0037, Total iter time: 5.9080 [2020-11-13 18:36:19,674][root][INFO] - ===> Epoch[664](17268/26): Loss -0.7905, Sem 0.0661, dir -0.9764, norm 0.1198, swav 0.0000 LR: 1.666e-02 Score 97.608 Data time: 0.1725, Forward time: 2.3068, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 7.3067 [2020-11-13 18:36:25,937][root][INFO] - ===> Epoch[664](17269/26): Loss -0.7832, Sem 0.0756, dir -0.9793, norm 0.1205, swav 0.0000 LR: 1.666e-02 Score 97.317 Data time: 0.2394, Forward time: 2.3069, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 6.1611 [2020-11-13 18:36:31,942][root][INFO] - ===> Epoch[664](17270/26): Loss -0.8201, Sem 0.0610, dir -0.9818, norm 0.1006, swav 0.0000 LR: 1.665e-02 Score 97.811 Data time: 0.3161, Forward time: 2.3070, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.8111 [2020-11-13 18:36:37,619][root][INFO] - ===> Epoch[665](17271/26): Loss -0.8045, Sem 0.0635, dir -0.9743, norm 0.1062, swav 0.0000 LR: 1.665e-02 Score 97.717 Data time: 0.2219, Forward time: 2.3070, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.5339 [2020-11-13 18:36:43,160][root][INFO] - ===> Epoch[665](17272/26): Loss -0.8027, Sem 0.0667, dir -0.9813, norm 0.1119, swav 0.0000 LR: 1.664e-02 Score 97.613 Data time: 0.1995, Forward time: 2.3069, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.4197 [2020-11-13 18:36:49,634][root][INFO] - ===> Epoch[665](17273/26): Loss -0.8070, Sem 0.0655, dir -0.9775, norm 0.1050, swav 0.0000 LR: 1.664e-02 Score 97.697 Data time: 0.2788, Forward time: 2.3070, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 6.3292 [2020-11-13 18:36:54,729][root][INFO] - ===> Epoch[665](17274/26): Loss -0.7957, Sem 0.0679, dir -0.9794, norm 0.1158, swav 0.0000 LR: 1.663e-02 Score 97.504 Data time: 0.2155, Forward time: 2.3070, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.9410 [2020-11-13 18:37:00,674][root][INFO] - ===> Epoch[665](17275/26): Loss -0.8124, Sem 0.0602, dir -0.9765, norm 0.1039, swav 0.0000 LR: 1.662e-02 Score 97.818 Data time: 0.1425, Forward time: 2.3068, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.8424 [2020-11-13 18:37:06,238][root][INFO] - ===> Epoch[665](17276/26): Loss -0.8136, Sem 0.0656, dir -0.9806, norm 0.1014, swav 0.0000 LR: 1.662e-02 Score 97.619 Data time: 0.2099, Forward time: 2.3068, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.5014 [2020-11-13 18:37:13,520][root][INFO] - ===> Epoch[665](17277/26): Loss -0.7913, Sem 0.0680, dir -0.9767, norm 0.1174, swav 0.0000 LR: 1.661e-02 Score 97.555 Data time: 0.2075, Forward time: 2.3067, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 7.1416 [2020-11-13 18:37:19,166][root][INFO] - ===> Epoch[665](17278/26): Loss -0.8053, Sem 0.0605, dir -0.9788, norm 0.1130, swav 0.0000 LR: 1.661e-02 Score 97.721 Data time: 0.2339, Forward time: 2.3066, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 5.5045 [2020-11-13 18:37:26,678][root][INFO] - ===> Epoch[665](17279/26): Loss -0.8054, Sem 0.0585, dir -0.9785, norm 0.1146, swav 0.0000 LR: 1.660e-02 Score 97.945 Data time: 0.1935, Forward time: 2.3066, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 7.4088 [2020-11-13 18:37:31,716][root][INFO] - ===> Epoch[665](17280/26): Loss -0.8106, Sem 0.0600, dir -0.9805, norm 0.1100, swav 0.0000 LR: 1.660e-02 Score 97.826 Data time: 0.2830, Forward time: 2.3067, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 4.8717 [2020-11-13 18:37:38,544][root][INFO] - ===> Epoch[665](17281/26): Loss -0.7960, Sem 0.0731, dir -0.9783, norm 0.1092, swav 0.0000 LR: 1.659e-02 Score 97.376 Data time: 0.3213, Forward time: 2.3070, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 6.6780 [2020-11-13 18:37:44,239][root][INFO] - ===> Epoch[665](17282/26): Loss -0.8067, Sem 0.0647, dir -0.9778, norm 0.1065, swav 0.0000 LR: 1.659e-02 Score 97.609 Data time: 0.1569, Forward time: 2.3069, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.5323 [2020-11-13 18:37:48,599][root][INFO] - ===> Epoch[665](17283/26): Loss -0.8105, Sem 0.0597, dir -0.9819, norm 0.1116, swav 0.0000 LR: 1.658e-02 Score 97.847 Data time: 0.1861, Forward time: 2.3068, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 4.2509 [2020-11-13 18:37:54,045][root][INFO] - ===> Epoch[665](17284/26): Loss -0.8120, Sem 0.0664, dir -0.9795, norm 0.1011, swav 0.0000 LR: 1.657e-02 Score 97.565 Data time: 0.2855, Forward time: 2.3068, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.3736 [2020-11-13 18:38:00,709][root][INFO] - ===> Epoch[665](17285/26): Loss -0.8053, Sem 0.0607, dir -0.9774, norm 0.1114, swav 0.0000 LR: 1.657e-02 Score 97.808 Data time: 0.3328, Forward time: 2.3071, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 6.5141 [2020-11-13 18:38:05,809][root][INFO] - ===> Epoch[665](17286/26): Loss -0.8102, Sem 0.0635, dir -0.9796, norm 0.1058, swav 0.0000 LR: 1.656e-02 Score 97.765 Data time: 0.2419, Forward time: 2.3071, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 4.9606 [2020-11-13 18:38:10,720][root][INFO] - ===> Epoch[665](17287/26): Loss -0.8208, Sem 0.0609, dir -0.9812, norm 0.0995, swav 0.0000 LR: 1.656e-02 Score 97.769 Data time: 0.2003, Forward time: 2.3071, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.7616 [2020-11-13 18:38:16,245][root][INFO] - ===> Epoch[665](17288/26): Loss -0.8004, Sem 0.0672, dir -0.9763, norm 0.1087, swav 0.0000 LR: 1.655e-02 Score 97.593 Data time: 0.1943, Forward time: 2.3071, Backward time: 3.0704, DDP time: 0.0037, Total iter time: 5.3984 [2020-11-13 18:38:22,447][root][INFO] - ===> Epoch[665](17289/26): Loss -0.7983, Sem 0.0681, dir -0.9794, norm 0.1129, swav 0.0000 LR: 1.655e-02 Score 97.585 Data time: 0.1787, Forward time: 2.3070, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 6.0343 [2020-11-13 18:38:27,969][root][INFO] - ===> Epoch[665](17290/26): Loss -0.7738, Sem 0.0792, dir -0.9760, norm 0.1230, swav 0.0000 LR: 1.654e-02 Score 97.089 Data time: 0.1639, Forward time: 2.3069, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.4294 [2020-11-13 18:38:33,693][root][INFO] - ===> Epoch[665](17291/26): Loss -0.8157, Sem 0.0585, dir -0.9763, norm 0.1021, swav 0.0000 LR: 1.654e-02 Score 97.906 Data time: 0.1782, Forward time: 2.3068, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.6122 [2020-11-13 18:38:38,939][root][INFO] - ===> Epoch[665](17292/26): Loss -0.8201, Sem 0.0618, dir -0.9814, norm 0.0994, swav 0.0000 LR: 1.653e-02 Score 97.747 Data time: 0.2169, Forward time: 2.3068, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.1636 [2020-11-13 18:38:45,093][root][INFO] - ===> Epoch[665](17293/26): Loss -0.8130, Sem 0.0620, dir -0.9798, norm 0.1048, swav 0.0000 LR: 1.653e-02 Score 97.768 Data time: 0.2104, Forward time: 2.3069, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 6.0084 [2020-11-13 18:38:52,034][root][INFO] - ===> Epoch[665](17294/26): Loss -0.8073, Sem 0.0653, dir -0.9794, norm 0.1068, swav 0.0000 LR: 1.652e-02 Score 97.647 Data time: 0.2008, Forward time: 2.3069, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 6.8510 [2020-11-13 18:38:57,732][root][INFO] - ===> Epoch[665](17295/26): Loss -0.7911, Sem 0.0699, dir -0.9789, norm 0.1179, swav 0.0000 LR: 1.651e-02 Score 97.495 Data time: 0.2052, Forward time: 2.3069, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.5661 [2020-11-13 18:39:03,684][root][INFO] - ===> Epoch[665](17296/26): Loss -0.8068, Sem 0.0653, dir -0.9793, norm 0.1072, swav 0.0000 LR: 1.651e-02 Score 97.585 Data time: 0.2252, Forward time: 2.3070, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.8175 [2020-11-13 18:39:08,821][root][INFO] - ===> Epoch[666](17297/26): Loss -0.8246, Sem 0.0570, dir -0.9828, norm 0.1011, swav 0.0000 LR: 1.650e-02 Score 97.992 Data time: 0.2097, Forward time: 2.3070, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.0016 [2020-11-13 18:39:14,661][root][INFO] - ===> Epoch[666](17298/26): Loss -0.7890, Sem 0.0710, dir -0.9763, norm 0.1163, swav 0.0000 LR: 1.650e-02 Score 97.440 Data time: 0.1949, Forward time: 2.3070, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.7137 [2020-11-13 18:39:19,509][root][INFO] - ===> Epoch[666](17299/26): Loss -0.7996, Sem 0.0642, dir -0.9748, norm 0.1110, swav 0.0000 LR: 1.649e-02 Score 97.685 Data time: 0.1788, Forward time: 2.3069, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.7394 [2020-11-13 18:39:24,586][root][INFO] - ===> Epoch[666](17300/26): Loss -0.8169, Sem 0.0657, dir -0.9806, norm 0.0980, swav 0.0000 LR: 1.649e-02 Score 97.673 Data time: 0.1871, Forward time: 2.3069, Backward time: 3.0704, DDP time: 0.0037, Total iter time: 4.9773 [2020-11-13 18:39:30,195][root][INFO] - ===> Epoch[666](17301/26): Loss -0.8040, Sem 0.0662, dir -0.9780, norm 0.1078, swav 0.0000 LR: 1.648e-02 Score 97.619 Data time: 0.2144, Forward time: 2.3070, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 5.5522 [2020-11-13 18:39:35,914][root][INFO] - ===> Epoch[666](17302/26): Loss -0.8122, Sem 0.0600, dir -0.9802, norm 0.1079, swav 0.0000 LR: 1.648e-02 Score 97.796 Data time: 0.1799, Forward time: 2.3069, Backward time: 3.0703, DDP time: 0.0037, Total iter time: 5.5687 [2020-11-13 18:39:42,371][root][INFO] - ===> Epoch[666](17303/26): Loss -0.7981, Sem 0.0647, dir -0.9796, norm 0.1168, swav 0.0000 LR: 1.647e-02 Score 97.616 Data time: 0.1287, Forward time: 2.3067, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 6.3248 [2020-11-13 18:39:48,758][root][INFO] - ===> Epoch[666](17304/26): Loss -0.8004, Sem 0.0733, dir -0.9798, norm 0.1061, swav 0.0000 LR: 1.646e-02 Score 97.348 Data time: 0.2301, Forward time: 2.3067, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 6.3312 [2020-11-13 18:39:53,498][root][INFO] - ===> Epoch[666](17305/26): Loss -0.8020, Sem 0.0651, dir -0.9764, norm 0.1092, swav 0.0000 LR: 1.646e-02 Score 97.683 Data time: 0.1997, Forward time: 2.3067, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 4.6187 [2020-11-13 18:39:59,261][root][INFO] - ===> Epoch[666](17306/26): Loss -0.8011, Sem 0.0661, dir -0.9778, norm 0.1106, swav 0.0000 LR: 1.645e-02 Score 97.649 Data time: 0.2588, Forward time: 2.3068, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 5.6407 [2020-11-13 18:40:05,361][root][INFO] - ===> Epoch[666](17307/26): Loss -0.7964, Sem 0.0735, dir -0.9795, norm 0.1096, swav 0.0000 LR: 1.645e-02 Score 97.326 Data time: 0.1610, Forward time: 2.3067, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.9421 [2020-11-13 18:40:10,391][root][INFO] - ===> Epoch[666](17308/26): Loss -0.8057, Sem 0.0613, dir -0.9806, norm 0.1136, swav 0.0000 LR: 1.644e-02 Score 97.799 Data time: 0.2330, Forward time: 2.3067, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.9653 [2020-11-13 18:40:17,253][root][INFO] - ===> Epoch[666](17309/26): Loss -0.8118, Sem 0.0620, dir -0.9807, norm 0.1069, swav 0.0000 LR: 1.644e-02 Score 97.809 Data time: 0.1572, Forward time: 2.3066, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 6.7033 [2020-11-13 18:40:22,858][root][INFO] - ===> Epoch[666](17310/26): Loss -0.8193, Sem 0.0619, dir -0.9807, norm 0.0995, swav 0.0000 LR: 1.643e-02 Score 97.791 Data time: 0.1770, Forward time: 2.3065, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.4961 [2020-11-13 18:40:27,697][root][INFO] - ===> Epoch[666](17311/26): Loss -0.7819, Sem 0.0720, dir -0.9779, norm 0.1241, swav 0.0000 LR: 1.643e-02 Score 97.452 Data time: 0.1825, Forward time: 2.3065, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 4.7242 [2020-11-13 18:40:33,307][root][INFO] - ===> Epoch[666](17312/26): Loss -0.8038, Sem 0.0661, dir -0.9805, norm 0.1107, swav 0.0000 LR: 1.642e-02 Score 97.631 Data time: 0.2157, Forward time: 2.3064, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.5169 [2020-11-13 18:40:40,842][root][INFO] - ===> Epoch[666](17313/26): Loss -0.8127, Sem 0.0601, dir -0.9818, norm 0.1090, swav 0.0000 LR: 1.642e-02 Score 97.880 Data time: 0.2032, Forward time: 2.3063, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 7.3953 [2020-11-13 18:40:46,086][root][INFO] - ===> Epoch[666](17314/26): Loss -0.8081, Sem 0.0694, dir -0.9785, norm 0.1011, swav 0.0000 LR: 1.641e-02 Score 97.516 Data time: 0.2892, Forward time: 2.3064, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 5.0706 [2020-11-13 18:40:51,741][root][INFO] - ===> Epoch[666](17315/26): Loss -0.7946, Sem 0.0654, dir -0.9767, norm 0.1167, swav 0.0000 LR: 1.640e-02 Score 97.688 Data time: 0.2038, Forward time: 2.3063, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 5.5045 [2020-11-13 18:40:58,369][root][INFO] - ===> Epoch[666](17316/26): Loss -0.8127, Sem 0.0666, dir -0.9800, norm 0.1007, swav 0.0000 LR: 1.640e-02 Score 97.568 Data time: 0.3100, Forward time: 2.3065, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 6.5005 [2020-11-13 18:41:03,010][root][INFO] - ===> Epoch[666](17317/26): Loss -0.8090, Sem 0.0636, dir -0.9786, norm 0.1061, swav 0.0000 LR: 1.639e-02 Score 97.713 Data time: 0.2041, Forward time: 2.3065, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 4.4653 [2020-11-13 18:41:08,853][root][INFO] - ===> Epoch[666](17318/26): Loss -0.8009, Sem 0.0657, dir -0.9804, norm 0.1138, swav 0.0000 LR: 1.639e-02 Score 97.606 Data time: 0.2583, Forward time: 2.3066, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.7497 [2020-11-13 18:41:14,828][root][INFO] - ===> Epoch[666](17319/26): Loss -0.8050, Sem 0.0673, dir -0.9797, norm 0.1074, swav 0.0000 LR: 1.638e-02 Score 97.557 Data time: 0.2292, Forward time: 2.3066, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.8042 [2020-11-13 18:41:20,383][root][INFO] - ===> Epoch[666](17320/26): Loss -0.8043, Sem 0.0595, dir -0.9743, norm 0.1104, swav 0.0000 LR: 1.638e-02 Score 97.812 Data time: 0.2231, Forward time: 2.3066, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.4171 [2020-11-13 18:41:26,217][root][INFO] - ===> Epoch[666](17321/26): Loss -0.8026, Sem 0.0695, dir -0.9786, norm 0.1065, swav 0.0000 LR: 1.637e-02 Score 97.481 Data time: 0.2595, Forward time: 2.3068, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 5.6670 [2020-11-13 18:41:32,129][root][INFO] - ===> Epoch[666](17322/26): Loss -0.8088, Sem 0.0599, dir -0.9813, norm 0.1126, swav 0.0000 LR: 1.637e-02 Score 97.793 Data time: 0.1409, Forward time: 2.3066, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.7408 [2020-11-13 18:41:37,580][root][INFO] - ===> Epoch[667](17323/26): Loss -0.8004, Sem 0.0633, dir -0.9766, norm 0.1130, swav 0.0000 LR: 1.636e-02 Score 97.753 Data time: 0.3157, Forward time: 2.3067, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 5.3488 [2020-11-13 18:41:43,723][root][INFO] - ===> Epoch[667](17324/26): Loss -0.8183, Sem 0.0563, dir -0.9780, norm 0.1034, swav 0.0000 LR: 1.635e-02 Score 97.951 Data time: 0.1915, Forward time: 2.3067, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.9793 [2020-11-13 18:41:50,281][root][INFO] - ===> Epoch[667](17325/26): Loss -0.8087, Sem 0.0636, dir -0.9761, norm 0.1037, swav 0.0000 LR: 1.635e-02 Score 97.730 Data time: 0.1538, Forward time: 2.3066, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 6.3869 [2020-11-13 18:41:56,139][root][INFO] - ===> Epoch[667](17326/26): Loss -0.7877, Sem 0.0735, dir -0.9779, norm 0.1167, swav 0.0000 LR: 1.634e-02 Score 97.374 Data time: 0.2328, Forward time: 2.3067, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.7559 [2020-11-13 18:42:02,104][root][INFO] - ===> Epoch[667](17327/26): Loss -0.8140, Sem 0.0638, dir -0.9810, norm 0.1032, swav 0.0000 LR: 1.634e-02 Score 97.731 Data time: 0.1803, Forward time: 2.3065, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 5.8435 [2020-11-13 18:42:07,247][root][INFO] - ===> Epoch[667](17328/26): Loss -0.7992, Sem 0.0630, dir -0.9759, norm 0.1136, swav 0.0000 LR: 1.633e-02 Score 97.771 Data time: 0.1932, Forward time: 2.3064, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 5.0176 [2020-11-13 18:42:12,395][root][INFO] - ===> Epoch[667](17329/26): Loss -0.7839, Sem 0.0716, dir -0.9755, norm 0.1200, swav 0.0000 LR: 1.633e-02 Score 97.450 Data time: 0.2368, Forward time: 2.3065, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.0020 [2020-11-13 18:42:17,979][root][INFO] - ===> Epoch[667](17330/26): Loss -0.8179, Sem 0.0629, dir -0.9815, norm 0.1006, swav 0.0000 LR: 1.632e-02 Score 97.683 Data time: 0.1926, Forward time: 2.3065, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.4407 [2020-11-13 18:42:23,768][root][INFO] - ===> Epoch[667](17331/26): Loss -0.7983, Sem 0.0633, dir -0.9773, norm 0.1157, swav 0.0000 LR: 1.632e-02 Score 97.761 Data time: 0.2175, Forward time: 2.3064, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.6648 [2020-11-13 18:42:29,303][root][INFO] - ===> Epoch[667](17332/26): Loss -0.8067, Sem 0.0653, dir -0.9796, norm 0.1077, swav 0.0000 LR: 1.631e-02 Score 97.572 Data time: 0.2087, Forward time: 2.3065, Backward time: 3.0707, DDP time: 0.0037, Total iter time: 5.4090 [2020-11-13 18:42:33,689][root][INFO] - ===> Epoch[667](17333/26): Loss -0.8141, Sem 0.0657, dir -0.9820, norm 0.1022, swav 0.0000 LR: 1.631e-02 Score 97.700 Data time: 0.1644, Forward time: 2.3063, Backward time: 3.0705, DDP time: 0.0037, Total iter time: 4.2553 [2020-11-13 18:42:40,074][root][INFO] - ===> Epoch[667](17334/26): Loss -0.8084, Sem 0.0649, dir -0.9783, norm 0.1049, swav 0.0000 LR: 1.630e-02 Score 97.592 Data time: 0.2958, Forward time: 2.3065, Backward time: 3.0704, DDP time: 0.0037, Total iter time: 6.3284 [2020-11-13 18:42:45,902][root][INFO] - ===> Epoch[667](17335/26): Loss -0.7755, Sem 0.0691, dir -0.9726, norm 0.1280, swav 0.0000 LR: 1.629e-02 Score 97.511 Data time: 0.2687, Forward time: 2.3067, Backward time: 3.0702, DDP time: 0.0037, Total iter time: 5.6786 [2020-11-13 18:42:54,759][root][INFO] - ===> Epoch[667](17336/26): Loss -0.7906, Sem 0.0696, dir -0.9774, norm 0.1171, swav 0.0000 LR: 1.629e-02 Score 97.491 Data time: 0.1809, Forward time: 2.3066, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 8.6853 [2020-11-13 18:43:00,004][root][INFO] - ===> Epoch[667](17337/26): Loss -0.8184, Sem 0.0549, dir -0.9796, norm 0.1062, swav 0.0000 LR: 1.628e-02 Score 98.022 Data time: 0.1915, Forward time: 2.3066, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 5.1360 [2020-11-13 18:43:05,423][root][INFO] - ===> Epoch[667](17338/26): Loss -0.8040, Sem 0.0638, dir -0.9793, norm 0.1116, swav 0.0000 LR: 1.628e-02 Score 97.646 Data time: 0.2198, Forward time: 2.3066, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.2899 [2020-11-13 18:43:10,968][root][INFO] - ===> Epoch[667](17339/26): Loss -0.8012, Sem 0.0634, dir -0.9760, norm 0.1113, swav 0.0000 LR: 1.627e-02 Score 97.701 Data time: 0.1844, Forward time: 2.3066, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.3998 [2020-11-13 18:43:16,591][root][INFO] - ===> Epoch[667](17340/26): Loss -0.7974, Sem 0.0700, dir -0.9785, norm 0.1111, swav 0.0000 LR: 1.627e-02 Score 97.527 Data time: 0.1850, Forward time: 2.3065, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.4965 [2020-11-13 18:43:21,719][root][INFO] - ===> Epoch[667](17341/26): Loss -0.7980, Sem 0.0661, dir -0.9744, norm 0.1103, swav 0.0000 LR: 1.626e-02 Score 97.668 Data time: 0.1379, Forward time: 2.3063, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 4.9897 [2020-11-13 18:43:28,256][root][INFO] - ===> Epoch[667](17342/26): Loss -0.8243, Sem 0.0571, dir -0.9815, norm 0.1001, swav 0.0000 LR: 1.626e-02 Score 97.968 Data time: 0.1472, Forward time: 2.3062, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 6.4776 [2020-11-13 18:43:33,320][root][INFO] - ===> Epoch[667](17343/26): Loss -0.8105, Sem 0.0650, dir -0.9798, norm 0.1043, swav 0.0000 LR: 1.625e-02 Score 97.586 Data time: 0.1390, Forward time: 2.3060, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 4.9514 [2020-11-13 18:43:37,751][root][INFO] - ===> Epoch[667](17344/26): Loss -0.7808, Sem 0.0749, dir -0.9783, norm 0.1226, swav 0.0000 LR: 1.624e-02 Score 97.375 Data time: 0.1974, Forward time: 2.3059, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 4.3550 [2020-11-13 18:43:43,893][root][INFO] - ===> Epoch[667](17345/26): Loss -0.8084, Sem 0.0654, dir -0.9790, norm 0.1051, swav 0.0000 LR: 1.624e-02 Score 97.620 Data time: 0.2024, Forward time: 2.3059, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 6.0344 [2020-11-13 18:43:49,689][root][INFO] - ===> Epoch[667](17346/26): Loss -0.8137, Sem 0.0647, dir -0.9798, norm 0.1014, swav 0.0000 LR: 1.623e-02 Score 97.637 Data time: 0.1784, Forward time: 2.3058, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 5.6453 [2020-11-13 18:43:56,279][root][INFO] - ===> Epoch[667](17347/26): Loss -0.8066, Sem 0.0615, dir -0.9794, norm 0.1113, swav 0.0000 LR: 1.623e-02 Score 97.821 Data time: 0.1372, Forward time: 2.3056, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 6.4884 [2020-11-13 18:44:02,510][root][INFO] - ===> Epoch[667](17348/26): Loss -0.8037, Sem 0.0632, dir -0.9776, norm 0.1107, swav 0.0000 LR: 1.622e-02 Score 97.719 Data time: 0.2009, Forward time: 2.3056, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 6.1591 [2020-11-13 18:44:08,863][root][INFO] - ===> Epoch[668](17349/26): Loss -0.8026, Sem 0.0692, dir -0.9792, norm 0.1074, swav 0.0000 LR: 1.622e-02 Score 97.509 Data time: 0.1990, Forward time: 2.3056, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 6.1740 [2020-11-13 18:44:15,914][root][INFO] - ===> Epoch[668](17350/26): Loss -0.8221, Sem 0.0554, dir -0.9810, norm 0.1036, swav 0.0000 LR: 1.621e-02 Score 98.071 Data time: 0.1858, Forward time: 2.3055, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.8798 [2020-11-13 18:44:20,833][root][INFO] - ===> Epoch[668](17351/26): Loss -0.8105, Sem 0.0693, dir -0.9791, norm 0.0993, swav 0.0000 LR: 1.621e-02 Score 97.538 Data time: 0.1533, Forward time: 2.3053, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 4.8153 [2020-11-13 18:44:25,693][root][INFO] - ===> Epoch[668](17352/26): Loss -0.8136, Sem 0.0608, dir -0.9800, norm 0.1056, swav 0.0000 LR: 1.620e-02 Score 97.836 Data time: 0.1570, Forward time: 2.3052, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 4.7937 [2020-11-13 18:44:32,265][root][INFO] - ===> Epoch[668](17353/26): Loss -0.7885, Sem 0.0672, dir -0.9772, norm 0.1215, swav 0.0000 LR: 1.620e-02 Score 97.567 Data time: 0.2019, Forward time: 2.3052, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 6.5426 [2020-11-13 18:44:38,339][root][INFO] - ===> Epoch[668](17354/26): Loss -0.8105, Sem 0.0692, dir -0.9808, norm 0.1011, swav 0.0000 LR: 1.619e-02 Score 97.499 Data time: 0.2409, Forward time: 2.3054, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.9334 [2020-11-13 18:44:43,976][root][INFO] - ===> Epoch[668](17355/26): Loss -0.7818, Sem 0.0693, dir -0.9762, norm 0.1251, swav 0.0000 LR: 1.618e-02 Score 97.489 Data time: 0.1962, Forward time: 2.3053, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.4128 [2020-11-13 18:44:49,028][root][INFO] - ===> Epoch[668](17356/26): Loss -0.7848, Sem 0.0756, dir -0.9778, norm 0.1174, swav 0.0000 LR: 1.618e-02 Score 97.382 Data time: 0.2690, Forward time: 2.3054, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 4.9253 [2020-11-13 18:44:55,071][root][INFO] - ===> Epoch[668](17357/26): Loss -0.8003, Sem 0.0694, dir -0.9776, norm 0.1080, swav 0.0000 LR: 1.617e-02 Score 97.495 Data time: 0.2176, Forward time: 2.3054, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.9496 [2020-11-13 18:45:00,155][root][INFO] - ===> Epoch[668](17358/26): Loss -0.8154, Sem 0.0595, dir -0.9815, norm 0.1066, swav 0.0000 LR: 1.617e-02 Score 97.903 Data time: 0.2320, Forward time: 2.3054, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 4.9563 [2020-11-13 18:45:05,723][root][INFO] - ===> Epoch[668](17359/26): Loss -0.8057, Sem 0.0645, dir -0.9794, norm 0.1092, swav 0.0000 LR: 1.616e-02 Score 97.726 Data time: 0.2160, Forward time: 2.3054, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 5.4378 [2020-11-13 18:45:11,960][root][INFO] - ===> Epoch[668](17360/26): Loss -0.8033, Sem 0.0672, dir -0.9771, norm 0.1066, swav 0.0000 LR: 1.616e-02 Score 97.671 Data time: 0.2766, Forward time: 2.3055, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 6.1051 [2020-11-13 18:45:17,894][root][INFO] - ===> Epoch[668](17361/26): Loss -0.7965, Sem 0.0653, dir -0.9776, norm 0.1158, swav 0.0000 LR: 1.615e-02 Score 97.702 Data time: 0.2180, Forward time: 2.3055, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.7920 [2020-11-13 18:45:24,188][root][INFO] - ===> Epoch[668](17362/26): Loss -0.8162, Sem 0.0652, dir -0.9797, norm 0.0983, swav 0.0000 LR: 1.615e-02 Score 97.643 Data time: 0.2099, Forward time: 2.3055, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 6.1632 [2020-11-13 18:45:29,501][root][INFO] - ===> Epoch[668](17363/26): Loss -0.7959, Sem 0.0636, dir -0.9766, norm 0.1171, swav 0.0000 LR: 1.614e-02 Score 97.687 Data time: 0.2785, Forward time: 2.3056, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 5.1289 [2020-11-13 18:45:35,566][root][INFO] - ===> Epoch[668](17364/26): Loss -0.7989, Sem 0.0614, dir -0.9770, norm 0.1167, swav 0.0000 LR: 1.613e-02 Score 97.786 Data time: 0.3509, Forward time: 2.3058, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.8996 [2020-11-13 18:45:40,996][root][INFO] - ===> Epoch[668](17365/26): Loss -0.8101, Sem 0.0661, dir -0.9794, norm 0.1031, swav 0.0000 LR: 1.613e-02 Score 97.598 Data time: 0.1855, Forward time: 2.3056, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.2561 [2020-11-13 18:45:47,474][root][INFO] - ===> Epoch[668](17366/26): Loss -0.8036, Sem 0.0635, dir -0.9767, norm 0.1096, swav 0.0000 LR: 1.612e-02 Score 97.650 Data time: 0.2167, Forward time: 2.3056, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 6.3541 [2020-11-13 18:45:53,098][root][INFO] - ===> Epoch[668](17367/26): Loss -0.7955, Sem 0.0712, dir -0.9786, norm 0.1119, swav 0.0000 LR: 1.612e-02 Score 97.422 Data time: 0.1611, Forward time: 2.3055, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.4881 [2020-11-13 18:45:57,865][root][INFO] - ===> Epoch[668](17368/26): Loss -0.7940, Sem 0.0607, dir -0.9784, norm 0.1237, swav 0.0000 LR: 1.611e-02 Score 97.845 Data time: 0.1975, Forward time: 2.3055, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 4.6755 [2020-11-13 18:46:04,089][root][INFO] - ===> Epoch[668](17369/26): Loss -0.8041, Sem 0.0672, dir -0.9782, norm 0.1069, swav 0.0000 LR: 1.611e-02 Score 97.585 Data time: 0.1750, Forward time: 2.3053, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 6.1279 [2020-11-13 18:46:10,035][root][INFO] - ===> Epoch[668](17370/26): Loss -0.7948, Sem 0.0695, dir -0.9779, norm 0.1135, swav 0.0000 LR: 1.610e-02 Score 97.423 Data time: 0.2788, Forward time: 2.3055, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 5.8698 [2020-11-13 18:46:16,461][root][INFO] - ===> Epoch[668](17371/26): Loss -0.7990, Sem 0.0718, dir -0.9796, norm 0.1089, swav 0.0000 LR: 1.610e-02 Score 97.381 Data time: 0.1890, Forward time: 2.3055, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 6.2521 [2020-11-13 18:46:22,675][root][INFO] - ===> Epoch[668](17372/26): Loss -0.8075, Sem 0.0646, dir -0.9801, norm 0.1080, swav 0.0000 LR: 1.609e-02 Score 97.703 Data time: 0.2323, Forward time: 2.3055, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 6.0792 [2020-11-13 18:46:27,955][root][INFO] - ===> Epoch[668](17373/26): Loss -0.7986, Sem 0.0671, dir -0.9786, norm 0.1129, swav 0.0000 LR: 1.608e-02 Score 97.561 Data time: 0.2103, Forward time: 2.3056, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.1350 [2020-11-13 18:46:33,870][root][INFO] - ===> Epoch[668](17374/26): Loss -0.8079, Sem 0.0628, dir -0.9788, norm 0.1080, swav 0.0000 LR: 1.608e-02 Score 97.753 Data time: 0.1802, Forward time: 2.3055, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.7950 [2020-11-13 18:46:39,132][root][INFO] - ===> Epoch[669](17375/26): Loss -0.8013, Sem 0.0652, dir -0.9797, norm 0.1132, swav 0.0000 LR: 1.607e-02 Score 97.692 Data time: 0.2168, Forward time: 2.3055, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 5.1557 [2020-11-13 18:46:44,588][root][INFO] - ===> Epoch[669](17376/26): Loss -0.7988, Sem 0.0628, dir -0.9727, norm 0.1111, swav 0.0000 LR: 1.607e-02 Score 97.720 Data time: 0.1645, Forward time: 2.3054, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.3329 [2020-11-13 18:46:50,551][root][INFO] - ===> Epoch[669](17377/26): Loss -0.7919, Sem 0.0667, dir -0.9760, norm 0.1174, swav 0.0000 LR: 1.606e-02 Score 97.601 Data time: 0.1504, Forward time: 2.3052, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.8793 [2020-11-13 18:46:55,445][root][INFO] - ===> Epoch[669](17378/26): Loss -0.8161, Sem 0.0591, dir -0.9812, norm 0.1061, swav 0.0000 LR: 1.606e-02 Score 97.917 Data time: 0.1864, Forward time: 2.3052, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 4.7946 [2020-11-13 18:47:00,762][root][INFO] - ===> Epoch[669](17379/26): Loss -0.8002, Sem 0.0659, dir -0.9802, norm 0.1141, swav 0.0000 LR: 1.605e-02 Score 97.571 Data time: 0.1564, Forward time: 2.3051, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.2025 [2020-11-13 18:47:07,094][root][INFO] - ===> Epoch[669](17380/26): Loss -0.8077, Sem 0.0647, dir -0.9800, norm 0.1076, swav 0.0000 LR: 1.605e-02 Score 97.704 Data time: 0.2277, Forward time: 2.3051, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 6.2378 [2020-11-13 18:47:13,398][root][INFO] - ===> Epoch[669](17381/26): Loss -0.8041, Sem 0.0713, dir -0.9813, norm 0.1060, swav 0.0000 LR: 1.604e-02 Score 97.450 Data time: 0.1751, Forward time: 2.3050, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.1299 [2020-11-13 18:47:19,219][root][INFO] - ===> Epoch[669](17382/26): Loss -0.7837, Sem 0.0819, dir -0.9782, norm 0.1126, swav 0.0000 LR: 1.604e-02 Score 97.058 Data time: 0.2366, Forward time: 2.3050, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.7367 [2020-11-13 18:47:24,804][root][INFO] - ===> Epoch[669](17383/26): Loss -0.8182, Sem 0.0586, dir -0.9798, norm 0.1030, swav 0.0000 LR: 1.603e-02 Score 97.958 Data time: 0.2743, Forward time: 2.3050, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 5.4414 [2020-11-13 18:47:29,676][root][INFO] - ===> Epoch[669](17384/26): Loss -0.8140, Sem 0.0646, dir -0.9834, norm 0.1047, swav 0.0000 LR: 1.602e-02 Score 97.707 Data time: 0.2265, Forward time: 2.3050, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 4.7280 [2020-11-13 18:47:34,850][root][INFO] - ===> Epoch[669](17385/26): Loss -0.7890, Sem 0.0710, dir -0.9785, norm 0.1185, swav 0.0000 LR: 1.602e-02 Score 97.638 Data time: 0.2355, Forward time: 2.3051, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 5.0171 [2020-11-13 18:47:39,618][root][INFO] - ===> Epoch[669](17386/26): Loss -0.7902, Sem 0.0705, dir -0.9772, norm 0.1165, swav 0.0000 LR: 1.601e-02 Score 97.552 Data time: 0.1483, Forward time: 2.3049, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 4.6477 [2020-11-13 18:47:45,699][root][INFO] - ===> Epoch[669](17387/26): Loss -0.8000, Sem 0.0640, dir -0.9781, norm 0.1141, swav 0.0000 LR: 1.601e-02 Score 97.685 Data time: 0.1700, Forward time: 2.3048, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 6.0150 [2020-11-13 18:47:51,388][root][INFO] - ===> Epoch[669](17388/26): Loss -0.8112, Sem 0.0589, dir -0.9744, norm 0.1043, swav 0.0000 LR: 1.600e-02 Score 97.882 Data time: 0.1929, Forward time: 2.3048, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.5685 [2020-11-13 18:47:56,205][root][INFO] - ===> Epoch[669](17389/26): Loss -0.7934, Sem 0.0733, dir -0.9789, norm 0.1121, swav 0.0000 LR: 1.600e-02 Score 97.481 Data time: 0.1685, Forward time: 2.3047, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 4.6935 [2020-11-13 18:48:01,942][root][INFO] - ===> Epoch[669](17390/26): Loss -0.8021, Sem 0.0669, dir -0.9773, norm 0.1084, swav 0.0000 LR: 1.599e-02 Score 97.533 Data time: 0.2351, Forward time: 2.3047, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.6559 [2020-11-13 18:48:07,637][root][INFO] - ===> Epoch[669](17391/26): Loss -0.8106, Sem 0.0644, dir -0.9802, norm 0.1052, swav 0.0000 LR: 1.599e-02 Score 97.692 Data time: 0.2258, Forward time: 2.3048, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.5356 [2020-11-13 18:48:12,610][root][INFO] - ===> Epoch[669](17392/26): Loss -0.8035, Sem 0.0694, dir -0.9797, norm 0.1068, swav 0.0000 LR: 1.598e-02 Score 97.574 Data time: 0.1800, Forward time: 2.3048, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 4.8483 [2020-11-13 18:48:18,287][root][INFO] - ===> Epoch[669](17393/26): Loss -0.8096, Sem 0.0701, dir -0.9807, norm 0.1010, swav 0.0000 LR: 1.597e-02 Score 97.514 Data time: 0.1839, Forward time: 2.3047, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.5636 [2020-11-13 18:48:24,138][root][INFO] - ===> Epoch[669](17394/26): Loss -0.8035, Sem 0.0636, dir -0.9768, norm 0.1097, swav 0.0000 LR: 1.597e-02 Score 97.714 Data time: 0.2048, Forward time: 2.3047, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.7621 [2020-11-13 18:48:29,902][root][INFO] - ===> Epoch[669](17395/26): Loss -0.8183, Sem 0.0601, dir -0.9796, norm 0.1011, swav 0.0000 LR: 1.596e-02 Score 97.826 Data time: 0.2403, Forward time: 2.3046, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.6299 [2020-11-13 18:48:35,544][root][INFO] - ===> Epoch[669](17396/26): Loss -0.7948, Sem 0.0733, dir -0.9795, norm 0.1115, swav 0.0000 LR: 1.596e-02 Score 97.336 Data time: 0.2497, Forward time: 2.3048, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.5176 [2020-11-13 18:48:41,720][root][INFO] - ===> Epoch[669](17397/26): Loss -0.8122, Sem 0.0658, dir -0.9804, norm 0.1024, swav 0.0000 LR: 1.595e-02 Score 97.647 Data time: 0.1881, Forward time: 2.3047, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.9961 [2020-11-13 18:48:48,499][root][INFO] - ===> Epoch[669](17398/26): Loss -0.8117, Sem 0.0670, dir -0.9808, norm 0.1021, swav 0.0000 LR: 1.595e-02 Score 97.615 Data time: 0.2125, Forward time: 2.3047, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 6.6636 [2020-11-13 18:48:53,924][root][INFO] - ===> Epoch[669](17399/26): Loss -0.7985, Sem 0.0662, dir -0.9780, norm 0.1134, swav 0.0000 LR: 1.594e-02 Score 97.686 Data time: 0.2530, Forward time: 2.3047, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.2852 [2020-11-13 18:48:59,134][root][INFO] - ===> Epoch[669](17400/26): Loss -0.8099, Sem 0.0641, dir -0.9795, norm 0.1055, swav 0.0000 LR: 1.594e-02 Score 97.660 Data time: 0.1911, Forward time: 2.3047, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.0944 [2020-11-13 18:49:04,600][root][INFO] - ===> Epoch[670](17401/26): Loss -0.8015, Sem 0.0621, dir -0.9770, norm 0.1134, swav 0.0000 LR: 1.593e-02 Score 97.715 Data time: 0.1702, Forward time: 2.3046, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.3046 [2020-11-13 18:49:10,465][root][INFO] - ===> Epoch[670](17402/26): Loss -0.8157, Sem 0.0643, dir -0.9795, norm 0.0995, swav 0.0000 LR: 1.592e-02 Score 97.706 Data time: 0.2089, Forward time: 2.3047, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.7763 [2020-11-13 18:49:15,413][root][INFO] - ===> Epoch[670](17403/26): Loss -0.8128, Sem 0.0658, dir -0.9800, norm 0.1014, swav 0.0000 LR: 1.592e-02 Score 97.656 Data time: 0.2110, Forward time: 2.3047, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 4.8312 [2020-11-13 18:49:21,737][root][INFO] - ===> Epoch[670](17404/26): Loss -0.7933, Sem 0.0733, dir -0.9775, norm 0.1108, swav 0.0000 LR: 1.591e-02 Score 97.405 Data time: 0.2184, Forward time: 2.3047, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 6.2173 [2020-11-13 18:49:26,796][root][INFO] - ===> Epoch[670](17405/26): Loss -0.8107, Sem 0.0652, dir -0.9785, norm 0.1025, swav 0.0000 LR: 1.591e-02 Score 97.636 Data time: 0.2134, Forward time: 2.3047, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 4.9371 [2020-11-13 18:49:32,490][root][INFO] - ===> Epoch[670](17406/26): Loss -0.8150, Sem 0.0655, dir -0.9803, norm 0.0997, swav 0.0000 LR: 1.590e-02 Score 97.583 Data time: 0.1659, Forward time: 2.3046, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 5.5592 [2020-11-13 18:49:39,067][root][INFO] - ===> Epoch[670](17407/26): Loss -0.8106, Sem 0.0651, dir -0.9814, norm 0.1056, swav 0.0000 LR: 1.590e-02 Score 97.676 Data time: 0.1994, Forward time: 2.3046, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 6.5075 [2020-11-13 18:49:44,483][root][INFO] - ===> Epoch[670](17408/26): Loss -0.8025, Sem 0.0691, dir -0.9789, norm 0.1073, swav 0.0000 LR: 1.589e-02 Score 97.544 Data time: 0.1903, Forward time: 2.3045, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 5.2782 [2020-11-13 18:49:49,026][root][INFO] - ===> Epoch[670](17409/26): Loss -0.8038, Sem 0.0608, dir -0.9804, norm 0.1158, swav 0.0000 LR: 1.589e-02 Score 97.890 Data time: 0.2184, Forward time: 2.3045, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 4.4105 [2020-11-13 18:49:54,146][root][INFO] - ===> Epoch[670](17410/26): Loss -0.8047, Sem 0.0603, dir -0.9775, norm 0.1125, swav 0.0000 LR: 1.588e-02 Score 97.838 Data time: 0.2400, Forward time: 2.3046, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 4.9678 [2020-11-13 18:50:00,629][root][INFO] - ===> Epoch[670](17411/26): Loss -0.7881, Sem 0.0730, dir -0.9750, norm 0.1138, swav 0.0000 LR: 1.588e-02 Score 97.370 Data time: 0.2063, Forward time: 2.3046, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 6.3095 [2020-11-13 18:50:06,243][root][INFO] - ===> Epoch[670](17412/26): Loss -0.8079, Sem 0.0659, dir -0.9793, norm 0.1055, swav 0.0000 LR: 1.587e-02 Score 97.696 Data time: 0.2252, Forward time: 2.3046, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 5.4960 [2020-11-13 18:50:12,433][root][INFO] - ===> Epoch[670](17413/26): Loss -0.7811, Sem 0.0733, dir -0.9764, norm 0.1220, swav 0.0000 LR: 1.586e-02 Score 97.361 Data time: 0.2609, Forward time: 2.3047, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 6.0553 [2020-11-13 18:50:17,987][root][INFO] - ===> Epoch[670](17414/26): Loss -0.7845, Sem 0.0658, dir -0.9766, norm 0.1264, swav 0.0000 LR: 1.586e-02 Score 97.650 Data time: 0.2281, Forward time: 2.3048, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.4143 [2020-11-13 18:50:23,805][root][INFO] - ===> Epoch[670](17415/26): Loss -0.7936, Sem 0.0713, dir -0.9805, norm 0.1156, swav 0.0000 LR: 1.585e-02 Score 97.418 Data time: 0.2704, Forward time: 2.3049, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.6543 [2020-11-13 18:50:29,508][root][INFO] - ===> Epoch[670](17416/26): Loss -0.8054, Sem 0.0608, dir -0.9800, norm 0.1138, swav 0.0000 LR: 1.585e-02 Score 97.818 Data time: 0.2128, Forward time: 2.3049, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.5432 [2020-11-13 18:50:34,985][root][INFO] - ===> Epoch[670](17417/26): Loss -0.8002, Sem 0.0636, dir -0.9754, norm 0.1116, swav 0.0000 LR: 1.584e-02 Score 97.785 Data time: 0.2225, Forward time: 2.3049, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.3576 [2020-11-13 18:50:40,648][root][INFO] - ===> Epoch[670](17418/26): Loss -0.7957, Sem 0.0677, dir -0.9786, norm 0.1152, swav 0.0000 LR: 1.584e-02 Score 97.568 Data time: 0.2149, Forward time: 2.3050, Backward time: 3.0706, DDP time: 0.0037, Total iter time: 5.4916 [2020-11-13 18:50:48,100][root][INFO] - ===> Epoch[670](17419/26): Loss -0.8155, Sem 0.0654, dir -0.9814, norm 0.1005, swav 0.0000 LR: 1.583e-02 Score 97.651 Data time: 0.1959, Forward time: 2.3049, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 7.3190 [2020-11-13 18:50:53,498][root][INFO] - ===> Epoch[670](17420/26): Loss -0.8075, Sem 0.0639, dir -0.9760, norm 0.1046, swav 0.0000 LR: 1.583e-02 Score 97.666 Data time: 0.2237, Forward time: 2.3049, Backward time: 3.0709, DDP time: 0.0037, Total iter time: 5.2704 [2020-11-13 18:50:59,457][root][INFO] - ===> Epoch[670](17421/26): Loss -0.8170, Sem 0.0597, dir -0.9789, norm 0.1023, swav 0.0000 LR: 1.582e-02 Score 97.847 Data time: 0.2638, Forward time: 2.3051, Backward time: 3.0708, DDP time: 0.0037, Total iter time: 5.8118 [2020-11-13 18:51:05,627][root][INFO] - ===> Epoch[670](17422/26): Loss -0.8144, Sem 0.0606, dir -0.9783, norm 0.1033, swav 0.0000 LR: 1.581e-02 Score 97.812 Data time: 0.1410, Forward time: 2.3050, Backward time: 3.0710, DDP time: 0.0037, Total iter time: 6.0290 [2020-11-13 18:51:11,068][root][INFO] - ===> Epoch[670](17423/26): Loss -0.8028, Sem 0.0626, dir -0.9769, norm 0.1115, swav 0.0000 LR: 1.581e-02 Score 97.780 Data time: 0.1365, Forward time: 2.3048, Backward time: 3.0711, DDP time: 0.0037, Total iter time: 5.3635 [2020-11-13 18:51:17,393][root][INFO] - ===> Epoch[670](17424/26): Loss -0.7970, Sem 0.0694, dir -0.9799, norm 0.1136, swav 0.0000 LR: 1.580e-02 Score 97.530 Data time: 0.2640, Forward time: 2.3048, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 6.2723 [2020-11-13 18:51:22,948][root][INFO] - ===> Epoch[670](17425/26): Loss -0.8139, Sem 0.0591, dir -0.9804, norm 0.1074, swav 0.0000 LR: 1.580e-02 Score 97.909 Data time: 0.2011, Forward time: 2.3048, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 5.4134 [2020-11-13 18:51:28,883][root][INFO] - ===> Epoch[670](17426/26): Loss -0.8024, Sem 0.0620, dir -0.9791, norm 0.1146, swav 0.0000 LR: 1.579e-02 Score 97.737 Data time: 0.2117, Forward time: 2.3047, Backward time: 3.0713, DDP time: 0.0037, Total iter time: 5.8043 [2020-11-13 18:51:34,810][root][INFO] - ===> Epoch[671](17427/26): Loss -0.8074, Sem 0.0612, dir -0.9791, norm 0.1105, swav 0.0000 LR: 1.579e-02 Score 97.825 Data time: 0.2567, Forward time: 2.3049, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 5.7885 [2020-11-13 18:51:40,493][root][INFO] - ===> Epoch[671](17428/26): Loss -0.8236, Sem 0.0567, dir -0.9811, norm 0.1008, swav 0.0000 LR: 1.578e-02 Score 97.963 Data time: 0.1200, Forward time: 2.3046, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.5457 [2020-11-13 18:51:47,326][root][INFO] - ===> Epoch[671](17429/26): Loss -0.8082, Sem 0.0625, dir -0.9777, norm 0.1070, swav 0.0000 LR: 1.578e-02 Score 97.710 Data time: 0.1996, Forward time: 2.3046, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 6.7371 [2020-11-13 18:51:52,310][root][INFO] - ===> Epoch[671](17430/26): Loss -0.8038, Sem 0.0706, dir -0.9783, norm 0.1039, swav 0.0000 LR: 1.577e-02 Score 97.470 Data time: 0.1735, Forward time: 2.3045, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 4.8553 [2020-11-13 18:51:59,347][root][INFO] - ===> Epoch[671](17431/26): Loss -0.8236, Sem 0.0591, dir -0.9780, norm 0.0953, swav 0.0000 LR: 1.576e-02 Score 97.875 Data time: 0.1644, Forward time: 2.3043, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 6.9486 [2020-11-13 18:52:05,850][root][INFO] - ===> Epoch[671](17432/26): Loss -0.8047, Sem 0.0676, dir -0.9823, norm 0.1100, swav 0.0000 LR: 1.576e-02 Score 97.490 Data time: 0.2401, Forward time: 2.3044, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.4370 [2020-11-13 18:52:11,441][root][INFO] - ===> Epoch[671](17433/26): Loss -0.8010, Sem 0.0637, dir -0.9763, norm 0.1116, swav 0.0000 LR: 1.575e-02 Score 97.730 Data time: 0.1615, Forward time: 2.3043, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.4393 [2020-11-13 18:52:16,407][root][INFO] - ===> Epoch[671](17434/26): Loss -0.8079, Sem 0.0612, dir -0.9783, norm 0.1092, swav 0.0000 LR: 1.575e-02 Score 97.862 Data time: 0.1578, Forward time: 2.3042, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 4.8889 [2020-11-13 18:52:21,762][root][INFO] - ===> Epoch[671](17435/26): Loss -0.8152, Sem 0.0613, dir -0.9812, norm 0.1047, swav 0.0000 LR: 1.574e-02 Score 97.805 Data time: 0.2364, Forward time: 2.3043, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.3175 [2020-11-13 18:52:27,468][root][INFO] - ===> Epoch[671](17436/26): Loss -0.7884, Sem 0.0796, dir -0.9777, norm 0.1097, swav 0.0000 LR: 1.574e-02 Score 97.146 Data time: 0.1848, Forward time: 2.3042, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.5528 [2020-11-13 18:52:33,911][root][INFO] - ===> Epoch[671](17437/26): Loss -0.8080, Sem 0.0633, dir -0.9812, norm 0.1099, swav 0.0000 LR: 1.573e-02 Score 97.700 Data time: 0.2629, Forward time: 2.3044, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 6.3264 [2020-11-13 18:52:41,248][root][INFO] - ===> Epoch[671](17438/26): Loss -0.8023, Sem 0.0637, dir -0.9774, norm 0.1114, swav 0.0000 LR: 1.573e-02 Score 97.710 Data time: 0.1720, Forward time: 2.3043, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 7.1760 [2020-11-13 18:52:45,940][root][INFO] - ===> Epoch[671](17439/26): Loss -0.8110, Sem 0.0681, dir -0.9808, norm 0.1017, swav 0.0000 LR: 1.572e-02 Score 97.544 Data time: 0.1634, Forward time: 2.3042, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 4.6428 [2020-11-13 18:52:50,541][root][INFO] - ===> Epoch[671](17440/26): Loss -0.8089, Sem 0.0643, dir -0.9791, norm 0.1059, swav 0.0000 LR: 1.572e-02 Score 97.717 Data time: 0.2003, Forward time: 2.3042, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 4.5441 [2020-11-13 18:52:56,438][root][INFO] - ===> Epoch[671](17441/26): Loss -0.7918, Sem 0.0660, dir -0.9765, norm 0.1187, swav 0.0000 LR: 1.571e-02 Score 97.661 Data time: 0.2171, Forward time: 2.3042, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 5.7646 [2020-11-13 18:53:01,345][root][INFO] - ===> Epoch[671](17442/26): Loss -0.8114, Sem 0.0651, dir -0.9794, norm 0.1029, swav 0.0000 LR: 1.570e-02 Score 97.642 Data time: 0.2253, Forward time: 2.3042, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 4.7671 [2020-11-13 18:53:07,834][root][INFO] - ===> Epoch[671](17443/26): Loss -0.7977, Sem 0.0633, dir -0.9804, norm 0.1194, swav 0.0000 LR: 1.570e-02 Score 97.721 Data time: 0.3111, Forward time: 2.3045, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 6.3548 [2020-11-13 18:53:13,378][root][INFO] - ===> Epoch[671](17444/26): Loss -0.8133, Sem 0.0605, dir -0.9795, norm 0.1057, swav 0.0000 LR: 1.569e-02 Score 97.803 Data time: 0.2188, Forward time: 2.3046, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.3929 [2020-11-13 18:53:18,491][root][INFO] - ===> Epoch[671](17445/26): Loss -0.8068, Sem 0.0600, dir -0.9771, norm 0.1103, swav 0.0000 LR: 1.569e-02 Score 97.843 Data time: 0.1778, Forward time: 2.3045, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 4.9690 [2020-11-13 18:53:24,175][root][INFO] - ===> Epoch[671](17446/26): Loss -0.8117, Sem 0.0541, dir -0.9791, norm 0.1132, swav 0.0000 LR: 1.568e-02 Score 98.036 Data time: 0.1929, Forward time: 2.3045, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.5875 [2020-11-13 18:53:29,421][root][INFO] - ===> Epoch[671](17447/26): Loss -0.8146, Sem 0.0625, dir -0.9812, norm 0.1042, swav 0.0000 LR: 1.568e-02 Score 97.732 Data time: 0.2355, Forward time: 2.3045, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.0972 [2020-11-13 18:53:36,621][root][INFO] - ===> Epoch[671](17448/26): Loss -0.8126, Sem 0.0584, dir -0.9817, norm 0.1107, swav 0.0000 LR: 1.567e-02 Score 97.899 Data time: 0.3572, Forward time: 2.3048, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 7.0696 [2020-11-13 18:53:43,220][root][INFO] - ===> Epoch[671](17449/26): Loss -0.7855, Sem 0.0721, dir -0.9739, norm 0.1163, swav 0.0000 LR: 1.567e-02 Score 97.468 Data time: 0.3043, Forward time: 2.3049, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 6.4419 [2020-11-13 18:53:49,981][root][INFO] - ===> Epoch[671](17450/26): Loss -0.8068, Sem 0.0634, dir -0.9787, norm 0.1086, swav 0.0000 LR: 1.566e-02 Score 97.716 Data time: 0.2547, Forward time: 2.3051, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 6.5804 [2020-11-13 18:53:55,497][root][INFO] - ===> Epoch[671](17451/26): Loss -0.8079, Sem 0.0666, dir -0.9796, norm 0.1051, swav 0.0000 LR: 1.565e-02 Score 97.573 Data time: 0.1959, Forward time: 2.3050, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.3623 [2020-11-13 18:54:00,807][root][INFO] - ===> Epoch[671](17452/26): Loss -0.8162, Sem 0.0604, dir -0.9793, norm 0.1027, swav 0.0000 LR: 1.565e-02 Score 97.898 Data time: 0.2401, Forward time: 2.3051, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.1938 [2020-11-13 18:54:05,940][root][INFO] - ===> Epoch[672](17453/26): Loss -0.8059, Sem 0.0620, dir -0.9795, norm 0.1115, swav 0.0000 LR: 1.564e-02 Score 97.748 Data time: 0.1937, Forward time: 2.3051, Backward time: 3.0712, DDP time: 0.0037, Total iter time: 5.0138 [2020-11-13 18:54:12,471][root][INFO] - ===> Epoch[672](17454/26): Loss -0.7768, Sem 0.0662, dir -0.9762, norm 0.1331, swav 0.0000 LR: 1.564e-02 Score 97.607 Data time: 0.2499, Forward time: 2.3051, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 6.4303 [2020-11-13 18:54:19,023][root][INFO] - ===> Epoch[672](17455/26): Loss -0.8130, Sem 0.0591, dir -0.9794, norm 0.1074, swav 0.0000 LR: 1.563e-02 Score 97.860 Data time: 0.1949, Forward time: 2.3050, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 6.4099 [2020-11-13 18:54:25,482][root][INFO] - ===> Epoch[672](17456/26): Loss -0.8227, Sem 0.0572, dir -0.9791, norm 0.0992, swav 0.0000 LR: 1.563e-02 Score 97.915 Data time: 0.3578, Forward time: 2.3052, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 6.3439 [2020-11-13 18:54:31,750][root][INFO] - ===> Epoch[672](17457/26): Loss -0.8122, Sem 0.0637, dir -0.9823, norm 0.1064, swav 0.0000 LR: 1.562e-02 Score 97.687 Data time: 0.2300, Forward time: 2.3053, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 6.1083 [2020-11-13 18:54:36,463][root][INFO] - ===> Epoch[672](17458/26): Loss -0.7988, Sem 0.0641, dir -0.9771, norm 0.1143, swav 0.0000 LR: 1.562e-02 Score 97.755 Data time: 0.1664, Forward time: 2.3052, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 4.5985 [2020-11-13 18:54:42,445][root][INFO] - ===> Epoch[672](17459/26): Loss -0.8192, Sem 0.0590, dir -0.9792, norm 0.1010, swav 0.0000 LR: 1.561e-02 Score 97.890 Data time: 0.1687, Forward time: 2.3051, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.8786 [2020-11-13 18:54:47,260][root][INFO] - ===> Epoch[672](17460/26): Loss -0.8075, Sem 0.0652, dir -0.9783, norm 0.1056, swav 0.0000 LR: 1.560e-02 Score 97.639 Data time: 0.2069, Forward time: 2.3051, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 4.7356 [2020-11-13 18:54:52,600][root][INFO] - ===> Epoch[672](17461/26): Loss -0.8063, Sem 0.0646, dir -0.9794, norm 0.1084, swav 0.0000 LR: 1.560e-02 Score 97.536 Data time: 0.2088, Forward time: 2.3050, Backward time: 3.0714, DDP time: 0.0037, Total iter time: 5.2128 [2020-11-13 18:55:00,492][root][INFO] - ===> Epoch[672](17462/26): Loss -0.8155, Sem 0.0582, dir -0.9796, norm 0.1059, swav 0.0000 LR: 1.559e-02 Score 97.913 Data time: 0.2022, Forward time: 2.3050, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 7.7684 [2020-11-13 18:55:05,783][root][INFO] - ===> Epoch[672](17463/26): Loss -0.7914, Sem 0.0749, dir -0.9779, norm 0.1115, swav 0.0000 LR: 1.559e-02 Score 97.293 Data time: 0.1886, Forward time: 2.3050, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 5.1587 [2020-11-13 18:55:12,137][root][INFO] - ===> Epoch[672](17464/26): Loss -0.8148, Sem 0.0601, dir -0.9813, norm 0.1063, swav 0.0000 LR: 1.558e-02 Score 97.842 Data time: 0.1452, Forward time: 2.3048, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 6.2179 [2020-11-13 18:55:17,482][root][INFO] - ===> Epoch[672](17465/26): Loss -0.8072, Sem 0.0621, dir -0.9781, norm 0.1087, swav 0.0000 LR: 1.558e-02 Score 97.781 Data time: 0.2379, Forward time: 2.3049, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.2811 [2020-11-13 18:55:23,737][root][INFO] - ===> Epoch[672](17466/26): Loss -0.7828, Sem 0.0696, dir -0.9762, norm 0.1237, swav 0.0000 LR: 1.557e-02 Score 97.485 Data time: 0.1497, Forward time: 2.3047, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 6.1371 [2020-11-13 18:55:29,415][root][INFO] - ===> Epoch[672](17467/26): Loss -0.8054, Sem 0.0613, dir -0.9798, norm 0.1131, swav 0.0000 LR: 1.557e-02 Score 97.769 Data time: 0.2127, Forward time: 2.3048, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 5.5791 [2020-11-13 18:55:35,355][root][INFO] - ===> Epoch[672](17468/26): Loss -0.8005, Sem 0.0679, dir -0.9757, norm 0.1073, swav 0.0000 LR: 1.556e-02 Score 97.563 Data time: 0.2105, Forward time: 2.3048, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 5.7743 [2020-11-13 18:55:41,007][root][INFO] - ===> Epoch[672](17469/26): Loss -0.8024, Sem 0.0716, dir -0.9785, norm 0.1045, swav 0.0000 LR: 1.555e-02 Score 97.468 Data time: 0.2548, Forward time: 2.3049, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.5442 [2020-11-13 18:55:47,769][root][INFO] - ===> Epoch[672](17470/26): Loss -0.7964, Sem 0.0659, dir -0.9773, norm 0.1149, swav 0.0000 LR: 1.555e-02 Score 97.613 Data time: 0.2080, Forward time: 2.3049, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.6144 [2020-11-13 18:55:52,567][root][INFO] - ===> Epoch[672](17471/26): Loss -0.7986, Sem 0.0643, dir -0.9788, norm 0.1158, swav 0.0000 LR: 1.554e-02 Score 97.712 Data time: 0.1839, Forward time: 2.3049, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 4.6561 [2020-11-13 18:55:58,625][root][INFO] - ===> Epoch[672](17472/26): Loss -0.7935, Sem 0.0678, dir -0.9758, norm 0.1145, swav 0.0000 LR: 1.554e-02 Score 97.502 Data time: 0.1437, Forward time: 2.3047, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.9249 [2020-11-13 18:56:03,466][root][INFO] - ===> Epoch[672](17473/26): Loss -0.8141, Sem 0.0619, dir -0.9803, norm 0.1043, swav 0.0000 LR: 1.553e-02 Score 97.746 Data time: 0.1823, Forward time: 2.3046, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 4.7818 [2020-11-13 18:56:09,629][root][INFO] - ===> Epoch[672](17474/26): Loss -0.8144, Sem 0.0621, dir -0.9802, norm 0.1037, swav 0.0000 LR: 1.553e-02 Score 97.756 Data time: 0.2802, Forward time: 2.3048, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 6.0875 [2020-11-13 18:56:15,075][root][INFO] - ===> Epoch[672](17475/26): Loss -0.8065, Sem 0.0626, dir -0.9815, norm 0.1125, swav 0.0000 LR: 1.552e-02 Score 97.812 Data time: 0.2355, Forward time: 2.3048, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.2685 [2020-11-13 18:56:21,032][root][INFO] - ===> Epoch[672](17476/26): Loss -0.7971, Sem 0.0672, dir -0.9774, norm 0.1132, swav 0.0000 LR: 1.552e-02 Score 97.580 Data time: 0.2426, Forward time: 2.3047, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.8516 [2020-11-13 18:56:26,247][root][INFO] - ===> Epoch[672](17477/26): Loss -0.8132, Sem 0.0639, dir -0.9802, norm 0.1030, swav 0.0000 LR: 1.551e-02 Score 97.681 Data time: 0.1848, Forward time: 2.3047, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.0823 [2020-11-13 18:56:32,243][root][INFO] - ===> Epoch[672](17478/26): Loss -0.8158, Sem 0.0603, dir -0.9814, norm 0.1053, swav 0.0000 LR: 1.550e-02 Score 97.839 Data time: 0.1240, Forward time: 2.3045, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.8806 [2020-11-13 18:56:38,907][root][INFO] - ===> Epoch[673](17479/26): Loss -0.8138, Sem 0.0649, dir -0.9833, norm 0.1046, swav 0.0000 LR: 1.550e-02 Score 97.602 Data time: 0.2085, Forward time: 2.3045, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 6.6180 [2020-11-13 18:56:45,395][root][INFO] - ===> Epoch[673](17480/26): Loss -0.7983, Sem 0.0724, dir -0.9804, norm 0.1098, swav 0.0000 LR: 1.549e-02 Score 97.447 Data time: 0.3589, Forward time: 2.3047, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 6.3462 [2020-11-13 18:56:51,495][root][INFO] - ===> Epoch[673](17481/26): Loss -0.7989, Sem 0.0683, dir -0.9790, norm 0.1118, swav 0.0000 LR: 1.549e-02 Score 97.556 Data time: 0.2794, Forward time: 2.3049, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.9393 [2020-11-13 18:56:56,411][root][INFO] - ===> Epoch[673](17482/26): Loss -0.8121, Sem 0.0676, dir -0.9806, norm 0.1009, swav 0.0000 LR: 1.548e-02 Score 97.578 Data time: 0.1959, Forward time: 2.3049, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 4.7594 [2020-11-13 18:57:03,158][root][INFO] - ===> Epoch[673](17483/26): Loss -0.7853, Sem 0.0684, dir -0.9758, norm 0.1221, swav 0.0000 LR: 1.548e-02 Score 97.607 Data time: 0.2361, Forward time: 2.3049, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.6007 [2020-11-13 18:57:08,446][root][INFO] - ===> Epoch[673](17484/26): Loss -0.7971, Sem 0.0614, dir -0.9771, norm 0.1185, swav 0.0000 LR: 1.547e-02 Score 97.809 Data time: 0.1761, Forward time: 2.3048, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.1596 [2020-11-13 18:57:13,749][root][INFO] - ===> Epoch[673](17485/26): Loss -0.8073, Sem 0.0624, dir -0.9791, norm 0.1095, swav 0.0000 LR: 1.547e-02 Score 97.761 Data time: 0.2217, Forward time: 2.3049, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.2175 [2020-11-13 18:57:18,632][root][INFO] - ===> Epoch[673](17486/26): Loss -0.8068, Sem 0.0602, dir -0.9784, norm 0.1114, swav 0.0000 LR: 1.546e-02 Score 97.881 Data time: 0.2267, Forward time: 2.3048, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 4.7598 [2020-11-13 18:57:24,603][root][INFO] - ===> Epoch[673](17487/26): Loss -0.7929, Sem 0.0675, dir -0.9763, norm 0.1159, swav 0.0000 LR: 1.546e-02 Score 97.594 Data time: 0.2381, Forward time: 2.3049, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.8988 [2020-11-13 18:57:30,593][root][INFO] - ===> Epoch[673](17488/26): Loss -0.8118, Sem 0.0588, dir -0.9785, norm 0.1080, swav 0.0000 LR: 1.545e-02 Score 97.837 Data time: 0.1724, Forward time: 2.3047, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.8549 [2020-11-13 18:57:37,750][root][INFO] - ===> Epoch[673](17489/26): Loss -0.8033, Sem 0.0597, dir -0.9765, norm 0.1135, swav 0.0000 LR: 1.544e-02 Score 97.887 Data time: 0.3312, Forward time: 2.3051, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 7.0575 [2020-11-13 18:57:42,773][root][INFO] - ===> Epoch[673](17490/26): Loss -0.7925, Sem 0.0645, dir -0.9745, norm 0.1174, swav 0.0000 LR: 1.544e-02 Score 97.712 Data time: 0.1733, Forward time: 2.3050, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 4.8832 [2020-11-13 18:57:48,300][root][INFO] - ===> Epoch[673](17491/26): Loss -0.8161, Sem 0.0624, dir -0.9808, norm 0.1023, swav 0.0000 LR: 1.543e-02 Score 97.701 Data time: 0.2043, Forward time: 2.3049, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 5.3842 [2020-11-13 18:57:53,662][root][INFO] - ===> Epoch[673](17492/26): Loss -0.8065, Sem 0.0596, dir -0.9778, norm 0.1116, swav 0.0000 LR: 1.543e-02 Score 97.865 Data time: 0.1284, Forward time: 2.3047, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.2120 [2020-11-13 18:57:58,997][root][INFO] - ===> Epoch[673](17493/26): Loss -0.8199, Sem 0.0595, dir -0.9788, norm 0.0994, swav 0.0000 LR: 1.542e-02 Score 97.867 Data time: 0.1925, Forward time: 2.3047, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.2507 [2020-11-13 18:58:04,214][root][INFO] - ===> Epoch[673](17494/26): Loss -0.8052, Sem 0.0659, dir -0.9791, norm 0.1079, swav 0.0000 LR: 1.542e-02 Score 97.598 Data time: 0.2198, Forward time: 2.3047, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.1067 [2020-11-13 18:58:11,389][root][INFO] - ===> Epoch[673](17495/26): Loss -0.7872, Sem 0.0737, dir -0.9797, norm 0.1188, swav 0.0000 LR: 1.541e-02 Score 97.386 Data time: 0.2655, Forward time: 2.3049, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 7.0449 [2020-11-13 18:58:17,307][root][INFO] - ===> Epoch[673](17496/26): Loss -0.8031, Sem 0.0623, dir -0.9788, norm 0.1134, swav 0.0000 LR: 1.541e-02 Score 97.751 Data time: 0.1984, Forward time: 2.3049, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.7094 [2020-11-13 18:58:22,529][root][INFO] - ===> Epoch[673](17497/26): Loss -0.7834, Sem 0.0740, dir -0.9754, norm 0.1181, swav 0.0000 LR: 1.540e-02 Score 97.387 Data time: 0.2197, Forward time: 2.3048, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.0521 [2020-11-13 18:58:28,811][root][INFO] - ===> Epoch[673](17498/26): Loss -0.8111, Sem 0.0635, dir -0.9771, norm 0.1025, swav 0.0000 LR: 1.539e-02 Score 97.667 Data time: 0.2146, Forward time: 2.3048, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 6.1475 [2020-11-13 18:58:34,657][root][INFO] - ===> Epoch[673](17499/26): Loss -0.8070, Sem 0.0642, dir -0.9790, norm 0.1078, swav 0.0000 LR: 1.539e-02 Score 97.678 Data time: 0.2389, Forward time: 2.3048, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.6902 [2020-11-13 18:58:40,040][root][INFO] - ===> Epoch[673](17500/26): Loss -0.8180, Sem 0.0560, dir -0.9797, norm 0.1057, swav 0.0000 LR: 1.538e-02 Score 97.998 Data time: 0.2716, Forward time: 2.3049, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.2429 [2020-11-13 18:58:40,835][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 18:58:41,016][root][INFO] - ===> Start testing [2020-11-13 19:00:08,032][root][INFO] - 101/312: Data time: 0.1688, Iter time: 0.1475 Loss 0.006 (AVG: 0.538) Score 99.862 (AVG: 90.250) mIOU 71.893 mAP 73.928 mAcc 78.754 IOU: 85.864 96.497 57.168 75.820 92.367 87.889 75.884 66.889 62.653 88.695 29.537 74.224 60.372 65.720 46.839 46.207 95.274 84.472 90.026 55.457 mAP: 81.298 96.449 61.992 68.116 91.528 75.759 76.411 71.564 69.275 77.581 46.471 64.260 70.563 67.987 52.947 66.963 98.880 93.566 82.440 64.518 mAcc: 96.754 98.989 73.716 77.071 96.281 91.906 84.541 80.334 69.507 90.935 33.434 86.902 76.453 68.093 52.316 55.512 96.503 90.396 94.212 61.223 [2020-11-13 19:01:32,029][root][INFO] - 201/312: Data time: 0.0046, Iter time: 0.4066 Loss 0.334 (AVG: 0.514) Score 91.790 (AVG: 90.630) mIOU 73.480 mAP 76.564 mAcc 80.686 IOU: 85.991 96.292 63.609 80.388 92.668 91.056 74.066 65.270 60.066 86.656 33.244 70.093 59.463 71.649 57.397 64.281 93.373 79.062 90.560 54.418 mAP: 81.205 96.184 67.300 71.275 92.092 78.502 76.647 72.549 69.914 77.689 53.453 64.576 69.905 75.223 58.529 84.159 97.246 89.748 90.471 64.608 mAcc: 96.748 98.862 77.604 81.901 96.033 94.122 82.683 75.774 67.804 89.657 38.244 86.124 78.778 75.882 62.734 71.837 94.708 88.179 95.282 60.757 [2020-11-13 19:03:11,609][root][INFO] - 301/312: Data time: 0.0080, Iter time: 0.4859 Loss 0.631 (AVG: 0.571) Score 93.081 (AVG: 89.645) mIOU 72.249 mAP 75.767 mAcc 79.576 IOU: 84.064 96.346 62.319 83.812 92.663 86.399 73.502 63.257 60.653 80.531 31.346 68.666 61.513 73.133 54.441 65.323 92.626 71.655 88.190 54.540 mAP: 80.091 96.333 65.713 74.030 91.403 79.869 73.635 71.963 71.047 74.519 52.186 62.821 70.168 76.958 57.471 83.555 96.769 87.212 86.567 63.042 mAcc: 96.221 98.802 76.328 85.924 96.222 93.420 83.078 73.723 70.215 87.165 36.078 81.176 79.803 78.141 59.089 69.264 95.695 78.932 93.280 58.963 [2020-11-13 19:03:22,216][root][INFO] - 312/312: Data time: 0.0043, Iter time: 0.4768 Loss 0.243 (AVG: 0.567) Score 94.352 (AVG: 89.776) mIOU 72.370 mAP 75.878 mAcc 79.678 IOU: 84.267 96.327 62.410 83.992 92.830 86.137 73.955 63.681 60.837 80.110 32.035 68.606 61.824 74.189 53.591 65.322 92.778 72.008 88.203 54.295 mAP: 80.347 96.179 65.611 74.722 91.547 80.143 74.132 71.975 71.140 73.857 53.233 61.493 70.435 77.891 56.591 83.555 96.745 87.487 86.866 63.610 mAcc: 96.224 98.812 76.350 86.113 96.286 93.039 83.707 74.159 70.345 87.372 36.817 81.166 79.807 79.081 58.088 69.264 95.795 79.165 93.210 58.769 [2020-11-13 19:03:22,217][root][INFO] - Finished test. Elapsed time: 281.1991 [2020-11-13 19:03:32,520][root][INFO] - [2020-11-13 19:03:32,520][root][INFO] - ################################################################ [2020-11-13 19:03:32,520][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 19:03:32,520][root][INFO] - ################################################################ [2020-11-13 19:03:32,521][root][INFO] - cabinet : 0.284 0.498 0.691 [2020-11-13 19:03:32,521][root][INFO] - bed : 0.354 0.740 0.840 [2020-11-13 19:03:32,521][root][INFO] - chair : 0.719 0.876 0.921 [2020-11-13 19:03:32,521][root][INFO] - sofa : 0.393 0.607 0.829 [2020-11-13 19:03:32,521][root][INFO] - table : 0.454 0.658 0.764 [2020-11-13 19:03:32,521][root][INFO] - door : 0.271 0.472 0.588 [2020-11-13 19:03:32,521][root][INFO] - window : 0.235 0.411 0.607 [2020-11-13 19:03:32,521][root][INFO] - bookshelf : 0.222 0.550 0.743 [2020-11-13 19:03:32,521][root][INFO] - picture : 0.220 0.350 0.451 [2020-11-13 19:03:32,521][root][INFO] - counter : 0.103 0.308 0.700 [2020-11-13 19:03:32,521][root][INFO] - desk : 0.100 0.340 0.722 [2020-11-13 19:03:32,521][root][INFO] - curtain : 0.285 0.476 0.621 [2020-11-13 19:03:32,521][root][INFO] - refrigerator : 0.337 0.430 0.516 [2020-11-13 19:03:32,521][root][INFO] - shower curtain : 0.507 0.680 0.737 [2020-11-13 19:03:32,521][root][INFO] - toilet : 0.819 0.983 0.983 [2020-11-13 19:03:32,521][root][INFO] - sink : 0.421 0.700 0.872 [2020-11-13 19:03:32,521][root][INFO] - bathtub : 0.626 0.774 0.869 [2020-11-13 19:03:32,521][root][INFO] - otherfurniture : 0.404 0.545 0.653 [2020-11-13 19:03:32,521][root][INFO] - ---------------------------------------------------------------- [2020-11-13 19:03:32,521][root][INFO] - average : 0.375 0.578 0.728 [2020-11-13 19:03:32,521][root][INFO] - [2020-11-13 19:03:32,712][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 19:03:32,714][root][INFO] - Current best mIoU: 72.534 at iter 15500 [2020-11-13 19:03:36,371][root][INFO] - ===> Epoch[673](17501/26): Loss -0.8100, Sem 0.0654, dir -0.9795, norm 0.1041, swav 0.0000 LR: 1.538e-02 Score 97.598 Data time: 0.1475, Forward time: 2.3048, Backward time: 3.0715, DDP time: 0.0037, Total iter time: 3.6506 [2020-11-13 19:03:42,715][root][INFO] - ===> Epoch[673](17502/26): Loss -0.8065, Sem 0.0670, dir -0.9807, norm 0.1072, swav 0.0000 LR: 1.537e-02 Score 97.622 Data time: 0.1506, Forward time: 2.3046, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 6.2317 [2020-11-13 19:03:49,302][root][INFO] - ===> Epoch[673](17503/26): Loss -0.8076, Sem 0.0592, dir -0.9819, norm 0.1151, swav 0.0000 LR: 1.537e-02 Score 97.917 Data time: 0.3547, Forward time: 2.3049, Backward time: 3.0718, DDP time: 0.0037, Total iter time: 6.5305 [2020-11-13 19:03:55,980][root][INFO] - ===> Epoch[673](17504/26): Loss -0.8107, Sem 0.0666, dir -0.9808, norm 0.1036, swav 0.0000 LR: 1.536e-02 Score 97.572 Data time: 0.2182, Forward time: 2.3049, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 6.5193 [2020-11-13 19:04:03,095][root][INFO] - ===> Epoch[674](17505/26): Loss -0.7948, Sem 0.0680, dir -0.9760, norm 0.1132, swav 0.0000 LR: 1.536e-02 Score 97.509 Data time: 0.1779, Forward time: 2.3048, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 7.0005 [2020-11-13 19:04:08,886][root][INFO] - ===> Epoch[674](17506/26): Loss -0.8049, Sem 0.0664, dir -0.9790, norm 0.1077, swav 0.0000 LR: 1.535e-02 Score 97.594 Data time: 0.1433, Forward time: 2.3047, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.7275 [2020-11-13 19:04:14,658][root][INFO] - ===> Epoch[674](17507/26): Loss -0.7977, Sem 0.0701, dir -0.9811, norm 0.1132, swav 0.0000 LR: 1.534e-02 Score 97.486 Data time: 0.2002, Forward time: 2.3046, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.6589 [2020-11-13 19:04:21,027][root][INFO] - ===> Epoch[674](17508/26): Loss -0.8127, Sem 0.0582, dir -0.9801, norm 0.1091, swav 0.0000 LR: 1.534e-02 Score 97.902 Data time: 0.1937, Forward time: 2.3045, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.2175 [2020-11-13 19:04:26,994][root][INFO] - ===> Epoch[674](17509/26): Loss -0.8068, Sem 0.0615, dir -0.9798, norm 0.1115, swav 0.0000 LR: 1.533e-02 Score 97.780 Data time: 0.1764, Forward time: 2.3044, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.9072 [2020-11-13 19:04:32,448][root][INFO] - ===> Epoch[674](17510/26): Loss -0.7904, Sem 0.0665, dir -0.9782, norm 0.1213, swav 0.0000 LR: 1.533e-02 Score 97.554 Data time: 0.2529, Forward time: 2.3045, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.3098 [2020-11-13 19:04:37,981][root][INFO] - ===> Epoch[674](17511/26): Loss -0.7905, Sem 0.0646, dir -0.9750, norm 0.1199, swav 0.0000 LR: 1.532e-02 Score 97.718 Data time: 0.1993, Forward time: 2.3045, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.4297 [2020-11-13 19:04:44,839][root][INFO] - ===> Epoch[674](17512/26): Loss -0.8250, Sem 0.0576, dir -0.9817, norm 0.0991, swav 0.0000 LR: 1.532e-02 Score 97.952 Data time: 0.1857, Forward time: 2.3045, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 6.7400 [2020-11-13 19:04:50,095][root][INFO] - ===> Epoch[674](17513/26): Loss -0.8175, Sem 0.0583, dir -0.9789, norm 0.1031, swav 0.0000 LR: 1.531e-02 Score 97.927 Data time: 0.1819, Forward time: 2.3044, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.0954 [2020-11-13 19:04:55,884][root][INFO] - ===> Epoch[674](17514/26): Loss -0.8208, Sem 0.0585, dir -0.9815, norm 0.1022, swav 0.0000 LR: 1.531e-02 Score 97.923 Data time: 0.2208, Forward time: 2.3043, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.6518 [2020-11-13 19:05:01,670][root][INFO] - ===> Epoch[674](17515/26): Loss -0.7874, Sem 0.0738, dir -0.9738, norm 0.1126, swav 0.0000 LR: 1.530e-02 Score 97.377 Data time: 0.1879, Forward time: 2.3043, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.7016 [2020-11-13 19:05:06,967][root][INFO] - ===> Epoch[674](17516/26): Loss -0.8070, Sem 0.0729, dir -0.9811, norm 0.1012, swav 0.0000 LR: 1.529e-02 Score 97.348 Data time: 0.1679, Forward time: 2.3042, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.1764 [2020-11-13 19:05:12,056][root][INFO] - ===> Epoch[674](17517/26): Loss -0.8151, Sem 0.0605, dir -0.9777, norm 0.1021, swav 0.0000 LR: 1.529e-02 Score 97.826 Data time: 0.2049, Forward time: 2.3041, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.0124 [2020-11-13 19:05:17,557][root][INFO] - ===> Epoch[674](17518/26): Loss -0.7837, Sem 0.0651, dir -0.9724, norm 0.1236, swav 0.0000 LR: 1.528e-02 Score 97.635 Data time: 0.2324, Forward time: 2.3042, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.3680 [2020-11-13 19:05:23,095][root][INFO] - ===> Epoch[674](17519/26): Loss -0.8278, Sem 0.0574, dir -0.9821, norm 0.0968, swav 0.0000 LR: 1.528e-02 Score 97.929 Data time: 0.2428, Forward time: 2.3042, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.3698 [2020-11-13 19:05:28,379][root][INFO] - ===> Epoch[674](17520/26): Loss -0.8055, Sem 0.0677, dir -0.9788, norm 0.1056, swav 0.0000 LR: 1.527e-02 Score 97.515 Data time: 0.2288, Forward time: 2.3042, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.1430 [2020-11-13 19:05:34,313][root][INFO] - ===> Epoch[674](17521/26): Loss -0.8079, Sem 0.0608, dir -0.9798, norm 0.1111, swav 0.0000 LR: 1.527e-02 Score 97.810 Data time: 0.2161, Forward time: 2.3043, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.7759 [2020-11-13 19:05:40,632][root][INFO] - ===> Epoch[674](17522/26): Loss -0.8068, Sem 0.0645, dir -0.9779, norm 0.1067, swav 0.0000 LR: 1.526e-02 Score 97.681 Data time: 0.1645, Forward time: 2.3042, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.1875 [2020-11-13 19:05:45,922][root][INFO] - ===> Epoch[674](17523/26): Loss -0.8254, Sem 0.0622, dir -0.9842, norm 0.0965, swav 0.0000 LR: 1.526e-02 Score 97.755 Data time: 0.2202, Forward time: 2.3042, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.2215 [2020-11-13 19:05:52,501][root][INFO] - ===> Epoch[674](17524/26): Loss -0.7924, Sem 0.0660, dir -0.9758, norm 0.1173, swav 0.0000 LR: 1.525e-02 Score 97.612 Data time: 0.3143, Forward time: 2.3044, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 6.4171 [2020-11-13 19:05:57,514][root][INFO] - ===> Epoch[674](17525/26): Loss -0.8112, Sem 0.0612, dir -0.9809, norm 0.1085, swav 0.0000 LR: 1.524e-02 Score 97.810 Data time: 0.1472, Forward time: 2.3043, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 4.8670 [2020-11-13 19:06:02,559][root][INFO] - ===> Epoch[674](17526/26): Loss -0.8062, Sem 0.0651, dir -0.9786, norm 0.1073, swav 0.0000 LR: 1.524e-02 Score 97.619 Data time: 0.1939, Forward time: 2.3042, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 4.9570 [2020-11-13 19:06:08,458][root][INFO] - ===> Epoch[674](17527/26): Loss -0.7995, Sem 0.0628, dir -0.9763, norm 0.1140, swav 0.0000 LR: 1.523e-02 Score 97.745 Data time: 0.2104, Forward time: 2.3042, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.7730 [2020-11-13 19:06:13,619][root][INFO] - ===> Epoch[674](17528/26): Loss -0.8007, Sem 0.0704, dir -0.9781, norm 0.1070, swav 0.0000 LR: 1.523e-02 Score 97.387 Data time: 0.1472, Forward time: 2.3041, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.0457 [2020-11-13 19:06:18,473][root][INFO] - ===> Epoch[674](17529/26): Loss -0.8096, Sem 0.0632, dir -0.9778, norm 0.1050, swav 0.0000 LR: 1.522e-02 Score 97.731 Data time: 0.1832, Forward time: 2.3040, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 4.7905 [2020-11-13 19:06:25,615][root][INFO] - ===> Epoch[674](17530/26): Loss -0.8192, Sem 0.0602, dir -0.9819, norm 0.1025, swav 0.0000 LR: 1.522e-02 Score 97.799 Data time: 0.2418, Forward time: 2.3041, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 7.0544 [2020-11-13 19:06:31,515][root][INFO] - ===> Epoch[675](17531/26): Loss -0.8155, Sem 0.0588, dir -0.9817, norm 0.1074, swav 0.0000 LR: 1.521e-02 Score 97.969 Data time: 0.2245, Forward time: 2.3041, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.7736 [2020-11-13 19:06:36,843][root][INFO] - ===> Epoch[675](17532/26): Loss -0.8012, Sem 0.0642, dir -0.9773, norm 0.1119, swav 0.0000 LR: 1.521e-02 Score 97.775 Data time: 0.2450, Forward time: 2.3042, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.2162 [2020-11-13 19:06:42,487][root][INFO] - ===> Epoch[675](17533/26): Loss -0.8327, Sem 0.0504, dir -0.9809, norm 0.0977, swav 0.0000 LR: 1.520e-02 Score 98.183 Data time: 0.2052, Forward time: 2.3042, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.5123 [2020-11-13 19:06:48,943][root][INFO] - ===> Epoch[675](17534/26): Loss -0.8012, Sem 0.0651, dir -0.9787, norm 0.1123, swav 0.0000 LR: 1.519e-02 Score 97.707 Data time: 0.2523, Forward time: 2.3043, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 6.3532 [2020-11-13 19:06:55,449][root][INFO] - ===> Epoch[675](17535/26): Loss -0.8178, Sem 0.0609, dir -0.9798, norm 0.1011, swav 0.0000 LR: 1.519e-02 Score 97.817 Data time: 0.2321, Forward time: 2.3043, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 6.3565 [2020-11-13 19:07:02,344][root][INFO] - ===> Epoch[675](17536/26): Loss -0.8033, Sem 0.0654, dir -0.9800, norm 0.1114, swav 0.0000 LR: 1.518e-02 Score 97.654 Data time: 0.2208, Forward time: 2.3043, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.7566 [2020-11-13 19:07:07,406][root][INFO] - ===> Epoch[675](17537/26): Loss -0.7974, Sem 0.0689, dir -0.9774, norm 0.1111, swav 0.0000 LR: 1.518e-02 Score 97.614 Data time: 0.1385, Forward time: 2.3041, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 4.8970 [2020-11-13 19:07:12,567][root][INFO] - ===> Epoch[675](17538/26): Loss -0.7889, Sem 0.0683, dir -0.9760, norm 0.1189, swav 0.0000 LR: 1.517e-02 Score 97.561 Data time: 0.2042, Forward time: 2.3040, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.0602 [2020-11-13 19:07:18,165][root][INFO] - ===> Epoch[675](17539/26): Loss -0.8238, Sem 0.0594, dir -0.9817, norm 0.0985, swav 0.0000 LR: 1.517e-02 Score 97.867 Data time: 0.2229, Forward time: 2.3040, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.4958 [2020-11-13 19:07:24,025][root][INFO] - ===> Epoch[675](17540/26): Loss -0.7970, Sem 0.0711, dir -0.9775, norm 0.1094, swav 0.0000 LR: 1.516e-02 Score 97.449 Data time: 0.2469, Forward time: 2.3041, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.7322 [2020-11-13 19:07:30,016][root][INFO] - ===> Epoch[675](17541/26): Loss -0.7899, Sem 0.0686, dir -0.9788, norm 0.1203, swav 0.0000 LR: 1.516e-02 Score 97.487 Data time: 0.2177, Forward time: 2.3042, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.7894 [2020-11-13 19:07:35,435][root][INFO] - ===> Epoch[675](17542/26): Loss -0.8063, Sem 0.0705, dir -0.9794, norm 0.1026, swav 0.0000 LR: 1.515e-02 Score 97.492 Data time: 0.1567, Forward time: 2.3041, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.2562 [2020-11-13 19:07:42,251][root][INFO] - ===> Epoch[675](17543/26): Loss -0.8181, Sem 0.0591, dir -0.9797, norm 0.1024, swav 0.0000 LR: 1.514e-02 Score 97.877 Data time: 0.1292, Forward time: 2.3039, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 6.6849 [2020-11-13 19:07:46,873][root][INFO] - ===> Epoch[675](17544/26): Loss -0.8051, Sem 0.0575, dir -0.9801, norm 0.1175, swav 0.0000 LR: 1.514e-02 Score 97.941 Data time: 0.1781, Forward time: 2.3038, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 4.5750 [2020-11-13 19:07:52,562][root][INFO] - ===> Epoch[675](17545/26): Loss -0.8183, Sem 0.0622, dir -0.9808, norm 0.1002, swav 0.0000 LR: 1.513e-02 Score 97.807 Data time: 0.2564, Forward time: 2.3038, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.5577 [2020-11-13 19:07:58,922][root][INFO] - ===> Epoch[675](17546/26): Loss -0.7842, Sem 0.0712, dir -0.9750, norm 0.1197, swav 0.0000 LR: 1.513e-02 Score 97.475 Data time: 0.3148, Forward time: 2.3040, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.1991 [2020-11-13 19:08:04,957][root][INFO] - ===> Epoch[675](17547/26): Loss -0.7922, Sem 0.0717, dir -0.9784, norm 0.1145, swav 0.0000 LR: 1.512e-02 Score 97.369 Data time: 0.2479, Forward time: 2.3042, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.8481 [2020-11-13 19:08:10,717][root][INFO] - ===> Epoch[675](17548/26): Loss -0.7976, Sem 0.0662, dir -0.9787, norm 0.1149, swav 0.0000 LR: 1.512e-02 Score 97.621 Data time: 0.2044, Forward time: 2.3042, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.5949 [2020-11-13 19:08:15,865][root][INFO] - ===> Epoch[675](17549/26): Loss -0.8125, Sem 0.0662, dir -0.9812, norm 0.1025, swav 0.0000 LR: 1.511e-02 Score 97.604 Data time: 0.1841, Forward time: 2.3042, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.0202 [2020-11-13 19:08:21,330][root][INFO] - ===> Epoch[675](17550/26): Loss -0.7992, Sem 0.0678, dir -0.9752, norm 0.1083, swav 0.0000 LR: 1.511e-02 Score 97.614 Data time: 0.1640, Forward time: 2.3040, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.2895 [2020-11-13 19:08:27,128][root][INFO] - ===> Epoch[675](17551/26): Loss -0.8094, Sem 0.0688, dir -0.9825, norm 0.1043, swav 0.0000 LR: 1.510e-02 Score 97.429 Data time: 0.1737, Forward time: 2.3039, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.7033 [2020-11-13 19:08:32,482][root][INFO] - ===> Epoch[675](17552/26): Loss -0.8142, Sem 0.0627, dir -0.9796, norm 0.1028, swav 0.0000 LR: 1.509e-02 Score 97.724 Data time: 0.1967, Forward time: 2.3040, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.2324 [2020-11-13 19:08:39,307][root][INFO] - ===> Epoch[675](17553/26): Loss -0.8067, Sem 0.0677, dir -0.9807, norm 0.1063, swav 0.0000 LR: 1.509e-02 Score 97.558 Data time: 0.1998, Forward time: 2.3039, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 6.6866 [2020-11-13 19:08:44,662][root][INFO] - ===> Epoch[675](17554/26): Loss -0.8023, Sem 0.0693, dir -0.9780, norm 0.1064, swav 0.0000 LR: 1.508e-02 Score 97.530 Data time: 0.2346, Forward time: 2.3040, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.2584 [2020-11-13 19:08:50,673][root][INFO] - ===> Epoch[675](17555/26): Loss -0.8149, Sem 0.0546, dir -0.9800, norm 0.1105, swav 0.0000 LR: 1.508e-02 Score 98.045 Data time: 0.2222, Forward time: 2.3041, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.8654 [2020-11-13 19:08:56,392][root][INFO] - ===> Epoch[675](17556/26): Loss -0.8012, Sem 0.0620, dir -0.9802, norm 0.1170, swav 0.0000 LR: 1.507e-02 Score 97.802 Data time: 0.1853, Forward time: 2.3040, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.5876 [2020-11-13 19:09:02,794][root][INFO] - ===> Epoch[676](17557/26): Loss -0.7905, Sem 0.0634, dir -0.9767, norm 0.1228, swav 0.0000 LR: 1.507e-02 Score 97.735 Data time: 0.2022, Forward time: 2.3040, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.2886 [2020-11-13 19:09:08,377][root][INFO] - ===> Epoch[676](17558/26): Loss -0.8122, Sem 0.0619, dir -0.9786, norm 0.1045, swav 0.0000 LR: 1.506e-02 Score 97.760 Data time: 0.1959, Forward time: 2.3040, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.4258 [2020-11-13 19:09:14,202][root][INFO] - ===> Epoch[676](17559/26): Loss -0.8176, Sem 0.0610, dir -0.9787, norm 0.1001, swav 0.0000 LR: 1.506e-02 Score 97.869 Data time: 0.1376, Forward time: 2.3038, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.6613 [2020-11-13 19:09:20,322][root][INFO] - ===> Epoch[676](17560/26): Loss -0.8082, Sem 0.0684, dir -0.9808, norm 0.1041, swav 0.0000 LR: 1.505e-02 Score 97.511 Data time: 0.2311, Forward time: 2.3039, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 6.0438 [2020-11-13 19:09:27,063][root][INFO] - ===> Epoch[676](17561/26): Loss -0.8177, Sem 0.0628, dir -0.9816, norm 0.1011, swav 0.0000 LR: 1.504e-02 Score 97.694 Data time: 0.2015, Forward time: 2.3039, Backward time: 3.0734, DDP time: 0.0037, Total iter time: 6.6033 [2020-11-13 19:09:32,174][root][INFO] - ===> Epoch[676](17562/26): Loss -0.8087, Sem 0.0590, dir -0.9798, norm 0.1121, swav 0.0000 LR: 1.504e-02 Score 97.868 Data time: 0.2244, Forward time: 2.3039, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 4.9709 [2020-11-13 19:09:38,336][root][INFO] - ===> Epoch[676](17563/26): Loss -0.8075, Sem 0.0609, dir -0.9775, norm 0.1090, swav 0.0000 LR: 1.503e-02 Score 97.845 Data time: 0.2239, Forward time: 2.3039, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 5.9991 [2020-11-13 19:09:44,680][root][INFO] - ===> Epoch[676](17564/26): Loss -0.8141, Sem 0.0623, dir -0.9796, norm 0.1031, swav 0.0000 LR: 1.503e-02 Score 97.777 Data time: 0.3078, Forward time: 2.3041, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 6.2148 [2020-11-13 19:09:52,025][root][INFO] - ===> Epoch[676](17565/26): Loss -0.7936, Sem 0.0639, dir -0.9759, norm 0.1184, swav 0.0000 LR: 1.502e-02 Score 97.727 Data time: 0.3501, Forward time: 2.3045, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 7.1447 [2020-11-13 19:09:57,494][root][INFO] - ===> Epoch[676](17566/26): Loss -0.8217, Sem 0.0590, dir -0.9811, norm 0.1004, swav 0.0000 LR: 1.502e-02 Score 97.858 Data time: 0.2159, Forward time: 2.3045, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.3302 [2020-11-13 19:10:03,450][root][INFO] - ===> Epoch[676](17567/26): Loss -0.7896, Sem 0.0719, dir -0.9783, norm 0.1168, swav 0.0000 LR: 1.501e-02 Score 97.356 Data time: 0.2067, Forward time: 2.3045, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.8273 [2020-11-13 19:10:08,143][root][INFO] - ===> Epoch[676](17568/26): Loss -0.8223, Sem 0.0635, dir -0.9815, norm 0.0956, swav 0.0000 LR: 1.501e-02 Score 97.667 Data time: 0.1801, Forward time: 2.3044, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 4.5406 [2020-11-13 19:10:15,564][root][INFO] - ===> Epoch[676](17569/26): Loss -0.7778, Sem 0.0654, dir -0.9762, norm 0.1330, swav 0.0000 LR: 1.500e-02 Score 97.663 Data time: 0.2483, Forward time: 2.3045, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 7.3074 [2020-11-13 19:10:22,093][root][INFO] - ===> Epoch[676](17570/26): Loss -0.8103, Sem 0.0595, dir -0.9794, norm 0.1096, swav 0.0000 LR: 1.499e-02 Score 97.825 Data time: 0.2534, Forward time: 2.3046, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 6.3719 [2020-11-13 19:10:29,352][root][INFO] - ===> Epoch[676](17571/26): Loss -0.8118, Sem 0.0555, dir -0.9795, norm 0.1122, swav 0.0000 LR: 1.499e-02 Score 98.006 Data time: 0.2785, Forward time: 2.3046, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 7.0688 [2020-11-13 19:10:35,396][root][INFO] - ===> Epoch[676](17572/26): Loss -0.8060, Sem 0.0606, dir -0.9793, norm 0.1128, swav 0.0000 LR: 1.498e-02 Score 97.849 Data time: 0.2185, Forward time: 2.3046, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 5.8998 [2020-11-13 19:10:40,411][root][INFO] - ===> Epoch[676](17573/26): Loss -0.8025, Sem 0.0673, dir -0.9779, norm 0.1081, swav 0.0000 LR: 1.498e-02 Score 97.610 Data time: 0.2027, Forward time: 2.3046, Backward time: 3.0735, DDP time: 0.0037, Total iter time: 4.8777 [2020-11-13 19:10:45,229][root][INFO] - ===> Epoch[676](17574/26): Loss -0.8129, Sem 0.0654, dir -0.9796, norm 0.1012, swav 0.0000 LR: 1.497e-02 Score 97.647 Data time: 0.1959, Forward time: 2.3046, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 4.6989 [2020-11-13 19:10:50,481][root][INFO] - ===> Epoch[676](17575/26): Loss -0.8044, Sem 0.0718, dir -0.9801, norm 0.1039, swav 0.0000 LR: 1.497e-02 Score 97.527 Data time: 0.1934, Forward time: 2.3045, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 5.1348 [2020-11-13 19:10:56,332][root][INFO] - ===> Epoch[676](17576/26): Loss -0.8204, Sem 0.0636, dir -0.9808, norm 0.0968, swav 0.0000 LR: 1.496e-02 Score 97.705 Data time: 0.2719, Forward time: 2.3046, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.7199 [2020-11-13 19:11:01,128][root][INFO] - ===> Epoch[676](17577/26): Loss -0.7972, Sem 0.0730, dir -0.9782, norm 0.1080, swav 0.0000 LR: 1.496e-02 Score 97.307 Data time: 0.2561, Forward time: 2.3046, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 4.6309 [2020-11-13 19:11:05,923][root][INFO] - ===> Epoch[676](17578/26): Loss -0.7988, Sem 0.0669, dir -0.9764, norm 0.1107, swav 0.0000 LR: 1.495e-02 Score 97.665 Data time: 0.1971, Forward time: 2.3046, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 4.6273 [2020-11-13 19:11:11,014][root][INFO] - ===> Epoch[676](17579/26): Loss -0.7991, Sem 0.0690, dir -0.9789, norm 0.1109, swav 0.0000 LR: 1.494e-02 Score 97.498 Data time: 0.1696, Forward time: 2.3045, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 4.9445 [2020-11-13 19:11:16,475][root][INFO] - ===> Epoch[676](17580/26): Loss -0.8173, Sem 0.0613, dir -0.9810, norm 0.1024, swav 0.0000 LR: 1.494e-02 Score 97.787 Data time: 0.1978, Forward time: 2.3045, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.3413 [2020-11-13 19:11:22,644][root][INFO] - ===> Epoch[676](17581/26): Loss -0.8005, Sem 0.0710, dir -0.9776, norm 0.1060, swav 0.0000 LR: 1.493e-02 Score 97.469 Data time: 0.2255, Forward time: 2.3045, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 6.0246 [2020-11-13 19:11:28,453][root][INFO] - ===> Epoch[676](17582/26): Loss -0.8116, Sem 0.0652, dir -0.9780, norm 0.1012, swav 0.0000 LR: 1.493e-02 Score 97.644 Data time: 0.2780, Forward time: 2.3046, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.6691 [2020-11-13 19:11:33,988][root][INFO] - ===> Epoch[677](17583/26): Loss -0.8134, Sem 0.0625, dir -0.9758, norm 0.0999, swav 0.0000 LR: 1.492e-02 Score 97.771 Data time: 0.1589, Forward time: 2.3045, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.3973 [2020-11-13 19:11:39,247][root][INFO] - ===> Epoch[677](17584/26): Loss -0.8257, Sem 0.0589, dir -0.9819, norm 0.0973, swav 0.0000 LR: 1.492e-02 Score 97.848 Data time: 0.2098, Forward time: 2.3045, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 5.1679 [2020-11-13 19:11:44,205][root][INFO] - ===> Epoch[677](17585/26): Loss -0.8168, Sem 0.0631, dir -0.9827, norm 0.1028, swav 0.0000 LR: 1.491e-02 Score 97.741 Data time: 0.2499, Forward time: 2.3045, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 4.8213 [2020-11-13 19:11:50,873][root][INFO] - ===> Epoch[677](17586/26): Loss -0.8055, Sem 0.0647, dir -0.9786, norm 0.1084, swav 0.0000 LR: 1.491e-02 Score 97.675 Data time: 0.3210, Forward time: 2.3048, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 6.5516 [2020-11-13 19:11:57,441][root][INFO] - ===> Epoch[677](17587/26): Loss -0.8033, Sem 0.0699, dir -0.9804, norm 0.1072, swav 0.0000 LR: 1.490e-02 Score 97.531 Data time: 0.2877, Forward time: 2.3050, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 6.3399 [2020-11-13 19:12:04,853][root][INFO] - ===> Epoch[677](17588/26): Loss -0.8089, Sem 0.0651, dir -0.9773, norm 0.1032, swav 0.0000 LR: 1.489e-02 Score 97.657 Data time: 0.3653, Forward time: 2.3053, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 7.2257 [2020-11-13 19:12:10,980][root][INFO] - ===> Epoch[677](17589/26): Loss -0.8009, Sem 0.0654, dir -0.9773, norm 0.1110, swav 0.0000 LR: 1.489e-02 Score 97.689 Data time: 0.2281, Forward time: 2.3054, Backward time: 3.0721, DDP time: 0.0037, Total iter time: 5.9849 [2020-11-13 19:12:16,951][root][INFO] - ===> Epoch[677](17590/26): Loss -0.7943, Sem 0.0750, dir -0.9771, norm 0.1078, swav 0.0000 LR: 1.488e-02 Score 97.233 Data time: 0.2831, Forward time: 2.3056, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.8225 [2020-11-13 19:12:22,950][root][INFO] - ===> Epoch[677](17591/26): Loss -0.8189, Sem 0.0624, dir -0.9814, norm 0.1001, swav 0.0000 LR: 1.488e-02 Score 97.743 Data time: 0.2524, Forward time: 2.3057, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 5.8548 [2020-11-13 19:12:28,504][root][INFO] - ===> Epoch[677](17592/26): Loss -0.7884, Sem 0.0681, dir -0.9750, norm 0.1185, swav 0.0000 LR: 1.487e-02 Score 97.483 Data time: 0.2518, Forward time: 2.3058, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.4142 [2020-11-13 19:12:34,037][root][INFO] - ===> Epoch[677](17593/26): Loss -0.8079, Sem 0.0597, dir -0.9812, norm 0.1137, swav 0.0000 LR: 1.487e-02 Score 97.824 Data time: 0.1785, Forward time: 2.3057, Backward time: 3.0717, DDP time: 0.0037, Total iter time: 5.3868 [2020-11-13 19:12:39,646][root][INFO] - ===> Epoch[677](17594/26): Loss -0.8064, Sem 0.0643, dir -0.9786, norm 0.1079, swav 0.0000 LR: 1.486e-02 Score 97.744 Data time: 0.2262, Forward time: 2.3058, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.4925 [2020-11-13 19:12:45,405][root][INFO] - ===> Epoch[677](17595/26): Loss -0.8113, Sem 0.0611, dir -0.9806, norm 0.1082, swav 0.0000 LR: 1.486e-02 Score 97.816 Data time: 0.1894, Forward time: 2.3057, Backward time: 3.0716, DDP time: 0.0037, Total iter time: 5.6116 [2020-11-13 19:12:53,114][root][INFO] - ===> Epoch[677](17596/26): Loss -0.8064, Sem 0.0592, dir -0.9800, norm 0.1144, swav 0.0000 LR: 1.485e-02 Score 97.871 Data time: 0.2675, Forward time: 2.3059, Backward time: 3.0719, DDP time: 0.0037, Total iter time: 7.5847 [2020-11-13 19:12:59,526][root][INFO] - ===> Epoch[677](17597/26): Loss -0.7969, Sem 0.0610, dir -0.9799, norm 0.1220, swav 0.0000 LR: 1.484e-02 Score 97.824 Data time: 0.2301, Forward time: 2.3059, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 6.2263 [2020-11-13 19:13:06,712][root][INFO] - ===> Epoch[677](17598/26): Loss -0.8111, Sem 0.0671, dir -0.9798, norm 0.1016, swav 0.0000 LR: 1.484e-02 Score 97.495 Data time: 0.3598, Forward time: 2.3062, Backward time: 3.0720, DDP time: 0.0037, Total iter time: 7.0568 [2020-11-13 19:13:13,237][root][INFO] - ===> Epoch[677](17599/26): Loss -0.8032, Sem 0.0638, dir -0.9782, norm 0.1112, swav 0.0000 LR: 1.483e-02 Score 97.765 Data time: 0.2244, Forward time: 2.3063, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 6.3566 [2020-11-13 19:13:19,022][root][INFO] - ===> Epoch[677](17600/26): Loss -0.7945, Sem 0.0607, dir -0.9791, norm 0.1238, swav 0.0000 LR: 1.483e-02 Score 97.815 Data time: 0.2442, Forward time: 2.3062, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 5.6257 [2020-11-13 19:13:25,313][root][INFO] - ===> Epoch[677](17601/26): Loss -0.8104, Sem 0.0635, dir -0.9766, norm 0.1027, swav 0.0000 LR: 1.482e-02 Score 97.617 Data time: 0.1955, Forward time: 2.3062, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.1316 [2020-11-13 19:13:31,643][root][INFO] - ===> Epoch[677](17602/26): Loss -0.8313, Sem 0.0596, dir -0.9824, norm 0.0915, swav 0.0000 LR: 1.482e-02 Score 97.863 Data time: 0.1831, Forward time: 2.3061, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 6.2058 [2020-11-13 19:13:37,097][root][INFO] - ===> Epoch[677](17603/26): Loss -0.7928, Sem 0.0675, dir -0.9735, norm 0.1133, swav 0.0000 LR: 1.481e-02 Score 97.686 Data time: 0.2057, Forward time: 2.3061, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.3262 [2020-11-13 19:13:42,858][root][INFO] - ===> Epoch[677](17604/26): Loss -0.8246, Sem 0.0603, dir -0.9807, norm 0.0958, swav 0.0000 LR: 1.481e-02 Score 97.783 Data time: 0.3145, Forward time: 2.3063, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.6127 [2020-11-13 19:13:49,517][root][INFO] - ===> Epoch[677](17605/26): Loss -0.8091, Sem 0.0609, dir -0.9809, norm 0.1109, swav 0.0000 LR: 1.480e-02 Score 97.797 Data time: 0.2585, Forward time: 2.3064, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 6.5116 [2020-11-13 19:13:54,694][root][INFO] - ===> Epoch[677](17606/26): Loss -0.8110, Sem 0.0658, dir -0.9819, norm 0.1051, swav 0.0000 LR: 1.479e-02 Score 97.652 Data time: 0.2521, Forward time: 2.3065, Backward time: 3.0722, DDP time: 0.0037, Total iter time: 5.0468 [2020-11-13 19:14:01,069][root][INFO] - ===> Epoch[677](17607/26): Loss -0.8101, Sem 0.0676, dir -0.9805, norm 0.1028, swav 0.0000 LR: 1.479e-02 Score 97.547 Data time: 0.2267, Forward time: 2.3065, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 6.2472 [2020-11-13 19:14:08,384][root][INFO] - ===> Epoch[677](17608/26): Loss -0.8053, Sem 0.0615, dir -0.9774, norm 0.1106, swav 0.0000 LR: 1.478e-02 Score 97.754 Data time: 0.3073, Forward time: 2.3067, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 7.1732 [2020-11-13 19:14:13,612][root][INFO] - ===> Epoch[678](17609/26): Loss -0.8123, Sem 0.0642, dir -0.9796, norm 0.1031, swav 0.0000 LR: 1.478e-02 Score 97.747 Data time: 0.1919, Forward time: 2.3066, Backward time: 3.0723, DDP time: 0.0037, Total iter time: 5.0144 [2020-11-13 19:14:19,588][root][INFO] - ===> Epoch[678](17610/26): Loss -0.8240, Sem 0.0610, dir -0.9823, norm 0.0973, swav 0.0000 LR: 1.477e-02 Score 97.821 Data time: 0.1927, Forward time: 2.3066, Backward time: 3.0724, DDP time: 0.0037, Total iter time: 5.8235 [2020-11-13 19:14:25,773][root][INFO] - ===> Epoch[678](17611/26): Loss -0.8262, Sem 0.0583, dir -0.9826, norm 0.0981, swav 0.0000 LR: 1.477e-02 Score 97.865 Data time: 0.2182, Forward time: 2.3066, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 6.0781 [2020-11-13 19:14:32,354][root][INFO] - ===> Epoch[678](17612/26): Loss -0.8048, Sem 0.0661, dir -0.9772, norm 0.1062, swav 0.0000 LR: 1.476e-02 Score 97.475 Data time: 0.1914, Forward time: 2.3066, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 6.4401 [2020-11-13 19:14:37,654][root][INFO] - ===> Epoch[678](17613/26): Loss -0.7881, Sem 0.0738, dir -0.9781, norm 0.1162, swav 0.0000 LR: 1.476e-02 Score 97.265 Data time: 0.1719, Forward time: 2.3065, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.1885 [2020-11-13 19:14:42,878][root][INFO] - ===> Epoch[678](17614/26): Loss -0.8102, Sem 0.0606, dir -0.9783, norm 0.1075, swav 0.0000 LR: 1.475e-02 Score 97.811 Data time: 0.2126, Forward time: 2.3065, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.1415 [2020-11-13 19:14:48,525][root][INFO] - ===> Epoch[678](17615/26): Loss -0.8047, Sem 0.0668, dir -0.9811, norm 0.1097, swav 0.0000 LR: 1.474e-02 Score 97.727 Data time: 0.1951, Forward time: 2.3064, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.5054 [2020-11-13 19:14:54,091][root][INFO] - ===> Epoch[678](17616/26): Loss -0.8087, Sem 0.0629, dir -0.9799, norm 0.1083, swav 0.0000 LR: 1.474e-02 Score 97.758 Data time: 0.2080, Forward time: 2.3065, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.4353 [2020-11-13 19:14:59,294][root][INFO] - ===> Epoch[678](17617/26): Loss -0.8138, Sem 0.0621, dir -0.9802, norm 0.1043, swav 0.0000 LR: 1.473e-02 Score 97.733 Data time: 0.1649, Forward time: 2.3063, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 5.0450 [2020-11-13 19:15:05,742][root][INFO] - ===> Epoch[678](17618/26): Loss -0.7977, Sem 0.0566, dir -0.9794, norm 0.1250, swav 0.0000 LR: 1.473e-02 Score 98.034 Data time: 0.2045, Forward time: 2.3064, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 6.3926 [2020-11-13 19:15:11,632][root][INFO] - ===> Epoch[678](17619/26): Loss -0.8214, Sem 0.0603, dir -0.9799, norm 0.0982, swav 0.0000 LR: 1.472e-02 Score 97.813 Data time: 0.1891, Forward time: 2.3063, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.7458 [2020-11-13 19:15:17,290][root][INFO] - ===> Epoch[678](17620/26): Loss -0.8039, Sem 0.0632, dir -0.9793, norm 0.1122, swav 0.0000 LR: 1.472e-02 Score 97.690 Data time: 0.1408, Forward time: 2.3062, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.5467 [2020-11-13 19:15:22,889][root][INFO] - ===> Epoch[678](17621/26): Loss -0.8079, Sem 0.0685, dir -0.9817, norm 0.1053, swav 0.0000 LR: 1.471e-02 Score 97.488 Data time: 0.1949, Forward time: 2.3061, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.5446 [2020-11-13 19:15:29,684][root][INFO] - ===> Epoch[678](17622/26): Loss -0.8001, Sem 0.0728, dir -0.9785, norm 0.1055, swav 0.0000 LR: 1.471e-02 Score 97.309 Data time: 0.3026, Forward time: 2.3063, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.6533 [2020-11-13 19:15:34,819][root][INFO] - ===> Epoch[678](17623/26): Loss -0.7953, Sem 0.0704, dir -0.9804, norm 0.1147, swav 0.0000 LR: 1.470e-02 Score 97.483 Data time: 0.2085, Forward time: 2.3064, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 4.9307 [2020-11-13 19:15:39,376][root][INFO] - ===> Epoch[678](17624/26): Loss -0.7970, Sem 0.0649, dir -0.9720, norm 0.1101, swav 0.0000 LR: 1.469e-02 Score 97.659 Data time: 0.1636, Forward time: 2.3062, Backward time: 3.0725, DDP time: 0.0037, Total iter time: 4.4019 [2020-11-13 19:15:44,629][root][INFO] - ===> Epoch[678](17625/26): Loss -0.8059, Sem 0.0609, dir -0.9769, norm 0.1101, swav 0.0000 LR: 1.469e-02 Score 97.809 Data time: 0.1237, Forward time: 2.3060, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 5.1430 [2020-11-13 19:15:50,649][root][INFO] - ===> Epoch[678](17626/26): Loss -0.7901, Sem 0.0718, dir -0.9775, norm 0.1156, swav 0.0000 LR: 1.468e-02 Score 97.382 Data time: 0.1405, Forward time: 2.3058, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.9339 [2020-11-13 19:15:57,086][root][INFO] - ===> Epoch[678](17627/26): Loss -0.8097, Sem 0.0664, dir -0.9824, norm 0.1062, swav 0.0000 LR: 1.468e-02 Score 97.571 Data time: 0.2984, Forward time: 2.3061, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 6.4018 [2020-11-13 19:16:03,262][root][INFO] - ===> Epoch[678](17628/26): Loss -0.8323, Sem 0.0589, dir -0.9833, norm 0.0921, swav 0.0000 LR: 1.467e-02 Score 97.858 Data time: 0.1334, Forward time: 2.3059, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 6.0342 [2020-11-13 19:16:08,287][root][INFO] - ===> Epoch[678](17629/26): Loss -0.8131, Sem 0.0608, dir -0.9795, norm 0.1056, swav 0.0000 LR: 1.467e-02 Score 97.842 Data time: 0.1962, Forward time: 2.3059, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 4.9541 [2020-11-13 19:16:13,949][root][INFO] - ===> Epoch[678](17630/26): Loss -0.7942, Sem 0.0683, dir -0.9791, norm 0.1166, swav 0.0000 LR: 1.466e-02 Score 97.619 Data time: 0.2030, Forward time: 2.3058, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.5490 [2020-11-13 19:16:21,937][root][INFO] - ===> Epoch[678](17631/26): Loss -0.7931, Sem 0.0700, dir -0.9794, norm 0.1164, swav 0.0000 LR: 1.466e-02 Score 97.491 Data time: 0.2770, Forward time: 2.3060, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 7.8860 [2020-11-13 19:16:26,774][root][INFO] - ===> Epoch[678](17632/26): Loss -0.8075, Sem 0.0621, dir -0.9823, norm 0.1127, swav 0.0000 LR: 1.465e-02 Score 97.708 Data time: 0.1777, Forward time: 2.3060, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 4.6804 [2020-11-13 19:16:32,365][root][INFO] - ===> Epoch[678](17633/26): Loss -0.7946, Sem 0.0693, dir -0.9773, norm 0.1133, swav 0.0000 LR: 1.464e-02 Score 97.525 Data time: 0.2371, Forward time: 2.3060, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.4686 [2020-11-13 19:16:38,767][root][INFO] - ===> Epoch[678](17634/26): Loss -0.8114, Sem 0.0637, dir -0.9800, norm 0.1049, swav 0.0000 LR: 1.464e-02 Score 97.701 Data time: 0.2583, Forward time: 2.3062, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 6.2708 [2020-11-13 19:16:44,213][root][INFO] - ===> Epoch[679](17635/26): Loss -0.8195, Sem 0.0587, dir -0.9822, norm 0.1039, swav 0.0000 LR: 1.463e-02 Score 97.868 Data time: 0.1837, Forward time: 2.3061, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.3034 [2020-11-13 19:16:49,921][root][INFO] - ===> Epoch[679](17636/26): Loss -0.8029, Sem 0.0642, dir -0.9789, norm 0.1117, swav 0.0000 LR: 1.463e-02 Score 97.719 Data time: 0.2600, Forward time: 2.3062, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 5.5663 [2020-11-13 19:16:54,451][root][INFO] - ===> Epoch[679](17637/26): Loss -0.7964, Sem 0.0685, dir -0.9761, norm 0.1112, swav 0.0000 LR: 1.462e-02 Score 97.480 Data time: 0.1559, Forward time: 2.3061, Backward time: 3.0726, DDP time: 0.0037, Total iter time: 4.3698 [2020-11-13 19:17:00,911][root][INFO] - ===> Epoch[679](17638/26): Loss -0.8062, Sem 0.0625, dir -0.9791, norm 0.1105, swav 0.0000 LR: 1.462e-02 Score 97.790 Data time: 0.1658, Forward time: 2.3060, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.3378 [2020-11-13 19:17:06,360][root][INFO] - ===> Epoch[679](17639/26): Loss -0.8148, Sem 0.0637, dir -0.9806, norm 0.1021, swav 0.0000 LR: 1.461e-02 Score 97.707 Data time: 0.1755, Forward time: 2.3059, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.2633 [2020-11-13 19:17:12,472][root][INFO] - ===> Epoch[679](17640/26): Loss -0.8133, Sem 0.0635, dir -0.9794, norm 0.1026, swav 0.0000 LR: 1.461e-02 Score 97.740 Data time: 0.2435, Forward time: 2.3059, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.9994 [2020-11-13 19:17:17,515][root][INFO] - ===> Epoch[679](17641/26): Loss -0.7948, Sem 0.0691, dir -0.9784, norm 0.1145, swav 0.0000 LR: 1.460e-02 Score 97.519 Data time: 0.2023, Forward time: 2.3059, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 4.9157 [2020-11-13 19:17:23,361][root][INFO] - ===> Epoch[679](17642/26): Loss -0.8060, Sem 0.0642, dir -0.9795, norm 0.1093, swav 0.0000 LR: 1.459e-02 Score 97.646 Data time: 0.1918, Forward time: 2.3058, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.7369 [2020-11-13 19:17:27,988][root][INFO] - ===> Epoch[679](17643/26): Loss -0.8095, Sem 0.0663, dir -0.9780, norm 0.1023, swav 0.0000 LR: 1.459e-02 Score 97.621 Data time: 0.1169, Forward time: 2.3056, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 4.4944 [2020-11-13 19:17:33,904][root][INFO] - ===> Epoch[679](17644/26): Loss -0.8139, Sem 0.0587, dir -0.9780, norm 0.1054, swav 0.0000 LR: 1.458e-02 Score 97.869 Data time: 0.1410, Forward time: 2.3054, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.8485 [2020-11-13 19:17:40,134][root][INFO] - ===> Epoch[679](17645/26): Loss -0.8045, Sem 0.0624, dir -0.9780, norm 0.1112, swav 0.0000 LR: 1.458e-02 Score 97.794 Data time: 0.2055, Forward time: 2.3054, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 6.1877 [2020-11-13 19:17:45,311][root][INFO] - ===> Epoch[679](17646/26): Loss -0.7923, Sem 0.0787, dir -0.9768, norm 0.1058, swav 0.0000 LR: 1.457e-02 Score 97.105 Data time: 0.2055, Forward time: 2.3054, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 5.0243 [2020-11-13 19:17:51,968][root][INFO] - ===> Epoch[679](17647/26): Loss -0.8152, Sem 0.0629, dir -0.9818, norm 0.1038, swav 0.0000 LR: 1.457e-02 Score 97.723 Data time: 0.2192, Forward time: 2.3054, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 6.5471 [2020-11-13 19:17:58,356][root][INFO] - ===> Epoch[679](17648/26): Loss -0.8081, Sem 0.0645, dir -0.9795, norm 0.1069, swav 0.0000 LR: 1.456e-02 Score 97.678 Data time: 0.1866, Forward time: 2.3054, Backward time: 3.0734, DDP time: 0.0037, Total iter time: 6.2145 [2020-11-13 19:18:03,677][root][INFO] - ===> Epoch[679](17649/26): Loss -0.8109, Sem 0.0562, dir -0.9757, norm 0.1085, swav 0.0000 LR: 1.456e-02 Score 97.970 Data time: 0.2282, Forward time: 2.3054, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 5.1734 [2020-11-13 19:18:09,597][root][INFO] - ===> Epoch[679](17650/26): Loss -0.8238, Sem 0.0578, dir -0.9819, norm 0.1003, swav 0.0000 LR: 1.455e-02 Score 97.954 Data time: 0.2839, Forward time: 2.3055, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 5.7729 [2020-11-13 19:18:15,112][root][INFO] - ===> Epoch[679](17651/26): Loss -0.8063, Sem 0.0656, dir -0.9776, norm 0.1058, swav 0.0000 LR: 1.454e-02 Score 97.643 Data time: 0.2687, Forward time: 2.3057, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.3771 [2020-11-13 19:18:20,978][root][INFO] - ===> Epoch[679](17652/26): Loss -0.8107, Sem 0.0704, dir -0.9791, norm 0.0980, swav 0.0000 LR: 1.454e-02 Score 97.465 Data time: 0.2599, Forward time: 2.3058, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 5.7333 [2020-11-13 19:18:27,353][root][INFO] - ===> Epoch[679](17653/26): Loss -0.7982, Sem 0.0630, dir -0.9775, norm 0.1164, swav 0.0000 LR: 1.453e-02 Score 97.747 Data time: 0.1796, Forward time: 2.3057, Backward time: 3.0731, DDP time: 0.0037, Total iter time: 6.2318 [2020-11-13 19:18:32,547][root][INFO] - ===> Epoch[679](17654/26): Loss -0.7954, Sem 0.0756, dir -0.9797, norm 0.1088, swav 0.0000 LR: 1.453e-02 Score 97.286 Data time: 0.1963, Forward time: 2.3057, Backward time: 3.0730, DDP time: 0.0037, Total iter time: 5.0913 [2020-11-13 19:18:37,411][root][INFO] - ===> Epoch[679](17655/26): Loss -0.7990, Sem 0.0673, dir -0.9768, norm 0.1105, swav 0.0000 LR: 1.452e-02 Score 97.587 Data time: 0.1922, Forward time: 2.3057, Backward time: 3.0728, DDP time: 0.0037, Total iter time: 4.7367 [2020-11-13 19:18:42,643][root][INFO] - ===> Epoch[679](17656/26): Loss -0.8089, Sem 0.0638, dir -0.9788, norm 0.1061, swav 0.0000 LR: 1.452e-02 Score 97.751 Data time: 0.2120, Forward time: 2.3057, Backward time: 3.0727, DDP time: 0.0037, Total iter time: 5.1269 [2020-11-13 19:18:49,582][root][INFO] - ===> Epoch[679](17657/26): Loss -0.8123, Sem 0.0643, dir -0.9793, norm 0.1028, swav 0.0000 LR: 1.451e-02 Score 97.655 Data time: 0.2110, Forward time: 2.3057, Backward time: 3.0729, DDP time: 0.0037, Total iter time: 6.8506 [2020-11-13 19:18:56,415][root][INFO] - ===> Epoch[679](17658/26): Loss -0.8127, Sem 0.0634, dir -0.9781, norm 0.1020, swav 0.0000 LR: 1.450e-02 Score 97.756 Data time: 0.1964, Forward time: 2.3056, Backward time: 3.0732, DDP time: 0.0037, Total iter time: 6.6610 [2020-11-13 19:19:01,873][root][INFO] - ===> Epoch[679](17659/26): Loss -0.8190, Sem 0.0628, dir -0.9811, norm 0.0994, swav 0.0000 LR: 1.450e-02 Score 97.783 Data time: 0.1445, Forward time: 2.3055, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 5.3538 [2020-11-13 19:19:07,663][root][INFO] - ===> Epoch[679](17660/26): Loss -0.8157, Sem 0.0618, dir -0.9799, norm 0.1024, swav 0.0000 LR: 1.449e-02 Score 97.769 Data time: 0.1148, Forward time: 2.3052, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 5.7250 [2020-11-13 19:19:13,025][root][INFO] - ===> Epoch[680](17661/26): Loss -0.8116, Sem 0.0661, dir -0.9813, norm 0.1035, swav 0.0000 LR: 1.449e-02 Score 97.596 Data time: 0.1609, Forward time: 2.3051, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 5.3497 [2020-11-13 19:19:19,263][root][INFO] - ===> Epoch[680](17662/26): Loss -0.8041, Sem 0.0604, dir -0.9780, norm 0.1135, swav 0.0000 LR: 1.448e-02 Score 97.823 Data time: 0.2524, Forward time: 2.3053, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 6.1390 [2020-11-13 19:19:25,776][root][INFO] - ===> Epoch[680](17663/26): Loss -0.8082, Sem 0.0620, dir -0.9789, norm 0.1087, swav 0.0000 LR: 1.448e-02 Score 97.726 Data time: 0.2027, Forward time: 2.3053, Backward time: 3.0737, DDP time: 0.0037, Total iter time: 6.3462 [2020-11-13 19:19:30,914][root][INFO] - ===> Epoch[680](17664/26): Loss -0.8192, Sem 0.0605, dir -0.9803, norm 0.1006, swav 0.0000 LR: 1.447e-02 Score 97.869 Data time: 0.1583, Forward time: 2.3052, Backward time: 3.0737, DDP time: 0.0037, Total iter time: 5.0075 [2020-11-13 19:19:36,313][root][INFO] - ===> Epoch[680](17665/26): Loss -0.8098, Sem 0.0585, dir -0.9773, norm 0.1089, swav 0.0000 LR: 1.447e-02 Score 97.929 Data time: 0.1699, Forward time: 2.3051, Backward time: 3.0737, DDP time: 0.0037, Total iter time: 5.2713 [2020-11-13 19:19:41,463][root][INFO] - ===> Epoch[680](17666/26): Loss -0.8075, Sem 0.0631, dir -0.9809, norm 0.1104, swav 0.0000 LR: 1.446e-02 Score 97.729 Data time: 0.1719, Forward time: 2.3050, Backward time: 3.0737, DDP time: 0.0037, Total iter time: 5.0515 [2020-11-13 19:19:47,616][root][INFO] - ===> Epoch[680](17667/26): Loss -0.8139, Sem 0.0607, dir -0.9786, norm 0.1039, swav 0.0000 LR: 1.445e-02 Score 97.805 Data time: 0.1732, Forward time: 2.3049, Backward time: 3.0739, DDP time: 0.0037, Total iter time: 6.0184 [2020-11-13 19:19:52,418][root][INFO] - ===> Epoch[680](17668/26): Loss -0.8017, Sem 0.0685, dir -0.9806, norm 0.1104, swav 0.0000 LR: 1.445e-02 Score 97.542 Data time: 0.1825, Forward time: 2.3048, Backward time: 3.0737, DDP time: 0.0037, Total iter time: 4.6847 [2020-11-13 19:19:57,216][root][INFO] - ===> Epoch[680](17669/26): Loss -0.8101, Sem 0.0601, dir -0.9765, norm 0.1063, swav 0.0000 LR: 1.444e-02 Score 97.832 Data time: 0.2151, Forward time: 2.3048, Backward time: 3.0735, DDP time: 0.0037, Total iter time: 4.6969 [2020-11-13 19:20:03,523][root][INFO] - ===> Epoch[680](17670/26): Loss -0.8045, Sem 0.0655, dir -0.9803, norm 0.1104, swav 0.0000 LR: 1.444e-02 Score 97.619 Data time: 0.2757, Forward time: 2.3050, Backward time: 3.0734, DDP time: 0.0037, Total iter time: 6.1698 [2020-11-13 19:20:10,657][root][INFO] - ===> Epoch[680](17671/26): Loss -0.8053, Sem 0.0701, dir -0.9794, norm 0.1041, swav 0.0000 LR: 1.443e-02 Score 97.584 Data time: 0.1618, Forward time: 2.3048, Backward time: 3.0739, DDP time: 0.0037, Total iter time: 6.9564 [2020-11-13 19:20:16,618][root][INFO] - ===> Epoch[680](17672/26): Loss -0.8168, Sem 0.0582, dir -0.9829, norm 0.1078, swav 0.0000 LR: 1.443e-02 Score 97.912 Data time: 0.2318, Forward time: 2.3049, Backward time: 3.0738, DDP time: 0.0037, Total iter time: 5.8210 [2020-11-13 19:20:22,286][root][INFO] - ===> Epoch[680](17673/26): Loss -0.7891, Sem 0.0670, dir -0.9777, norm 0.1217, swav 0.0000 LR: 1.442e-02 Score 97.692 Data time: 0.2106, Forward time: 2.3049, Backward time: 3.0738, DDP time: 0.0037, Total iter time: 5.5168 [2020-11-13 19:20:27,327][root][INFO] - ===> Epoch[680](17674/26): Loss -0.8043, Sem 0.0669, dir -0.9784, norm 0.1072, swav 0.0000 LR: 1.442e-02 Score 97.582 Data time: 0.2749, Forward time: 2.3049, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 4.9223 [2020-11-13 19:20:32,013][root][INFO] - ===> Epoch[680](17675/26): Loss -0.7916, Sem 0.0702, dir -0.9768, norm 0.1150, swav 0.0000 LR: 1.441e-02 Score 97.429 Data time: 0.2232, Forward time: 2.3050, Backward time: 3.0733, DDP time: 0.0037, Total iter time: 4.5415 [2020-11-13 19:20:38,026][root][INFO] - ===> Epoch[680](17676/26): Loss -0.7975, Sem 0.0700, dir -0.9814, norm 0.1139, swav 0.0000 LR: 1.440e-02 Score 97.462 Data time: 0.1869, Forward time: 2.3049, Backward time: 3.0734, DDP time: 0.0037, Total iter time: 5.8865 [2020-11-13 19:20:43,400][root][INFO] - ===> Epoch[680](17677/26): Loss -0.8025, Sem 0.0663, dir -0.9788, norm 0.1100, swav 0.0000 LR: 1.440e-02 Score 97.633 Data time: 0.1279, Forward time: 2.3047, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 5.2819 [2020-11-13 19:20:49,290][root][INFO] - ===> Epoch[680](17678/26): Loss -0.7781, Sem 0.0711, dir -0.9734, norm 0.1241, swav 0.0000 LR: 1.439e-02 Score 97.450 Data time: 0.2694, Forward time: 2.3047, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 5.8567 [2020-11-13 19:20:54,555][root][INFO] - ===> Epoch[680](17679/26): Loss -0.8173, Sem 0.0599, dir -0.9781, norm 0.1009, swav 0.0000 LR: 1.439e-02 Score 97.877 Data time: 0.1791, Forward time: 2.3046, Backward time: 3.0735, DDP time: 0.0037, Total iter time: 5.0993 [2020-11-13 19:21:00,395][root][INFO] - ===> Epoch[680](17680/26): Loss -0.7993, Sem 0.0624, dir -0.9770, norm 0.1154, swav 0.0000 LR: 1.438e-02 Score 97.727 Data time: 0.2054, Forward time: 2.3047, Backward time: 3.0735, DDP time: 0.0037, Total iter time: 5.7331 [2020-11-13 19:21:05,513][root][INFO] - ===> Epoch[680](17681/26): Loss -0.8034, Sem 0.0613, dir -0.9783, norm 0.1135, swav 0.0000 LR: 1.438e-02 Score 97.800 Data time: 0.1890, Forward time: 2.3046, Backward time: 3.0734, DDP time: 0.0037, Total iter time: 4.9813 [2020-11-13 19:21:11,711][root][INFO] - ===> Epoch[680](17682/26): Loss -0.8146, Sem 0.0640, dir -0.9816, norm 0.1030, swav 0.0000 LR: 1.437e-02 Score 97.722 Data time: 0.2357, Forward time: 2.3047, Backward time: 3.0734, DDP time: 0.0037, Total iter time: 6.0808 [2020-11-13 19:21:17,794][root][INFO] - ===> Epoch[680](17683/26): Loss -0.8125, Sem 0.0620, dir -0.9808, norm 0.1063, swav 0.0000 LR: 1.437e-02 Score 97.760 Data time: 0.1957, Forward time: 2.3047, Backward time: 3.0735, DDP time: 0.0037, Total iter time: 5.9262 [2020-11-13 19:21:23,457][root][INFO] - ===> Epoch[680](17684/26): Loss -0.8008, Sem 0.0695, dir -0.9760, norm 0.1057, swav 0.0000 LR: 1.436e-02 Score 97.485 Data time: 0.1745, Forward time: 2.3046, Backward time: 3.0736, DDP time: 0.0037, Total iter time: 5.5425 [2020-11-13 19:21:30,660][root][INFO] - ===> Epoch[680](17685/26): Loss -0.8245, Sem 0.0564, dir -0.9807, norm 0.0998, swav 0.0000 LR: 1.435e-02 Score 97.962 Data time: 0.2290, Forward time: 2.3047, Backward time: 3.0738, DDP time: 0.0037, Total iter time: 7.1138 [2020-11-13 19:21:37,739][root][INFO] - ===> Epoch[680](17686/26): Loss -0.8050, Sem 0.0667, dir -0.9803, norm 0.1087, swav 0.0000 LR: 1.435e-02 Score 97.610 Data time: 0.1776, Forward time: 2.3046, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 6.9326 [2020-11-13 19:21:43,557][root][INFO] - ===> Epoch[681](17687/26): Loss -0.7987, Sem 0.0685, dir -0.9813, norm 0.1141, swav 0.0000 LR: 1.434e-02 Score 97.545 Data time: 0.2028, Forward time: 2.3046, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 5.6852 [2020-11-13 19:21:49,266][root][INFO] - ===> Epoch[681](17688/26): Loss -0.8166, Sem 0.0640, dir -0.9807, norm 0.1001, swav 0.0000 LR: 1.434e-02 Score 97.717 Data time: 0.1566, Forward time: 2.3045, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 5.5699 [2020-11-13 19:21:54,463][root][INFO] - ===> Epoch[681](17689/26): Loss -0.8053, Sem 0.0655, dir -0.9764, norm 0.1055, swav 0.0000 LR: 1.433e-02 Score 97.648 Data time: 0.1821, Forward time: 2.3044, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 5.1215 [2020-11-13 19:21:59,462][root][INFO] - ===> Epoch[681](17690/26): Loss -0.8119, Sem 0.0535, dir -0.9773, norm 0.1120, swav 0.0000 LR: 1.433e-02 Score 98.095 Data time: 0.1818, Forward time: 2.3043, Backward time: 3.0741, DDP time: 0.0037, Total iter time: 4.8514 [2020-11-13 19:22:04,887][root][INFO] - ===> Epoch[681](17691/26): Loss -0.8102, Sem 0.0640, dir -0.9807, norm 0.1065, swav 0.0000 LR: 1.432e-02 Score 97.605 Data time: 0.1659, Forward time: 2.3043, Backward time: 3.0741, DDP time: 0.0037, Total iter time: 5.3370 [2020-11-13 19:22:12,776][root][INFO] - ===> Epoch[681](17692/26): Loss -0.8088, Sem 0.0625, dir -0.9796, norm 0.1084, swav 0.0000 LR: 1.432e-02 Score 97.788 Data time: 0.3736, Forward time: 2.3046, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 7.8398 [2020-11-13 19:22:19,302][root][INFO] - ===> Epoch[681](17693/26): Loss -0.8092, Sem 0.0638, dir -0.9796, norm 0.1066, swav 0.0000 LR: 1.431e-02 Score 97.700 Data time: 0.2372, Forward time: 2.3048, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 6.3594 [2020-11-13 19:22:25,038][root][INFO] - ===> Epoch[681](17694/26): Loss -0.8156, Sem 0.0625, dir -0.9820, norm 0.1038, swav 0.0000 LR: 1.430e-02 Score 97.756 Data time: 0.1877, Forward time: 2.3047, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 5.5756 [2020-11-13 19:22:31,125][root][INFO] - ===> Epoch[681](17695/26): Loss -0.8202, Sem 0.0609, dir -0.9827, norm 0.1015, swav 0.0000 LR: 1.430e-02 Score 97.778 Data time: 0.2542, Forward time: 2.3048, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 5.9761 [2020-11-13 19:22:36,532][root][INFO] - ===> Epoch[681](17696/26): Loss -0.7981, Sem 0.0692, dir -0.9795, norm 0.1121, swav 0.0000 LR: 1.429e-02 Score 97.449 Data time: 0.1993, Forward time: 2.3048, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 5.2638 [2020-11-13 19:22:42,181][root][INFO] - ===> Epoch[681](17697/26): Loss -0.8020, Sem 0.0644, dir -0.9811, norm 0.1148, swav 0.0000 LR: 1.429e-02 Score 97.687 Data time: 0.1878, Forward time: 2.3048, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 5.5240 [2020-11-13 19:22:47,541][root][INFO] - ===> Epoch[681](17698/26): Loss -0.8021, Sem 0.0663, dir -0.9774, norm 0.1090, swav 0.0000 LR: 1.428e-02 Score 97.565 Data time: 0.2395, Forward time: 2.3047, Backward time: 3.0741, DDP time: 0.0037, Total iter time: 5.2391 [2020-11-13 19:22:54,530][root][INFO] - ===> Epoch[681](17699/26): Loss -0.8070, Sem 0.0638, dir -0.9794, norm 0.1086, swav 0.0000 LR: 1.428e-02 Score 97.643 Data time: 0.2151, Forward time: 2.3047, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 6.8995 [2020-11-13 19:22:59,516][root][INFO] - ===> Epoch[681](17700/26): Loss -0.8089, Sem 0.0604, dir -0.9775, norm 0.1082, swav 0.0000 LR: 1.427e-02 Score 97.845 Data time: 0.1720, Forward time: 2.3047, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 4.8409 [2020-11-13 19:23:05,044][root][INFO] - ===> Epoch[681](17701/26): Loss -0.8114, Sem 0.0614, dir -0.9762, norm 0.1034, swav 0.0000 LR: 1.426e-02 Score 97.748 Data time: 0.1924, Forward time: 2.3046, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 5.4188 [2020-11-13 19:23:11,378][root][INFO] - ===> Epoch[681](17702/26): Loss -0.8088, Sem 0.0599, dir -0.9778, norm 0.1091, swav 0.0000 LR: 1.426e-02 Score 97.822 Data time: 0.2811, Forward time: 2.3048, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 6.2481 [2020-11-13 19:23:17,583][root][INFO] - ===> Epoch[681](17703/26): Loss -0.7934, Sem 0.0683, dir -0.9768, norm 0.1151, swav 0.0000 LR: 1.425e-02 Score 97.539 Data time: 0.2121, Forward time: 2.3048, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 6.0351 [2020-11-13 19:23:24,004][root][INFO] - ===> Epoch[681](17704/26): Loss -0.8004, Sem 0.0706, dir -0.9783, norm 0.1074, swav 0.0000 LR: 1.425e-02 Score 97.444 Data time: 0.2993, Forward time: 2.3050, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 6.3110 [2020-11-13 19:23:32,355][root][INFO] - ===> Epoch[681](17705/26): Loss -0.8110, Sem 0.0611, dir -0.9792, norm 0.1071, swav 0.0000 LR: 1.424e-02 Score 97.795 Data time: 0.1902, Forward time: 2.3050, Backward time: 3.0748, DDP time: 0.0037, Total iter time: 8.1696 [2020-11-13 19:23:38,013][root][INFO] - ===> Epoch[681](17706/26): Loss -0.8199, Sem 0.0622, dir -0.9802, norm 0.0982, swav 0.0000 LR: 1.424e-02 Score 97.776 Data time: 0.2088, Forward time: 2.3049, Backward time: 3.0749, DDP time: 0.0037, Total iter time: 5.5268 [2020-11-13 19:23:42,893][root][INFO] - ===> Epoch[681](17707/26): Loss -0.8221, Sem 0.0652, dir -0.9796, norm 0.0923, swav 0.0000 LR: 1.423e-02 Score 97.617 Data time: 0.2201, Forward time: 2.3050, Backward time: 3.0746, DDP time: 0.0037, Total iter time: 4.7974 [2020-11-13 19:23:48,631][root][INFO] - ===> Epoch[681](17708/26): Loss -0.8244, Sem 0.0551, dir -0.9809, norm 0.1014, swav 0.0000 LR: 1.423e-02 Score 97.987 Data time: 0.2228, Forward time: 2.3050, Backward time: 3.0746, DDP time: 0.0037, Total iter time: 5.5923 [2020-11-13 19:23:53,703][root][INFO] - ===> Epoch[681](17709/26): Loss -0.8157, Sem 0.0652, dir -0.9809, norm 0.0999, swav 0.0000 LR: 1.422e-02 Score 97.652 Data time: 0.2059, Forward time: 2.3050, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 4.9425 [2020-11-13 19:23:59,411][root][INFO] - ===> Epoch[681](17710/26): Loss -0.8144, Sem 0.0601, dir -0.9796, norm 0.1051, swav 0.0000 LR: 1.421e-02 Score 97.821 Data time: 0.1612, Forward time: 2.3049, Backward time: 3.0745, DDP time: 0.0037, Total iter time: 5.5610 [2020-11-13 19:24:05,689][root][INFO] - ===> Epoch[681](17711/26): Loss -0.8047, Sem 0.0645, dir -0.9769, norm 0.1076, swav 0.0000 LR: 1.421e-02 Score 97.680 Data time: 0.1961, Forward time: 2.3049, Backward time: 3.0746, DDP time: 0.0037, Total iter time: 6.2192 [2020-11-13 19:24:10,905][root][INFO] - ===> Epoch[681](17712/26): Loss -0.8015, Sem 0.0569, dir -0.9787, norm 0.1203, swav 0.0000 LR: 1.420e-02 Score 97.970 Data time: 0.2654, Forward time: 2.3049, Backward time: 3.0745, DDP time: 0.0037, Total iter time: 5.0698 [2020-11-13 19:24:17,701][root][INFO] - ===> Epoch[682](17713/26): Loss -0.8158, Sem 0.0609, dir -0.9796, norm 0.1030, swav 0.0000 LR: 1.420e-02 Score 97.804 Data time: 0.3285, Forward time: 2.3052, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 6.6387 [2020-11-13 19:24:23,390][root][INFO] - ===> Epoch[682](17714/26): Loss -0.8132, Sem 0.0596, dir -0.9774, norm 0.1047, swav 0.0000 LR: 1.419e-02 Score 97.799 Data time: 0.2572, Forward time: 2.3054, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 5.5346 [2020-11-13 19:24:28,961][root][INFO] - ===> Epoch[682](17715/26): Loss -0.8199, Sem 0.0652, dir -0.9814, norm 0.0963, swav 0.0000 LR: 1.419e-02 Score 97.672 Data time: 0.1588, Forward time: 2.3052, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 5.4327 [2020-11-13 19:24:35,860][root][INFO] - ===> Epoch[682](17716/26): Loss -0.8086, Sem 0.0581, dir -0.9793, norm 0.1126, swav 0.0000 LR: 1.418e-02 Score 97.923 Data time: 0.1510, Forward time: 2.3051, Backward time: 3.0747, DDP time: 0.0037, Total iter time: 6.7725 [2020-11-13 19:24:41,591][root][INFO] - ===> Epoch[682](17717/26): Loss -0.8071, Sem 0.0667, dir -0.9785, norm 0.1047, swav 0.0000 LR: 1.418e-02 Score 97.567 Data time: 0.1783, Forward time: 2.3050, Backward time: 3.0748, DDP time: 0.0037, Total iter time: 5.6693 [2020-11-13 19:24:46,628][root][INFO] - ===> Epoch[682](17718/26): Loss -0.8123, Sem 0.0599, dir -0.9784, norm 0.1062, swav 0.0000 LR: 1.417e-02 Score 97.918 Data time: 0.2127, Forward time: 2.3050, Backward time: 3.0746, DDP time: 0.0037, Total iter time: 4.9222 [2020-11-13 19:24:51,620][root][INFO] - ===> Epoch[682](17719/26): Loss -0.7986, Sem 0.0625, dir -0.9775, norm 0.1165, swav 0.0000 LR: 1.416e-02 Score 97.810 Data time: 0.2031, Forward time: 2.3050, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 4.8796 [2020-11-13 19:24:57,964][root][INFO] - ===> Epoch[682](17720/26): Loss -0.8029, Sem 0.0652, dir -0.9790, norm 0.1110, swav 0.0000 LR: 1.416e-02 Score 97.602 Data time: 0.2067, Forward time: 2.3050, Backward time: 3.0746, DDP time: 0.0037, Total iter time: 6.1915 [2020-11-13 19:25:03,682][root][INFO] - ===> Epoch[682](17721/26): Loss -0.8020, Sem 0.0682, dir -0.9789, norm 0.1087, swav 0.0000 LR: 1.415e-02 Score 97.541 Data time: 0.2071, Forward time: 2.3050, Backward time: 3.0746, DDP time: 0.0037, Total iter time: 5.5898 [2020-11-13 19:25:09,390][root][INFO] - ===> Epoch[682](17722/26): Loss -0.7948, Sem 0.0685, dir -0.9775, norm 0.1141, swav 0.0000 LR: 1.415e-02 Score 97.552 Data time: 0.1806, Forward time: 2.3050, Backward time: 3.0745, DDP time: 0.0037, Total iter time: 5.5888 [2020-11-13 19:25:14,337][root][INFO] - ===> Epoch[682](17723/26): Loss -0.8099, Sem 0.0682, dir -0.9808, norm 0.1027, swav 0.0000 LR: 1.414e-02 Score 97.564 Data time: 0.1967, Forward time: 2.3049, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 4.8217 [2020-11-13 19:25:19,389][root][INFO] - ===> Epoch[682](17724/26): Loss -0.8170, Sem 0.0658, dir -0.9840, norm 0.1013, swav 0.0000 LR: 1.414e-02 Score 97.525 Data time: 0.2058, Forward time: 2.3049, Backward time: 3.0743, DDP time: 0.0037, Total iter time: 4.9528 [2020-11-13 19:25:24,940][root][INFO] - ===> Epoch[682](17725/26): Loss -0.7994, Sem 0.0654, dir -0.9800, norm 0.1151, swav 0.0000 LR: 1.413e-02 Score 97.700 Data time: 0.2210, Forward time: 2.3050, Backward time: 3.0742, DDP time: 0.0037, Total iter time: 5.4138 [2020-11-13 19:25:30,258][root][INFO] - ===> Epoch[682](17726/26): Loss -0.8137, Sem 0.0637, dir -0.9812, norm 0.1038, swav 0.0000 LR: 1.413e-02 Score 97.702 Data time: 0.2378, Forward time: 2.3051, Backward time: 3.0740, DDP time: 0.0037, Total iter time: 5.1876 [2020-11-13 19:25:36,210][root][INFO] - ===> Epoch[682](17727/26): Loss -0.8017, Sem 0.0672, dir -0.9773, norm 0.1084, swav 0.0000 LR: 1.412e-02 Score 97.563 Data time: 0.1754, Forward time: 2.3050, Backward time: 3.0741, DDP time: 0.0037, Total iter time: 5.7990 [2020-11-13 19:25:42,454][root][INFO] - ===> Epoch[682](17728/26): Loss -0.7881, Sem 0.0696, dir -0.9760, norm 0.1183, swav 0.0000 LR: 1.411e-02 Score 97.509 Data time: 0.2435, Forward time: 2.3051, Backward time: 3.0741, DDP time: 0.0037, Total iter time: 6.1372 [2020-11-13 19:25:48,408][root][INFO] - ===> Epoch[682](17729/26): Loss -0.8001, Sem 0.0683, dir -0.9784, norm 0.1100, swav 0.0000 LR: 1.411e-02 Score 97.559 Data time: 0.2771, Forward time: 2.3053, Backward time: 3.0739, DDP time: 0.0037, Total iter time: 5.7550 [2020-11-13 19:25:55,201][root][INFO] - ===> Epoch[682](17730/26): Loss -0.8177, Sem 0.0657, dir -0.9814, norm 0.0980, swav 0.0000 LR: 1.410e-02 Score 97.666 Data time: 0.1974, Forward time: 2.3053, Backward time: 3.0741, DDP time: 0.0037, Total iter time: 6.6445 [2020-11-13 19:26:02,422][root][INFO] - ===> Epoch[682](17731/26): Loss -0.7983, Sem 0.0747, dir -0.9795, norm 0.1065, swav 0.0000 LR: 1.410e-02 Score 97.312 Data time: 0.1898, Forward time: 2.3053, Backward time: 3.0745, DDP time: 0.0037, Total iter time: 7.1241 [2020-11-13 19:26:07,981][root][INFO] - ===> Epoch[682](17732/26): Loss -0.7949, Sem 0.0662, dir -0.9742, norm 0.1131, swav 0.0000 LR: 1.409e-02 Score 97.656 Data time: 0.1763, Forward time: 2.3052, Backward time: 3.0745, DDP time: 0.0037, Total iter time: 5.4082 [2020-11-13 19:26:13,514][root][INFO] - ===> Epoch[682](17733/26): Loss -0.8027, Sem 0.0596, dir -0.9779, norm 0.1156, swav 0.0000 LR: 1.409e-02 Score 97.847 Data time: 0.2323, Forward time: 2.3052, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 5.4437 [2020-11-13 19:26:18,913][root][INFO] - ===> Epoch[682](17734/26): Loss -0.8036, Sem 0.0629, dir -0.9801, norm 0.1136, swav 0.0000 LR: 1.408e-02 Score 97.725 Data time: 0.1797, Forward time: 2.3051, Backward time: 3.0744, DDP time: 0.0037, Total iter time: 5.2740 [2020-11-13 19:26:25,138][root][INFO] - ===> Epoch[682](17735/26): Loss -0.7975, Sem 0.0665, dir -0.9793, norm 0.1152, swav 0.0000 LR: 1.407e-02 Score 97.630 Data time: 0.2358, Forward time: 2.3052, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 6.1442 [2020-11-13 19:26:30,884][root][INFO] - ===> Epoch[682](17736/26): Loss -0.8028, Sem 0.0653, dir -0.9783, norm 0.1102, swav 0.0000 LR: 1.407e-02 Score 97.700 Data time: 0.3007, Forward time: 2.3053, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.5852 [2020-11-13 19:26:35,527][root][INFO] - ===> Epoch[682](17737/26): Loss -0.8062, Sem 0.0655, dir -0.9773, norm 0.1055, swav 0.0000 LR: 1.406e-02 Score 97.634 Data time: 0.1993, Forward time: 2.3053, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 4.5042 [2020-11-13 19:26:41,247][root][INFO] - ===> Epoch[682](17738/26): Loss -0.8087, Sem 0.0654, dir -0.9805, norm 0.1064, swav 0.0000 LR: 1.406e-02 Score 97.696 Data time: 0.1857, Forward time: 2.3052, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.5855 [2020-11-13 19:26:47,399][root][INFO] - ===> Epoch[683](17739/26): Loss -0.7998, Sem 0.0643, dir -0.9767, norm 0.1126, swav 0.0000 LR: 1.405e-02 Score 97.739 Data time: 0.1229, Forward time: 2.3050, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 6.0714 [2020-11-13 19:26:52,551][root][INFO] - ===> Epoch[683](17740/26): Loss -0.8044, Sem 0.0669, dir -0.9799, norm 0.1086, swav 0.0000 LR: 1.405e-02 Score 97.523 Data time: 0.1707, Forward time: 2.3049, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.0799 [2020-11-13 19:26:58,105][root][INFO] - ===> Epoch[683](17741/26): Loss -0.8130, Sem 0.0606, dir -0.9764, norm 0.1028, swav 0.0000 LR: 1.404e-02 Score 97.819 Data time: 0.1927, Forward time: 2.3049, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.4412 [2020-11-13 19:27:04,271][root][INFO] - ===> Epoch[683](17742/26): Loss -0.8109, Sem 0.0665, dir -0.9802, norm 0.1029, swav 0.0000 LR: 1.404e-02 Score 97.599 Data time: 0.2209, Forward time: 2.3049, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 6.0375 [2020-11-13 19:27:09,420][root][INFO] - ===> Epoch[683](17743/26): Loss -0.8039, Sem 0.0651, dir -0.9803, norm 0.1114, swav 0.0000 LR: 1.403e-02 Score 97.669 Data time: 0.2257, Forward time: 2.3049, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 4.9836 [2020-11-13 19:27:15,782][root][INFO] - ===> Epoch[683](17744/26): Loss -0.8013, Sem 0.0676, dir -0.9788, norm 0.1100, swav 0.0000 LR: 1.402e-02 Score 97.547 Data time: 0.2329, Forward time: 2.3049, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 6.2462 [2020-11-13 19:27:22,747][root][INFO] - ===> Epoch[683](17745/26): Loss -0.8262, Sem 0.0559, dir -0.9810, norm 0.0989, swav 0.0000 LR: 1.402e-02 Score 98.007 Data time: 0.2205, Forward time: 2.3049, Backward time: 3.0747, DDP time: 0.0038, Total iter time: 6.7908 [2020-11-13 19:27:28,809][root][INFO] - ===> Epoch[683](17746/26): Loss -0.8236, Sem 0.0583, dir -0.9773, norm 0.0953, swav 0.0000 LR: 1.401e-02 Score 97.869 Data time: 0.1997, Forward time: 2.3049, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 5.9357 [2020-11-13 19:27:34,061][root][INFO] - ===> Epoch[683](17747/26): Loss -0.8052, Sem 0.0604, dir -0.9759, norm 0.1103, swav 0.0000 LR: 1.401e-02 Score 97.906 Data time: 0.2230, Forward time: 2.3050, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 5.1394 [2020-11-13 19:27:40,258][root][INFO] - ===> Epoch[683](17748/26): Loss -0.8031, Sem 0.0603, dir -0.9824, norm 0.1189, swav 0.0000 LR: 1.400e-02 Score 97.859 Data time: 0.1964, Forward time: 2.3049, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 6.0465 [2020-11-13 19:27:45,617][root][INFO] - ===> Epoch[683](17749/26): Loss -0.8131, Sem 0.0654, dir -0.9811, norm 0.1026, swav 0.0000 LR: 1.400e-02 Score 97.677 Data time: 0.2050, Forward time: 2.3049, Backward time: 3.0747, DDP time: 0.0038, Total iter time: 5.2346 [2020-11-13 19:27:50,896][root][INFO] - ===> Epoch[683](17750/26): Loss -0.8178, Sem 0.0689, dir -0.9815, norm 0.0948, swav 0.0000 LR: 1.399e-02 Score 97.468 Data time: 0.2560, Forward time: 2.3050, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.1412 [2020-11-13 19:27:56,146][root][INFO] - ===> Epoch[683](17751/26): Loss -0.8003, Sem 0.0744, dir -0.9791, norm 0.1044, swav 0.0000 LR: 1.399e-02 Score 97.358 Data time: 0.1910, Forward time: 2.3049, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.1105 [2020-11-13 19:28:02,572][root][INFO] - ===> Epoch[683](17752/26): Loss -0.8253, Sem 0.0575, dir -0.9823, norm 0.0995, swav 0.0000 LR: 1.398e-02 Score 97.938 Data time: 0.2632, Forward time: 2.3051, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 6.3183 [2020-11-13 19:28:08,829][root][INFO] - ===> Epoch[683](17753/26): Loss -0.8279, Sem 0.0573, dir -0.9810, norm 0.0958, swav 0.0000 LR: 1.397e-02 Score 97.927 Data time: 0.3086, Forward time: 2.3053, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.1035 [2020-11-13 19:28:14,801][root][INFO] - ===> Epoch[683](17754/26): Loss -0.8011, Sem 0.0712, dir -0.9801, norm 0.1078, swav 0.0000 LR: 1.397e-02 Score 97.475 Data time: 0.2105, Forward time: 2.3052, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.7974 [2020-11-13 19:28:19,474][root][INFO] - ===> Epoch[683](17755/26): Loss -0.8242, Sem 0.0549, dir -0.9779, norm 0.0988, swav 0.0000 LR: 1.396e-02 Score 98.059 Data time: 0.1926, Forward time: 2.3052, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 4.5584 [2020-11-13 19:28:24,658][root][INFO] - ===> Epoch[683](17756/26): Loss -0.7997, Sem 0.0709, dir -0.9791, norm 0.1084, swav 0.0000 LR: 1.396e-02 Score 97.610 Data time: 0.1808, Forward time: 2.3052, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.0123 [2020-11-13 19:28:30,650][root][INFO] - ===> Epoch[683](17757/26): Loss -0.8057, Sem 0.0589, dir -0.9798, norm 0.1152, swav 0.0000 LR: 1.395e-02 Score 97.887 Data time: 0.2449, Forward time: 2.3053, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.8827 [2020-11-13 19:28:37,011][root][INFO] - ===> Epoch[683](17758/26): Loss -0.8005, Sem 0.0640, dir -0.9758, norm 0.1113, swav 0.0000 LR: 1.395e-02 Score 97.716 Data time: 0.3120, Forward time: 2.3054, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 6.1930 [2020-11-13 19:28:42,423][root][INFO] - ===> Epoch[683](17759/26): Loss -0.8071, Sem 0.0649, dir -0.9759, norm 0.1039, swav 0.0000 LR: 1.394e-02 Score 97.641 Data time: 0.1505, Forward time: 2.3052, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.2379 [2020-11-13 19:28:47,501][root][INFO] - ===> Epoch[683](17760/26): Loss -0.7985, Sem 0.0684, dir -0.9787, norm 0.1118, swav 0.0000 LR: 1.393e-02 Score 97.604 Data time: 0.1439, Forward time: 2.3050, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.0201 [2020-11-13 19:28:53,817][root][INFO] - ===> Epoch[683](17761/26): Loss -0.7890, Sem 0.0673, dir -0.9795, norm 0.1232, swav 0.0000 LR: 1.393e-02 Score 97.569 Data time: 0.3612, Forward time: 2.3052, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 6.2693 [2020-11-13 19:28:59,652][root][INFO] - ===> Epoch[683](17762/26): Loss -0.8066, Sem 0.0591, dir -0.9779, norm 0.1121, swav 0.0000 LR: 1.392e-02 Score 97.893 Data time: 0.3011, Forward time: 2.3054, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.6669 [2020-11-13 19:29:05,492][root][INFO] - ===> Epoch[683](17763/26): Loss -0.8133, Sem 0.0674, dir -0.9802, norm 0.0994, swav 0.0000 LR: 1.392e-02 Score 97.604 Data time: 0.1495, Forward time: 2.3052, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.6740 [2020-11-13 19:29:11,023][root][INFO] - ===> Epoch[683](17764/26): Loss -0.7913, Sem 0.0664, dir -0.9767, norm 0.1190, swav 0.0000 LR: 1.391e-02 Score 97.658 Data time: 0.2804, Forward time: 2.3053, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 5.4478 [2020-11-13 19:29:16,126][root][INFO] - ===> Epoch[684](17765/26): Loss -0.8280, Sem 0.0583, dir -0.9829, norm 0.0966, swav 0.0000 LR: 1.391e-02 Score 97.870 Data time: 0.2740, Forward time: 2.3054, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 4.9484 [2020-11-13 19:29:21,864][root][INFO] - ===> Epoch[684](17766/26): Loss -0.8003, Sem 0.0678, dir -0.9781, norm 0.1100, swav 0.0000 LR: 1.390e-02 Score 97.509 Data time: 0.1911, Forward time: 2.3053, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 5.6200 [2020-11-13 19:29:27,497][root][INFO] - ===> Epoch[684](17767/26): Loss -0.7940, Sem 0.0707, dir -0.9746, norm 0.1099, swav 0.0000 LR: 1.390e-02 Score 97.420 Data time: 0.2390, Forward time: 2.3054, Backward time: 3.0735, DDP time: 0.0038, Total iter time: 5.5284 [2020-11-13 19:29:34,158][root][INFO] - ===> Epoch[684](17768/26): Loss -0.8030, Sem 0.0728, dir -0.9808, norm 0.1050, swav 0.0000 LR: 1.389e-02 Score 97.289 Data time: 0.1766, Forward time: 2.3054, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 6.4993 [2020-11-13 19:29:39,812][root][INFO] - ===> Epoch[684](17769/26): Loss -0.8116, Sem 0.0650, dir -0.9804, norm 0.1038, swav 0.0000 LR: 1.388e-02 Score 97.627 Data time: 0.1677, Forward time: 2.3053, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.5492 [2020-11-13 19:29:45,130][root][INFO] - ===> Epoch[684](17770/26): Loss -0.8178, Sem 0.0616, dir -0.9818, norm 0.1024, swav 0.0000 LR: 1.388e-02 Score 97.811 Data time: 0.1681, Forward time: 2.3052, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.1944 [2020-11-13 19:29:50,758][root][INFO] - ===> Epoch[684](17771/26): Loss -0.7932, Sem 0.0736, dir -0.9785, norm 0.1117, swav 0.0000 LR: 1.387e-02 Score 97.347 Data time: 0.2286, Forward time: 2.3052, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.5266 [2020-11-13 19:29:56,292][root][INFO] - ===> Epoch[684](17772/26): Loss -0.8136, Sem 0.0647, dir -0.9813, norm 0.1029, swav 0.0000 LR: 1.387e-02 Score 97.710 Data time: 0.2303, Forward time: 2.3053, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 5.3469 [2020-11-13 19:30:01,891][root][INFO] - ===> Epoch[684](17773/26): Loss -0.8196, Sem 0.0597, dir -0.9812, norm 0.1019, swav 0.0000 LR: 1.386e-02 Score 97.812 Data time: 0.1814, Forward time: 2.3052, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 5.4668 [2020-11-13 19:30:07,352][root][INFO] - ===> Epoch[684](17774/26): Loss -0.8268, Sem 0.0596, dir -0.9823, norm 0.0958, swav 0.0000 LR: 1.386e-02 Score 97.918 Data time: 0.2432, Forward time: 2.3053, Backward time: 3.0735, DDP time: 0.0038, Total iter time: 5.3676 [2020-11-13 19:30:14,001][root][INFO] - ===> Epoch[684](17775/26): Loss -0.8159, Sem 0.0592, dir -0.9802, norm 0.1050, swav 0.0000 LR: 1.385e-02 Score 97.849 Data time: 0.2010, Forward time: 2.3053, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 6.4702 [2020-11-13 19:30:20,056][root][INFO] - ===> Epoch[684](17776/26): Loss -0.8205, Sem 0.0559, dir -0.9815, norm 0.1051, swav 0.0000 LR: 1.385e-02 Score 97.974 Data time: 0.2429, Forward time: 2.3054, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 5.9398 [2020-11-13 19:30:25,729][root][INFO] - ===> Epoch[684](17777/26): Loss -0.8179, Sem 0.0626, dir -0.9818, norm 0.1013, swav 0.0000 LR: 1.384e-02 Score 97.689 Data time: 0.2819, Forward time: 2.3055, Backward time: 3.0735, DDP time: 0.0038, Total iter time: 5.4849 [2020-11-13 19:30:30,928][root][INFO] - ===> Epoch[684](17778/26): Loss -0.7975, Sem 0.0626, dir -0.9737, norm 0.1136, swav 0.0000 LR: 1.383e-02 Score 97.753 Data time: 0.1903, Forward time: 2.3054, Backward time: 3.0734, DDP time: 0.0038, Total iter time: 5.0215 [2020-11-13 19:30:36,676][root][INFO] - ===> Epoch[684](17779/26): Loss -0.7897, Sem 0.0672, dir -0.9764, norm 0.1194, swav 0.0000 LR: 1.383e-02 Score 97.650 Data time: 0.2811, Forward time: 2.3055, Backward time: 3.0734, DDP time: 0.0038, Total iter time: 5.6440 [2020-11-13 19:30:41,757][root][INFO] - ===> Epoch[684](17780/26): Loss -0.8174, Sem 0.0648, dir -0.9795, norm 0.0974, swav 0.0000 LR: 1.382e-02 Score 97.536 Data time: 0.2370, Forward time: 2.3055, Backward time: 3.0731, DDP time: 0.0038, Total iter time: 4.9432 [2020-11-13 19:30:46,566][root][INFO] - ===> Epoch[684](17781/26): Loss -0.8102, Sem 0.0629, dir -0.9796, norm 0.1065, swav 0.0000 LR: 1.382e-02 Score 97.756 Data time: 0.2276, Forward time: 2.3056, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 4.6739 [2020-11-13 19:30:51,766][root][INFO] - ===> Epoch[684](17782/26): Loss -0.8226, Sem 0.0590, dir -0.9821, norm 0.1005, swav 0.0000 LR: 1.381e-02 Score 97.861 Data time: 0.2442, Forward time: 2.3057, Backward time: 3.0727, DDP time: 0.0038, Total iter time: 5.0813 [2020-11-13 19:30:58,390][root][INFO] - ===> Epoch[684](17783/26): Loss -0.8017, Sem 0.0640, dir -0.9769, norm 0.1113, swav 0.0000 LR: 1.381e-02 Score 97.784 Data time: 0.1964, Forward time: 2.3056, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 6.4610 [2020-11-13 19:31:03,239][root][INFO] - ===> Epoch[684](17784/26): Loss -0.8114, Sem 0.0610, dir -0.9788, norm 0.1064, swav 0.0000 LR: 1.380e-02 Score 97.815 Data time: 0.2031, Forward time: 2.3056, Backward time: 3.0727, DDP time: 0.0038, Total iter time: 4.7453 [2020-11-13 19:31:09,905][root][INFO] - ===> Epoch[684](17785/26): Loss -0.8057, Sem 0.0643, dir -0.9791, norm 0.1091, swav 0.0000 LR: 1.379e-02 Score 97.705 Data time: 0.1902, Forward time: 2.3055, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 6.5472 [2020-11-13 19:31:15,921][root][INFO] - ===> Epoch[684](17786/26): Loss -0.8192, Sem 0.0595, dir -0.9793, norm 0.1007, swav 0.0000 LR: 1.379e-02 Score 97.853 Data time: 0.2139, Forward time: 2.3055, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 5.9210 [2020-11-13 19:31:22,072][root][INFO] - ===> Epoch[684](17787/26): Loss -0.8062, Sem 0.0619, dir -0.9796, norm 0.1115, swav 0.0000 LR: 1.378e-02 Score 97.748 Data time: 0.2988, Forward time: 2.3057, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 5.9978 [2020-11-13 19:31:30,506][root][INFO] - ===> Epoch[684](17788/26): Loss -0.8129, Sem 0.0580, dir -0.9758, norm 0.1049, swav 0.0000 LR: 1.378e-02 Score 97.943 Data time: 0.2080, Forward time: 2.3057, Backward time: 3.0735, DDP time: 0.0038, Total iter time: 8.2441 [2020-11-13 19:31:37,129][root][INFO] - ===> Epoch[684](17789/26): Loss -0.8197, Sem 0.0556, dir -0.9780, norm 0.1027, swav 0.0000 LR: 1.377e-02 Score 98.002 Data time: 0.1855, Forward time: 2.3057, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 6.4531 [2020-11-13 19:31:43,535][root][INFO] - ===> Epoch[684](17790/26): Loss -0.8179, Sem 0.0595, dir -0.9802, norm 0.1028, swav 0.0000 LR: 1.377e-02 Score 97.892 Data time: 0.1907, Forward time: 2.3057, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 6.2822 [2020-11-13 19:31:49,859][root][INFO] - ===> Epoch[685](17791/26): Loss -0.8056, Sem 0.0666, dir -0.9795, norm 0.1073, swav 0.0000 LR: 1.376e-02 Score 97.568 Data time: 0.1541, Forward time: 2.3055, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 6.1670 [2020-11-13 19:31:55,528][root][INFO] - ===> Epoch[685](17792/26): Loss -0.8050, Sem 0.0673, dir -0.9816, norm 0.1093, swav 0.0000 LR: 1.376e-02 Score 97.505 Data time: 0.1201, Forward time: 2.3053, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.6079 [2020-11-13 19:32:01,720][root][INFO] - ===> Epoch[685](17793/26): Loss -0.8237, Sem 0.0635, dir -0.9804, norm 0.0932, swav 0.0000 LR: 1.375e-02 Score 97.651 Data time: 0.1345, Forward time: 2.3051, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 6.1454 [2020-11-13 19:32:08,105][root][INFO] - ===> Epoch[685](17794/26): Loss -0.7962, Sem 0.0683, dir -0.9768, norm 0.1122, swav 0.0000 LR: 1.374e-02 Score 97.496 Data time: 0.2094, Forward time: 2.3051, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 6.2619 [2020-11-13 19:32:14,790][root][INFO] - ===> Epoch[685](17795/26): Loss -0.8072, Sem 0.0599, dir -0.9773, norm 0.1102, swav 0.0000 LR: 1.374e-02 Score 97.833 Data time: 0.2221, Forward time: 2.3051, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 6.5179 [2020-11-13 19:32:20,218][root][INFO] - ===> Epoch[685](17796/26): Loss -0.8089, Sem 0.0662, dir -0.9786, norm 0.1035, swav 0.0000 LR: 1.373e-02 Score 97.700 Data time: 0.1920, Forward time: 2.3051, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 5.3125 [2020-11-13 19:32:26,696][root][INFO] - ===> Epoch[685](17797/26): Loss -0.8131, Sem 0.0670, dir -0.9806, norm 0.1005, swav 0.0000 LR: 1.373e-02 Score 97.580 Data time: 0.2165, Forward time: 2.3051, Backward time: 3.0750, DDP time: 0.0038, Total iter time: 6.3196 [2020-11-13 19:32:32,300][root][INFO] - ===> Epoch[685](17798/26): Loss -0.8079, Sem 0.0649, dir -0.9811, norm 0.1083, swav 0.0000 LR: 1.372e-02 Score 97.756 Data time: 0.2118, Forward time: 2.3051, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 5.3869 [2020-11-13 19:32:38,363][root][INFO] - ===> Epoch[685](17799/26): Loss -0.7991, Sem 0.0682, dir -0.9793, norm 0.1120, swav 0.0000 LR: 1.372e-02 Score 97.603 Data time: 0.2310, Forward time: 2.3051, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.9280 [2020-11-13 19:32:43,297][root][INFO] - ===> Epoch[685](17800/26): Loss -0.7960, Sem 0.0707, dir -0.9781, norm 0.1115, swav 0.0000 LR: 1.371e-02 Score 97.461 Data time: 0.1989, Forward time: 2.3050, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 4.8052 [2020-11-13 19:32:48,356][root][INFO] - ===> Epoch[685](17801/26): Loss -0.8287, Sem 0.0547, dir -0.9825, norm 0.0991, swav 0.0000 LR: 1.370e-02 Score 98.017 Data time: 0.2518, Forward time: 2.3051, Backward time: 3.0747, DDP time: 0.0038, Total iter time: 4.9042 [2020-11-13 19:32:53,884][root][INFO] - ===> Epoch[685](17802/26): Loss -0.8136, Sem 0.0622, dir -0.9826, norm 0.1069, swav 0.0000 LR: 1.370e-02 Score 97.787 Data time: 0.2482, Forward time: 2.3052, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.3796 [2020-11-13 19:32:59,356][root][INFO] - ===> Epoch[685](17803/26): Loss -0.8026, Sem 0.0678, dir -0.9802, norm 0.1098, swav 0.0000 LR: 1.369e-02 Score 97.574 Data time: 0.2394, Forward time: 2.3052, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.3213 [2020-11-13 19:33:06,702][root][INFO] - ===> Epoch[685](17804/26): Loss -0.8090, Sem 0.0709, dir -0.9797, norm 0.0998, swav 0.0000 LR: 1.369e-02 Score 97.448 Data time: 0.3518, Forward time: 2.3055, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 7.1877 [2020-11-13 19:33:12,223][root][INFO] - ===> Epoch[685](17805/26): Loss -0.8100, Sem 0.0615, dir -0.9800, norm 0.1084, swav 0.0000 LR: 1.368e-02 Score 97.782 Data time: 0.2499, Forward time: 2.3056, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.3615 [2020-11-13 19:33:17,278][root][INFO] - ===> Epoch[685](17806/26): Loss -0.7911, Sem 0.0662, dir -0.9777, norm 0.1203, swav 0.0000 LR: 1.368e-02 Score 97.655 Data time: 0.2419, Forward time: 2.3056, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 4.9399 [2020-11-13 19:33:23,382][root][INFO] - ===> Epoch[685](17807/26): Loss -0.8186, Sem 0.0624, dir -0.9828, norm 0.1018, swav 0.0000 LR: 1.367e-02 Score 97.770 Data time: 0.1552, Forward time: 2.3055, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.0005 [2020-11-13 19:33:28,858][root][INFO] - ===> Epoch[685](17808/26): Loss -0.8017, Sem 0.0667, dir -0.9786, norm 0.1101, swav 0.0000 LR: 1.367e-02 Score 97.617 Data time: 0.2188, Forward time: 2.3055, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.3968 [2020-11-13 19:33:34,076][root][INFO] - ===> Epoch[685](17809/26): Loss -0.8101, Sem 0.0604, dir -0.9793, norm 0.1087, swav 0.0000 LR: 1.366e-02 Score 97.811 Data time: 0.1676, Forward time: 2.3054, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.0441 [2020-11-13 19:33:39,398][root][INFO] - ===> Epoch[685](17810/26): Loss -0.7965, Sem 0.0654, dir -0.9787, norm 0.1168, swav 0.0000 LR: 1.365e-02 Score 97.604 Data time: 0.1729, Forward time: 2.3054, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.2045 [2020-11-13 19:33:45,444][root][INFO] - ===> Epoch[685](17811/26): Loss -0.8147, Sem 0.0650, dir -0.9804, norm 0.1006, swav 0.0000 LR: 1.365e-02 Score 97.603 Data time: 0.1504, Forward time: 2.3052, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.8980 [2020-11-13 19:33:50,850][root][INFO] - ===> Epoch[685](17812/26): Loss -0.8119, Sem 0.0641, dir -0.9785, norm 0.1024, swav 0.0000 LR: 1.364e-02 Score 97.696 Data time: 0.2157, Forward time: 2.3053, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.3510 [2020-11-13 19:33:56,803][root][INFO] - ===> Epoch[685](17813/26): Loss -0.7996, Sem 0.0642, dir -0.9767, norm 0.1129, swav 0.0000 LR: 1.364e-02 Score 97.740 Data time: 0.1873, Forward time: 2.3052, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.8177 [2020-11-13 19:34:02,875][root][INFO] - ===> Epoch[685](17814/26): Loss -0.8044, Sem 0.0635, dir -0.9767, norm 0.1088, swav 0.0000 LR: 1.363e-02 Score 97.740 Data time: 0.2388, Forward time: 2.3051, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.9559 [2020-11-13 19:34:08,677][root][INFO] - ===> Epoch[685](17815/26): Loss -0.7915, Sem 0.0657, dir -0.9769, norm 0.1197, swav 0.0000 LR: 1.363e-02 Score 97.663 Data time: 0.1756, Forward time: 2.3051, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.6707 [2020-11-13 19:34:13,606][root][INFO] - ===> Epoch[685](17816/26): Loss -0.8070, Sem 0.0687, dir -0.9799, norm 0.1043, swav 0.0000 LR: 1.362e-02 Score 97.533 Data time: 0.1719, Forward time: 2.3050, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 4.8205 [2020-11-13 19:34:20,761][root][INFO] - ===> Epoch[686](17817/26): Loss -0.7882, Sem 0.0729, dir -0.9793, norm 0.1182, swav 0.0000 LR: 1.362e-02 Score 97.406 Data time: 0.2604, Forward time: 2.3051, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 7.0356 [2020-11-13 19:34:26,265][root][INFO] - ===> Epoch[686](17818/26): Loss -0.8003, Sem 0.0712, dir -0.9770, norm 0.1055, swav 0.0000 LR: 1.361e-02 Score 97.505 Data time: 0.2338, Forward time: 2.3052, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.3873 [2020-11-13 19:34:31,894][root][INFO] - ===> Epoch[686](17819/26): Loss -0.8156, Sem 0.0617, dir -0.9796, norm 0.1023, swav 0.0000 LR: 1.360e-02 Score 97.737 Data time: 0.1842, Forward time: 2.3051, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.4922 [2020-11-13 19:34:37,130][root][INFO] - ===> Epoch[686](17820/26): Loss -0.8317, Sem 0.0551, dir -0.9839, norm 0.0971, swav 0.0000 LR: 1.360e-02 Score 97.993 Data time: 0.2037, Forward time: 2.3051, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.0990 [2020-11-13 19:34:42,766][root][INFO] - ===> Epoch[686](17821/26): Loss -0.8013, Sem 0.0632, dir -0.9760, norm 0.1115, swav 0.0000 LR: 1.359e-02 Score 97.739 Data time: 0.2508, Forward time: 2.3051, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.4965 [2020-11-13 19:34:49,891][root][INFO] - ===> Epoch[686](17822/26): Loss -0.7927, Sem 0.0684, dir -0.9777, norm 0.1166, swav 0.0000 LR: 1.359e-02 Score 97.546 Data time: 0.2533, Forward time: 2.3053, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 7.0099 [2020-11-13 19:34:55,566][root][INFO] - ===> Epoch[686](17823/26): Loss -0.7954, Sem 0.0717, dir -0.9781, norm 0.1111, swav 0.0000 LR: 1.358e-02 Score 97.584 Data time: 0.2001, Forward time: 2.3052, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.5262 [2020-11-13 19:35:01,362][root][INFO] - ===> Epoch[686](17824/26): Loss -0.8230, Sem 0.0626, dir -0.9799, norm 0.0943, swav 0.0000 LR: 1.358e-02 Score 97.715 Data time: 0.2611, Forward time: 2.3054, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.7007 [2020-11-13 19:35:06,352][root][INFO] - ===> Epoch[686](17825/26): Loss -0.8200, Sem 0.0599, dir -0.9802, norm 0.1003, swav 0.0000 LR: 1.357e-02 Score 97.836 Data time: 0.1572, Forward time: 2.3053, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 4.8545 [2020-11-13 19:35:11,507][root][INFO] - ===> Epoch[686](17826/26): Loss -0.8241, Sem 0.0571, dir -0.9809, norm 0.0997, swav 0.0000 LR: 1.356e-02 Score 97.922 Data time: 0.2087, Forward time: 2.3052, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.0173 [2020-11-13 19:35:16,740][root][INFO] - ===> Epoch[686](17827/26): Loss -0.8015, Sem 0.0665, dir -0.9788, norm 0.1108, swav 0.0000 LR: 1.356e-02 Score 97.639 Data time: 0.2337, Forward time: 2.3053, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.1197 [2020-11-13 19:35:21,869][root][INFO] - ===> Epoch[686](17828/26): Loss -0.8269, Sem 0.0599, dir -0.9827, norm 0.0958, swav 0.0000 LR: 1.355e-02 Score 97.869 Data time: 0.1958, Forward time: 2.3052, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 4.9223 [2020-11-13 19:35:28,177][root][INFO] - ===> Epoch[686](17829/26): Loss -0.8040, Sem 0.0604, dir -0.9770, norm 0.1126, swav 0.0000 LR: 1.355e-02 Score 97.888 Data time: 0.2266, Forward time: 2.3052, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 6.1952 [2020-11-13 19:35:33,221][root][INFO] - ===> Epoch[686](17830/26): Loss -0.8081, Sem 0.0569, dir -0.9773, norm 0.1123, swav 0.0000 LR: 1.354e-02 Score 97.996 Data time: 0.2300, Forward time: 2.3053, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 4.8901 [2020-11-13 19:35:37,881][root][INFO] - ===> Epoch[686](17831/26): Loss -0.8256, Sem 0.0585, dir -0.9832, norm 0.0991, swav 0.0000 LR: 1.354e-02 Score 97.888 Data time: 0.1895, Forward time: 2.3052, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 4.5312 [2020-11-13 19:35:43,745][root][INFO] - ===> Epoch[686](17832/26): Loss -0.8002, Sem 0.0678, dir -0.9789, norm 0.1109, swav 0.0000 LR: 1.353e-02 Score 97.592 Data time: 0.2007, Forward time: 2.3052, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 5.7542 [2020-11-13 19:35:49,004][root][INFO] - ===> Epoch[686](17833/26): Loss -0.8063, Sem 0.0681, dir -0.9792, norm 0.1049, swav 0.0000 LR: 1.353e-02 Score 97.568 Data time: 0.2804, Forward time: 2.3053, Backward time: 3.0734, DDP time: 0.0038, Total iter time: 5.1291 [2020-11-13 19:35:53,851][root][INFO] - ===> Epoch[686](17834/26): Loss -0.8096, Sem 0.0598, dir -0.9782, norm 0.1087, swav 0.0000 LR: 1.352e-02 Score 97.891 Data time: 0.1144, Forward time: 2.3051, Backward time: 3.0734, DDP time: 0.0038, Total iter time: 4.6950 [2020-11-13 19:35:59,069][root][INFO] - ===> Epoch[686](17835/26): Loss -0.8074, Sem 0.0645, dir -0.9797, norm 0.1078, swav 0.0000 LR: 1.351e-02 Score 97.620 Data time: 0.2352, Forward time: 2.3051, Backward time: 3.0733, DDP time: 0.0038, Total iter time: 5.1643 [2020-11-13 19:36:05,135][root][INFO] - ===> Epoch[686](17836/26): Loss -0.8190, Sem 0.0579, dir -0.9807, norm 0.1038, swav 0.0000 LR: 1.351e-02 Score 97.925 Data time: 0.2138, Forward time: 2.3051, Backward time: 3.0733, DDP time: 0.0038, Total iter time: 5.9294 [2020-11-13 19:36:10,751][root][INFO] - ===> Epoch[686](17837/26): Loss -0.8064, Sem 0.0657, dir -0.9813, norm 0.1093, swav 0.0000 LR: 1.350e-02 Score 97.687 Data time: 0.2641, Forward time: 2.3053, Backward time: 3.0731, DDP time: 0.0038, Total iter time: 5.4957 [2020-11-13 19:36:16,754][root][INFO] - ===> Epoch[686](17838/26): Loss -0.8083, Sem 0.0676, dir -0.9814, norm 0.1055, swav 0.0000 LR: 1.350e-02 Score 97.462 Data time: 0.2812, Forward time: 2.3054, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 5.8375 [2020-11-13 19:36:22,577][root][INFO] - ===> Epoch[686](17839/26): Loss -0.8169, Sem 0.0661, dir -0.9814, norm 0.0984, swav 0.0000 LR: 1.349e-02 Score 97.580 Data time: 0.1721, Forward time: 2.3054, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 5.6394 [2020-11-13 19:36:28,624][root][INFO] - ===> Epoch[686](17840/26): Loss -0.8085, Sem 0.0624, dir -0.9820, norm 0.1112, swav 0.0000 LR: 1.349e-02 Score 97.764 Data time: 0.1875, Forward time: 2.3053, Backward time: 3.0731, DDP time: 0.0038, Total iter time: 5.9695 [2020-11-13 19:36:34,122][root][INFO] - ===> Epoch[686](17841/26): Loss -0.7999, Sem 0.0720, dir -0.9777, norm 0.1058, swav 0.0000 LR: 1.348e-02 Score 97.245 Data time: 0.2305, Forward time: 2.3054, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 5.3967 [2020-11-13 19:36:39,859][root][INFO] - ===> Epoch[686](17842/26): Loss -0.8123, Sem 0.0588, dir -0.9788, norm 0.1077, swav 0.0000 LR: 1.347e-02 Score 97.877 Data time: 0.2484, Forward time: 2.3055, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 5.5957 [2020-11-13 19:36:45,197][root][INFO] - ===> Epoch[687](17843/26): Loss -0.8223, Sem 0.0625, dir -0.9815, norm 0.0967, swav 0.0000 LR: 1.347e-02 Score 97.714 Data time: 0.1981, Forward time: 2.3054, Backward time: 3.0728, DDP time: 0.0038, Total iter time: 5.2082 [2020-11-13 19:36:50,410][root][INFO] - ===> Epoch[687](17844/26): Loss -0.8279, Sem 0.0596, dir -0.9827, norm 0.0952, swav 0.0000 LR: 1.346e-02 Score 97.878 Data time: 0.2102, Forward time: 2.3054, Backward time: 3.0727, DDP time: 0.0038, Total iter time: 5.1059 [2020-11-13 19:36:55,776][root][INFO] - ===> Epoch[687](17845/26): Loss -0.8082, Sem 0.0640, dir -0.9772, norm 0.1050, swav 0.0000 LR: 1.346e-02 Score 97.680 Data time: 0.1553, Forward time: 2.3053, Backward time: 3.0727, DDP time: 0.0038, Total iter time: 5.2229 [2020-11-13 19:37:01,194][root][INFO] - ===> Epoch[687](17846/26): Loss -0.8142, Sem 0.0664, dir -0.9826, norm 0.1021, swav 0.0000 LR: 1.345e-02 Score 97.587 Data time: 0.1970, Forward time: 2.3053, Backward time: 3.0727, DDP time: 0.0038, Total iter time: 5.3287 [2020-11-13 19:37:06,565][root][INFO] - ===> Epoch[687](17847/26): Loss -0.7969, Sem 0.0679, dir -0.9805, norm 0.1157, swav 0.0000 LR: 1.345e-02 Score 97.578 Data time: 0.2313, Forward time: 2.3054, Backward time: 3.0725, DDP time: 0.0038, Total iter time: 5.2033 [2020-11-13 19:37:12,141][root][INFO] - ===> Epoch[687](17848/26): Loss -0.8028, Sem 0.0619, dir -0.9781, norm 0.1134, swav 0.0000 LR: 1.344e-02 Score 97.788 Data time: 0.2493, Forward time: 2.3054, Backward time: 3.0724, DDP time: 0.0038, Total iter time: 5.4104 [2020-11-13 19:37:18,096][root][INFO] - ===> Epoch[687](17849/26): Loss -0.8106, Sem 0.0574, dir -0.9793, norm 0.1113, swav 0.0000 LR: 1.344e-02 Score 97.946 Data time: 0.2264, Forward time: 2.3055, Backward time: 3.0724, DDP time: 0.0038, Total iter time: 5.8076 [2020-11-13 19:37:25,726][root][INFO] - ===> Epoch[687](17850/26): Loss -0.8020, Sem 0.0634, dir -0.9768, norm 0.1114, swav 0.0000 LR: 1.343e-02 Score 97.742 Data time: 0.1438, Forward time: 2.3053, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 7.5070 [2020-11-13 19:37:32,151][root][INFO] - ===> Epoch[687](17851/26): Loss -0.8105, Sem 0.0617, dir -0.9818, norm 0.1096, swav 0.0000 LR: 1.342e-02 Score 97.744 Data time: 0.1580, Forward time: 2.3052, Backward time: 3.0732, DDP time: 0.0038, Total iter time: 6.3056 [2020-11-13 19:37:37,737][root][INFO] - ===> Epoch[687](17852/26): Loss -0.8073, Sem 0.0611, dir -0.9755, norm 0.1070, swav 0.0000 LR: 1.342e-02 Score 97.773 Data time: 0.2059, Forward time: 2.3052, Backward time: 3.0732, DDP time: 0.0038, Total iter time: 5.4583 [2020-11-13 19:37:42,679][root][INFO] - ===> Epoch[687](17853/26): Loss -0.8035, Sem 0.0649, dir -0.9768, norm 0.1084, swav 0.0000 LR: 1.341e-02 Score 97.678 Data time: 0.1884, Forward time: 2.3051, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 4.7614 [2020-11-13 19:37:48,859][root][INFO] - ===> Epoch[687](17854/26): Loss -0.8091, Sem 0.0645, dir -0.9776, norm 0.1041, swav 0.0000 LR: 1.341e-02 Score 97.710 Data time: 0.2218, Forward time: 2.3052, Backward time: 3.0731, DDP time: 0.0038, Total iter time: 6.0559 [2020-11-13 19:37:55,797][root][INFO] - ===> Epoch[687](17855/26): Loss -0.8139, Sem 0.0643, dir -0.9808, norm 0.1026, swav 0.0000 LR: 1.340e-02 Score 97.695 Data time: 0.2103, Forward time: 2.3052, Backward time: 3.0733, DDP time: 0.0038, Total iter time: 6.8065 [2020-11-13 19:38:01,893][root][INFO] - ===> Epoch[687](17856/26): Loss -0.7955, Sem 0.0774, dir -0.9787, norm 0.1058, swav 0.0000 LR: 1.340e-02 Score 97.254 Data time: 0.2036, Forward time: 2.3051, Backward time: 3.0734, DDP time: 0.0038, Total iter time: 5.9436 [2020-11-13 19:38:07,436][root][INFO] - ===> Epoch[687](17857/26): Loss -0.8078, Sem 0.0618, dir -0.9791, norm 0.1096, swav 0.0000 LR: 1.339e-02 Score 97.766 Data time: 0.2486, Forward time: 2.3053, Backward time: 3.0733, DDP time: 0.0038, Total iter time: 5.4399 [2020-11-13 19:38:12,063][root][INFO] - ===> Epoch[687](17858/26): Loss -0.7723, Sem 0.0672, dir -0.9754, norm 0.1360, swav 0.0000 LR: 1.338e-02 Score 97.546 Data time: 0.2069, Forward time: 2.3053, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 4.4762 [2020-11-13 19:38:17,853][root][INFO] - ===> Epoch[687](17859/26): Loss -0.8198, Sem 0.0600, dir -0.9793, norm 0.0995, swav 0.0000 LR: 1.338e-02 Score 97.803 Data time: 0.2601, Forward time: 2.3054, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 5.6903 [2020-11-13 19:38:24,130][root][INFO] - ===> Epoch[687](17860/26): Loss -0.8184, Sem 0.0622, dir -0.9822, norm 0.1016, swav 0.0000 LR: 1.337e-02 Score 97.817 Data time: 0.2623, Forward time: 2.3055, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 6.0902 [2020-11-13 19:38:29,501][root][INFO] - ===> Epoch[687](17861/26): Loss -0.8268, Sem 0.0560, dir -0.9830, norm 0.1002, swav 0.0000 LR: 1.337e-02 Score 97.948 Data time: 0.2448, Forward time: 2.3056, Backward time: 3.0727, DDP time: 0.0038, Total iter time: 5.2177 [2020-11-13 19:38:35,497][root][INFO] - ===> Epoch[687](17862/26): Loss -0.8125, Sem 0.0623, dir -0.9816, norm 0.1068, swav 0.0000 LR: 1.336e-02 Score 97.763 Data time: 0.1587, Forward time: 2.3055, Backward time: 3.0728, DDP time: 0.0038, Total iter time: 5.8143 [2020-11-13 19:38:41,523][root][INFO] - ===> Epoch[687](17863/26): Loss -0.8155, Sem 0.0624, dir -0.9810, norm 0.1031, swav 0.0000 LR: 1.336e-02 Score 97.737 Data time: 0.1748, Forward time: 2.3054, Backward time: 3.0730, DDP time: 0.0038, Total iter time: 5.9738 [2020-11-13 19:38:48,260][root][INFO] - ===> Epoch[687](17864/26): Loss -0.8069, Sem 0.0651, dir -0.9794, norm 0.1074, swav 0.0000 LR: 1.335e-02 Score 97.632 Data time: 0.1335, Forward time: 2.3052, Backward time: 3.0733, DDP time: 0.0038, Total iter time: 6.6273 [2020-11-13 19:38:52,925][root][INFO] - ===> Epoch[687](17865/26): Loss -0.8011, Sem 0.0785, dir -0.9801, norm 0.1004, swav 0.0000 LR: 1.335e-02 Score 97.379 Data time: 0.1368, Forward time: 2.3051, Backward time: 3.0733, DDP time: 0.0038, Total iter time: 4.5904 [2020-11-13 19:38:59,125][root][INFO] - ===> Epoch[687](17866/26): Loss -0.8130, Sem 0.0633, dir -0.9821, norm 0.1059, swav 0.0000 LR: 1.334e-02 Score 97.727 Data time: 0.1690, Forward time: 2.3050, Backward time: 3.0735, DDP time: 0.0038, Total iter time: 6.1530 [2020-11-13 19:39:06,268][root][INFO] - ===> Epoch[687](17867/26): Loss -0.8039, Sem 0.0632, dir -0.9781, norm 0.1110, swav 0.0000 LR: 1.333e-02 Score 97.762 Data time: 0.1413, Forward time: 2.3049, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 7.0572 [2020-11-13 19:39:11,650][root][INFO] - ===> Epoch[687](17868/26): Loss -0.8138, Sem 0.0643, dir -0.9793, norm 0.1012, swav 0.0000 LR: 1.333e-02 Score 97.733 Data time: 0.1334, Forward time: 2.3047, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.3260 [2020-11-13 19:39:17,022][root][INFO] - ===> Epoch[688](17869/26): Loss -0.8152, Sem 0.0581, dir -0.9787, norm 0.1055, swav 0.0000 LR: 1.332e-02 Score 97.886 Data time: 0.1774, Forward time: 2.3046, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.3249 [2020-11-13 19:39:23,224][root][INFO] - ===> Epoch[688](17870/26): Loss -0.8103, Sem 0.0601, dir -0.9783, norm 0.1078, swav 0.0000 LR: 1.332e-02 Score 97.840 Data time: 0.1944, Forward time: 2.3046, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 6.0910 [2020-11-13 19:39:29,446][root][INFO] - ===> Epoch[688](17871/26): Loss -0.8072, Sem 0.0593, dir -0.9767, norm 0.1101, swav 0.0000 LR: 1.331e-02 Score 97.839 Data time: 0.2252, Forward time: 2.3047, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 6.0967 [2020-11-13 19:39:35,774][root][INFO] - ===> Epoch[688](17872/26): Loss -0.8004, Sem 0.0665, dir -0.9768, norm 0.1099, swav 0.0000 LR: 1.331e-02 Score 97.593 Data time: 0.2040, Forward time: 2.3046, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.1446 [2020-11-13 19:39:41,231][root][INFO] - ===> Epoch[688](17873/26): Loss -0.7968, Sem 0.0689, dir -0.9793, norm 0.1136, swav 0.0000 LR: 1.330e-02 Score 97.475 Data time: 0.2316, Forward time: 2.3047, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.3274 [2020-11-13 19:39:46,469][root][INFO] - ===> Epoch[688](17874/26): Loss -0.8174, Sem 0.0590, dir -0.9779, norm 0.1015, swav 0.0000 LR: 1.329e-02 Score 97.883 Data time: 0.1384, Forward time: 2.3045, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.1044 [2020-11-13 19:39:52,804][root][INFO] - ===> Epoch[688](17875/26): Loss -0.8102, Sem 0.0667, dir -0.9803, norm 0.1034, swav 0.0000 LR: 1.329e-02 Score 97.580 Data time: 0.2077, Forward time: 2.3045, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.2555 [2020-11-13 19:39:58,872][root][INFO] - ===> Epoch[688](17876/26): Loss -0.8035, Sem 0.0644, dir -0.9792, norm 0.1114, swav 0.0000 LR: 1.328e-02 Score 97.654 Data time: 0.2122, Forward time: 2.3044, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 5.8796 [2020-11-13 19:40:04,265][root][INFO] - ===> Epoch[688](17877/26): Loss -0.8129, Sem 0.0629, dir -0.9796, norm 0.1037, swav 0.0000 LR: 1.328e-02 Score 97.679 Data time: 0.2983, Forward time: 2.3045, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.2776 [2020-11-13 19:40:08,851][root][INFO] - ===> Epoch[688](17878/26): Loss -0.8332, Sem 0.0531, dir -0.9826, norm 0.0963, swav 0.0000 LR: 1.327e-02 Score 98.053 Data time: 0.2104, Forward time: 2.3045, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 4.4327 [2020-11-13 19:40:14,262][root][INFO] - ===> Epoch[688](17879/26): Loss -0.7939, Sem 0.0687, dir -0.9766, norm 0.1140, swav 0.0000 LR: 1.327e-02 Score 97.524 Data time: 0.1794, Forward time: 2.3044, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.2980 [2020-11-13 19:40:20,491][root][INFO] - ===> Epoch[688](17880/26): Loss -0.7912, Sem 0.0752, dir -0.9774, norm 0.1110, swav 0.0000 LR: 1.326e-02 Score 97.259 Data time: 0.2552, Forward time: 2.3044, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 6.0951 [2020-11-13 19:40:25,389][root][INFO] - ===> Epoch[688](17881/26): Loss -0.8284, Sem 0.0609, dir -0.9828, norm 0.0936, swav 0.0000 LR: 1.326e-02 Score 97.814 Data time: 0.2219, Forward time: 2.3044, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 4.7743 [2020-11-13 19:40:30,055][root][INFO] - ===> Epoch[688](17882/26): Loss -0.8134, Sem 0.0592, dir -0.9765, norm 0.1039, swav 0.0000 LR: 1.325e-02 Score 97.876 Data time: 0.2195, Forward time: 2.3045, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 4.4900 [2020-11-13 19:40:35,688][root][INFO] - ===> Epoch[688](17883/26): Loss -0.8096, Sem 0.0665, dir -0.9799, norm 0.1039, swav 0.0000 LR: 1.324e-02 Score 97.568 Data time: 0.2054, Forward time: 2.3045, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 5.4961 [2020-11-13 19:40:42,465][root][INFO] - ===> Epoch[688](17884/26): Loss -0.7995, Sem 0.0607, dir -0.9781, norm 0.1179, swav 0.0000 LR: 1.324e-02 Score 97.899 Data time: 0.2081, Forward time: 2.3044, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 6.6121 [2020-11-13 19:40:47,922][root][INFO] - ===> Epoch[688](17885/26): Loss -0.8139, Sem 0.0596, dir -0.9808, norm 0.1074, swav 0.0000 LR: 1.323e-02 Score 97.829 Data time: 0.2033, Forward time: 2.3044, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.3007 [2020-11-13 19:40:54,307][root][INFO] - ===> Epoch[688](17886/26): Loss -0.8275, Sem 0.0549, dir -0.9813, norm 0.0989, swav 0.0000 LR: 1.323e-02 Score 98.010 Data time: 0.1750, Forward time: 2.3044, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 6.2657 [2020-11-13 19:40:59,656][root][INFO] - ===> Epoch[688](17887/26): Loss -0.8148, Sem 0.0683, dir -0.9818, norm 0.0987, swav 0.0000 LR: 1.322e-02 Score 97.415 Data time: 0.1586, Forward time: 2.3042, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.2066 [2020-11-13 19:41:05,601][root][INFO] - ===> Epoch[688](17888/26): Loss -0.8182, Sem 0.0559, dir -0.9796, norm 0.1055, swav 0.0000 LR: 1.322e-02 Score 98.008 Data time: 0.1624, Forward time: 2.3041, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.8475 [2020-11-13 19:41:11,333][root][INFO] - ===> Epoch[688](17889/26): Loss -0.8096, Sem 0.0608, dir -0.9772, norm 0.1068, swav 0.0000 LR: 1.321e-02 Score 97.834 Data time: 0.1958, Forward time: 2.3041, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.6462 [2020-11-13 19:41:16,852][root][INFO] - ===> Epoch[688](17890/26): Loss -0.8182, Sem 0.0588, dir -0.9790, norm 0.1020, swav 0.0000 LR: 1.320e-02 Score 97.896 Data time: 0.2099, Forward time: 2.3041, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.4024 [2020-11-13 19:41:22,716][root][INFO] - ===> Epoch[688](17891/26): Loss -0.8107, Sem 0.0620, dir -0.9784, norm 0.1057, swav 0.0000 LR: 1.320e-02 Score 97.767 Data time: 0.1938, Forward time: 2.3040, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.7125 [2020-11-13 19:41:27,763][root][INFO] - ===> Epoch[688](17892/26): Loss -0.8028, Sem 0.0642, dir -0.9768, norm 0.1098, swav 0.0000 LR: 1.319e-02 Score 97.654 Data time: 0.1753, Forward time: 2.3039, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 4.9116 [2020-11-13 19:41:32,987][root][INFO] - ===> Epoch[688](17893/26): Loss -0.8117, Sem 0.0665, dir -0.9818, norm 0.1036, swav 0.0000 LR: 1.319e-02 Score 97.542 Data time: 0.1763, Forward time: 2.3038, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.1199 [2020-11-13 19:41:40,397][root][INFO] - ===> Epoch[688](17894/26): Loss -0.7933, Sem 0.0728, dir -0.9782, norm 0.1121, swav 0.0000 LR: 1.318e-02 Score 97.345 Data time: 0.1911, Forward time: 2.3038, Backward time: 3.0745, DDP time: 0.0038, Total iter time: 7.2935 [2020-11-13 19:41:46,665][root][INFO] - ===> Epoch[689](17895/26): Loss -0.8053, Sem 0.0672, dir -0.9775, norm 0.1050, swav 0.0000 LR: 1.318e-02 Score 97.651 Data time: 0.2120, Forward time: 2.3038, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 6.1376 [2020-11-13 19:41:52,940][root][INFO] - ===> Epoch[689](17896/26): Loss -0.8043, Sem 0.0694, dir -0.9791, norm 0.1054, swav 0.0000 LR: 1.317e-02 Score 97.501 Data time: 0.1716, Forward time: 2.3037, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 6.1472 [2020-11-13 19:42:01,234][root][INFO] - ===> Epoch[689](17897/26): Loss -0.8050, Sem 0.0683, dir -0.9777, norm 0.1043, swav 0.0000 LR: 1.317e-02 Score 97.554 Data time: 0.2305, Forward time: 2.3038, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 8.1750 [2020-11-13 19:42:06,963][root][INFO] - ===> Epoch[689](17898/26): Loss -0.7961, Sem 0.0682, dir -0.9801, norm 0.1159, swav 0.0000 LR: 1.316e-02 Score 97.478 Data time: 0.2205, Forward time: 2.3038, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 5.5893 [2020-11-13 19:42:12,713][root][INFO] - ===> Epoch[689](17899/26): Loss -0.8170, Sem 0.0619, dir -0.9819, norm 0.1030, swav 0.0000 LR: 1.315e-02 Score 97.795 Data time: 0.3150, Forward time: 2.3039, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.6482 [2020-11-13 19:42:18,623][root][INFO] - ===> Epoch[689](17900/26): Loss -0.7938, Sem 0.0711, dir -0.9788, norm 0.1139, swav 0.0000 LR: 1.315e-02 Score 97.430 Data time: 0.1596, Forward time: 2.3038, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 5.7855 [2020-11-13 19:42:23,711][root][INFO] - ===> Epoch[689](17901/26): Loss -0.8063, Sem 0.0621, dir -0.9775, norm 0.1090, swav 0.0000 LR: 1.314e-02 Score 97.777 Data time: 0.2452, Forward time: 2.3038, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.0042 [2020-11-13 19:42:28,666][root][INFO] - ===> Epoch[689](17902/26): Loss -0.7971, Sem 0.0658, dir -0.9817, norm 0.1189, swav 0.0000 LR: 1.314e-02 Score 97.694 Data time: 0.2010, Forward time: 2.3038, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 4.8204 [2020-11-13 19:42:33,685][root][INFO] - ===> Epoch[689](17903/26): Loss -0.8081, Sem 0.0684, dir -0.9809, norm 0.1043, swav 0.0000 LR: 1.313e-02 Score 97.478 Data time: 0.2158, Forward time: 2.3037, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 4.8699 [2020-11-13 19:42:39,332][root][INFO] - ===> Epoch[689](17904/26): Loss -0.8036, Sem 0.0650, dir -0.9800, norm 0.1115, swav 0.0000 LR: 1.313e-02 Score 97.688 Data time: 0.2156, Forward time: 2.3037, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 5.5479 [2020-11-13 19:42:46,583][root][INFO] - ===> Epoch[689](17905/26): Loss -0.8130, Sem 0.0565, dir -0.9783, norm 0.1088, swav 0.0000 LR: 1.312e-02 Score 97.988 Data time: 0.2744, Forward time: 2.3038, Backward time: 3.0750, DDP time: 0.0038, Total iter time: 7.1226 [2020-11-13 19:42:52,654][root][INFO] - ===> Epoch[689](17906/26): Loss -0.8170, Sem 0.0641, dir -0.9822, norm 0.1010, swav 0.0000 LR: 1.311e-02 Score 97.716 Data time: 0.2840, Forward time: 2.3040, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 5.9284 [2020-11-13 19:42:58,305][root][INFO] - ===> Epoch[689](17907/26): Loss -0.7962, Sem 0.0694, dir -0.9798, norm 0.1142, swav 0.0000 LR: 1.311e-02 Score 97.536 Data time: 0.2032, Forward time: 2.3040, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 5.4971 [2020-11-13 19:43:03,449][root][INFO] - ===> Epoch[689](17908/26): Loss -0.7963, Sem 0.0667, dir -0.9757, norm 0.1128, swav 0.0000 LR: 1.310e-02 Score 97.580 Data time: 0.2297, Forward time: 2.3041, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 5.0189 [2020-11-13 19:43:08,797][root][INFO] - ===> Epoch[689](17909/26): Loss -0.8196, Sem 0.0683, dir -0.9828, norm 0.0949, swav 0.0000 LR: 1.310e-02 Score 97.542 Data time: 0.2529, Forward time: 2.3042, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.2031 [2020-11-13 19:43:15,476][root][INFO] - ===> Epoch[689](17910/26): Loss -0.8095, Sem 0.0618, dir -0.9805, norm 0.1093, swav 0.0000 LR: 1.309e-02 Score 97.739 Data time: 0.2552, Forward time: 2.3042, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 6.5391 [2020-11-13 19:43:20,297][root][INFO] - ===> Epoch[689](17911/26): Loss -0.8083, Sem 0.0620, dir -0.9783, norm 0.1080, swav 0.0000 LR: 1.309e-02 Score 97.786 Data time: 0.1422, Forward time: 2.3040, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 4.7111 [2020-11-13 19:43:25,904][root][INFO] - ===> Epoch[689](17912/26): Loss -0.8016, Sem 0.0606, dir -0.9795, norm 0.1173, swav 0.0000 LR: 1.308e-02 Score 97.797 Data time: 0.2196, Forward time: 2.3040, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 5.5168 [2020-11-13 19:43:31,471][root][INFO] - ===> Epoch[689](17913/26): Loss -0.8132, Sem 0.0595, dir -0.9802, norm 0.1075, swav 0.0000 LR: 1.307e-02 Score 97.849 Data time: 0.2034, Forward time: 2.3039, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 5.4421 [2020-11-13 19:43:37,992][root][INFO] - ===> Epoch[689](17914/26): Loss -0.8100, Sem 0.0649, dir -0.9795, norm 0.1046, swav 0.0000 LR: 1.307e-02 Score 97.648 Data time: 0.2584, Forward time: 2.3041, Backward time: 3.0746, DDP time: 0.0038, Total iter time: 6.3724 [2020-11-13 19:43:42,894][root][INFO] - ===> Epoch[689](17915/26): Loss -0.8065, Sem 0.0690, dir -0.9802, norm 0.1046, swav 0.0000 LR: 1.306e-02 Score 97.554 Data time: 0.1903, Forward time: 2.3040, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 4.7406 [2020-11-13 19:43:48,205][root][INFO] - ===> Epoch[689](17916/26): Loss -0.8256, Sem 0.0599, dir -0.9832, norm 0.0977, swav 0.0000 LR: 1.306e-02 Score 97.834 Data time: 0.2525, Forward time: 2.3041, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 5.2150 [2020-11-13 19:43:54,925][root][INFO] - ===> Epoch[689](17917/26): Loss -0.8250, Sem 0.0610, dir -0.9817, norm 0.0956, swav 0.0000 LR: 1.305e-02 Score 97.739 Data time: 0.2633, Forward time: 2.3042, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.5399 [2020-11-13 19:43:59,142][root][INFO] - ===> Epoch[689](17918/26): Loss -0.8049, Sem 0.0658, dir -0.9768, norm 0.1061, swav 0.0000 LR: 1.305e-02 Score 97.639 Data time: 0.1864, Forward time: 2.3041, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 4.0667 [2020-11-13 19:44:06,108][root][INFO] - ===> Epoch[689](17919/26): Loss -0.8139, Sem 0.0631, dir -0.9811, norm 0.1041, swav 0.0000 LR: 1.304e-02 Score 97.776 Data time: 0.2683, Forward time: 2.3043, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 6.8449 [2020-11-13 19:44:11,841][root][INFO] - ===> Epoch[689](17920/26): Loss -0.7856, Sem 0.0788, dir -0.9791, norm 0.1147, swav 0.0000 LR: 1.304e-02 Score 97.176 Data time: 0.2275, Forward time: 2.3043, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 5.5596 [2020-11-13 19:44:18,212][root][INFO] - ===> Epoch[690](17921/26): Loss -0.8130, Sem 0.0651, dir -0.9801, norm 0.1020, swav 0.0000 LR: 1.303e-02 Score 97.639 Data time: 0.2049, Forward time: 2.3043, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 6.2516 [2020-11-13 19:44:22,773][root][INFO] - ===> Epoch[690](17922/26): Loss -0.8101, Sem 0.0678, dir -0.9801, norm 0.1022, swav 0.0000 LR: 1.302e-02 Score 97.546 Data time: 0.2019, Forward time: 2.3044, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 4.4423 [2020-11-13 19:44:28,374][root][INFO] - ===> Epoch[690](17923/26): Loss -0.8203, Sem 0.0621, dir -0.9798, norm 0.0974, swav 0.0000 LR: 1.302e-02 Score 97.783 Data time: 0.1742, Forward time: 2.3043, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.4521 [2020-11-13 19:44:32,909][root][INFO] - ===> Epoch[690](17924/26): Loss -0.8034, Sem 0.0635, dir -0.9769, norm 0.1100, swav 0.0000 LR: 1.301e-02 Score 97.722 Data time: 0.1859, Forward time: 2.3042, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 4.4392 [2020-11-13 19:44:38,688][root][INFO] - ===> Epoch[690](17925/26): Loss -0.8272, Sem 0.0552, dir -0.9812, norm 0.0988, swav 0.0000 LR: 1.301e-02 Score 98.014 Data time: 0.1758, Forward time: 2.3041, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 5.6786 [2020-11-13 19:44:44,218][root][INFO] - ===> Epoch[690](17926/26): Loss -0.8024, Sem 0.0645, dir -0.9781, norm 0.1112, swav 0.0000 LR: 1.300e-02 Score 97.691 Data time: 0.2373, Forward time: 2.3042, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.4391 [2020-11-13 19:44:49,639][root][INFO] - ===> Epoch[690](17927/26): Loss -0.7985, Sem 0.0647, dir -0.9796, norm 0.1164, swav 0.0000 LR: 1.300e-02 Score 97.649 Data time: 0.1587, Forward time: 2.3041, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.2689 [2020-11-13 19:44:54,835][root][INFO] - ===> Epoch[690](17928/26): Loss -0.8101, Sem 0.0617, dir -0.9777, norm 0.1060, swav 0.0000 LR: 1.299e-02 Score 97.770 Data time: 0.1474, Forward time: 2.3039, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.1305 [2020-11-13 19:45:01,176][root][INFO] - ===> Epoch[690](17929/26): Loss -0.8058, Sem 0.0609, dir -0.9748, norm 0.1082, swav 0.0000 LR: 1.298e-02 Score 97.861 Data time: 0.2095, Forward time: 2.3039, Backward time: 3.0739, DDP time: 0.0038, Total iter time: 6.2352 [2020-11-13 19:45:06,053][root][INFO] - ===> Epoch[690](17930/26): Loss -0.8103, Sem 0.0605, dir -0.9788, norm 0.1081, swav 0.0000 LR: 1.298e-02 Score 97.885 Data time: 0.2219, Forward time: 2.3040, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 4.6899 [2020-11-13 19:45:11,688][root][INFO] - ===> Epoch[690](17931/26): Loss -0.8102, Sem 0.0585, dir -0.9744, norm 0.1057, swav 0.0000 LR: 1.297e-02 Score 97.936 Data time: 0.1913, Forward time: 2.3038, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.5066 [2020-11-13 19:45:17,159][root][INFO] - ===> Epoch[690](17932/26): Loss -0.8117, Sem 0.0562, dir -0.9783, norm 0.1104, swav 0.0000 LR: 1.297e-02 Score 97.979 Data time: 0.2061, Forward time: 2.3038, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.4064 [2020-11-13 19:45:22,910][root][INFO] - ===> Epoch[690](17933/26): Loss -0.8098, Sem 0.0580, dir -0.9775, norm 0.1097, swav 0.0000 LR: 1.296e-02 Score 97.926 Data time: 0.2126, Forward time: 2.3038, Backward time: 3.0737, DDP time: 0.0038, Total iter time: 5.6202 [2020-11-13 19:45:29,558][root][INFO] - ===> Epoch[690](17934/26): Loss -0.8076, Sem 0.0598, dir -0.9766, norm 0.1092, swav 0.0000 LR: 1.296e-02 Score 97.855 Data time: 0.1810, Forward time: 2.3038, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 6.4983 [2020-11-13 19:45:35,004][root][INFO] - ===> Epoch[690](17935/26): Loss -0.8226, Sem 0.0613, dir -0.9805, norm 0.0967, swav 0.0000 LR: 1.295e-02 Score 97.763 Data time: 0.2414, Forward time: 2.3039, Backward time: 3.0738, DDP time: 0.0038, Total iter time: 5.3385 [2020-11-13 19:45:39,572][root][INFO] - ===> Epoch[690](17936/26): Loss -0.8013, Sem 0.0666, dir -0.9780, norm 0.1101, swav 0.0000 LR: 1.295e-02 Score 97.595 Data time: 0.1835, Forward time: 2.3038, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 4.3960 [2020-11-13 19:45:45,174][root][INFO] - ===> Epoch[690](17937/26): Loss -0.8242, Sem 0.0557, dir -0.9814, norm 0.1014, swav 0.0000 LR: 1.294e-02 Score 98.004 Data time: 0.2335, Forward time: 2.3039, Backward time: 3.0735, DDP time: 0.0038, Total iter time: 5.4828 [2020-11-13 19:45:51,524][root][INFO] - ===> Epoch[690](17938/26): Loss -0.8105, Sem 0.0626, dir -0.9790, norm 0.1059, swav 0.0000 LR: 1.293e-02 Score 97.751 Data time: 0.2081, Forward time: 2.3039, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 6.2148 [2020-11-13 19:45:57,420][root][INFO] - ===> Epoch[690](17939/26): Loss -0.8086, Sem 0.0688, dir -0.9790, norm 0.1016, swav 0.0000 LR: 1.293e-02 Score 97.528 Data time: 0.1713, Forward time: 2.3039, Backward time: 3.0736, DDP time: 0.0038, Total iter time: 5.7644 [2020-11-13 19:46:04,658][root][INFO] - ===> Epoch[690](17940/26): Loss -0.8190, Sem 0.0592, dir -0.9806, norm 0.1024, swav 0.0000 LR: 1.292e-02 Score 97.916 Data time: 0.1361, Forward time: 2.3037, Backward time: 3.0741, DDP time: 0.0038, Total iter time: 7.0692 [2020-11-13 19:46:11,357][root][INFO] - ===> Epoch[690](17941/26): Loss -0.8140, Sem 0.0580, dir -0.9796, norm 0.1076, swav 0.0000 LR: 1.292e-02 Score 97.915 Data time: 0.2245, Forward time: 2.3037, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.6034 [2020-11-13 19:46:17,776][root][INFO] - ===> Epoch[690](17942/26): Loss -0.8219, Sem 0.0639, dir -0.9811, norm 0.0953, swav 0.0000 LR: 1.291e-02 Score 97.712 Data time: 0.2317, Forward time: 2.3038, Backward time: 3.0743, DDP time: 0.0038, Total iter time: 6.2943 [2020-11-13 19:46:22,563][root][INFO] - ===> Epoch[690](17943/26): Loss -0.8109, Sem 0.0639, dir -0.9807, norm 0.1059, swav 0.0000 LR: 1.291e-02 Score 97.704 Data time: 0.1798, Forward time: 2.3037, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 4.6456 [2020-11-13 19:46:27,998][root][INFO] - ===> Epoch[690](17944/26): Loss -0.7961, Sem 0.0659, dir -0.9786, norm 0.1165, swav 0.0000 LR: 1.290e-02 Score 97.613 Data time: 0.1974, Forward time: 2.3036, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.3065 [2020-11-13 19:46:33,129][root][INFO] - ===> Epoch[690](17945/26): Loss -0.8108, Sem 0.0695, dir -0.9830, norm 0.1028, swav 0.0000 LR: 1.289e-02 Score 97.507 Data time: 0.1623, Forward time: 2.3035, Backward time: 3.0742, DDP time: 0.0038, Total iter time: 5.0034 [2020-11-13 19:46:37,618][root][INFO] - ===> Epoch[690](17946/26): Loss -0.8098, Sem 0.0649, dir -0.9772, norm 0.1026, swav 0.0000 LR: 1.289e-02 Score 97.652 Data time: 0.1880, Forward time: 2.3034, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 4.3778 [2020-11-13 19:46:43,576][root][INFO] - ===> Epoch[691](17947/26): Loss -0.8111, Sem 0.0698, dir -0.9808, norm 0.0999, swav 0.0000 LR: 1.288e-02 Score 97.457 Data time: 0.2149, Forward time: 2.3034, Backward time: 3.0740, DDP time: 0.0038, Total iter time: 5.8463 [2020-11-13 19:46:50,685][root][INFO] - ===> Epoch[691](17948/26): Loss -0.8143, Sem 0.0624, dir -0.9811, norm 0.1044, swav 0.0000 LR: 1.288e-02 Score 97.755 Data time: 0.1790, Forward time: 2.3033, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 6.9911 [2020-11-13 19:46:56,868][root][INFO] - ===> Epoch[691](17949/26): Loss -0.8141, Sem 0.0633, dir -0.9808, norm 0.1034, swav 0.0000 LR: 1.287e-02 Score 97.675 Data time: 0.2648, Forward time: 2.3034, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 6.0869 [2020-11-13 19:47:04,951][root][INFO] - ===> Epoch[691](17950/26): Loss -0.7944, Sem 0.0687, dir -0.9795, norm 0.1164, swav 0.0000 LR: 1.287e-02 Score 97.572 Data time: 0.2680, Forward time: 2.3036, Backward time: 3.0747, DDP time: 0.0038, Total iter time: 7.9238 [2020-11-13 19:47:09,557][root][INFO] - ===> Epoch[691](17951/26): Loss -0.8249, Sem 0.0586, dir -0.9835, norm 0.1000, swav 0.0000 LR: 1.286e-02 Score 97.888 Data time: 0.2148, Forward time: 2.3036, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 4.4146 [2020-11-13 19:47:15,147][root][INFO] - ===> Epoch[691](17952/26): Loss -0.7887, Sem 0.0716, dir -0.9802, norm 0.1199, swav 0.0000 LR: 1.285e-02 Score 97.401 Data time: 0.2002, Forward time: 2.3036, Backward time: 3.0744, DDP time: 0.0038, Total iter time: 5.4618 [2020-11-13 19:47:22,311][root][INFO] - ===> Epoch[691](17953/26): Loss -0.8171, Sem 0.0600, dir -0.9787, norm 0.1015, swav 0.0000 LR: 1.285e-02 Score 97.763 Data time: 0.1652, Forward time: 2.3035, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 7.0083 [2020-11-13 19:47:28,870][root][INFO] - ===> Epoch[691](17954/26): Loss -0.8278, Sem 0.0604, dir -0.9822, norm 0.0941, swav 0.0000 LR: 1.284e-02 Score 97.797 Data time: 0.2221, Forward time: 2.3034, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 6.4571 [2020-11-13 19:47:34,929][root][INFO] - ===> Epoch[691](17955/26): Loss -0.8148, Sem 0.0633, dir -0.9798, norm 0.1018, swav 0.0000 LR: 1.284e-02 Score 97.693 Data time: 0.2794, Forward time: 2.3036, Backward time: 3.0750, DDP time: 0.0038, Total iter time: 5.9770 [2020-11-13 19:47:40,625][root][INFO] - ===> Epoch[691](17956/26): Loss -0.8209, Sem 0.0622, dir -0.9802, norm 0.0971, swav 0.0000 LR: 1.283e-02 Score 97.822 Data time: 0.2638, Forward time: 2.3037, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 5.5005 [2020-11-13 19:47:46,791][root][INFO] - ===> Epoch[691](17957/26): Loss -0.8218, Sem 0.0617, dir -0.9809, norm 0.0974, swav 0.0000 LR: 1.283e-02 Score 97.725 Data time: 0.2301, Forward time: 2.3037, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 6.0302 [2020-11-13 19:47:54,885][root][INFO] - ===> Epoch[691](17958/26): Loss -0.8056, Sem 0.0640, dir -0.9791, norm 0.1095, swav 0.0000 LR: 1.282e-02 Score 97.674 Data time: 0.2366, Forward time: 2.3037, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 7.9472 [2020-11-13 19:48:00,151][root][INFO] - ===> Epoch[691](17959/26): Loss -0.8284, Sem 0.0590, dir -0.9824, norm 0.0950, swav 0.0000 LR: 1.282e-02 Score 97.873 Data time: 0.1778, Forward time: 2.3036, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 5.0738 [2020-11-13 19:48:07,287][root][INFO] - ===> Epoch[691](17960/26): Loss -0.8075, Sem 0.0602, dir -0.9792, norm 0.1115, swav 0.0000 LR: 1.281e-02 Score 97.798 Data time: 0.2115, Forward time: 2.3036, Backward time: 3.0756, DDP time: 0.0038, Total iter time: 7.0588 [2020-11-13 19:48:12,158][root][INFO] - ===> Epoch[691](17961/26): Loss -0.8126, Sem 0.0616, dir -0.9811, norm 0.1069, swav 0.0000 LR: 1.280e-02 Score 97.792 Data time: 0.2203, Forward time: 2.3036, Backward time: 3.0754, DDP time: 0.0038, Total iter time: 4.7557 [2020-11-13 19:48:17,882][root][INFO] - ===> Epoch[691](17962/26): Loss -0.8141, Sem 0.0625, dir -0.9804, norm 0.1038, swav 0.0000 LR: 1.280e-02 Score 97.729 Data time: 0.2533, Forward time: 2.3038, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.5927 [2020-11-13 19:48:22,971][root][INFO] - ===> Epoch[691](17963/26): Loss -0.8031, Sem 0.0633, dir -0.9794, norm 0.1130, swav 0.0000 LR: 1.279e-02 Score 97.784 Data time: 0.1698, Forward time: 2.3037, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 4.8928 [2020-11-13 19:48:28,616][root][INFO] - ===> Epoch[691](17964/26): Loss -0.8110, Sem 0.0633, dir -0.9802, norm 0.1058, swav 0.0000 LR: 1.279e-02 Score 97.745 Data time: 0.1785, Forward time: 2.3036, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.5686 [2020-11-13 19:48:35,334][root][INFO] - ===> Epoch[691](17965/26): Loss -0.8056, Sem 0.0640, dir -0.9826, norm 0.1130, swav 0.0000 LR: 1.278e-02 Score 97.677 Data time: 0.2166, Forward time: 2.3037, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 6.5798 [2020-11-13 19:48:40,449][root][INFO] - ===> Epoch[691](17966/26): Loss -0.8098, Sem 0.0649, dir -0.9803, norm 0.1056, swav 0.0000 LR: 1.278e-02 Score 97.634 Data time: 0.1871, Forward time: 2.3036, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 4.9620 [2020-11-13 19:48:45,961][root][INFO] - ===> Epoch[691](17967/26): Loss -0.8025, Sem 0.0718, dir -0.9800, norm 0.1056, swav 0.0000 LR: 1.277e-02 Score 97.438 Data time: 0.2034, Forward time: 2.3036, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.4234 [2020-11-13 19:48:51,105][root][INFO] - ===> Epoch[691](17968/26): Loss -0.8047, Sem 0.0637, dir -0.9770, norm 0.1086, swav 0.0000 LR: 1.276e-02 Score 97.740 Data time: 0.1889, Forward time: 2.3036, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.0402 [2020-11-13 19:48:56,784][root][INFO] - ===> Epoch[691](17969/26): Loss -0.8241, Sem 0.0580, dir -0.9805, norm 0.0984, swav 0.0000 LR: 1.276e-02 Score 97.916 Data time: 0.2244, Forward time: 2.3036, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.5947 [2020-11-13 19:49:01,485][root][INFO] - ===> Epoch[691](17970/26): Loss -0.8090, Sem 0.0634, dir -0.9767, norm 0.1043, swav 0.0000 LR: 1.275e-02 Score 97.668 Data time: 0.1713, Forward time: 2.3035, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 4.5785 [2020-11-13 19:49:07,635][root][INFO] - ===> Epoch[691](17971/26): Loss -0.8105, Sem 0.0643, dir -0.9794, norm 0.1046, swav 0.0000 LR: 1.275e-02 Score 97.642 Data time: 0.1705, Forward time: 2.3035, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 6.1022 [2020-11-13 19:49:12,896][root][INFO] - ===> Epoch[691](17972/26): Loss -0.8254, Sem 0.0589, dir -0.9818, norm 0.0974, swav 0.0000 LR: 1.274e-02 Score 97.920 Data time: 0.2104, Forward time: 2.3035, Backward time: 3.0750, DDP time: 0.0038, Total iter time: 5.1288 [2020-11-13 19:49:18,293][root][INFO] - ===> Epoch[692](17973/26): Loss -0.8059, Sem 0.0659, dir -0.9795, norm 0.1077, swav 0.0000 LR: 1.274e-02 Score 97.634 Data time: 0.2219, Forward time: 2.3035, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 5.2294 [2020-11-13 19:49:23,796][root][INFO] - ===> Epoch[692](17974/26): Loss -0.7943, Sem 0.0681, dir -0.9731, norm 0.1107, swav 0.0000 LR: 1.273e-02 Score 97.528 Data time: 0.2049, Forward time: 2.3035, Backward time: 3.0748, DDP time: 0.0038, Total iter time: 5.3659 [2020-11-13 19:49:30,239][root][INFO] - ===> Epoch[692](17975/26): Loss -0.8140, Sem 0.0628, dir -0.9810, norm 0.1042, swav 0.0000 LR: 1.272e-02 Score 97.755 Data time: 0.1923, Forward time: 2.3035, Backward time: 3.0750, DDP time: 0.0038, Total iter time: 6.3269 [2020-11-13 19:49:36,764][root][INFO] - ===> Epoch[692](17976/26): Loss -0.8028, Sem 0.0631, dir -0.9773, norm 0.1114, swav 0.0000 LR: 1.272e-02 Score 97.660 Data time: 0.1397, Forward time: 2.3033, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 6.3801 [2020-11-13 19:49:41,875][root][INFO] - ===> Epoch[692](17977/26): Loss -0.8040, Sem 0.0655, dir -0.9761, norm 0.1067, swav 0.0000 LR: 1.271e-02 Score 97.654 Data time: 0.1584, Forward time: 2.3032, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.0156 [2020-11-13 19:49:47,611][root][INFO] - ===> Epoch[692](17978/26): Loss -0.8084, Sem 0.0680, dir -0.9789, norm 0.1025, swav 0.0000 LR: 1.271e-02 Score 97.539 Data time: 0.2486, Forward time: 2.3033, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.6398 [2020-11-13 19:49:52,456][root][INFO] - ===> Epoch[692](17979/26): Loss -0.8181, Sem 0.0608, dir -0.9771, norm 0.0983, swav 0.0000 LR: 1.270e-02 Score 97.818 Data time: 0.2285, Forward time: 2.3033, Backward time: 3.0749, DDP time: 0.0038, Total iter time: 4.6843 [2020-11-13 19:49:58,563][root][INFO] - ===> Epoch[692](17980/26): Loss -0.8188, Sem 0.0606, dir -0.9827, norm 0.1034, swav 0.0000 LR: 1.270e-02 Score 97.825 Data time: 0.1296, Forward time: 2.3031, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.9438 [2020-11-13 19:50:03,552][root][INFO] - ===> Epoch[692](17981/26): Loss -0.8227, Sem 0.0615, dir -0.9794, norm 0.0952, swav 0.0000 LR: 1.269e-02 Score 97.749 Data time: 0.2241, Forward time: 2.3032, Backward time: 3.0750, DDP time: 0.0038, Total iter time: 4.9184 [2020-11-13 19:50:09,748][root][INFO] - ===> Epoch[692](17982/26): Loss -0.8156, Sem 0.0599, dir -0.9811, norm 0.1055, swav 0.0000 LR: 1.268e-02 Score 97.814 Data time: 0.1709, Forward time: 2.3031, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 6.0646 [2020-11-13 19:50:15,125][root][INFO] - ===> Epoch[692](17983/26): Loss -0.8094, Sem 0.0647, dir -0.9802, norm 0.1061, swav 0.0000 LR: 1.268e-02 Score 97.651 Data time: 0.1914, Forward time: 2.3031, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.2721 [2020-11-13 19:50:20,539][root][INFO] - ===> Epoch[692](17984/26): Loss -0.7934, Sem 0.0751, dir -0.9790, norm 0.1105, swav 0.0000 LR: 1.267e-02 Score 97.333 Data time: 0.1786, Forward time: 2.3030, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.2465 [2020-11-13 19:50:27,460][root][INFO] - ===> Epoch[692](17985/26): Loss -0.8035, Sem 0.0621, dir -0.9783, norm 0.1126, swav 0.0000 LR: 1.267e-02 Score 97.820 Data time: 0.3240, Forward time: 2.3033, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 6.7817 [2020-11-13 19:50:33,422][root][INFO] - ===> Epoch[692](17986/26): Loss -0.8096, Sem 0.0656, dir -0.9770, norm 0.1019, swav 0.0000 LR: 1.266e-02 Score 97.652 Data time: 0.1959, Forward time: 2.3033, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.7519 [2020-11-13 19:50:38,923][root][INFO] - ===> Epoch[692](17987/26): Loss -0.8170, Sem 0.0617, dir -0.9801, norm 0.1014, swav 0.0000 LR: 1.266e-02 Score 97.722 Data time: 0.2118, Forward time: 2.3033, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.3859 [2020-11-13 19:50:44,998][root][INFO] - ===> Epoch[692](17988/26): Loss -0.8007, Sem 0.0658, dir -0.9777, norm 0.1113, swav 0.0000 LR: 1.265e-02 Score 97.604 Data time: 0.2168, Forward time: 2.3033, Backward time: 3.0751, DDP time: 0.0038, Total iter time: 5.9455 [2020-11-13 19:50:51,231][root][INFO] - ===> Epoch[692](17989/26): Loss -0.8054, Sem 0.0644, dir -0.9830, norm 0.1133, swav 0.0000 LR: 1.265e-02 Score 97.619 Data time: 0.1747, Forward time: 2.3032, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 6.0937 [2020-11-13 19:50:56,968][root][INFO] - ===> Epoch[692](17990/26): Loss -0.8164, Sem 0.0610, dir -0.9792, norm 0.1018, swav 0.0000 LR: 1.264e-02 Score 97.787 Data time: 0.2536, Forward time: 2.3033, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.6439 [2020-11-13 19:51:02,220][root][INFO] - ===> Epoch[692](17991/26): Loss -0.8145, Sem 0.0625, dir -0.9802, norm 0.1032, swav 0.0000 LR: 1.263e-02 Score 97.786 Data time: 0.1553, Forward time: 2.3031, Backward time: 3.0752, DDP time: 0.0038, Total iter time: 5.0797 [2020-11-13 19:51:07,610][root][INFO] - ===> Epoch[692](17992/26): Loss -0.7933, Sem 0.0665, dir -0.9749, norm 0.1151, swav 0.0000 LR: 1.263e-02 Score 97.634 Data time: 0.1472, Forward time: 2.3030, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 5.2946 [2020-11-13 19:51:13,769][root][INFO] - ===> Epoch[692](17993/26): Loss -0.7881, Sem 0.0646, dir -0.9762, norm 0.1235, swav 0.0000 LR: 1.262e-02 Score 97.706 Data time: 0.2262, Forward time: 2.3030, Backward time: 3.0753, DDP time: 0.0038, Total iter time: 6.0879 [2020-11-13 19:51:19,461][root][INFO] - ===> Epoch[692](17994/26): Loss -0.8224, Sem 0.0551, dir -0.9798, norm 0.1023, swav 0.0000 LR: 1.262e-02 Score 98.048 Data time: 0.1675, Forward time: 2.3029, Backward time: 3.0754, DDP time: 0.0038, Total iter time: 5.5358 [2020-11-13 19:51:26,187][root][INFO] - ===> Epoch[692](17995/26): Loss -0.8150, Sem 0.0644, dir -0.9822, norm 0.1028, swav 0.0000 LR: 1.261e-02 Score 97.780 Data time: 0.2120, Forward time: 2.3029, Backward time: 3.0756, DDP time: 0.0038, Total iter time: 6.6404 [2020-11-13 19:51:32,594][root][INFO] - ===> Epoch[692](17996/26): Loss -0.7955, Sem 0.0610, dir -0.9761, norm 0.1196, swav 0.0000 LR: 1.261e-02 Score 97.819 Data time: 0.2156, Forward time: 2.3029, Backward time: 3.0757, DDP time: 0.0038, Total iter time: 6.2855 [2020-11-13 19:51:37,743][root][INFO] - ===> Epoch[692](17997/26): Loss -0.8367, Sem 0.0556, dir -0.9849, norm 0.0926, swav 0.0000 LR: 1.260e-02 Score 98.004 Data time: 0.2177, Forward time: 2.3029, Backward time: 3.0756, DDP time: 0.0038, Total iter time: 4.9986 [2020-11-13 19:51:44,418][root][INFO] - ===> Epoch[692](17998/26): Loss -0.8138, Sem 0.0651, dir -0.9800, norm 0.1011, swav 0.0000 LR: 1.259e-02 Score 97.656 Data time: 0.2402, Forward time: 2.3030, Backward time: 3.0756, DDP time: 0.0038, Total iter time: 6.5203 [2020-11-13 19:51:52,031][root][INFO] - ===> Epoch[693](17999/26): Loss -0.8114, Sem 0.0680, dir -0.9813, norm 0.1019, swav 0.0000 LR: 1.259e-02 Score 97.527 Data time: 0.1492, Forward time: 2.3029, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 7.4346 [2020-11-13 19:51:57,932][root][INFO] - ===> Epoch[693](18000/26): Loss -0.7900, Sem 0.0669, dir -0.9750, norm 0.1180, swav 0.0000 LR: 1.258e-02 Score 97.658 Data time: 0.2077, Forward time: 2.3029, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.8071 [2020-11-13 19:51:58,728][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 19:51:58,907][root][INFO] - ===> Start testing [2020-11-13 19:53:41,107][root][INFO] - 101/312: Data time: 0.0059, Iter time: 0.1481 Loss 0.359 (AVG: 0.586) Score 91.651 (AVG: 89.605) mIOU 73.250 mAP 76.473 mAcc 80.600 IOU: 83.616 96.787 63.641 89.495 93.694 88.845 77.338 59.694 60.987 75.434 27.102 69.119 65.102 63.430 51.369 76.634 95.372 77.393 86.567 63.379 mAP: 78.331 94.468 65.701 83.257 90.670 85.162 72.334 66.295 65.206 74.456 44.947 67.791 70.335 77.427 63.892 93.162 96.835 89.608 85.821 63.768 mAcc: 96.049 98.930 73.577 91.511 97.557 92.271 86.121 69.309 72.112 85.647 39.772 77.956 81.494 69.157 56.804 79.298 96.910 86.895 93.100 67.532 [2020-11-13 19:55:12,835][root][INFO] - 201/312: Data time: 0.0055, Iter time: 0.2236 Loss 0.087 (AVG: 0.571) Score 96.635 (AVG: 89.840) mIOU 72.958 mAP 77.377 mAcc 80.316 IOU: 84.447 96.100 62.986 84.565 92.566 85.623 77.353 63.050 63.894 76.766 32.443 66.224 67.453 73.135 53.517 71.566 93.794 69.103 87.754 56.818 mAP: 79.836 95.287 67.883 78.238 91.390 84.677 74.812 70.359 70.656 78.617 56.757 61.432 73.471 80.492 61.566 91.035 95.760 87.290 84.815 63.171 mAcc: 95.938 98.861 76.531 86.603 96.339 92.356 86.720 72.887 74.476 88.086 39.770 75.480 80.949 78.208 58.471 76.823 97.280 77.154 92.336 61.053 [2020-11-13 19:56:37,167][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.2216 Loss 0.200 (AVG: 0.562) Score 94.095 (AVG: 89.858) mIOU 72.470 mAP 76.576 mAcc 79.988 IOU: 84.436 96.297 62.649 84.000 92.761 85.697 75.352 63.144 62.252 80.169 31.529 68.216 61.852 70.354 55.578 66.304 94.115 70.675 88.251 55.772 mAP: 80.633 95.810 67.143 76.302 91.146 82.666 74.248 71.115 71.802 72.987 55.480 61.024 71.654 79.031 63.787 84.320 96.802 87.110 85.106 63.341 mAcc: 96.065 98.867 76.987 86.642 96.173 92.913 84.552 72.687 72.288 88.736 37.260 77.677 80.484 78.990 60.906 71.028 96.762 78.465 92.880 59.391 [2020-11-13 19:56:45,670][root][INFO] - 312/312: Data time: 0.0026, Iter time: 0.2360 Loss 0.118 (AVG: 0.562) Score 95.361 (AVG: 89.907) mIOU 72.591 mAP 76.505 mAcc 80.005 IOU: 84.476 96.294 62.674 83.993 92.818 86.050 75.173 63.429 60.965 80.940 30.934 68.638 62.568 71.540 55.234 66.304 94.120 71.375 88.251 56.049 mAP: 80.418 95.887 66.820 76.302 91.268 81.451 74.061 71.493 71.374 74.326 54.264 61.550 72.194 79.448 61.927 84.320 96.827 87.293 85.106 63.780 mAcc: 96.067 98.860 77.089 86.642 96.190 93.043 84.725 72.990 70.763 89.160 36.825 78.050 79.967 79.925 60.364 71.028 96.696 79.110 92.880 59.716 [2020-11-13 19:56:45,672][root][INFO] - Finished test. Elapsed time: 286.7620 [2020-11-13 19:56:55,547][root][INFO] - [2020-11-13 19:56:55,547][root][INFO] - ################################################################ [2020-11-13 19:56:55,548][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 19:56:55,548][root][INFO] - ################################################################ [2020-11-13 19:56:55,548][root][INFO] - cabinet : 0.300 0.513 0.707 [2020-11-13 19:56:55,548][root][INFO] - bed : 0.347 0.728 0.840 [2020-11-13 19:56:55,548][root][INFO] - chair : 0.700 0.880 0.924 [2020-11-13 19:56:55,548][root][INFO] - sofa : 0.408 0.614 0.843 [2020-11-13 19:56:55,548][root][INFO] - table : 0.457 0.672 0.759 [2020-11-13 19:56:55,548][root][INFO] - door : 0.268 0.476 0.581 [2020-11-13 19:56:55,548][root][INFO] - window : 0.238 0.425 0.618 [2020-11-13 19:56:55,548][root][INFO] - bookshelf : 0.215 0.521 0.728 [2020-11-13 19:56:55,548][root][INFO] - picture : 0.201 0.327 0.441 [2020-11-13 19:56:55,548][root][INFO] - counter : 0.114 0.338 0.697 [2020-11-13 19:56:55,548][root][INFO] - desk : 0.122 0.389 0.779 [2020-11-13 19:56:55,548][root][INFO] - curtain : 0.294 0.495 0.608 [2020-11-13 19:56:55,548][root][INFO] - refrigerator : 0.362 0.465 0.560 [2020-11-13 19:56:55,548][root][INFO] - shower curtain : 0.509 0.683 0.741 [2020-11-13 19:56:55,548][root][INFO] - toilet : 0.828 0.999 1.000 [2020-11-13 19:56:55,548][root][INFO] - sink : 0.435 0.717 0.874 [2020-11-13 19:56:55,548][root][INFO] - bathtub : 0.622 0.806 0.871 [2020-11-13 19:56:55,548][root][INFO] - otherfurniture : 0.412 0.558 0.652 [2020-11-13 19:56:55,548][root][INFO] - ---------------------------------------------------------------- [2020-11-13 19:56:55,548][root][INFO] - average : 0.379 0.589 0.734 [2020-11-13 19:56:55,548][root][INFO] - [2020-11-13 19:56:55,701][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 19:56:56,509][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 19:56:56,675][root][INFO] - Current best mIoU: 72.591 at iter 18000 [2020-11-13 19:57:02,019][root][INFO] - ===> Epoch[693](18001/26): Loss -0.8145, Sem 0.0622, dir -0.9809, norm 0.1042, swav 0.0000 LR: 1.258e-02 Score 97.773 Data time: 0.2441, Forward time: 2.3030, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 5.3382 [2020-11-13 19:57:06,971][root][INFO] - ===> Epoch[693](18002/26): Loss -0.8077, Sem 0.0670, dir -0.9781, norm 0.1034, swav 0.0000 LR: 1.257e-02 Score 97.527 Data time: 0.1531, Forward time: 2.3028, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 4.7872 [2020-11-13 19:57:12,819][root][INFO] - ===> Epoch[693](18003/26): Loss -0.7983, Sem 0.0727, dir -0.9787, norm 0.1078, swav 0.0000 LR: 1.257e-02 Score 97.363 Data time: 0.2312, Forward time: 2.3029, Backward time: 3.0759, DDP time: 0.0038, Total iter time: 5.7609 [2020-11-13 19:57:18,154][root][INFO] - ===> Epoch[693](18004/26): Loss -0.8133, Sem 0.0661, dir -0.9819, norm 0.1025, swav 0.0000 LR: 1.256e-02 Score 97.548 Data time: 0.2620, Forward time: 2.3029, Backward time: 3.0758, DDP time: 0.0038, Total iter time: 5.1986 [2020-11-13 19:57:24,276][root][INFO] - ===> Epoch[693](18005/26): Loss -0.8155, Sem 0.0598, dir -0.9782, norm 0.1029, swav 0.0000 LR: 1.255e-02 Score 97.854 Data time: 0.1575, Forward time: 2.3029, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 5.9747 [2020-11-13 19:57:30,476][root][INFO] - ===> Epoch[693](18006/26): Loss -0.8186, Sem 0.0633, dir -0.9820, norm 0.1001, swav 0.0000 LR: 1.255e-02 Score 97.664 Data time: 0.1944, Forward time: 2.3028, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 6.0729 [2020-11-13 19:57:35,683][root][INFO] - ===> Epoch[693](18007/26): Loss -0.7941, Sem 0.0629, dir -0.9759, norm 0.1189, swav 0.0000 LR: 1.254e-02 Score 97.781 Data time: 0.1975, Forward time: 2.3028, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 5.0488 [2020-11-13 19:57:40,870][root][INFO] - ===> Epoch[693](18008/26): Loss -0.8224, Sem 0.0603, dir -0.9803, norm 0.0976, swav 0.0000 LR: 1.254e-02 Score 97.796 Data time: 0.1416, Forward time: 2.3027, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 5.0726 [2020-11-13 19:57:46,251][root][INFO] - ===> Epoch[693](18009/26): Loss -0.7956, Sem 0.0697, dir -0.9776, norm 0.1122, swav 0.0000 LR: 1.253e-02 Score 97.536 Data time: 0.1274, Forward time: 2.3025, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 5.2799 [2020-11-13 19:57:52,052][root][INFO] - ===> Epoch[693](18010/26): Loss -0.8160, Sem 0.0652, dir -0.9808, norm 0.0996, swav 0.0000 LR: 1.253e-02 Score 97.616 Data time: 0.1641, Forward time: 2.3024, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.7326 [2020-11-13 19:57:58,664][root][INFO] - ===> Epoch[693](18011/26): Loss -0.7990, Sem 0.0606, dir -0.9760, norm 0.1164, swav 0.0000 LR: 1.252e-02 Score 97.837 Data time: 0.2044, Forward time: 2.3024, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 6.5079 [2020-11-13 19:58:04,760][root][INFO] - ===> Epoch[693](18012/26): Loss -0.8132, Sem 0.0594, dir -0.9812, norm 0.1086, swav 0.0000 LR: 1.252e-02 Score 97.816 Data time: 0.1620, Forward time: 2.3023, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.9264 [2020-11-13 19:58:11,548][root][INFO] - ===> Epoch[693](18013/26): Loss -0.8035, Sem 0.0588, dir -0.9774, norm 0.1151, swav 0.0000 LR: 1.251e-02 Score 97.939 Data time: 0.2150, Forward time: 2.3023, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 6.6939 [2020-11-13 19:58:17,155][root][INFO] - ===> Epoch[693](18014/26): Loss -0.7983, Sem 0.0742, dir -0.9783, norm 0.1058, swav 0.0000 LR: 1.250e-02 Score 97.330 Data time: 0.1803, Forward time: 2.3023, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.4584 [2020-11-13 19:58:22,672][root][INFO] - ===> Epoch[693](18015/26): Loss -0.8118, Sem 0.0657, dir -0.9802, norm 0.1027, swav 0.0000 LR: 1.250e-02 Score 97.565 Data time: 0.1366, Forward time: 2.3021, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3816 [2020-11-13 19:58:28,024][root][INFO] - ===> Epoch[693](18016/26): Loss -0.8217, Sem 0.0590, dir -0.9800, norm 0.0994, swav 0.0000 LR: 1.249e-02 Score 97.868 Data time: 0.1528, Forward time: 2.3020, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.3112 [2020-11-13 19:58:33,425][root][INFO] - ===> Epoch[693](18017/26): Loss -0.8062, Sem 0.0696, dir -0.9791, norm 0.1033, swav 0.0000 LR: 1.249e-02 Score 97.474 Data time: 0.1936, Forward time: 2.3020, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3089 [2020-11-13 19:58:39,148][root][INFO] - ===> Epoch[693](18018/26): Loss -0.8138, Sem 0.0630, dir -0.9794, norm 0.1025, swav 0.0000 LR: 1.248e-02 Score 97.796 Data time: 0.1613, Forward time: 2.3018, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.5826 [2020-11-13 19:58:44,823][root][INFO] - ===> Epoch[693](18019/26): Loss -0.8250, Sem 0.0615, dir -0.9814, norm 0.0949, swav 0.0000 LR: 1.248e-02 Score 97.768 Data time: 0.1994, Forward time: 2.3019, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.5567 [2020-11-13 19:58:49,494][root][INFO] - ===> Epoch[693](18020/26): Loss -0.8397, Sem 0.0536, dir -0.9843, norm 0.0910, swav 0.0000 LR: 1.247e-02 Score 98.127 Data time: 0.2015, Forward time: 2.3018, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 4.4767 [2020-11-13 19:58:54,828][root][INFO] - ===> Epoch[693](18021/26): Loss -0.8161, Sem 0.0590, dir -0.9790, norm 0.1038, swav 0.0000 LR: 1.246e-02 Score 97.827 Data time: 0.2140, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.1612 [2020-11-13 19:59:00,721][root][INFO] - ===> Epoch[693](18022/26): Loss -0.8090, Sem 0.0622, dir -0.9789, norm 0.1077, swav 0.0000 LR: 1.246e-02 Score 97.826 Data time: 0.2211, Forward time: 2.3019, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.7443 [2020-11-13 19:59:06,549][root][INFO] - ===> Epoch[693](18023/26): Loss -0.8115, Sem 0.0678, dir -0.9808, norm 0.1015, swav 0.0000 LR: 1.245e-02 Score 97.530 Data time: 0.1849, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.6626 [2020-11-13 19:59:12,889][root][INFO] - ===> Epoch[693](18024/26): Loss -0.8338, Sem 0.0537, dir -0.9839, norm 0.0963, swav 0.0000 LR: 1.245e-02 Score 98.057 Data time: 0.1979, Forward time: 2.3017, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.1951 [2020-11-13 19:59:18,046][root][INFO] - ===> Epoch[694](18025/26): Loss -0.8144, Sem 0.0544, dir -0.9815, norm 0.1126, swav 0.0000 LR: 1.244e-02 Score 98.047 Data time: 0.2944, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.0232 [2020-11-13 19:59:24,225][root][INFO] - ===> Epoch[694](18026/26): Loss -0.8092, Sem 0.0678, dir -0.9773, norm 0.1003, swav 0.0000 LR: 1.244e-02 Score 97.575 Data time: 0.2890, Forward time: 2.3020, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 6.0289 [2020-11-13 19:59:29,662][root][INFO] - ===> Epoch[694](18027/26): Loss -0.8076, Sem 0.0665, dir -0.9796, norm 0.1055, swav 0.0000 LR: 1.243e-02 Score 97.650 Data time: 0.1952, Forward time: 2.3019, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.2522 [2020-11-13 19:59:36,062][root][INFO] - ===> Epoch[694](18028/26): Loss -0.8126, Sem 0.0612, dir -0.9799, norm 0.1062, swav 0.0000 LR: 1.242e-02 Score 97.803 Data time: 0.2128, Forward time: 2.3020, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 6.2718 [2020-11-13 19:59:42,653][root][INFO] - ===> Epoch[694](18029/26): Loss -0.7966, Sem 0.0621, dir -0.9777, norm 0.1190, swav 0.0000 LR: 1.242e-02 Score 97.817 Data time: 0.2475, Forward time: 2.3020, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.4001 [2020-11-13 19:59:48,611][root][INFO] - ===> Epoch[694](18030/26): Loss -0.8340, Sem 0.0617, dir -0.9843, norm 0.0886, swav 0.0000 LR: 1.241e-02 Score 97.723 Data time: 0.2046, Forward time: 2.3020, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.7789 [2020-11-13 19:59:54,896][root][INFO] - ===> Epoch[694](18031/26): Loss -0.8084, Sem 0.0660, dir -0.9803, norm 0.1059, swav 0.0000 LR: 1.241e-02 Score 97.630 Data time: 0.2119, Forward time: 2.3020, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.1506 [2020-11-13 20:00:01,058][root][INFO] - ===> Epoch[694](18032/26): Loss -0.8198, Sem 0.0617, dir -0.9800, norm 0.0985, swav 0.0000 LR: 1.240e-02 Score 97.772 Data time: 0.2254, Forward time: 2.3020, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 6.0548 [2020-11-13 20:00:06,364][root][INFO] - ===> Epoch[694](18033/26): Loss -0.8184, Sem 0.0609, dir -0.9795, norm 0.1003, swav 0.0000 LR: 1.240e-02 Score 97.793 Data time: 0.2372, Forward time: 2.3020, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.1630 [2020-11-13 20:00:13,783][root][INFO] - ===> Epoch[694](18034/26): Loss -0.8182, Sem 0.0610, dir -0.9800, norm 0.1008, swav 0.0000 LR: 1.239e-02 Score 97.773 Data time: 0.2820, Forward time: 2.3021, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 7.2534 [2020-11-13 20:00:18,776][root][INFO] - ===> Epoch[694](18035/26): Loss -0.8157, Sem 0.0697, dir -0.9845, norm 0.0991, swav 0.0000 LR: 1.238e-02 Score 97.549 Data time: 0.2049, Forward time: 2.3021, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 4.7963 [2020-11-13 20:00:23,399][root][INFO] - ===> Epoch[694](18036/26): Loss -0.8202, Sem 0.0575, dir -0.9794, norm 0.1016, swav 0.0000 LR: 1.238e-02 Score 97.902 Data time: 0.1992, Forward time: 2.3020, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.4734 [2020-11-13 20:00:28,890][root][INFO] - ===> Epoch[694](18037/26): Loss -0.8088, Sem 0.0592, dir -0.9758, norm 0.1078, swav 0.0000 LR: 1.237e-02 Score 97.911 Data time: 0.1600, Forward time: 2.3019, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.3981 [2020-11-13 20:00:35,946][root][INFO] - ===> Epoch[694](18038/26): Loss -0.8117, Sem 0.0600, dir -0.9808, norm 0.1091, swav 0.0000 LR: 1.237e-02 Score 97.821 Data time: 0.1420, Forward time: 2.3017, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 6.9588 [2020-11-13 20:00:41,115][root][INFO] - ===> Epoch[694](18039/26): Loss -0.8029, Sem 0.0621, dir -0.9784, norm 0.1134, swav 0.0000 LR: 1.236e-02 Score 97.750 Data time: 0.1941, Forward time: 2.3017, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.0727 [2020-11-13 20:00:47,272][root][INFO] - ===> Epoch[694](18040/26): Loss -0.8211, Sem 0.0587, dir -0.9807, norm 0.1009, swav 0.0000 LR: 1.236e-02 Score 97.933 Data time: 0.2498, Forward time: 2.3017, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 5.9991 [2020-11-13 20:00:53,282][root][INFO] - ===> Epoch[694](18041/26): Loss -0.7917, Sem 0.0678, dir -0.9746, norm 0.1151, swav 0.0000 LR: 1.235e-02 Score 97.567 Data time: 0.2504, Forward time: 2.3018, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.8609 [2020-11-13 20:00:58,517][root][INFO] - ===> Epoch[694](18042/26): Loss -0.7955, Sem 0.0688, dir -0.9764, norm 0.1121, swav 0.0000 LR: 1.234e-02 Score 97.506 Data time: 0.2102, Forward time: 2.3018, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.0434 [2020-11-13 20:01:04,523][root][INFO] - ===> Epoch[694](18043/26): Loss -0.8038, Sem 0.0629, dir -0.9803, norm 0.1136, swav 0.0000 LR: 1.234e-02 Score 97.725 Data time: 0.1913, Forward time: 2.3017, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.8745 [2020-11-13 20:01:10,846][root][INFO] - ===> Epoch[694](18044/26): Loss -0.8201, Sem 0.0602, dir -0.9778, norm 0.0975, swav 0.0000 LR: 1.233e-02 Score 97.831 Data time: 0.3042, Forward time: 2.3019, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 6.1973 [2020-11-13 20:01:15,808][root][INFO] - ===> Epoch[694](18045/26): Loss -0.8181, Sem 0.0629, dir -0.9820, norm 0.1010, swav 0.0000 LR: 1.233e-02 Score 97.759 Data time: 0.1790, Forward time: 2.3019, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 4.8136 [2020-11-13 20:01:21,276][root][INFO] - ===> Epoch[694](18046/26): Loss -0.8215, Sem 0.0570, dir -0.9829, norm 0.1043, swav 0.0000 LR: 1.232e-02 Score 97.941 Data time: 0.1702, Forward time: 2.3018, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3198 [2020-11-13 20:01:27,785][root][INFO] - ===> Epoch[694](18047/26): Loss -0.8050, Sem 0.0625, dir -0.9778, norm 0.1102, swav 0.0000 LR: 1.232e-02 Score 97.726 Data time: 0.1885, Forward time: 2.3017, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 6.3504 [2020-11-13 20:01:33,277][root][INFO] - ===> Epoch[694](18048/26): Loss -0.8319, Sem 0.0594, dir -0.9816, norm 0.0903, swav 0.0000 LR: 1.231e-02 Score 97.912 Data time: 0.2247, Forward time: 2.3018, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.3555 [2020-11-13 20:01:39,194][root][INFO] - ===> Epoch[694](18049/26): Loss -0.8101, Sem 0.0606, dir -0.9795, norm 0.1088, swav 0.0000 LR: 1.231e-02 Score 97.784 Data time: 0.1906, Forward time: 2.3017, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.7947 [2020-11-13 20:01:44,631][root][INFO] - ===> Epoch[694](18050/26): Loss -0.7926, Sem 0.0764, dir -0.9765, norm 0.1075, swav 0.0000 LR: 1.230e-02 Score 97.140 Data time: 0.2322, Forward time: 2.3018, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.3033 [2020-11-13 20:01:49,204][root][INFO] - ===> Epoch[695](18051/26): Loss -0.8082, Sem 0.0652, dir -0.9796, norm 0.1063, swav 0.0000 LR: 1.229e-02 Score 97.651 Data time: 0.2135, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.4453 [2020-11-13 20:01:54,888][root][INFO] - ===> Epoch[695](18052/26): Loss -0.8048, Sem 0.0648, dir -0.9829, norm 0.1133, swav 0.0000 LR: 1.229e-02 Score 97.659 Data time: 0.2773, Forward time: 2.3019, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.5593 [2020-11-13 20:02:01,908][root][INFO] - ===> Epoch[695](18053/26): Loss -0.8125, Sem 0.0633, dir -0.9800, norm 0.1042, swav 0.0000 LR: 1.228e-02 Score 97.646 Data time: 0.2496, Forward time: 2.3020, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.8678 [2020-11-13 20:02:07,489][root][INFO] - ===> Epoch[695](18054/26): Loss -0.8224, Sem 0.0587, dir -0.9802, norm 0.0991, swav 0.0000 LR: 1.228e-02 Score 97.828 Data time: 0.2137, Forward time: 2.3021, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.4559 [2020-11-13 20:02:13,446][root][INFO] - ===> Epoch[695](18055/26): Loss -0.8174, Sem 0.0602, dir -0.9810, norm 0.1034, swav 0.0000 LR: 1.227e-02 Score 97.860 Data time: 0.2783, Forward time: 2.3021, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.8119 [2020-11-13 20:02:19,654][root][INFO] - ===> Epoch[695](18056/26): Loss -0.8322, Sem 0.0591, dir -0.9839, norm 0.0926, swav 0.0000 LR: 1.227e-02 Score 97.902 Data time: 0.1975, Forward time: 2.3021, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.0501 [2020-11-13 20:02:25,863][root][INFO] - ===> Epoch[695](18057/26): Loss -0.8086, Sem 0.0648, dir -0.9806, norm 0.1072, swav 0.0000 LR: 1.226e-02 Score 97.600 Data time: 0.2395, Forward time: 2.3021, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.0719 [2020-11-13 20:02:31,853][root][INFO] - ===> Epoch[695](18058/26): Loss -0.8041, Sem 0.0651, dir -0.9813, norm 0.1122, swav 0.0000 LR: 1.225e-02 Score 97.648 Data time: 0.1318, Forward time: 2.3020, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.8592 [2020-11-13 20:02:37,223][root][INFO] - ===> Epoch[695](18059/26): Loss -0.8197, Sem 0.0574, dir -0.9794, norm 0.1023, swav 0.0000 LR: 1.225e-02 Score 97.957 Data time: 0.1838, Forward time: 2.3019, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.2828 [2020-11-13 20:02:42,334][root][INFO] - ===> Epoch[695](18060/26): Loss -0.8184, Sem 0.0581, dir -0.9795, norm 0.1029, swav 0.0000 LR: 1.224e-02 Score 97.950 Data time: 0.1825, Forward time: 2.3019, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 4.9701 [2020-11-13 20:02:48,439][root][INFO] - ===> Epoch[695](18061/26): Loss -0.8012, Sem 0.0634, dir -0.9784, norm 0.1138, swav 0.0000 LR: 1.224e-02 Score 97.742 Data time: 0.1336, Forward time: 2.3017, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.9713 [2020-11-13 20:02:53,506][root][INFO] - ===> Epoch[695](18062/26): Loss -0.8053, Sem 0.0635, dir -0.9779, norm 0.1091, swav 0.0000 LR: 1.223e-02 Score 97.701 Data time: 0.1165, Forward time: 2.3015, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 4.9932 [2020-11-13 20:02:59,428][root][INFO] - ===> Epoch[695](18063/26): Loss -0.8233, Sem 0.0624, dir -0.9828, norm 0.0971, swav 0.0000 LR: 1.223e-02 Score 97.738 Data time: 0.1785, Forward time: 2.3014, Backward time: 3.0772, DDP time: 0.0038, Total iter time: 5.9006 [2020-11-13 20:03:04,442][root][INFO] - ===> Epoch[695](18064/26): Loss -0.8195, Sem 0.0580, dir -0.9818, norm 0.1043, swav 0.0000 LR: 1.222e-02 Score 97.844 Data time: 0.2744, Forward time: 2.3015, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 4.8975 [2020-11-13 20:03:09,906][root][INFO] - ===> Epoch[695](18065/26): Loss -0.8022, Sem 0.0669, dir -0.9793, norm 0.1102, swav 0.0000 LR: 1.221e-02 Score 97.602 Data time: 0.2387, Forward time: 2.3015, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3167 [2020-11-13 20:03:14,752][root][INFO] - ===> Epoch[695](18066/26): Loss -0.8091, Sem 0.0634, dir -0.9796, norm 0.1071, swav 0.0000 LR: 1.221e-02 Score 97.642 Data time: 0.2233, Forward time: 2.3016, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.6820 [2020-11-13 20:03:20,849][root][INFO] - ===> Epoch[695](18067/26): Loss -0.8072, Sem 0.0680, dir -0.9794, norm 0.1043, swav 0.0000 LR: 1.220e-02 Score 97.479 Data time: 0.2061, Forward time: 2.3015, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.9787 [2020-11-13 20:03:27,232][root][INFO] - ===> Epoch[695](18068/26): Loss -0.8215, Sem 0.0576, dir -0.9835, norm 0.1044, swav 0.0000 LR: 1.220e-02 Score 97.948 Data time: 0.1993, Forward time: 2.3015, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.2819 [2020-11-13 20:03:34,109][root][INFO] - ===> Epoch[695](18069/26): Loss -0.8231, Sem 0.0622, dir -0.9830, norm 0.0977, swav 0.0000 LR: 1.219e-02 Score 97.761 Data time: 0.2683, Forward time: 2.3016, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 6.7308 [2020-11-13 20:03:39,895][root][INFO] - ===> Epoch[695](18070/26): Loss -0.8175, Sem 0.0634, dir -0.9806, norm 0.0997, swav 0.0000 LR: 1.219e-02 Score 97.673 Data time: 0.2510, Forward time: 2.3017, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.6370 [2020-11-13 20:03:45,749][root][INFO] - ===> Epoch[695](18071/26): Loss -0.8115, Sem 0.0625, dir -0.9774, norm 0.1034, swav 0.0000 LR: 1.218e-02 Score 97.753 Data time: 0.2223, Forward time: 2.3017, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.6758 [2020-11-13 20:03:51,805][root][INFO] - ===> Epoch[695](18072/26): Loss -0.8197, Sem 0.0588, dir -0.9783, norm 0.0998, swav 0.0000 LR: 1.217e-02 Score 97.881 Data time: 0.2033, Forward time: 2.3018, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.8944 [2020-11-13 20:03:56,601][root][INFO] - ===> Epoch[695](18073/26): Loss -0.8165, Sem 0.0595, dir -0.9801, norm 0.1041, swav 0.0000 LR: 1.217e-02 Score 97.828 Data time: 0.1338, Forward time: 2.3016, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 4.6506 [2020-11-13 20:04:02,313][root][INFO] - ===> Epoch[695](18074/26): Loss -0.7997, Sem 0.0614, dir -0.9742, norm 0.1131, swav 0.0000 LR: 1.216e-02 Score 97.830 Data time: 0.1233, Forward time: 2.3014, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.6243 [2020-11-13 20:04:08,091][root][INFO] - ===> Epoch[695](18075/26): Loss -0.8125, Sem 0.0594, dir -0.9785, norm 0.1065, swav 0.0000 LR: 1.216e-02 Score 97.876 Data time: 0.2064, Forward time: 2.3014, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.7263 [2020-11-13 20:04:12,403][root][INFO] - ===> Epoch[695](18076/26): Loss -0.8013, Sem 0.0643, dir -0.9777, norm 0.1121, swav 0.0000 LR: 1.215e-02 Score 97.694 Data time: 0.1871, Forward time: 2.3013, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 4.1813 [2020-11-13 20:04:18,231][root][INFO] - ===> Epoch[696](18077/26): Loss -0.8171, Sem 0.0629, dir -0.9782, norm 0.0982, swav 0.0000 LR: 1.215e-02 Score 97.727 Data time: 0.2667, Forward time: 2.3014, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.7277 [2020-11-13 20:04:24,450][root][INFO] - ===> Epoch[696](18078/26): Loss -0.8163, Sem 0.0616, dir -0.9782, norm 0.1003, swav 0.0000 LR: 1.214e-02 Score 97.806 Data time: 0.2246, Forward time: 2.3014, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.0711 [2020-11-13 20:04:30,437][root][INFO] - ===> Epoch[696](18079/26): Loss -0.7914, Sem 0.0725, dir -0.9754, norm 0.1116, swav 0.0000 LR: 1.213e-02 Score 97.451 Data time: 0.2965, Forward time: 2.3016, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.8302 [2020-11-13 20:04:36,419][root][INFO] - ===> Epoch[696](18080/26): Loss -0.8169, Sem 0.0661, dir -0.9821, norm 0.0992, swav 0.0000 LR: 1.213e-02 Score 97.565 Data time: 0.2752, Forward time: 2.3017, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.7816 [2020-11-13 20:04:41,507][root][INFO] - ===> Epoch[696](18081/26): Loss -0.8134, Sem 0.0630, dir -0.9799, norm 0.1035, swav 0.0000 LR: 1.212e-02 Score 97.720 Data time: 0.2060, Forward time: 2.3017, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 4.9457 [2020-11-13 20:04:47,002][root][INFO] - ===> Epoch[696](18082/26): Loss -0.8121, Sem 0.0690, dir -0.9793, norm 0.0982, swav 0.0000 LR: 1.212e-02 Score 97.698 Data time: 0.2348, Forward time: 2.3018, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 5.3613 [2020-11-13 20:04:52,523][root][INFO] - ===> Epoch[696](18083/26): Loss -0.8072, Sem 0.0555, dir -0.9762, norm 0.1134, swav 0.0000 LR: 1.211e-02 Score 97.972 Data time: 0.2530, Forward time: 2.3018, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.4181 [2020-11-13 20:04:58,573][root][INFO] - ===> Epoch[696](18084/26): Loss -0.8167, Sem 0.0624, dir -0.9830, norm 0.1039, swav 0.0000 LR: 1.211e-02 Score 97.779 Data time: 0.2749, Forward time: 2.3020, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 5.9114 [2020-11-13 20:05:04,596][root][INFO] - ===> Epoch[696](18085/26): Loss -0.8159, Sem 0.0590, dir -0.9804, norm 0.1055, swav 0.0000 LR: 1.210e-02 Score 97.902 Data time: 0.2035, Forward time: 2.3019, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.8860 [2020-11-13 20:05:10,017][root][INFO] - ===> Epoch[696](18086/26): Loss -0.8308, Sem 0.0580, dir -0.9813, norm 0.0925, swav 0.0000 LR: 1.209e-02 Score 97.871 Data time: 0.2623, Forward time: 2.3020, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 5.2635 [2020-11-13 20:05:15,496][root][INFO] - ===> Epoch[696](18087/26): Loss -0.8098, Sem 0.0624, dir -0.9798, norm 0.1076, swav 0.0000 LR: 1.209e-02 Score 97.782 Data time: 0.2676, Forward time: 2.3021, Backward time: 3.0758, DDP time: 0.0038, Total iter time: 5.3448 [2020-11-13 20:05:21,740][root][INFO] - ===> Epoch[696](18088/26): Loss -0.8038, Sem 0.0708, dir -0.9792, norm 0.1046, swav 0.0000 LR: 1.208e-02 Score 97.398 Data time: 0.2279, Forward time: 2.3022, Backward time: 3.0758, DDP time: 0.0038, Total iter time: 6.0904 [2020-11-13 20:05:27,183][root][INFO] - ===> Epoch[696](18089/26): Loss -0.8154, Sem 0.0604, dir -0.9811, norm 0.1053, swav 0.0000 LR: 1.208e-02 Score 97.820 Data time: 0.2427, Forward time: 2.3023, Backward time: 3.0756, DDP time: 0.0038, Total iter time: 5.2812 [2020-11-13 20:05:34,216][root][INFO] - ===> Epoch[696](18090/26): Loss -0.8251, Sem 0.0560, dir -0.9795, norm 0.0984, swav 0.0000 LR: 1.207e-02 Score 98.026 Data time: 0.2054, Forward time: 2.3023, Backward time: 3.0759, DDP time: 0.0038, Total iter time: 6.8933 [2020-11-13 20:05:41,328][root][INFO] - ===> Epoch[696](18091/26): Loss -0.8150, Sem 0.0629, dir -0.9802, norm 0.1023, swav 0.0000 LR: 1.207e-02 Score 97.719 Data time: 0.3599, Forward time: 2.3026, Backward time: 3.0759, DDP time: 0.0038, Total iter time: 7.0203 [2020-11-13 20:05:47,205][root][INFO] - ===> Epoch[696](18092/26): Loss -0.8036, Sem 0.0623, dir -0.9800, norm 0.1140, swav 0.0000 LR: 1.206e-02 Score 97.756 Data time: 0.2735, Forward time: 2.3028, Backward time: 3.0757, DDP time: 0.0038, Total iter time: 5.6941 [2020-11-13 20:05:53,798][root][INFO] - ===> Epoch[696](18093/26): Loss -0.8117, Sem 0.0666, dir -0.9789, norm 0.1006, swav 0.0000 LR: 1.205e-02 Score 97.559 Data time: 0.2179, Forward time: 2.3028, Backward time: 3.0758, DDP time: 0.0038, Total iter time: 6.4624 [2020-11-13 20:06:00,004][root][INFO] - ===> Epoch[696](18094/26): Loss -0.7925, Sem 0.0690, dir -0.9752, norm 0.1136, swav 0.0000 LR: 1.205e-02 Score 97.538 Data time: 0.2526, Forward time: 2.3029, Backward time: 3.0758, DDP time: 0.0038, Total iter time: 6.0567 [2020-11-13 20:06:07,747][root][INFO] - ===> Epoch[696](18095/26): Loss -0.7756, Sem 0.0718, dir -0.9769, norm 0.1295, swav 0.0000 LR: 1.204e-02 Score 97.427 Data time: 0.1751, Forward time: 2.3028, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 7.5731 [2020-11-13 20:06:13,319][root][INFO] - ===> Epoch[696](18096/26): Loss -0.8046, Sem 0.0673, dir -0.9772, norm 0.1052, swav 0.0000 LR: 1.204e-02 Score 97.631 Data time: 0.2503, Forward time: 2.3029, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 5.4489 [2020-11-13 20:06:19,047][root][INFO] - ===> Epoch[696](18097/26): Loss -0.8114, Sem 0.0667, dir -0.9802, norm 0.1021, swav 0.0000 LR: 1.203e-02 Score 97.566 Data time: 0.1616, Forward time: 2.3028, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.5597 [2020-11-13 20:06:25,514][root][INFO] - ===> Epoch[696](18098/26): Loss -0.8067, Sem 0.0669, dir -0.9790, norm 0.1055, swav 0.0000 LR: 1.203e-02 Score 97.553 Data time: 0.2020, Forward time: 2.3028, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 6.3808 [2020-11-13 20:06:31,316][root][INFO] - ===> Epoch[696](18099/26): Loss -0.8179, Sem 0.0615, dir -0.9816, norm 0.1022, swav 0.0000 LR: 1.202e-02 Score 97.798 Data time: 0.1814, Forward time: 2.3028, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.6818 [2020-11-13 20:06:39,465][root][INFO] - ===> Epoch[696](18100/26): Loss -0.8015, Sem 0.0671, dir -0.9808, norm 0.1122, swav 0.0000 LR: 1.202e-02 Score 97.597 Data time: 0.2439, Forward time: 2.3028, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 8.0040 [2020-11-13 20:06:44,418][root][INFO] - ===> Epoch[696](18101/26): Loss -0.8226, Sem 0.0555, dir -0.9835, norm 0.1053, swav 0.0000 LR: 1.201e-02 Score 98.058 Data time: 0.1735, Forward time: 2.3027, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 4.7974 [2020-11-13 20:06:49,899][root][INFO] - ===> Epoch[696](18102/26): Loss -0.8004, Sem 0.0680, dir -0.9783, norm 0.1099, swav 0.0000 LR: 1.200e-02 Score 97.520 Data time: 0.1753, Forward time: 2.3026, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3784 [2020-11-13 20:06:54,869][root][INFO] - ===> Epoch[697](18103/26): Loss -0.8215, Sem 0.0587, dir -0.9822, norm 0.1021, swav 0.0000 LR: 1.200e-02 Score 97.936 Data time: 0.1760, Forward time: 2.3026, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 4.8585 [2020-11-13 20:06:59,625][root][INFO] - ===> Epoch[697](18104/26): Loss -0.8152, Sem 0.0607, dir -0.9807, norm 0.1048, swav 0.0000 LR: 1.199e-02 Score 97.770 Data time: 0.1742, Forward time: 2.3024, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.6345 [2020-11-13 20:07:04,385][root][INFO] - ===> Epoch[697](18105/26): Loss -0.8089, Sem 0.0676, dir -0.9808, norm 0.1042, swav 0.0000 LR: 1.199e-02 Score 97.548 Data time: 0.1614, Forward time: 2.3023, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 4.7071 [2020-11-13 20:07:09,846][root][INFO] - ===> Epoch[697](18106/26): Loss -0.8033, Sem 0.0661, dir -0.9812, norm 0.1118, swav 0.0000 LR: 1.198e-02 Score 97.636 Data time: 0.2209, Forward time: 2.3024, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.3717 [2020-11-13 20:07:15,592][root][INFO] - ===> Epoch[697](18107/26): Loss -0.8359, Sem 0.0611, dir -0.9836, norm 0.0866, swav 0.0000 LR: 1.198e-02 Score 97.854 Data time: 0.2098, Forward time: 2.3024, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.5785 [2020-11-13 20:07:21,625][root][INFO] - ===> Epoch[697](18108/26): Loss -0.8243, Sem 0.0585, dir -0.9830, norm 0.1002, swav 0.0000 LR: 1.197e-02 Score 97.938 Data time: 0.2127, Forward time: 2.3024, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.9148 [2020-11-13 20:07:28,668][root][INFO] - ===> Epoch[697](18109/26): Loss -0.8172, Sem 0.0604, dir -0.9802, norm 0.1026, swav 0.0000 LR: 1.196e-02 Score 97.776 Data time: 0.2411, Forward time: 2.3025, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.8951 [2020-11-13 20:07:33,632][root][INFO] - ===> Epoch[697](18110/26): Loss -0.7955, Sem 0.0693, dir -0.9758, norm 0.1110, swav 0.0000 LR: 1.196e-02 Score 97.511 Data time: 0.1793, Forward time: 2.3024, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 4.8039 [2020-11-13 20:07:40,227][root][INFO] - ===> Epoch[697](18111/26): Loss -0.8004, Sem 0.0651, dir -0.9776, norm 0.1121, swav 0.0000 LR: 1.195e-02 Score 97.651 Data time: 0.2311, Forward time: 2.3024, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 6.4862 [2020-11-13 20:07:46,272][root][INFO] - ===> Epoch[697](18112/26): Loss -0.8163, Sem 0.0603, dir -0.9787, norm 0.1022, swav 0.0000 LR: 1.195e-02 Score 97.829 Data time: 0.2086, Forward time: 2.3024, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.8636 [2020-11-13 20:07:52,571][root][INFO] - ===> Epoch[697](18113/26): Loss -0.8323, Sem 0.0534, dir -0.9792, norm 0.0935, swav 0.0000 LR: 1.194e-02 Score 98.062 Data time: 0.2080, Forward time: 2.3024, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.1495 [2020-11-13 20:07:56,902][root][INFO] - ===> Epoch[697](18114/26): Loss -0.7849, Sem 0.0730, dir -0.9774, norm 0.1195, swav 0.0000 LR: 1.194e-02 Score 97.359 Data time: 0.1658, Forward time: 2.3024, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.1973 [2020-11-13 20:08:02,077][root][INFO] - ===> Epoch[697](18115/26): Loss -0.8304, Sem 0.0542, dir -0.9799, norm 0.0953, swav 0.0000 LR: 1.193e-02 Score 98.072 Data time: 0.1863, Forward time: 2.3023, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.0476 [2020-11-13 20:08:07,154][root][INFO] - ===> Epoch[697](18116/26): Loss -0.8015, Sem 0.0716, dir -0.9778, norm 0.1047, swav 0.0000 LR: 1.192e-02 Score 97.439 Data time: 0.1731, Forward time: 2.3022, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 4.9400 [2020-11-13 20:08:13,323][root][INFO] - ===> Epoch[697](18117/26): Loss -0.7990, Sem 0.0665, dir -0.9770, norm 0.1115, swav 0.0000 LR: 1.192e-02 Score 97.703 Data time: 0.1557, Forward time: 2.3021, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.0869 [2020-11-13 20:08:18,960][root][INFO] - ===> Epoch[697](18118/26): Loss -0.8169, Sem 0.0591, dir -0.9778, norm 0.1018, swav 0.0000 LR: 1.191e-02 Score 97.889 Data time: 0.1386, Forward time: 2.3020, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.5506 [2020-11-13 20:08:24,843][root][INFO] - ===> Epoch[697](18119/26): Loss -0.8103, Sem 0.0636, dir -0.9814, norm 0.1075, swav 0.0000 LR: 1.191e-02 Score 97.652 Data time: 0.1774, Forward time: 2.3019, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.8127 [2020-11-13 20:08:31,536][root][INFO] - ===> Epoch[697](18120/26): Loss -0.8332, Sem 0.0578, dir -0.9836, norm 0.0926, swav 0.0000 LR: 1.190e-02 Score 97.895 Data time: 0.1368, Forward time: 2.3017, Backward time: 3.0772, DDP time: 0.0038, Total iter time: 6.5772 [2020-11-13 20:08:37,810][root][INFO] - ===> Epoch[697](18121/26): Loss -0.8125, Sem 0.0648, dir -0.9795, norm 0.1022, swav 0.0000 LR: 1.190e-02 Score 97.671 Data time: 0.1699, Forward time: 2.3017, Backward time: 3.0774, DDP time: 0.0038, Total iter time: 6.1975 [2020-11-13 20:08:44,103][root][INFO] - ===> Epoch[697](18122/26): Loss -0.8108, Sem 0.0687, dir -0.9801, norm 0.1006, swav 0.0000 LR: 1.189e-02 Score 97.550 Data time: 0.1706, Forward time: 2.3016, Backward time: 3.0776, DDP time: 0.0038, Total iter time: 6.1669 [2020-11-13 20:08:51,316][root][INFO] - ===> Epoch[697](18123/26): Loss -0.8120, Sem 0.0618, dir -0.9796, norm 0.1058, swav 0.0000 LR: 1.188e-02 Score 97.759 Data time: 0.3952, Forward time: 2.3018, Backward time: 3.0776, DDP time: 0.0038, Total iter time: 7.0720 [2020-11-13 20:08:57,042][root][INFO] - ===> Epoch[697](18124/26): Loss -0.8093, Sem 0.0633, dir -0.9810, norm 0.1083, swav 0.0000 LR: 1.188e-02 Score 97.740 Data time: 0.2275, Forward time: 2.3019, Backward time: 3.0775, DDP time: 0.0038, Total iter time: 5.5566 [2020-11-13 20:09:02,594][root][INFO] - ===> Epoch[697](18125/26): Loss -0.8048, Sem 0.0661, dir -0.9789, norm 0.1080, swav 0.0000 LR: 1.187e-02 Score 97.560 Data time: 0.1951, Forward time: 2.3019, Backward time: 3.0775, DDP time: 0.0038, Total iter time: 5.4239 [2020-11-13 20:09:07,861][root][INFO] - ===> Epoch[697](18126/26): Loss -0.8258, Sem 0.0583, dir -0.9821, norm 0.0980, swav 0.0000 LR: 1.187e-02 Score 97.883 Data time: 0.1824, Forward time: 2.3019, Backward time: 3.0774, DDP time: 0.0038, Total iter time: 5.1279 [2020-11-13 20:09:13,222][root][INFO] - ===> Epoch[697](18127/26): Loss -0.8146, Sem 0.0626, dir -0.9814, norm 0.1042, swav 0.0000 LR: 1.186e-02 Score 97.717 Data time: 0.1646, Forward time: 2.3018, Backward time: 3.0774, DDP time: 0.0038, Total iter time: 5.2325 [2020-11-13 20:09:18,733][root][INFO] - ===> Epoch[697](18128/26): Loss -0.8070, Sem 0.0689, dir -0.9779, norm 0.1021, swav 0.0000 LR: 1.186e-02 Score 97.500 Data time: 0.3007, Forward time: 2.3018, Backward time: 3.0773, DDP time: 0.0038, Total iter time: 5.4095 [2020-11-13 20:09:24,474][root][INFO] - ===> Epoch[698](18129/26): Loss -0.8105, Sem 0.0630, dir -0.9814, norm 0.1080, swav 0.0000 LR: 1.185e-02 Score 97.708 Data time: 0.2617, Forward time: 2.3020, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 5.6218 [2020-11-13 20:09:29,389][root][INFO] - ===> Epoch[698](18130/26): Loss -0.8091, Sem 0.0645, dir -0.9770, norm 0.1033, swav 0.0000 LR: 1.184e-02 Score 97.645 Data time: 0.1518, Forward time: 2.3019, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 4.7523 [2020-11-13 20:09:34,405][root][INFO] - ===> Epoch[698](18131/26): Loss -0.8130, Sem 0.0631, dir -0.9812, norm 0.1050, swav 0.0000 LR: 1.184e-02 Score 97.779 Data time: 0.1774, Forward time: 2.3018, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 4.9418 [2020-11-13 20:09:39,467][root][INFO] - ===> Epoch[698](18132/26): Loss -0.8224, Sem 0.0588, dir -0.9804, norm 0.0992, swav 0.0000 LR: 1.183e-02 Score 97.895 Data time: 0.2547, Forward time: 2.3018, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 4.9636 [2020-11-13 20:09:45,015][root][INFO] - ===> Epoch[698](18133/26): Loss -0.8124, Sem 0.0653, dir -0.9812, norm 0.1035, swav 0.0000 LR: 1.183e-02 Score 97.659 Data time: 0.1731, Forward time: 2.3017, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.3580 [2020-11-13 20:09:50,895][root][INFO] - ===> Epoch[698](18134/26): Loss -0.8032, Sem 0.0602, dir -0.9820, norm 0.1186, swav 0.0000 LR: 1.182e-02 Score 97.840 Data time: 0.2968, Forward time: 2.3018, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.7835 [2020-11-13 20:09:56,434][root][INFO] - ===> Epoch[698](18135/26): Loss -0.8169, Sem 0.0575, dir -0.9787, norm 0.1044, swav 0.0000 LR: 1.182e-02 Score 97.893 Data time: 0.2095, Forward time: 2.3018, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.4160 [2020-11-13 20:10:01,635][root][INFO] - ===> Epoch[698](18136/26): Loss -0.8120, Sem 0.0664, dir -0.9794, norm 0.1010, swav 0.0000 LR: 1.181e-02 Score 97.595 Data time: 0.2488, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.0304 [2020-11-13 20:10:07,390][root][INFO] - ===> Epoch[698](18137/26): Loss -0.8177, Sem 0.0644, dir -0.9817, norm 0.0997, swav 0.0000 LR: 1.180e-02 Score 97.696 Data time: 0.1837, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.5811 [2020-11-13 20:10:11,806][root][INFO] - ===> Epoch[698](18138/26): Loss -0.8169, Sem 0.0611, dir -0.9816, norm 0.1037, swav 0.0000 LR: 1.180e-02 Score 97.751 Data time: 0.1773, Forward time: 2.3017, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 4.2959 [2020-11-13 20:10:18,651][root][INFO] - ===> Epoch[698](18139/26): Loss -0.7797, Sem 0.0685, dir -0.9788, norm 0.1306, swav 0.0000 LR: 1.179e-02 Score 97.538 Data time: 0.2012, Forward time: 2.3017, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 6.7501 [2020-11-13 20:10:24,361][root][INFO] - ===> Epoch[698](18140/26): Loss -0.8124, Sem 0.0652, dir -0.9807, norm 0.1031, swav 0.0000 LR: 1.179e-02 Score 97.659 Data time: 0.2821, Forward time: 2.3018, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.5609 [2020-11-13 20:10:29,411][root][INFO] - ===> Epoch[698](18141/26): Loss -0.8271, Sem 0.0539, dir -0.9812, norm 0.1002, swav 0.0000 LR: 1.178e-02 Score 98.115 Data time: 0.2319, Forward time: 2.3019, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 4.9339 [2020-11-13 20:10:34,126][root][INFO] - ===> Epoch[698](18142/26): Loss -0.8080, Sem 0.0663, dir -0.9802, norm 0.1058, swav 0.0000 LR: 1.178e-02 Score 97.651 Data time: 0.1693, Forward time: 2.3018, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 4.5764 [2020-11-13 20:10:39,839][root][INFO] - ===> Epoch[698](18143/26): Loss -0.8021, Sem 0.0680, dir -0.9760, norm 0.1059, swav 0.0000 LR: 1.177e-02 Score 97.610 Data time: 0.2051, Forward time: 2.3017, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.5907 [2020-11-13 20:10:45,935][root][INFO] - ===> Epoch[698](18144/26): Loss -0.8062, Sem 0.0604, dir -0.9791, norm 0.1125, swav 0.0000 LR: 1.176e-02 Score 97.888 Data time: 0.2491, Forward time: 2.3018, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 5.9493 [2020-11-13 20:10:51,847][root][INFO] - ===> Epoch[698](18145/26): Loss -0.8066, Sem 0.0665, dir -0.9790, norm 0.1059, swav 0.0000 LR: 1.176e-02 Score 97.673 Data time: 0.1960, Forward time: 2.3018, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.7803 [2020-11-13 20:10:56,940][root][INFO] - ===> Epoch[698](18146/26): Loss -0.8021, Sem 0.0674, dir -0.9776, norm 0.1081, swav 0.0000 LR: 1.175e-02 Score 97.559 Data time: 0.1858, Forward time: 2.3017, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 4.9596 [2020-11-13 20:11:03,162][root][INFO] - ===> Epoch[698](18147/26): Loss -0.8249, Sem 0.0579, dir -0.9831, norm 0.1003, swav 0.0000 LR: 1.175e-02 Score 97.889 Data time: 0.2516, Forward time: 2.3019, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 6.1078 [2020-11-13 20:11:09,833][root][INFO] - ===> Epoch[698](18148/26): Loss -0.8093, Sem 0.0694, dir -0.9795, norm 0.1007, swav 0.0000 LR: 1.174e-02 Score 97.479 Data time: 0.2250, Forward time: 2.3019, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 6.4766 [2020-11-13 20:11:18,269][root][INFO] - ===> Epoch[698](18149/26): Loss -0.8186, Sem 0.0605, dir -0.9803, norm 0.1012, swav 0.0000 LR: 1.174e-02 Score 97.790 Data time: 0.2725, Forward time: 2.3019, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 8.2754 [2020-11-13 20:11:23,072][root][INFO] - ===> Epoch[698](18150/26): Loss -0.8025, Sem 0.0640, dir -0.9773, norm 0.1108, swav 0.0000 LR: 1.173e-02 Score 97.685 Data time: 0.1931, Forward time: 2.3019, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 4.6382 [2020-11-13 20:11:28,437][root][INFO] - ===> Epoch[698](18151/26): Loss -0.8003, Sem 0.0684, dir -0.9780, norm 0.1093, swav 0.0000 LR: 1.172e-02 Score 97.617 Data time: 0.2458, Forward time: 2.3019, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.2629 [2020-11-13 20:11:33,369][root][INFO] - ===> Epoch[698](18152/26): Loss -0.8093, Sem 0.0628, dir -0.9783, norm 0.1062, swav 0.0000 LR: 1.172e-02 Score 97.792 Data time: 0.1473, Forward time: 2.3018, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 4.7736 [2020-11-13 20:11:41,212][root][INFO] - ===> Epoch[698](18153/26): Loss -0.8226, Sem 0.0602, dir -0.9824, norm 0.0996, swav 0.0000 LR: 1.171e-02 Score 97.812 Data time: 0.1872, Forward time: 2.3017, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 7.7632 [2020-11-13 20:11:47,003][root][INFO] - ===> Epoch[698](18154/26): Loss -0.8304, Sem 0.0582, dir -0.9830, norm 0.0944, swav 0.0000 LR: 1.171e-02 Score 97.937 Data time: 0.1918, Forward time: 2.3017, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.6679 [2020-11-13 20:11:53,071][root][INFO] - ===> Epoch[699](18155/26): Loss -0.8035, Sem 0.0648, dir -0.9764, norm 0.1081, swav 0.0000 LR: 1.170e-02 Score 97.671 Data time: 0.2869, Forward time: 2.3019, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.9722 [2020-11-13 20:11:57,995][root][INFO] - ===> Epoch[699](18156/26): Loss -0.8090, Sem 0.0674, dir -0.9807, norm 0.1043, swav 0.0000 LR: 1.170e-02 Score 97.588 Data time: 0.2194, Forward time: 2.3018, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 4.7688 [2020-11-13 20:12:03,908][root][INFO] - ===> Epoch[699](18157/26): Loss -0.8062, Sem 0.0648, dir -0.9804, norm 0.1095, swav 0.0000 LR: 1.169e-02 Score 97.707 Data time: 0.2667, Forward time: 2.3019, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.8148 [2020-11-13 20:12:10,446][root][INFO] - ===> Epoch[699](18158/26): Loss -0.8217, Sem 0.0598, dir -0.9805, norm 0.0991, swav 0.0000 LR: 1.168e-02 Score 97.817 Data time: 0.1652, Forward time: 2.3018, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.3800 [2020-11-13 20:12:15,381][root][INFO] - ===> Epoch[699](18159/26): Loss -0.8195, Sem 0.0615, dir -0.9774, norm 0.0963, swav 0.0000 LR: 1.168e-02 Score 97.731 Data time: 0.1796, Forward time: 2.3017, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 4.8154 [2020-11-13 20:12:20,852][root][INFO] - ===> Epoch[699](18160/26): Loss -0.8094, Sem 0.0613, dir -0.9805, norm 0.1098, swav 0.0000 LR: 1.167e-02 Score 97.802 Data time: 0.1961, Forward time: 2.3017, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.3745 [2020-11-13 20:12:26,894][root][INFO] - ===> Epoch[699](18161/26): Loss -0.7984, Sem 0.0690, dir -0.9789, norm 0.1114, swav 0.0000 LR: 1.167e-02 Score 97.529 Data time: 0.2603, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.9246 [2020-11-13 20:12:31,773][root][INFO] - ===> Epoch[699](18162/26): Loss -0.8001, Sem 0.0620, dir -0.9763, norm 0.1142, swav 0.0000 LR: 1.166e-02 Score 97.740 Data time: 0.2474, Forward time: 2.3018, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 4.6797 [2020-11-13 20:12:36,937][root][INFO] - ===> Epoch[699](18163/26): Loss -0.7999, Sem 0.0630, dir -0.9779, norm 0.1150, swav 0.0000 LR: 1.166e-02 Score 97.745 Data time: 0.1922, Forward time: 2.3018, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 5.0410 [2020-11-13 20:12:43,747][root][INFO] - ===> Epoch[699](18164/26): Loss -0.8033, Sem 0.0661, dir -0.9793, norm 0.1099, swav 0.0000 LR: 1.165e-02 Score 97.654 Data time: 0.2074, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.7243 [2020-11-13 20:12:49,712][root][INFO] - ===> Epoch[699](18165/26): Loss -0.8179, Sem 0.0630, dir -0.9803, norm 0.0994, swav 0.0000 LR: 1.164e-02 Score 97.781 Data time: 0.2509, Forward time: 2.3019, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.8144 [2020-11-13 20:12:54,542][root][INFO] - ===> Epoch[699](18166/26): Loss -0.8249, Sem 0.0606, dir -0.9821, norm 0.0966, swav 0.0000 LR: 1.164e-02 Score 97.787 Data time: 0.1936, Forward time: 2.3018, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 4.6761 [2020-11-13 20:13:01,438][root][INFO] - ===> Epoch[699](18167/26): Loss -0.8041, Sem 0.0696, dir -0.9795, norm 0.1058, swav 0.0000 LR: 1.163e-02 Score 97.566 Data time: 0.2177, Forward time: 2.3018, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 6.8063 [2020-11-13 20:13:07,156][root][INFO] - ===> Epoch[699](18168/26): Loss -0.8139, Sem 0.0600, dir -0.9811, norm 0.1072, swav 0.0000 LR: 1.163e-02 Score 97.911 Data time: 0.1853, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.5956 [2020-11-13 20:13:13,283][root][INFO] - ===> Epoch[699](18169/26): Loss -0.8020, Sem 0.0615, dir -0.9801, norm 0.1166, swav 0.0000 LR: 1.162e-02 Score 97.827 Data time: 0.2067, Forward time: 2.3018, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.9811 [2020-11-13 20:13:18,957][root][INFO] - ===> Epoch[699](18170/26): Loss -0.8130, Sem 0.0600, dir -0.9805, norm 0.1074, swav 0.0000 LR: 1.162e-02 Score 97.800 Data time: 0.2522, Forward time: 2.3019, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.5109 [2020-11-13 20:13:24,518][root][INFO] - ===> Epoch[699](18171/26): Loss -0.8087, Sem 0.0630, dir -0.9801, norm 0.1085, swav 0.0000 LR: 1.161e-02 Score 97.752 Data time: 0.1449, Forward time: 2.3017, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.4077 [2020-11-13 20:13:30,503][root][INFO] - ===> Epoch[699](18172/26): Loss -0.8178, Sem 0.0639, dir -0.9803, norm 0.0985, swav 0.0000 LR: 1.160e-02 Score 97.661 Data time: 0.2506, Forward time: 2.3017, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.8577 [2020-11-13 20:13:35,828][root][INFO] - ===> Epoch[699](18173/26): Loss -0.8179, Sem 0.0641, dir -0.9786, norm 0.0966, swav 0.0000 LR: 1.160e-02 Score 97.808 Data time: 0.1742, Forward time: 2.3016, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.1810 [2020-11-13 20:13:41,845][root][INFO] - ===> Epoch[699](18174/26): Loss -0.8084, Sem 0.0684, dir -0.9773, norm 0.1005, swav 0.0000 LR: 1.159e-02 Score 97.514 Data time: 0.1484, Forward time: 2.3015, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.9243 [2020-11-13 20:13:47,488][root][INFO] - ===> Epoch[699](18175/26): Loss -0.8139, Sem 0.0653, dir -0.9807, norm 0.1015, swav 0.0000 LR: 1.159e-02 Score 97.669 Data time: 0.2768, Forward time: 2.3016, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.5629 [2020-11-13 20:13:53,611][root][INFO] - ===> Epoch[699](18176/26): Loss -0.8083, Sem 0.0623, dir -0.9793, norm 0.1087, swav 0.0000 LR: 1.158e-02 Score 97.755 Data time: 0.2731, Forward time: 2.3018, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.9527 [2020-11-13 20:13:59,059][root][INFO] - ===> Epoch[699](18177/26): Loss -0.8111, Sem 0.0689, dir -0.9790, norm 0.0991, swav 0.0000 LR: 1.158e-02 Score 97.497 Data time: 0.1779, Forward time: 2.3017, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.2601 [2020-11-13 20:14:03,588][root][INFO] - ===> Epoch[699](18178/26): Loss -0.8208, Sem 0.0615, dir -0.9818, norm 0.0996, swav 0.0000 LR: 1.157e-02 Score 97.803 Data time: 0.2090, Forward time: 2.3017, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 4.4157 [2020-11-13 20:14:09,961][root][INFO] - ===> Epoch[699](18179/26): Loss -0.8144, Sem 0.0614, dir -0.9803, norm 0.1045, swav 0.0000 LR: 1.156e-02 Score 97.786 Data time: 0.2317, Forward time: 2.3016, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 6.2462 [2020-11-13 20:14:15,960][root][INFO] - ===> Epoch[699](18180/26): Loss -0.8027, Sem 0.0655, dir -0.9802, norm 0.1119, swav 0.0000 LR: 1.156e-02 Score 97.619 Data time: 0.2064, Forward time: 2.3015, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 5.8421 [2020-11-13 20:14:22,141][root][INFO] - ===> Epoch[700](18181/26): Loss -0.8009, Sem 0.0642, dir -0.9763, norm 0.1112, swav 0.0000 LR: 1.155e-02 Score 97.694 Data time: 0.2891, Forward time: 2.3017, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 6.0830 [2020-11-13 20:14:27,396][root][INFO] - ===> Epoch[700](18182/26): Loss -0.8145, Sem 0.0636, dir -0.9802, norm 0.1021, swav 0.0000 LR: 1.155e-02 Score 97.693 Data time: 0.1906, Forward time: 2.3017, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.0936 [2020-11-13 20:14:32,657][root][INFO] - ===> Epoch[700](18183/26): Loss -0.8138, Sem 0.0674, dir -0.9800, norm 0.0989, swav 0.0000 LR: 1.154e-02 Score 97.592 Data time: 0.1948, Forward time: 2.3016, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.1445 [2020-11-13 20:14:38,123][root][INFO] - ===> Epoch[700](18184/26): Loss -0.8232, Sem 0.0623, dir -0.9827, norm 0.0972, swav 0.0000 LR: 1.154e-02 Score 97.738 Data time: 0.2452, Forward time: 2.3017, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 5.3734 [2020-11-13 20:14:44,302][root][INFO] - ===> Epoch[700](18185/26): Loss -0.7990, Sem 0.0644, dir -0.9796, norm 0.1163, swav 0.0000 LR: 1.153e-02 Score 97.671 Data time: 0.2923, Forward time: 2.3018, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 6.0172 [2020-11-13 20:14:49,807][root][INFO] - ===> Epoch[700](18186/26): Loss -0.8070, Sem 0.0612, dir -0.9770, norm 0.1089, swav 0.0000 LR: 1.152e-02 Score 97.806 Data time: 0.2587, Forward time: 2.3019, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 5.3510 [2020-11-13 20:14:56,358][root][INFO] - ===> Epoch[700](18187/26): Loss -0.8192, Sem 0.0627, dir -0.9815, norm 0.0996, swav 0.0000 LR: 1.152e-02 Score 97.701 Data time: 0.2070, Forward time: 2.3020, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 6.4321 [2020-11-13 20:15:01,334][root][INFO] - ===> Epoch[700](18188/26): Loss -0.8092, Sem 0.0676, dir -0.9795, norm 0.1027, swav 0.0000 LR: 1.151e-02 Score 97.675 Data time: 0.1300, Forward time: 2.3018, Backward time: 3.0761, DDP time: 0.0038, Total iter time: 4.8465 [2020-11-13 20:15:06,894][root][INFO] - ===> Epoch[700](18189/26): Loss -0.8025, Sem 0.0623, dir -0.9779, norm 0.1131, swav 0.0000 LR: 1.151e-02 Score 97.795 Data time: 0.1741, Forward time: 2.3017, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.4995 [2020-11-13 20:15:12,931][root][INFO] - ===> Epoch[700](18190/26): Loss -0.8296, Sem 0.0573, dir -0.9841, norm 0.0973, swav 0.0000 LR: 1.150e-02 Score 97.882 Data time: 0.1643, Forward time: 2.3016, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 5.8948 [2020-11-13 20:15:18,198][root][INFO] - ===> Epoch[700](18191/26): Loss -0.8222, Sem 0.0570, dir -0.9782, norm 0.0990, swav 0.0000 LR: 1.150e-02 Score 97.910 Data time: 0.1914, Forward time: 2.3016, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.1661 [2020-11-13 20:15:23,084][root][INFO] - ===> Epoch[700](18192/26): Loss -0.8039, Sem 0.0644, dir -0.9776, norm 0.1093, swav 0.0000 LR: 1.149e-02 Score 97.682 Data time: 0.1937, Forward time: 2.3016, Backward time: 3.0760, DDP time: 0.0038, Total iter time: 4.7155 [2020-11-13 20:15:29,209][root][INFO] - ===> Epoch[700](18193/26): Loss -0.8131, Sem 0.0640, dir -0.9771, norm 0.1000, swav 0.0000 LR: 1.148e-02 Score 97.777 Data time: 0.1905, Forward time: 2.3015, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.9916 [2020-11-13 20:15:35,243][root][INFO] - ===> Epoch[700](18194/26): Loss -0.8141, Sem 0.0640, dir -0.9792, norm 0.1010, swav 0.0000 LR: 1.148e-02 Score 97.653 Data time: 0.2067, Forward time: 2.3015, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.8907 [2020-11-13 20:15:41,264][root][INFO] - ===> Epoch[700](18195/26): Loss -0.8112, Sem 0.0561, dir -0.9811, norm 0.1139, swav 0.0000 LR: 1.147e-02 Score 98.042 Data time: 0.2269, Forward time: 2.3016, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 5.8722 [2020-11-13 20:15:47,583][root][INFO] - ===> Epoch[700](18196/26): Loss -0.8268, Sem 0.0612, dir -0.9806, norm 0.0926, swav 0.0000 LR: 1.147e-02 Score 97.741 Data time: 0.2126, Forward time: 2.3016, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 6.1661 [2020-11-13 20:15:53,020][root][INFO] - ===> Epoch[700](18197/26): Loss -0.8260, Sem 0.0578, dir -0.9815, norm 0.0977, swav 0.0000 LR: 1.146e-02 Score 97.920 Data time: 0.1667, Forward time: 2.3015, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 5.3246 [2020-11-13 20:15:59,767][root][INFO] - ===> Epoch[700](18198/26): Loss -0.8113, Sem 0.0620, dir -0.9793, norm 0.1060, swav 0.0000 LR: 1.146e-02 Score 97.783 Data time: 0.1698, Forward time: 2.3014, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.6403 [2020-11-13 20:16:06,370][root][INFO] - ===> Epoch[700](18199/26): Loss -0.8230, Sem 0.0602, dir -0.9796, norm 0.0963, swav 0.0000 LR: 1.145e-02 Score 97.901 Data time: 0.2001, Forward time: 2.3014, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.5181 [2020-11-13 20:16:11,201][root][INFO] - ===> Epoch[700](18200/26): Loss -0.8184, Sem 0.0628, dir -0.9810, norm 0.0997, swav 0.0000 LR: 1.144e-02 Score 97.772 Data time: 0.1886, Forward time: 2.3014, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.6905 [2020-11-13 20:16:16,630][root][INFO] - ===> Epoch[700](18201/26): Loss -0.8052, Sem 0.0654, dir -0.9797, norm 0.1091, swav 0.0000 LR: 1.144e-02 Score 97.582 Data time: 0.2188, Forward time: 2.3014, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.3286 [2020-11-13 20:16:22,643][root][INFO] - ===> Epoch[700](18202/26): Loss -0.7966, Sem 0.0679, dir -0.9807, norm 0.1162, swav 0.0000 LR: 1.143e-02 Score 97.600 Data time: 0.2260, Forward time: 2.3015, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.8742 [2020-11-13 20:16:29,008][root][INFO] - ===> Epoch[700](18203/26): Loss -0.8012, Sem 0.0699, dir -0.9804, norm 0.1093, swav 0.0000 LR: 1.143e-02 Score 97.496 Data time: 0.1860, Forward time: 2.3014, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 6.1792 [2020-11-13 20:16:35,389][root][INFO] - ===> Epoch[700](18204/26): Loss -0.8051, Sem 0.0661, dir -0.9794, norm 0.1082, swav 0.0000 LR: 1.142e-02 Score 97.629 Data time: 0.2317, Forward time: 2.3015, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 6.3316 [2020-11-13 20:16:42,564][root][INFO] - ===> Epoch[700](18205/26): Loss -0.8043, Sem 0.0584, dir -0.9748, norm 0.1122, swav 0.0000 LR: 1.142e-02 Score 97.879 Data time: 0.2661, Forward time: 2.3016, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 6.9913 [2020-11-13 20:16:49,291][root][INFO] - ===> Epoch[700](18206/26): Loss -0.8221, Sem 0.0596, dir -0.9815, norm 0.0997, swav 0.0000 LR: 1.141e-02 Score 97.866 Data time: 0.2838, Forward time: 2.3017, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 6.5515 [2020-11-13 20:16:55,534][root][INFO] - ===> Epoch[701](18207/26): Loss -0.7987, Sem 0.0713, dir -0.9787, norm 0.1087, swav 0.0000 LR: 1.140e-02 Score 97.397 Data time: 0.2004, Forward time: 2.3017, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 6.0616 [2020-11-13 20:17:00,347][root][INFO] - ===> Epoch[701](18208/26): Loss -0.8160, Sem 0.0600, dir -0.9787, norm 0.1027, swav 0.0000 LR: 1.140e-02 Score 97.852 Data time: 0.1824, Forward time: 2.3016, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 4.7130 [2020-11-13 20:17:06,129][root][INFO] - ===> Epoch[701](18209/26): Loss -0.8206, Sem 0.0625, dir -0.9814, norm 0.0984, swav 0.0000 LR: 1.139e-02 Score 97.733 Data time: 0.1850, Forward time: 2.3015, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.6735 [2020-11-13 20:17:11,723][root][INFO] - ===> Epoch[701](18210/26): Loss -0.8234, Sem 0.0601, dir -0.9812, norm 0.0977, swav 0.0000 LR: 1.139e-02 Score 97.913 Data time: 0.1949, Forward time: 2.3015, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.5020 [2020-11-13 20:17:17,394][root][INFO] - ===> Epoch[701](18211/26): Loss -0.8181, Sem 0.0623, dir -0.9813, norm 0.1009, swav 0.0000 LR: 1.138e-02 Score 97.736 Data time: 0.2216, Forward time: 2.3015, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 5.5646 [2020-11-13 20:17:22,643][root][INFO] - ===> Epoch[701](18212/26): Loss -0.8182, Sem 0.0590, dir -0.9809, norm 0.1038, swav 0.0000 LR: 1.138e-02 Score 97.866 Data time: 0.1925, Forward time: 2.3014, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 5.1349 [2020-11-13 20:17:28,121][root][INFO] - ===> Epoch[701](18213/26): Loss -0.8210, Sem 0.0590, dir -0.9843, norm 0.1042, swav 0.0000 LR: 1.137e-02 Score 97.865 Data time: 0.2545, Forward time: 2.3015, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3250 [2020-11-13 20:17:34,557][root][INFO] - ===> Epoch[701](18214/26): Loss -0.8072, Sem 0.0673, dir -0.9788, norm 0.1042, swav 0.0000 LR: 1.136e-02 Score 97.543 Data time: 0.2992, Forward time: 2.3017, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.2491 [2020-11-13 20:17:40,117][root][INFO] - ===> Epoch[701](18215/26): Loss -0.8278, Sem 0.0578, dir -0.9796, norm 0.0940, swav 0.0000 LR: 1.136e-02 Score 97.908 Data time: 0.1609, Forward time: 2.3016, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.3731 [2020-11-13 20:17:45,686][root][INFO] - ===> Epoch[701](18216/26): Loss -0.7985, Sem 0.0631, dir -0.9778, norm 0.1163, swav 0.0000 LR: 1.135e-02 Score 97.725 Data time: 0.1730, Forward time: 2.3015, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.4721 [2020-11-13 20:17:51,163][root][INFO] - ===> Epoch[701](18217/26): Loss -0.8082, Sem 0.0586, dir -0.9787, norm 0.1118, swav 0.0000 LR: 1.135e-02 Score 97.912 Data time: 0.1963, Forward time: 2.3015, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 5.4339 [2020-11-13 20:17:56,351][root][INFO] - ===> Epoch[701](18218/26): Loss -0.8203, Sem 0.0570, dir -0.9780, norm 0.1007, swav 0.0000 LR: 1.134e-02 Score 98.015 Data time: 0.1930, Forward time: 2.3015, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 5.0729 [2020-11-13 20:18:01,644][root][INFO] - ===> Epoch[701](18219/26): Loss -0.8044, Sem 0.0684, dir -0.9813, norm 0.1085, swav 0.0000 LR: 1.134e-02 Score 97.631 Data time: 0.2211, Forward time: 2.3014, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 5.1420 [2020-11-13 20:18:07,196][root][INFO] - ===> Epoch[701](18220/26): Loss -0.8131, Sem 0.0653, dir -0.9806, norm 0.1022, swav 0.0000 LR: 1.133e-02 Score 97.630 Data time: 0.2818, Forward time: 2.3015, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.4193 [2020-11-13 20:18:12,372][root][INFO] - ===> Epoch[701](18221/26): Loss -0.8188, Sem 0.0591, dir -0.9812, norm 0.1033, swav 0.0000 LR: 1.132e-02 Score 97.842 Data time: 0.2330, Forward time: 2.3014, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.0552 [2020-11-13 20:18:17,013][root][INFO] - ===> Epoch[701](18222/26): Loss -0.8028, Sem 0.0642, dir -0.9758, norm 0.1088, swav 0.0000 LR: 1.132e-02 Score 97.643 Data time: 0.1792, Forward time: 2.3014, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 4.5130 [2020-11-13 20:18:23,043][root][INFO] - ===> Epoch[701](18223/26): Loss -0.7995, Sem 0.0710, dir -0.9790, norm 0.1084, swav 0.0000 LR: 1.131e-02 Score 97.405 Data time: 0.2040, Forward time: 2.3014, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.9504 [2020-11-13 20:18:28,591][root][INFO] - ===> Epoch[701](18224/26): Loss -0.8091, Sem 0.0637, dir -0.9785, norm 0.1057, swav 0.0000 LR: 1.131e-02 Score 97.709 Data time: 0.1505, Forward time: 2.3013, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.3980 [2020-11-13 20:18:34,802][root][INFO] - ===> Epoch[701](18225/26): Loss -0.8031, Sem 0.0748, dir -0.9812, norm 0.1033, swav 0.0000 LR: 1.130e-02 Score 97.284 Data time: 0.1711, Forward time: 2.3012, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.1595 [2020-11-13 20:18:39,272][root][INFO] - ===> Epoch[701](18226/26): Loss -0.8069, Sem 0.0649, dir -0.9785, norm 0.1067, swav 0.0000 LR: 1.130e-02 Score 97.655 Data time: 0.1311, Forward time: 2.3011, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 4.3578 [2020-11-13 20:18:44,871][root][INFO] - ===> Epoch[701](18227/26): Loss -0.8080, Sem 0.0613, dir -0.9784, norm 0.1091, swav 0.0000 LR: 1.129e-02 Score 97.824 Data time: 0.2089, Forward time: 2.3011, Backward time: 3.0765, DDP time: 0.0038, Total iter time: 5.5124 [2020-11-13 20:18:50,289][root][INFO] - ===> Epoch[701](18228/26): Loss -0.8180, Sem 0.0584, dir -0.9774, norm 0.1009, swav 0.0000 LR: 1.128e-02 Score 97.920 Data time: 0.2343, Forward time: 2.3011, Backward time: 3.0763, DDP time: 0.0038, Total iter time: 5.2861 [2020-11-13 20:18:55,315][root][INFO] - ===> Epoch[701](18229/26): Loss -0.8067, Sem 0.0654, dir -0.9800, norm 0.1079, swav 0.0000 LR: 1.128e-02 Score 97.670 Data time: 0.1977, Forward time: 2.3011, Backward time: 3.0762, DDP time: 0.0038, Total iter time: 4.8748 [2020-11-13 20:19:01,126][root][INFO] - ===> Epoch[701](18230/26): Loss -0.8098, Sem 0.0593, dir -0.9782, norm 0.1090, swav 0.0000 LR: 1.127e-02 Score 97.895 Data time: 0.1341, Forward time: 2.3009, Backward time: 3.0764, DDP time: 0.0038, Total iter time: 5.6804 [2020-11-13 20:19:07,577][root][INFO] - ===> Epoch[701](18231/26): Loss -0.7980, Sem 0.0654, dir -0.9782, norm 0.1148, swav 0.0000 LR: 1.127e-02 Score 97.680 Data time: 0.1751, Forward time: 2.3009, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 6.3880 [2020-11-13 20:19:13,727][root][INFO] - ===> Epoch[701](18232/26): Loss -0.8133, Sem 0.0603, dir -0.9812, norm 0.1075, swav 0.0000 LR: 1.126e-02 Score 97.809 Data time: 0.2062, Forward time: 2.3009, Backward time: 3.0767, DDP time: 0.0038, Total iter time: 6.0286 [2020-11-13 20:19:20,056][root][INFO] - ===> Epoch[702](18233/26): Loss -0.8148, Sem 0.0660, dir -0.9798, norm 0.0990, swav 0.0000 LR: 1.125e-02 Score 97.656 Data time: 0.1744, Forward time: 2.3008, Backward time: 3.0769, DDP time: 0.0038, Total iter time: 6.1852 [2020-11-13 20:19:26,872][root][INFO] - ===> Epoch[702](18234/26): Loss -0.8195, Sem 0.0551, dir -0.9777, norm 0.1031, swav 0.0000 LR: 1.125e-02 Score 97.999 Data time: 0.2073, Forward time: 2.3007, Backward time: 3.0772, DDP time: 0.0038, Total iter time: 6.6998 [2020-11-13 20:19:33,248][root][INFO] - ===> Epoch[702](18235/26): Loss -0.8260, Sem 0.0602, dir -0.9807, norm 0.0944, swav 0.0000 LR: 1.124e-02 Score 97.804 Data time: 0.1950, Forward time: 2.3007, Backward time: 3.0773, DDP time: 0.0038, Total iter time: 6.2901 [2020-11-13 20:19:37,865][root][INFO] - ===> Epoch[702](18236/26): Loss -0.8187, Sem 0.0617, dir -0.9829, norm 0.1025, swav 0.0000 LR: 1.124e-02 Score 97.781 Data time: 0.2082, Forward time: 2.3006, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 4.4675 [2020-11-13 20:19:43,864][root][INFO] - ===> Epoch[702](18237/26): Loss -0.8135, Sem 0.0622, dir -0.9813, norm 0.1055, swav 0.0000 LR: 1.123e-02 Score 97.752 Data time: 0.1861, Forward time: 2.3006, Backward time: 3.0772, DDP time: 0.0038, Total iter time: 5.8718 [2020-11-13 20:19:48,580][root][INFO] - ===> Epoch[702](18238/26): Loss -0.8031, Sem 0.0670, dir -0.9784, norm 0.1082, swav 0.0000 LR: 1.123e-02 Score 97.516 Data time: 0.1758, Forward time: 2.3005, Backward time: 3.0770, DDP time: 0.0038, Total iter time: 4.5906 [2020-11-13 20:19:53,181][root][INFO] - ===> Epoch[702](18239/26): Loss -0.8206, Sem 0.0602, dir -0.9788, norm 0.0980, swav 0.0000 LR: 1.122e-02 Score 97.823 Data time: 0.2117, Forward time: 2.3005, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 4.5107 [2020-11-13 20:19:58,084][root][INFO] - ===> Epoch[702](18240/26): Loss -0.8194, Sem 0.0534, dir -0.9774, norm 0.1045, swav 0.0000 LR: 1.121e-02 Score 98.081 Data time: 0.2310, Forward time: 2.3006, Backward time: 3.0766, DDP time: 0.0038, Total iter time: 4.8059 [2020-11-13 20:20:04,330][root][INFO] - ===> Epoch[702](18241/26): Loss -0.7925, Sem 0.0741, dir -0.9794, norm 0.1128, swav 0.0000 LR: 1.121e-02 Score 97.316 Data time: 0.2743, Forward time: 2.3007, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 6.1057 [2020-11-13 20:20:09,789][root][INFO] - ===> Epoch[702](18242/26): Loss -0.7983, Sem 0.0719, dir -0.9785, norm 0.1083, swav 0.0000 LR: 1.120e-02 Score 97.436 Data time: 0.2128, Forward time: 2.3007, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.3014 [2020-11-13 20:20:15,412][root][INFO] - ===> Epoch[702](18243/26): Loss -0.8052, Sem 0.0670, dir -0.9799, norm 0.1078, swav 0.0000 LR: 1.120e-02 Score 97.607 Data time: 0.2468, Forward time: 2.3008, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.4616 [2020-11-13 20:20:21,613][root][INFO] - ===> Epoch[702](18244/26): Loss -0.8132, Sem 0.0630, dir -0.9778, norm 0.1017, swav 0.0000 LR: 1.119e-02 Score 97.718 Data time: 0.2290, Forward time: 2.3008, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.0333 [2020-11-13 20:20:28,223][root][INFO] - ===> Epoch[702](18245/26): Loss -0.8275, Sem 0.0562, dir -0.9843, norm 0.1006, swav 0.0000 LR: 1.119e-02 Score 97.935 Data time: 0.2328, Forward time: 2.3009, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 6.4384 [2020-11-13 20:20:35,175][root][INFO] - ===> Epoch[702](18246/26): Loss -0.7984, Sem 0.0650, dir -0.9777, norm 0.1143, swav 0.0000 LR: 1.118e-02 Score 97.664 Data time: 0.1690, Forward time: 2.3008, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 6.7952 [2020-11-13 20:20:40,599][root][INFO] - ===> Epoch[702](18247/26): Loss -0.8088, Sem 0.0669, dir -0.9793, norm 0.1036, swav 0.0000 LR: 1.117e-02 Score 97.571 Data time: 0.2039, Forward time: 2.3008, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.2831 [2020-11-13 20:20:46,831][root][INFO] - ===> Epoch[702](18248/26): Loss -0.8071, Sem 0.0630, dir -0.9791, norm 0.1089, swav 0.0000 LR: 1.117e-02 Score 97.756 Data time: 0.3062, Forward time: 2.3009, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 6.0869 [2020-11-13 20:20:52,620][root][INFO] - ===> Epoch[702](18249/26): Loss -0.8254, Sem 0.0667, dir -0.9844, norm 0.0923, swav 0.0000 LR: 1.116e-02 Score 97.691 Data time: 0.2710, Forward time: 2.3010, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.6336 [2020-11-13 20:20:58,894][root][INFO] - ===> Epoch[702](18250/26): Loss -0.8186, Sem 0.0559, dir -0.9786, norm 0.1041, swav 0.0000 LR: 1.116e-02 Score 98.013 Data time: 0.2070, Forward time: 2.3010, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 6.1091 [2020-11-13 20:21:04,596][root][INFO] - ===> Epoch[702](18251/26): Loss -0.8011, Sem 0.0789, dir -0.9805, norm 0.1005, swav 0.0000 LR: 1.115e-02 Score 97.338 Data time: 0.2612, Forward time: 2.3011, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.5302 [2020-11-13 20:21:09,349][root][INFO] - ===> Epoch[702](18252/26): Loss -0.8249, Sem 0.0583, dir -0.9814, norm 0.0982, swav 0.0000 LR: 1.115e-02 Score 97.895 Data time: 0.1996, Forward time: 2.3011, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 4.5726 [2020-11-13 20:21:15,516][root][INFO] - ===> Epoch[702](18253/26): Loss -0.8068, Sem 0.0651, dir -0.9787, norm 0.1067, swav 0.0000 LR: 1.114e-02 Score 97.635 Data time: 0.1928, Forward time: 2.3010, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 6.0161 [2020-11-13 20:21:21,171][root][INFO] - ===> Epoch[702](18254/26): Loss -0.8156, Sem 0.0601, dir -0.9781, norm 0.1024, swav 0.0000 LR: 1.113e-02 Score 97.858 Data time: 0.2084, Forward time: 2.3010, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.5456 [2020-11-13 20:21:26,958][root][INFO] - ===> Epoch[702](18255/26): Loss -0.8287, Sem 0.0568, dir -0.9818, norm 0.0962, swav 0.0000 LR: 1.113e-02 Score 97.951 Data time: 0.2601, Forward time: 2.3011, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.6643 [2020-11-13 20:21:33,603][root][INFO] - ===> Epoch[702](18256/26): Loss -0.7945, Sem 0.0679, dir -0.9778, norm 0.1155, swav 0.0000 LR: 1.112e-02 Score 97.567 Data time: 0.2619, Forward time: 2.3013, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.4806 [2020-11-13 20:21:39,981][root][INFO] - ===> Epoch[702](18257/26): Loss -0.8013, Sem 0.0684, dir -0.9788, norm 0.1091, swav 0.0000 LR: 1.112e-02 Score 97.520 Data time: 0.3221, Forward time: 2.3015, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 6.2310 [2020-11-13 20:21:46,262][root][INFO] - ===> Epoch[702](18258/26): Loss -0.7922, Sem 0.0742, dir -0.9777, norm 0.1112, swav 0.0000 LR: 1.111e-02 Score 97.299 Data time: 0.2263, Forward time: 2.3015, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.1369 [2020-11-13 20:21:52,542][root][INFO] - ===> Epoch[703](18259/26): Loss -0.8037, Sem 0.0646, dir -0.9753, norm 0.1070, swav 0.0000 LR: 1.111e-02 Score 97.717 Data time: 0.1803, Forward time: 2.3015, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 6.1220 [2020-11-13 20:21:58,266][root][INFO] - ===> Epoch[703](18260/26): Loss -0.8023, Sem 0.0632, dir -0.9788, norm 0.1133, swav 0.0000 LR: 1.110e-02 Score 97.764 Data time: 0.1680, Forward time: 2.3014, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.6314 [2020-11-13 20:22:03,916][root][INFO] - ===> Epoch[703](18261/26): Loss -0.8137, Sem 0.0668, dir -0.9806, norm 0.1001, swav 0.0000 LR: 1.109e-02 Score 97.622 Data time: 0.2433, Forward time: 2.3014, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.5754 [2020-11-13 20:22:09,070][root][INFO] - ===> Epoch[703](18262/26): Loss -0.8240, Sem 0.0586, dir -0.9825, norm 0.0999, swav 0.0000 LR: 1.109e-02 Score 97.898 Data time: 0.1791, Forward time: 2.3013, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 4.9919 [2020-11-13 20:22:14,571][root][INFO] - ===> Epoch[703](18263/26): Loss -0.8182, Sem 0.0548, dir -0.9812, norm 0.1081, swav 0.0000 LR: 1.108e-02 Score 98.056 Data time: 0.2493, Forward time: 2.3014, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.4243 [2020-11-13 20:22:19,917][root][INFO] - ===> Epoch[703](18264/26): Loss -0.8322, Sem 0.0546, dir -0.9814, norm 0.0946, swav 0.0000 LR: 1.108e-02 Score 98.036 Data time: 0.1620, Forward time: 2.3014, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.1964 [2020-11-13 20:22:25,434][root][INFO] - ===> Epoch[703](18265/26): Loss -0.7986, Sem 0.0683, dir -0.9760, norm 0.1090, swav 0.0000 LR: 1.107e-02 Score 97.543 Data time: 0.1751, Forward time: 2.3013, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.4355 [2020-11-13 20:22:30,726][root][INFO] - ===> Epoch[703](18266/26): Loss -0.8192, Sem 0.0540, dir -0.9809, norm 0.1077, swav 0.0000 LR: 1.107e-02 Score 98.018 Data time: 0.2189, Forward time: 2.3013, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.1880 [2020-11-13 20:22:36,367][root][INFO] - ===> Epoch[703](18267/26): Loss -0.8226, Sem 0.0602, dir -0.9838, norm 0.1011, swav 0.0000 LR: 1.106e-02 Score 97.838 Data time: 0.2435, Forward time: 2.3013, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.5285 [2020-11-13 20:22:41,028][root][INFO] - ===> Epoch[703](18268/26): Loss -0.8094, Sem 0.0656, dir -0.9799, norm 0.1049, swav 0.0000 LR: 1.105e-02 Score 97.662 Data time: 0.1771, Forward time: 2.3012, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 4.5229 [2020-11-13 20:22:47,896][root][INFO] - ===> Epoch[703](18269/26): Loss -0.7917, Sem 0.0724, dir -0.9795, norm 0.1154, swav 0.0000 LR: 1.105e-02 Score 97.410 Data time: 0.2568, Forward time: 2.3011, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.8028 [2020-11-13 20:22:53,313][root][INFO] - ===> Epoch[703](18270/26): Loss -0.8081, Sem 0.0694, dir -0.9807, norm 0.1031, swav 0.0000 LR: 1.104e-02 Score 97.431 Data time: 0.2532, Forward time: 2.3012, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.2627 [2020-11-13 20:22:59,164][root][INFO] - ===> Epoch[703](18271/26): Loss -0.8136, Sem 0.0677, dir -0.9833, norm 0.1020, swav 0.0000 LR: 1.104e-02 Score 97.521 Data time: 0.1717, Forward time: 2.3011, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.6871 [2020-11-13 20:23:04,984][root][INFO] - ===> Epoch[703](18272/26): Loss -0.8038, Sem 0.0699, dir -0.9783, norm 0.1046, swav 0.0000 LR: 1.103e-02 Score 97.403 Data time: 0.1965, Forward time: 2.3011, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.7518 [2020-11-13 20:23:09,533][root][INFO] - ===> Epoch[703](18273/26): Loss -0.8146, Sem 0.0604, dir -0.9796, norm 0.1046, swav 0.0000 LR: 1.103e-02 Score 97.799 Data time: 0.1715, Forward time: 2.3011, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 4.4281 [2020-11-13 20:23:14,837][root][INFO] - ===> Epoch[703](18274/26): Loss -0.8167, Sem 0.0603, dir -0.9821, norm 0.1051, swav 0.0000 LR: 1.102e-02 Score 97.779 Data time: 0.2084, Forward time: 2.3011, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.1994 [2020-11-13 20:23:20,157][root][INFO] - ===> Epoch[703](18275/26): Loss -0.8218, Sem 0.0610, dir -0.9799, norm 0.0972, swav 0.0000 LR: 1.101e-02 Score 97.815 Data time: 0.1900, Forward time: 2.3010, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.1943 [2020-11-13 20:23:25,859][root][INFO] - ===> Epoch[703](18276/26): Loss -0.8119, Sem 0.0633, dir -0.9766, norm 0.1014, swav 0.0000 LR: 1.101e-02 Score 97.687 Data time: 0.2431, Forward time: 2.3011, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.5867 [2020-11-13 20:23:32,499][root][INFO] - ===> Epoch[703](18277/26): Loss -0.7999, Sem 0.0657, dir -0.9792, norm 0.1136, swav 0.0000 LR: 1.100e-02 Score 97.731 Data time: 0.1883, Forward time: 2.3010, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 6.4562 [2020-11-13 20:23:37,331][root][INFO] - ===> Epoch[703](18278/26): Loss -0.8304, Sem 0.0584, dir -0.9824, norm 0.0936, swav 0.0000 LR: 1.100e-02 Score 97.865 Data time: 0.1453, Forward time: 2.3009, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 4.7311 [2020-11-13 20:23:43,296][root][INFO] - ===> Epoch[703](18279/26): Loss -0.8058, Sem 0.0605, dir -0.9812, norm 0.1149, swav 0.0000 LR: 1.099e-02 Score 97.840 Data time: 0.2266, Forward time: 2.3009, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 5.8869 [2020-11-13 20:23:49,131][root][INFO] - ===> Epoch[703](18280/26): Loss -0.8415, Sem 0.0503, dir -0.9835, norm 0.0917, swav 0.0000 LR: 1.099e-02 Score 98.212 Data time: 0.2319, Forward time: 2.3009, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 5.6874 [2020-11-13 20:23:54,139][root][INFO] - ===> Epoch[703](18281/26): Loss -0.8011, Sem 0.0641, dir -0.9786, norm 0.1134, swav 0.0000 LR: 1.098e-02 Score 97.758 Data time: 0.2024, Forward time: 2.3009, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 4.9013 [2020-11-13 20:24:00,434][root][INFO] - ===> Epoch[703](18282/26): Loss -0.8174, Sem 0.0646, dir -0.9798, norm 0.0977, swav 0.0000 LR: 1.097e-02 Score 97.623 Data time: 0.3010, Forward time: 2.3011, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 6.1236 [2020-11-13 20:24:05,339][root][INFO] - ===> Epoch[703](18283/26): Loss -0.8149, Sem 0.0622, dir -0.9797, norm 0.1026, swav 0.0000 LR: 1.097e-02 Score 97.788 Data time: 0.1553, Forward time: 2.3010, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 4.7298 [2020-11-13 20:24:11,236][root][INFO] - ===> Epoch[703](18284/26): Loss -0.8190, Sem 0.0621, dir -0.9828, norm 0.1017, swav 0.0000 LR: 1.096e-02 Score 97.814 Data time: 0.1795, Forward time: 2.3009, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.7815 [2020-11-13 20:24:17,028][root][INFO] - ===> Epoch[704](18285/26): Loss -0.7976, Sem 0.0612, dir -0.9781, norm 0.1194, swav 0.0000 LR: 1.096e-02 Score 97.809 Data time: 0.1663, Forward time: 2.3008, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.6888 [2020-11-13 20:24:21,470][root][INFO] - ===> Epoch[704](18286/26): Loss -0.8019, Sem 0.0641, dir -0.9783, norm 0.1123, swav 0.0000 LR: 1.095e-02 Score 97.675 Data time: 0.1469, Forward time: 2.3007, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 4.3473 [2020-11-13 20:24:26,103][root][INFO] - ===> Epoch[704](18287/26): Loss -0.8133, Sem 0.0629, dir -0.9795, norm 0.1032, swav 0.0000 LR: 1.094e-02 Score 97.712 Data time: 0.1848, Forward time: 2.3006, Backward time: 3.0756, DDP time: 0.0039, Total iter time: 4.5690 [2020-11-13 20:24:31,401][root][INFO] - ===> Epoch[704](18288/26): Loss -0.8197, Sem 0.0599, dir -0.9816, norm 0.1020, swav 0.0000 LR: 1.094e-02 Score 97.832 Data time: 0.1394, Forward time: 2.3005, Backward time: 3.0756, DDP time: 0.0039, Total iter time: 5.1793 [2020-11-13 20:24:36,991][root][INFO] - ===> Epoch[704](18289/26): Loss -0.8111, Sem 0.0618, dir -0.9794, norm 0.1066, swav 0.0000 LR: 1.093e-02 Score 97.828 Data time: 0.1877, Forward time: 2.3004, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.5341 [2020-11-13 20:24:42,004][root][INFO] - ===> Epoch[704](18290/26): Loss -0.8238, Sem 0.0598, dir -0.9820, norm 0.0984, swav 0.0000 LR: 1.093e-02 Score 97.853 Data time: 0.2340, Forward time: 2.3004, Backward time: 3.0755, DDP time: 0.0039, Total iter time: 4.8843 [2020-11-13 20:24:49,392][root][INFO] - ===> Epoch[704](18291/26): Loss -0.8064, Sem 0.0638, dir -0.9753, norm 0.1051, swav 0.0000 LR: 1.092e-02 Score 97.710 Data time: 0.2397, Forward time: 2.3005, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 7.2537 [2020-11-13 20:24:56,261][root][INFO] - ===> Epoch[704](18292/26): Loss -0.8072, Sem 0.0628, dir -0.9789, norm 0.1089, swav 0.0000 LR: 1.092e-02 Score 97.735 Data time: 0.2274, Forward time: 2.3005, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 6.7053 [2020-11-13 20:25:02,424][root][INFO] - ===> Epoch[704](18293/26): Loss -0.8258, Sem 0.0556, dir -0.9806, norm 0.0992, swav 0.0000 LR: 1.091e-02 Score 98.031 Data time: 0.2913, Forward time: 2.3007, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 6.0159 [2020-11-13 20:25:08,474][root][INFO] - ===> Epoch[704](18294/26): Loss -0.8217, Sem 0.0660, dir -0.9817, norm 0.0940, swav 0.0000 LR: 1.090e-02 Score 97.585 Data time: 0.1865, Forward time: 2.3006, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.8709 [2020-11-13 20:25:13,732][root][INFO] - ===> Epoch[704](18295/26): Loss -0.8065, Sem 0.0695, dir -0.9816, norm 0.1055, swav 0.0000 LR: 1.090e-02 Score 97.451 Data time: 0.1676, Forward time: 2.3005, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.1149 [2020-11-13 20:25:19,505][root][INFO] - ===> Epoch[704](18296/26): Loss -0.8149, Sem 0.0598, dir -0.9800, norm 0.1053, swav 0.0000 LR: 1.089e-02 Score 97.906 Data time: 0.2699, Forward time: 2.3007, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.6938 [2020-11-13 20:25:25,145][root][INFO] - ===> Epoch[704](18297/26): Loss -0.8077, Sem 0.0610, dir -0.9749, norm 0.1062, swav 0.0000 LR: 1.089e-02 Score 97.799 Data time: 0.2256, Forward time: 2.3007, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.4830 [2020-11-13 20:25:30,153][root][INFO] - ===> Epoch[704](18298/26): Loss -0.8164, Sem 0.0688, dir -0.9800, norm 0.0949, swav 0.0000 LR: 1.088e-02 Score 97.506 Data time: 0.2040, Forward time: 2.3007, Backward time: 3.0756, DDP time: 0.0039, Total iter time: 4.9031 [2020-11-13 20:25:36,009][root][INFO] - ===> Epoch[704](18299/26): Loss -0.8097, Sem 0.0684, dir -0.9813, norm 0.1032, swav 0.0000 LR: 1.088e-02 Score 97.581 Data time: 0.1343, Forward time: 2.3005, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.7393 [2020-11-13 20:25:41,455][root][INFO] - ===> Epoch[704](18300/26): Loss -0.7922, Sem 0.0678, dir -0.9757, norm 0.1157, swav 0.0000 LR: 1.087e-02 Score 97.564 Data time: 0.1846, Forward time: 2.3004, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.3721 [2020-11-13 20:25:48,025][root][INFO] - ===> Epoch[704](18301/26): Loss -0.8140, Sem 0.0617, dir -0.9807, norm 0.1050, swav 0.0000 LR: 1.086e-02 Score 97.777 Data time: 0.2881, Forward time: 2.3006, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 6.4566 [2020-11-13 20:25:53,674][root][INFO] - ===> Epoch[704](18302/26): Loss -0.8195, Sem 0.0576, dir -0.9824, norm 0.1053, swav 0.0000 LR: 1.086e-02 Score 97.891 Data time: 0.2538, Forward time: 2.3008, Backward time: 3.0756, DDP time: 0.0039, Total iter time: 5.4892 [2020-11-13 20:25:59,738][root][INFO] - ===> Epoch[704](18303/26): Loss -0.8206, Sem 0.0583, dir -0.9823, norm 0.1034, swav 0.0000 LR: 1.085e-02 Score 97.940 Data time: 0.2191, Forward time: 2.3007, Backward time: 3.0756, DDP time: 0.0039, Total iter time: 5.9326 [2020-11-13 20:26:06,736][root][INFO] - ===> Epoch[704](18304/26): Loss -0.7844, Sem 0.0665, dir -0.9778, norm 0.1269, swav 0.0000 LR: 1.085e-02 Score 97.576 Data time: 0.2172, Forward time: 2.3008, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 6.8878 [2020-11-13 20:26:13,768][root][INFO] - ===> Epoch[704](18305/26): Loss -0.8165, Sem 0.0632, dir -0.9791, norm 0.0993, swav 0.0000 LR: 1.084e-02 Score 97.706 Data time: 0.2308, Forward time: 2.3008, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 6.8341 [2020-11-13 20:26:19,657][root][INFO] - ===> Epoch[704](18306/26): Loss -0.8018, Sem 0.0682, dir -0.9776, norm 0.1077, swav 0.0000 LR: 1.084e-02 Score 97.523 Data time: 0.1881, Forward time: 2.3008, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.7379 [2020-11-13 20:26:24,488][root][INFO] - ===> Epoch[704](18307/26): Loss -0.8204, Sem 0.0604, dir -0.9809, norm 0.1001, swav 0.0000 LR: 1.083e-02 Score 97.791 Data time: 0.1925, Forward time: 2.3007, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 4.6934 [2020-11-13 20:26:30,335][root][INFO] - ===> Epoch[704](18308/26): Loss -0.8089, Sem 0.0633, dir -0.9786, norm 0.1065, swav 0.0000 LR: 1.082e-02 Score 97.726 Data time: 0.1633, Forward time: 2.3006, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.7492 [2020-11-13 20:26:35,648][root][INFO] - ===> Epoch[704](18309/26): Loss -0.8116, Sem 0.0643, dir -0.9803, norm 0.1044, swav 0.0000 LR: 1.082e-02 Score 97.748 Data time: 0.2406, Forward time: 2.3007, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.2141 [2020-11-13 20:26:42,482][root][INFO] - ===> Epoch[704](18310/26): Loss -0.8296, Sem 0.0520, dir -0.9800, norm 0.0984, swav 0.0000 LR: 1.081e-02 Score 98.145 Data time: 0.2707, Forward time: 2.3008, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 6.6854 [2020-11-13 20:26:48,098][root][INFO] - ===> Epoch[705](18311/26): Loss -0.7951, Sem 0.0671, dir -0.9781, norm 0.1159, swav 0.0000 LR: 1.081e-02 Score 97.498 Data time: 0.2621, Forward time: 2.3009, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.4619 [2020-11-13 20:26:54,312][root][INFO] - ===> Epoch[705](18312/26): Loss -0.8025, Sem 0.0679, dir -0.9803, norm 0.1099, swav 0.0000 LR: 1.080e-02 Score 97.587 Data time: 0.1259, Forward time: 2.3008, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 6.0700 [2020-11-13 20:27:00,363][root][INFO] - ===> Epoch[705](18313/26): Loss -0.8080, Sem 0.0679, dir -0.9806, norm 0.1047, swav 0.0000 LR: 1.080e-02 Score 97.551 Data time: 0.2166, Forward time: 2.3008, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 6.0037 [2020-11-13 20:27:06,650][root][INFO] - ===> Epoch[705](18314/26): Loss -0.8024, Sem 0.0678, dir -0.9771, norm 0.1070, swav 0.0000 LR: 1.079e-02 Score 97.518 Data time: 0.2188, Forward time: 2.3008, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.1561 [2020-11-13 20:27:12,764][root][INFO] - ===> Epoch[705](18315/26): Loss -0.8015, Sem 0.0622, dir -0.9766, norm 0.1128, swav 0.0000 LR: 1.078e-02 Score 97.809 Data time: 0.2218, Forward time: 2.3008, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.9741 [2020-11-13 20:27:18,487][root][INFO] - ===> Epoch[705](18316/26): Loss -0.8238, Sem 0.0566, dir -0.9795, norm 0.0991, swav 0.0000 LR: 1.078e-02 Score 97.982 Data time: 0.1927, Forward time: 2.3008, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.5621 [2020-11-13 20:27:24,452][root][INFO] - ===> Epoch[705](18317/26): Loss -0.8197, Sem 0.0588, dir -0.9815, norm 0.1030, swav 0.0000 LR: 1.077e-02 Score 97.884 Data time: 0.1695, Forward time: 2.3007, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.8687 [2020-11-13 20:27:29,862][root][INFO] - ===> Epoch[705](18318/26): Loss -0.8136, Sem 0.0675, dir -0.9807, norm 0.0996, swav 0.0000 LR: 1.077e-02 Score 97.591 Data time: 0.2290, Forward time: 2.3007, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.2906 [2020-11-13 20:27:34,791][root][INFO] - ===> Epoch[705](18319/26): Loss -0.8205, Sem 0.0591, dir -0.9835, norm 0.1039, swav 0.0000 LR: 1.076e-02 Score 97.880 Data time: 0.1821, Forward time: 2.3007, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 4.7858 [2020-11-13 20:27:41,012][root][INFO] - ===> Epoch[705](18320/26): Loss -0.7973, Sem 0.0663, dir -0.9783, norm 0.1146, swav 0.0000 LR: 1.075e-02 Score 97.652 Data time: 0.2044, Forward time: 2.3007, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.1212 [2020-11-13 20:27:46,307][root][INFO] - ===> Epoch[705](18321/26): Loss -0.8294, Sem 0.0576, dir -0.9793, norm 0.0923, swav 0.0000 LR: 1.075e-02 Score 97.947 Data time: 0.2392, Forward time: 2.3007, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.1677 [2020-11-13 20:27:53,107][root][INFO] - ===> Epoch[705](18322/26): Loss -0.7975, Sem 0.0658, dir -0.9788, norm 0.1156, swav 0.0000 LR: 1.074e-02 Score 97.662 Data time: 0.1205, Forward time: 2.3005, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 6.6487 [2020-11-13 20:27:58,150][root][INFO] - ===> Epoch[705](18323/26): Loss -0.8183, Sem 0.0559, dir -0.9794, norm 0.1051, swav 0.0000 LR: 1.074e-02 Score 98.018 Data time: 0.1600, Forward time: 2.3004, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 4.9991 [2020-11-13 20:28:04,248][root][INFO] - ===> Epoch[705](18324/26): Loss -0.8194, Sem 0.0588, dir -0.9794, norm 0.1013, swav 0.0000 LR: 1.073e-02 Score 97.892 Data time: 0.1530, Forward time: 2.3003, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.9996 [2020-11-13 20:28:11,835][root][INFO] - ===> Epoch[705](18325/26): Loss -0.8191, Sem 0.0616, dir -0.9804, norm 0.0997, swav 0.0000 LR: 1.073e-02 Score 97.778 Data time: 0.1809, Forward time: 2.3003, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 7.4954 [2020-11-13 20:28:17,146][root][INFO] - ===> Epoch[705](18326/26): Loss -0.8195, Sem 0.0632, dir -0.9820, norm 0.0992, swav 0.0000 LR: 1.072e-02 Score 97.671 Data time: 0.2589, Forward time: 2.3003, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.1736 [2020-11-13 20:28:22,852][root][INFO] - ===> Epoch[705](18327/26): Loss -0.8272, Sem 0.0571, dir -0.9794, norm 0.0951, swav 0.0000 LR: 1.071e-02 Score 97.981 Data time: 0.1825, Forward time: 2.3002, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.5492 [2020-11-13 20:28:28,778][root][INFO] - ===> Epoch[705](18328/26): Loss -0.8163, Sem 0.0622, dir -0.9818, norm 0.1032, swav 0.0000 LR: 1.071e-02 Score 97.794 Data time: 0.2319, Forward time: 2.3003, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.8072 [2020-11-13 20:28:34,692][root][INFO] - ===> Epoch[705](18329/26): Loss -0.8208, Sem 0.0571, dir -0.9794, norm 0.1014, swav 0.0000 LR: 1.070e-02 Score 97.972 Data time: 0.2770, Forward time: 2.3004, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.7428 [2020-11-13 20:28:39,558][root][INFO] - ===> Epoch[705](18330/26): Loss -0.8072, Sem 0.0662, dir -0.9795, norm 0.1061, swav 0.0000 LR: 1.070e-02 Score 97.606 Data time: 0.2220, Forward time: 2.3005, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 4.7335 [2020-11-13 20:28:45,074][root][INFO] - ===> Epoch[705](18331/26): Loss -0.8111, Sem 0.0640, dir -0.9803, norm 0.1053, swav 0.0000 LR: 1.069e-02 Score 97.713 Data time: 0.1759, Forward time: 2.3004, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.3720 [2020-11-13 20:28:50,663][root][INFO] - ===> Epoch[705](18332/26): Loss -0.8215, Sem 0.0615, dir -0.9824, norm 0.0994, swav 0.0000 LR: 1.069e-02 Score 97.759 Data time: 0.1666, Forward time: 2.3004, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.4758 [2020-11-13 20:28:56,306][root][INFO] - ===> Epoch[705](18333/26): Loss -0.8265, Sem 0.0616, dir -0.9825, norm 0.0944, swav 0.0000 LR: 1.068e-02 Score 97.745 Data time: 0.1939, Forward time: 2.3003, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.5476 [2020-11-13 20:29:01,628][root][INFO] - ===> Epoch[705](18334/26): Loss -0.8217, Sem 0.0578, dir -0.9807, norm 0.1011, swav 0.0000 LR: 1.067e-02 Score 97.926 Data time: 0.1323, Forward time: 2.3002, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.1805 [2020-11-13 20:29:08,661][root][INFO] - ===> Epoch[705](18335/26): Loss -0.7987, Sem 0.0756, dir -0.9818, norm 0.1074, swav 0.0000 LR: 1.067e-02 Score 97.447 Data time: 0.2848, Forward time: 2.3003, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 6.9840 [2020-11-13 20:29:14,548][root][INFO] - ===> Epoch[705](18336/26): Loss -0.8078, Sem 0.0637, dir -0.9795, norm 0.1080, swav 0.0000 LR: 1.066e-02 Score 97.657 Data time: 0.2007, Forward time: 2.3003, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.7274 [2020-11-13 20:29:20,016][root][INFO] - ===> Epoch[706](18337/26): Loss -0.8230, Sem 0.0615, dir -0.9816, norm 0.0970, swav 0.0000 LR: 1.066e-02 Score 97.770 Data time: 0.1838, Forward time: 2.3003, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.3072 [2020-11-13 20:29:25,328][root][INFO] - ===> Epoch[706](18338/26): Loss -0.8369, Sem 0.0542, dir -0.9821, norm 0.0910, swav 0.0000 LR: 1.065e-02 Score 98.053 Data time: 0.1815, Forward time: 2.3002, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.2469 [2020-11-13 20:29:30,797][root][INFO] - ===> Epoch[706](18339/26): Loss -0.8242, Sem 0.0624, dir -0.9829, norm 0.0963, swav 0.0000 LR: 1.065e-02 Score 97.764 Data time: 0.1399, Forward time: 2.3001, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.3224 [2020-11-13 20:29:37,905][root][INFO] - ===> Epoch[706](18340/26): Loss -0.8168, Sem 0.0605, dir -0.9801, norm 0.1027, swav 0.0000 LR: 1.064e-02 Score 97.777 Data time: 0.1632, Forward time: 2.3000, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 7.0266 [2020-11-13 20:29:43,040][root][INFO] - ===> Epoch[706](18341/26): Loss -0.8136, Sem 0.0627, dir -0.9806, norm 0.1043, swav 0.0000 LR: 1.063e-02 Score 97.767 Data time: 0.1871, Forward time: 2.2999, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.0294 [2020-11-13 20:29:48,182][root][INFO] - ===> Epoch[706](18342/26): Loss -0.7917, Sem 0.0592, dir -0.9737, norm 0.1228, swav 0.0000 LR: 1.063e-02 Score 97.926 Data time: 0.2339, Forward time: 2.3000, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.0013 [2020-11-13 20:29:53,779][root][INFO] - ===> Epoch[706](18343/26): Loss -0.8182, Sem 0.0617, dir -0.9811, norm 0.1012, swav 0.0000 LR: 1.062e-02 Score 97.810 Data time: 0.2886, Forward time: 2.3000, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.4722 [2020-11-13 20:29:59,084][root][INFO] - ===> Epoch[706](18344/26): Loss -0.7958, Sem 0.0662, dir -0.9803, norm 0.1183, swav 0.0000 LR: 1.062e-02 Score 97.577 Data time: 0.2569, Forward time: 2.3001, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.1479 [2020-11-13 20:30:03,818][root][INFO] - ===> Epoch[706](18345/26): Loss -0.8149, Sem 0.0622, dir -0.9797, norm 0.1025, swav 0.0000 LR: 1.061e-02 Score 97.747 Data time: 0.2235, Forward time: 2.3001, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 4.5921 [2020-11-13 20:30:09,317][root][INFO] - ===> Epoch[706](18346/26): Loss -0.8135, Sem 0.0643, dir -0.9772, norm 0.0994, swav 0.0000 LR: 1.060e-02 Score 97.674 Data time: 0.2084, Forward time: 2.3001, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.3869 [2020-11-13 20:30:13,850][root][INFO] - ===> Epoch[706](18347/26): Loss -0.8298, Sem 0.0559, dir -0.9836, norm 0.0979, swav 0.0000 LR: 1.060e-02 Score 98.020 Data time: 0.1709, Forward time: 2.3001, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 4.3756 [2020-11-13 20:30:18,172][root][INFO] - ===> Epoch[706](18348/26): Loss -0.8049, Sem 0.0690, dir -0.9778, norm 0.1039, swav 0.0000 LR: 1.059e-02 Score 97.575 Data time: 0.1962, Forward time: 2.3001, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 4.1977 [2020-11-13 20:30:24,257][root][INFO] - ===> Epoch[706](18349/26): Loss -0.8185, Sem 0.0632, dir -0.9804, norm 0.0987, swav 0.0000 LR: 1.059e-02 Score 97.695 Data time: 0.2452, Forward time: 2.3002, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 5.9122 [2020-11-13 20:30:29,363][root][INFO] - ===> Epoch[706](18350/26): Loss -0.8110, Sem 0.0658, dir -0.9787, norm 0.1019, swav 0.0000 LR: 1.058e-02 Score 97.604 Data time: 0.1986, Forward time: 2.3001, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 4.9389 [2020-11-13 20:30:34,786][root][INFO] - ===> Epoch[706](18351/26): Loss -0.8021, Sem 0.0678, dir -0.9787, norm 0.1089, swav 0.0000 LR: 1.058e-02 Score 97.550 Data time: 0.2416, Forward time: 2.3002, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.2937 [2020-11-13 20:30:41,557][root][INFO] - ===> Epoch[706](18352/26): Loss -0.8076, Sem 0.0629, dir -0.9790, norm 0.1086, swav 0.0000 LR: 1.057e-02 Score 97.738 Data time: 0.2596, Forward time: 2.3002, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 6.6383 [2020-11-13 20:30:47,601][root][INFO] - ===> Epoch[706](18353/26): Loss -0.8100, Sem 0.0654, dir -0.9808, norm 0.1054, swav 0.0000 LR: 1.056e-02 Score 97.631 Data time: 0.2705, Forward time: 2.3002, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.9157 [2020-11-13 20:30:54,741][root][INFO] - ===> Epoch[706](18354/26): Loss -0.8093, Sem 0.0601, dir -0.9783, norm 0.1090, swav 0.0000 LR: 1.056e-02 Score 97.854 Data time: 0.1833, Forward time: 2.3002, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 6.9864 [2020-11-13 20:30:59,952][root][INFO] - ===> Epoch[706](18355/26): Loss -0.8258, Sem 0.0625, dir -0.9825, norm 0.0942, swav 0.0000 LR: 1.055e-02 Score 97.720 Data time: 0.2156, Forward time: 2.3002, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.0646 [2020-11-13 20:31:06,464][root][INFO] - ===> Epoch[706](18356/26): Loss -0.8030, Sem 0.0686, dir -0.9795, norm 0.1079, swav 0.0000 LR: 1.055e-02 Score 97.550 Data time: 0.1946, Forward time: 2.3001, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.3807 [2020-11-13 20:31:11,859][root][INFO] - ===> Epoch[706](18357/26): Loss -0.8100, Sem 0.0629, dir -0.9797, norm 0.1068, swav 0.0000 LR: 1.054e-02 Score 97.672 Data time: 0.2215, Forward time: 2.3002, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.2884 [2020-11-13 20:31:17,619][root][INFO] - ===> Epoch[706](18358/26): Loss -0.7935, Sem 0.0686, dir -0.9780, norm 0.1159, swav 0.0000 LR: 1.054e-02 Score 97.511 Data time: 0.1857, Forward time: 2.3001, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.6268 [2020-11-13 20:31:24,781][root][INFO] - ===> Epoch[706](18359/26): Loss -0.8138, Sem 0.0593, dir -0.9793, norm 0.1062, swav 0.0000 LR: 1.053e-02 Score 97.820 Data time: 0.2066, Forward time: 2.3001, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 7.0590 [2020-11-13 20:31:30,408][root][INFO] - ===> Epoch[706](18360/26): Loss -0.8258, Sem 0.0599, dir -0.9815, norm 0.0958, swav 0.0000 LR: 1.052e-02 Score 97.807 Data time: 0.1817, Forward time: 2.3001, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.4814 [2020-11-13 20:31:36,120][root][INFO] - ===> Epoch[706](18361/26): Loss -0.8161, Sem 0.0656, dir -0.9808, norm 0.0990, swav 0.0000 LR: 1.052e-02 Score 97.634 Data time: 0.1547, Forward time: 2.2999, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 5.5600 [2020-11-13 20:31:41,490][root][INFO] - ===> Epoch[706](18362/26): Loss -0.8199, Sem 0.0598, dir -0.9797, norm 0.1000, swav 0.0000 LR: 1.051e-02 Score 97.849 Data time: 0.2519, Forward time: 2.3000, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.2725 [2020-11-13 20:31:47,651][root][INFO] - ===> Epoch[707](18363/26): Loss -0.8152, Sem 0.0635, dir -0.9826, norm 0.1039, swav 0.0000 LR: 1.051e-02 Score 97.788 Data time: 0.1895, Forward time: 2.3000, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.9806 [2020-11-13 20:31:54,710][root][INFO] - ===> Epoch[707](18364/26): Loss -0.8240, Sem 0.0603, dir -0.9804, norm 0.0961, swav 0.0000 LR: 1.050e-02 Score 97.820 Data time: 0.1951, Forward time: 2.3000, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 6.9286 [2020-11-13 20:32:01,570][root][INFO] - ===> Epoch[707](18365/26): Loss -0.8191, Sem 0.0620, dir -0.9807, norm 0.0996, swav 0.0000 LR: 1.049e-02 Score 97.771 Data time: 0.1811, Forward time: 2.2999, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.7171 [2020-11-13 20:32:06,150][root][INFO] - ===> Epoch[707](18366/26): Loss -0.8181, Sem 0.0605, dir -0.9784, norm 0.0998, swav 0.0000 LR: 1.049e-02 Score 97.768 Data time: 0.1968, Forward time: 2.2999, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 4.4695 [2020-11-13 20:32:11,913][root][INFO] - ===> Epoch[707](18367/26): Loss -0.8029, Sem 0.0706, dir -0.9816, norm 0.1082, swav 0.0000 LR: 1.048e-02 Score 97.464 Data time: 0.2202, Forward time: 2.3000, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.6414 [2020-11-13 20:32:17,032][root][INFO] - ===> Epoch[707](18368/26): Loss -0.8155, Sem 0.0626, dir -0.9797, norm 0.1016, swav 0.0000 LR: 1.048e-02 Score 97.775 Data time: 0.1273, Forward time: 2.2998, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 4.9710 [2020-11-13 20:32:23,669][root][INFO] - ===> Epoch[707](18369/26): Loss -0.8068, Sem 0.0698, dir -0.9794, norm 0.1028, swav 0.0000 LR: 1.047e-02 Score 97.586 Data time: 0.2421, Forward time: 2.2997, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.5568 [2020-11-13 20:32:30,059][root][INFO] - ===> Epoch[707](18370/26): Loss -0.8203, Sem 0.0630, dir -0.9807, norm 0.0973, swav 0.0000 LR: 1.047e-02 Score 97.735 Data time: 0.3102, Forward time: 2.2999, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 6.2675 [2020-11-13 20:32:35,935][root][INFO] - ===> Epoch[707](18371/26): Loss -0.8128, Sem 0.0627, dir -0.9815, norm 0.1060, swav 0.0000 LR: 1.046e-02 Score 97.746 Data time: 0.2834, Forward time: 2.3001, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.7220 [2020-11-13 20:32:41,728][root][INFO] - ===> Epoch[707](18372/26): Loss -0.8058, Sem 0.0605, dir -0.9787, norm 0.1123, swav 0.0000 LR: 1.045e-02 Score 97.808 Data time: 0.2095, Forward time: 2.3001, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.6519 [2020-11-13 20:32:46,844][root][INFO] - ===> Epoch[707](18373/26): Loss -0.8167, Sem 0.0615, dir -0.9783, norm 0.1001, swav 0.0000 LR: 1.045e-02 Score 97.797 Data time: 0.2141, Forward time: 2.3001, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.0067 [2020-11-13 20:32:53,115][root][INFO] - ===> Epoch[707](18374/26): Loss -0.8016, Sem 0.0669, dir -0.9780, norm 0.1096, swav 0.0000 LR: 1.044e-02 Score 97.599 Data time: 0.1982, Forward time: 2.3001, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 6.1492 [2020-11-13 20:32:58,715][root][INFO] - ===> Epoch[707](18375/26): Loss -0.8163, Sem 0.0578, dir -0.9788, norm 0.1047, swav 0.0000 LR: 1.044e-02 Score 97.910 Data time: 0.1978, Forward time: 2.3001, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.4575 [2020-11-13 20:33:05,454][root][INFO] - ===> Epoch[707](18376/26): Loss -0.7999, Sem 0.0662, dir -0.9801, norm 0.1139, swav 0.0000 LR: 1.043e-02 Score 97.560 Data time: 0.2650, Forward time: 2.3002, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 6.6031 [2020-11-13 20:33:11,055][root][INFO] - ===> Epoch[707](18377/26): Loss -0.8037, Sem 0.0653, dir -0.9820, norm 0.1130, swav 0.0000 LR: 1.043e-02 Score 97.638 Data time: 0.1732, Forward time: 2.3002, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.4331 [2020-11-13 20:33:15,661][root][INFO] - ===> Epoch[707](18378/26): Loss -0.8346, Sem 0.0549, dir -0.9797, norm 0.0901, swav 0.0000 LR: 1.042e-02 Score 97.993 Data time: 0.1962, Forward time: 2.3001, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 4.4981 [2020-11-13 20:33:20,515][root][INFO] - ===> Epoch[707](18379/26): Loss -0.8173, Sem 0.0582, dir -0.9788, norm 0.1033, swav 0.0000 LR: 1.041e-02 Score 97.900 Data time: 0.2284, Forward time: 2.3002, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 4.7422 [2020-11-13 20:33:26,952][root][INFO] - ===> Epoch[707](18380/26): Loss -0.8248, Sem 0.0539, dir -0.9809, norm 0.1022, swav 0.0000 LR: 1.041e-02 Score 98.067 Data time: 0.2804, Forward time: 2.3003, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 6.3236 [2020-11-13 20:33:32,768][root][INFO] - ===> Epoch[707](18381/26): Loss -0.7857, Sem 0.0710, dir -0.9758, norm 0.1192, swav 0.0000 LR: 1.040e-02 Score 97.517 Data time: 0.2866, Forward time: 2.3004, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.6576 [2020-11-13 20:33:38,593][root][INFO] - ===> Epoch[707](18382/26): Loss -0.8030, Sem 0.0657, dir -0.9796, norm 0.1109, swav 0.0000 LR: 1.040e-02 Score 97.686 Data time: 0.2365, Forward time: 2.3005, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.6958 [2020-11-13 20:33:45,466][root][INFO] - ===> Epoch[707](18383/26): Loss -0.8172, Sem 0.0557, dir -0.9820, norm 0.1090, swav 0.0000 LR: 1.039e-02 Score 98.027 Data time: 0.1600, Forward time: 2.3004, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 6.7232 [2020-11-13 20:33:50,838][root][INFO] - ===> Epoch[707](18384/26): Loss -0.8203, Sem 0.0583, dir -0.9827, norm 0.1041, swav 0.0000 LR: 1.039e-02 Score 97.939 Data time: 0.1995, Forward time: 2.3004, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.2811 [2020-11-13 20:33:56,374][root][INFO] - ===> Epoch[707](18385/26): Loss -0.8158, Sem 0.0603, dir -0.9779, norm 0.1018, swav 0.0000 LR: 1.038e-02 Score 97.842 Data time: 0.2067, Forward time: 2.3004, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.3902 [2020-11-13 20:34:02,258][root][INFO] - ===> Epoch[707](18386/26): Loss -0.8016, Sem 0.0660, dir -0.9787, norm 0.1111, swav 0.0000 LR: 1.037e-02 Score 97.636 Data time: 0.2132, Forward time: 2.3004, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.7694 [2020-11-13 20:34:08,086][root][INFO] - ===> Epoch[707](18387/26): Loss -0.8180, Sem 0.0593, dir -0.9782, norm 0.1009, swav 0.0000 LR: 1.037e-02 Score 97.790 Data time: 0.2318, Forward time: 2.3004, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.7014 [2020-11-13 20:34:14,112][root][INFO] - ===> Epoch[707](18388/26): Loss -0.8158, Sem 0.0578, dir -0.9813, norm 0.1077, swav 0.0000 LR: 1.036e-02 Score 97.903 Data time: 0.2123, Forward time: 2.3004, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.8746 [2020-11-13 20:34:21,135][root][INFO] - ===> Epoch[708](18389/26): Loss -0.8304, Sem 0.0634, dir -0.9841, norm 0.0903, swav 0.0000 LR: 1.036e-02 Score 97.651 Data time: 0.2226, Forward time: 2.3004, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 6.8873 [2020-11-13 20:34:26,190][root][INFO] - ===> Epoch[708](18390/26): Loss -0.8279, Sem 0.0520, dir -0.9800, norm 0.1001, swav 0.0000 LR: 1.035e-02 Score 98.135 Data time: 0.1991, Forward time: 2.3004, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 4.9232 [2020-11-13 20:34:33,158][root][INFO] - ===> Epoch[708](18391/26): Loss -0.7994, Sem 0.0763, dir -0.9814, norm 0.1057, swav 0.0000 LR: 1.034e-02 Score 97.218 Data time: 0.2204, Forward time: 2.3005, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 6.8713 [2020-11-13 20:34:39,143][root][INFO] - ===> Epoch[708](18392/26): Loss -0.8254, Sem 0.0549, dir -0.9806, norm 0.1003, swav 0.0000 LR: 1.034e-02 Score 98.033 Data time: 0.1611, Forward time: 2.3004, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.8244 [2020-11-13 20:34:44,711][root][INFO] - ===> Epoch[708](18393/26): Loss -0.8013, Sem 0.0645, dir -0.9787, norm 0.1130, swav 0.0000 LR: 1.033e-02 Score 97.690 Data time: 0.1858, Forward time: 2.3003, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.4547 [2020-11-13 20:34:50,768][root][INFO] - ===> Epoch[708](18394/26): Loss -0.7978, Sem 0.0735, dir -0.9795, norm 0.1082, swav 0.0000 LR: 1.033e-02 Score 97.322 Data time: 0.1663, Forward time: 2.3002, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.9025 [2020-11-13 20:34:55,157][root][INFO] - ===> Epoch[708](18395/26): Loss -0.8208, Sem 0.0535, dir -0.9755, norm 0.1011, swav 0.0000 LR: 1.032e-02 Score 98.116 Data time: 0.1485, Forward time: 2.3001, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 4.2825 [2020-11-13 20:35:01,794][root][INFO] - ===> Epoch[708](18396/26): Loss -0.8076, Sem 0.0644, dir -0.9794, norm 0.1074, swav 0.0000 LR: 1.032e-02 Score 97.636 Data time: 0.1816, Forward time: 2.3001, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 6.5364 [2020-11-13 20:35:07,242][root][INFO] - ===> Epoch[708](18397/26): Loss -0.7951, Sem 0.0707, dir -0.9801, norm 0.1143, swav 0.0000 LR: 1.031e-02 Score 97.371 Data time: 0.1733, Forward time: 2.3000, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.3122 [2020-11-13 20:35:12,610][root][INFO] - ===> Epoch[708](18398/26): Loss -0.8102, Sem 0.0658, dir -0.9804, norm 0.1044, swav 0.0000 LR: 1.030e-02 Score 97.644 Data time: 0.1962, Forward time: 2.2999, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.2713 [2020-11-13 20:35:17,841][root][INFO] - ===> Epoch[708](18399/26): Loss -0.8069, Sem 0.0652, dir -0.9816, norm 0.1095, swav 0.0000 LR: 1.030e-02 Score 97.672 Data time: 0.1669, Forward time: 2.2999, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.0912 [2020-11-13 20:35:23,265][root][INFO] - ===> Epoch[708](18400/26): Loss -0.8132, Sem 0.0662, dir -0.9790, norm 0.0997, swav 0.0000 LR: 1.029e-02 Score 97.618 Data time: 0.1987, Forward time: 2.2999, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.3627 [2020-11-13 20:35:28,565][root][INFO] - ===> Epoch[708](18401/26): Loss -0.7929, Sem 0.0614, dir -0.9750, norm 0.1206, swav 0.0000 LR: 1.029e-02 Score 97.856 Data time: 0.2005, Forward time: 2.2998, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.1865 [2020-11-13 20:35:34,980][root][INFO] - ===> Epoch[708](18402/26): Loss -0.8132, Sem 0.0667, dir -0.9792, norm 0.0993, swav 0.0000 LR: 1.028e-02 Score 97.587 Data time: 0.2175, Forward time: 2.2999, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.3195 [2020-11-13 20:35:40,773][root][INFO] - ===> Epoch[708](18403/26): Loss -0.8323, Sem 0.0582, dir -0.9818, norm 0.0913, swav 0.0000 LR: 1.028e-02 Score 97.861 Data time: 0.2397, Forward time: 2.3000, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.6427 [2020-11-13 20:35:46,910][root][INFO] - ===> Epoch[708](18404/26): Loss -0.8129, Sem 0.0642, dir -0.9801, norm 0.1031, swav 0.0000 LR: 1.027e-02 Score 97.686 Data time: 0.2100, Forward time: 2.2999, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.9717 [2020-11-13 20:35:52,234][root][INFO] - ===> Epoch[708](18405/26): Loss -0.8204, Sem 0.0587, dir -0.9827, norm 0.1037, swav 0.0000 LR: 1.026e-02 Score 97.937 Data time: 0.2503, Forward time: 2.3000, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.2340 [2020-11-13 20:35:59,320][root][INFO] - ===> Epoch[708](18406/26): Loss -0.8133, Sem 0.0635, dir -0.9771, norm 0.1003, swav 0.0000 LR: 1.026e-02 Score 97.678 Data time: 0.2288, Forward time: 2.3001, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.9159 [2020-11-13 20:36:05,360][root][INFO] - ===> Epoch[708](18407/26): Loss -0.8173, Sem 0.0568, dir -0.9814, norm 0.1073, swav 0.0000 LR: 1.025e-02 Score 97.962 Data time: 0.2603, Forward time: 2.3002, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.9083 [2020-11-13 20:36:11,200][root][INFO] - ===> Epoch[708](18408/26): Loss -0.8002, Sem 0.0617, dir -0.9794, norm 0.1175, swav 0.0000 LR: 1.025e-02 Score 97.837 Data time: 0.1758, Forward time: 2.3002, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.6917 [2020-11-13 20:36:17,128][root][INFO] - ===> Epoch[708](18409/26): Loss -0.8226, Sem 0.0606, dir -0.9801, norm 0.0969, swav 0.0000 LR: 1.024e-02 Score 97.761 Data time: 0.1653, Forward time: 2.3001, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.8368 [2020-11-13 20:36:22,781][root][INFO] - ===> Epoch[708](18410/26): Loss -0.8009, Sem 0.0666, dir -0.9808, norm 0.1133, swav 0.0000 LR: 1.023e-02 Score 97.575 Data time: 0.1753, Forward time: 2.3000, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.5797 [2020-11-13 20:36:28,362][root][INFO] - ===> Epoch[708](18411/26): Loss -0.8233, Sem 0.0599, dir -0.9810, norm 0.0977, swav 0.0000 LR: 1.023e-02 Score 97.849 Data time: 0.1915, Forward time: 2.3000, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.4513 [2020-11-13 20:36:34,106][root][INFO] - ===> Epoch[708](18412/26): Loss -0.8232, Sem 0.0577, dir -0.9831, norm 0.1022, swav 0.0000 LR: 1.022e-02 Score 98.007 Data time: 0.3048, Forward time: 2.3001, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.6479 [2020-11-13 20:36:41,504][root][INFO] - ===> Epoch[708](18413/26): Loss -0.8170, Sem 0.0647, dir -0.9810, norm 0.0993, swav 0.0000 LR: 1.022e-02 Score 97.722 Data time: 0.3526, Forward time: 2.3004, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 7.2655 [2020-11-13 20:36:46,903][root][INFO] - ===> Epoch[708](18414/26): Loss -0.7992, Sem 0.0684, dir -0.9801, norm 0.1125, swav 0.0000 LR: 1.021e-02 Score 97.586 Data time: 0.1411, Forward time: 2.3002, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.2377 [2020-11-13 20:36:53,592][root][INFO] - ===> Epoch[709](18415/26): Loss -0.8239, Sem 0.0536, dir -0.9808, norm 0.1032, swav 0.0000 LR: 1.021e-02 Score 98.092 Data time: 0.1830, Forward time: 2.3002, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 6.5990 [2020-11-13 20:36:59,843][root][INFO] - ===> Epoch[709](18416/26): Loss -0.8132, Sem 0.0622, dir -0.9807, norm 0.1053, swav 0.0000 LR: 1.020e-02 Score 97.815 Data time: 0.1979, Forward time: 2.3002, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 6.1273 [2020-11-13 20:37:05,579][root][INFO] - ===> Epoch[709](18417/26): Loss -0.8249, Sem 0.0590, dir -0.9808, norm 0.0969, swav 0.0000 LR: 1.019e-02 Score 97.881 Data time: 0.2121, Forward time: 2.3002, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.5915 [2020-11-13 20:37:11,094][root][INFO] - ===> Epoch[709](18418/26): Loss -0.8138, Sem 0.0587, dir -0.9779, norm 0.1054, swav 0.0000 LR: 1.019e-02 Score 97.903 Data time: 0.1550, Forward time: 2.3001, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.3733 [2020-11-13 20:37:16,347][root][INFO] - ===> Epoch[709](18419/26): Loss -0.8184, Sem 0.0612, dir -0.9803, norm 0.1006, swav 0.0000 LR: 1.018e-02 Score 97.787 Data time: 0.2041, Forward time: 2.3001, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.1340 [2020-11-13 20:37:21,884][root][INFO] - ===> Epoch[709](18420/26): Loss -0.8341, Sem 0.0534, dir -0.9827, norm 0.0952, swav 0.0000 LR: 1.018e-02 Score 98.093 Data time: 0.2596, Forward time: 2.3002, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.3990 [2020-11-13 20:37:27,581][root][INFO] - ===> Epoch[709](18421/26): Loss -0.8182, Sem 0.0623, dir -0.9823, norm 0.1018, swav 0.0000 LR: 1.017e-02 Score 97.705 Data time: 0.2099, Forward time: 2.3002, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.5742 [2020-11-13 20:37:32,990][root][INFO] - ===> Epoch[709](18422/26): Loss -0.8083, Sem 0.0703, dir -0.9810, norm 0.1023, swav 0.0000 LR: 1.016e-02 Score 97.446 Data time: 0.1967, Forward time: 2.3001, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.2570 [2020-11-13 20:37:38,100][root][INFO] - ===> Epoch[709](18423/26): Loss -0.8062, Sem 0.0641, dir -0.9764, norm 0.1060, swav 0.0000 LR: 1.016e-02 Score 97.676 Data time: 0.2187, Forward time: 2.3001, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.0105 [2020-11-13 20:37:44,478][root][INFO] - ===> Epoch[709](18424/26): Loss -0.8074, Sem 0.0647, dir -0.9770, norm 0.1049, swav 0.0000 LR: 1.015e-02 Score 97.685 Data time: 0.2820, Forward time: 2.3003, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.2099 [2020-11-13 20:37:50,017][root][INFO] - ===> Epoch[709](18425/26): Loss -0.8106, Sem 0.0623, dir -0.9785, norm 0.1056, swav 0.0000 LR: 1.015e-02 Score 97.743 Data time: 0.2563, Forward time: 2.3004, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.3753 [2020-11-13 20:37:56,780][root][INFO] - ===> Epoch[709](18426/26): Loss -0.8067, Sem 0.0654, dir -0.9786, norm 0.1065, swav 0.0000 LR: 1.014e-02 Score 97.604 Data time: 0.2896, Forward time: 2.3004, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.6207 [2020-11-13 20:38:02,395][root][INFO] - ===> Epoch[709](18427/26): Loss -0.8052, Sem 0.0650, dir -0.9792, norm 0.1090, swav 0.0000 LR: 1.014e-02 Score 97.675 Data time: 0.2153, Forward time: 2.3004, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.4792 [2020-11-13 20:38:07,835][root][INFO] - ===> Epoch[709](18428/26): Loss -0.8137, Sem 0.0651, dir -0.9774, norm 0.0986, swav 0.0000 LR: 1.013e-02 Score 97.591 Data time: 0.2396, Forward time: 2.3004, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.2868 [2020-11-13 20:38:14,422][root][INFO] - ===> Epoch[709](18429/26): Loss -0.8215, Sem 0.0600, dir -0.9807, norm 0.0992, swav 0.0000 LR: 1.012e-02 Score 97.801 Data time: 0.1908, Forward time: 2.3004, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.4166 [2020-11-13 20:38:19,749][root][INFO] - ===> Epoch[709](18430/26): Loss -0.8185, Sem 0.0626, dir -0.9796, norm 0.0986, swav 0.0000 LR: 1.012e-02 Score 97.748 Data time: 0.2273, Forward time: 2.3003, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.2058 [2020-11-13 20:38:25,759][root][INFO] - ===> Epoch[709](18431/26): Loss -0.8056, Sem 0.0619, dir -0.9771, norm 0.1096, swav 0.0000 LR: 1.011e-02 Score 97.732 Data time: 0.1996, Forward time: 2.3003, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.8839 [2020-11-13 20:38:31,332][root][INFO] - ===> Epoch[709](18432/26): Loss -0.8106, Sem 0.0574, dir -0.9791, norm 0.1111, swav 0.0000 LR: 1.011e-02 Score 97.951 Data time: 0.2605, Forward time: 2.3004, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.4326 [2020-11-13 20:38:37,700][root][INFO] - ===> Epoch[709](18433/26): Loss -0.8119, Sem 0.0641, dir -0.9790, norm 0.1030, swav 0.0000 LR: 1.010e-02 Score 97.716 Data time: 0.2005, Forward time: 2.3004, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.1743 [2020-11-13 20:38:43,831][root][INFO] - ===> Epoch[709](18434/26): Loss -0.8287, Sem 0.0565, dir -0.9820, norm 0.0969, swav 0.0000 LR: 1.010e-02 Score 97.966 Data time: 0.1538, Forward time: 2.3003, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.9906 [2020-11-13 20:38:49,709][root][INFO] - ===> Epoch[709](18435/26): Loss -0.8190, Sem 0.0650, dir -0.9794, norm 0.0954, swav 0.0000 LR: 1.009e-02 Score 97.684 Data time: 0.2502, Forward time: 2.3003, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.7885 [2020-11-13 20:38:55,699][root][INFO] - ===> Epoch[709](18436/26): Loss -0.8068, Sem 0.0655, dir -0.9799, norm 0.1076, swav 0.0000 LR: 1.008e-02 Score 97.683 Data time: 0.1895, Forward time: 2.3003, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.8671 [2020-11-13 20:39:00,926][root][INFO] - ===> Epoch[709](18437/26): Loss -0.8261, Sem 0.0614, dir -0.9834, norm 0.0958, swav 0.0000 LR: 1.008e-02 Score 97.726 Data time: 0.2800, Forward time: 2.3003, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.1252 [2020-11-13 20:39:07,452][root][INFO] - ===> Epoch[709](18438/26): Loss -0.8263, Sem 0.0593, dir -0.9831, norm 0.0975, swav 0.0000 LR: 1.007e-02 Score 97.809 Data time: 0.3239, Forward time: 2.3005, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.3546 [2020-11-13 20:39:14,717][root][INFO] - ===> Epoch[709](18439/26): Loss -0.8048, Sem 0.0648, dir -0.9794, norm 0.1099, swav 0.0000 LR: 1.007e-02 Score 97.637 Data time: 0.2056, Forward time: 2.3005, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 7.0872 [2020-11-13 20:39:20,428][root][INFO] - ===> Epoch[709](18440/26): Loss -0.8207, Sem 0.0604, dir -0.9789, norm 0.0978, swav 0.0000 LR: 1.006e-02 Score 97.782 Data time: 0.2053, Forward time: 2.3005, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.5648 [2020-11-13 20:39:25,548][root][INFO] - ===> Epoch[710](18441/26): Loss -0.8144, Sem 0.0619, dir -0.9811, norm 0.1049, swav 0.0000 LR: 1.005e-02 Score 97.815 Data time: 0.2632, Forward time: 2.3006, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 4.9802 [2020-11-13 20:39:30,861][root][INFO] - ===> Epoch[710](18442/26): Loss -0.8137, Sem 0.0644, dir -0.9766, norm 0.0985, swav 0.0000 LR: 1.005e-02 Score 97.680 Data time: 0.1681, Forward time: 2.3005, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.1742 [2020-11-13 20:39:36,495][root][INFO] - ===> Epoch[710](18443/26): Loss -0.8231, Sem 0.0564, dir -0.9774, norm 0.0979, swav 0.0000 LR: 1.004e-02 Score 97.880 Data time: 0.2177, Forward time: 2.3005, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.5429 [2020-11-13 20:39:42,345][root][INFO] - ===> Epoch[710](18444/26): Loss -0.8101, Sem 0.0648, dir -0.9794, norm 0.1045, swav 0.0000 LR: 1.004e-02 Score 97.727 Data time: 0.1650, Forward time: 2.3003, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.7201 [2020-11-13 20:39:48,024][root][INFO] - ===> Epoch[710](18445/26): Loss -0.7954, Sem 0.0636, dir -0.9811, norm 0.1222, swav 0.0000 LR: 1.003e-02 Score 97.735 Data time: 0.1812, Forward time: 2.3003, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.5719 [2020-11-13 20:39:53,619][root][INFO] - ===> Epoch[710](18446/26): Loss -0.8112, Sem 0.0660, dir -0.9788, norm 0.1017, swav 0.0000 LR: 1.003e-02 Score 97.645 Data time: 0.1933, Forward time: 2.3002, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.4630 [2020-11-13 20:39:58,985][root][INFO] - ===> Epoch[710](18447/26): Loss -0.8033, Sem 0.0659, dir -0.9796, norm 0.1104, swav 0.0000 LR: 1.002e-02 Score 97.647 Data time: 0.1407, Forward time: 2.3001, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.2188 [2020-11-13 20:40:04,544][root][INFO] - ===> Epoch[710](18448/26): Loss -0.8008, Sem 0.0659, dir -0.9803, norm 0.1137, swav 0.0000 LR: 1.001e-02 Score 97.643 Data time: 0.1805, Forward time: 2.3000, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.4701 [2020-11-13 20:40:10,150][root][INFO] - ===> Epoch[710](18449/26): Loss -0.8098, Sem 0.0639, dir -0.9799, norm 0.1062, swav 0.0000 LR: 1.001e-02 Score 97.664 Data time: 0.1992, Forward time: 2.3000, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.4648 [2020-11-13 20:40:15,923][root][INFO] - ===> Epoch[710](18450/26): Loss -0.8039, Sem 0.0703, dir -0.9794, norm 0.1052, swav 0.0000 LR: 1.000e-02 Score 97.464 Data time: 0.1718, Forward time: 2.2999, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.5976 [2020-11-13 20:40:22,505][root][INFO] - ===> Epoch[710](18451/26): Loss -0.8119, Sem 0.0630, dir -0.9798, norm 0.1050, swav 0.0000 LR: 9.996e-03 Score 97.714 Data time: 0.1421, Forward time: 2.2998, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 6.4529 [2020-11-13 20:40:28,630][root][INFO] - ===> Epoch[710](18452/26): Loss -0.8199, Sem 0.0623, dir -0.9826, norm 0.1004, swav 0.0000 LR: 9.991e-03 Score 97.754 Data time: 0.2608, Forward time: 2.2999, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 6.0459 [2020-11-13 20:40:33,863][root][INFO] - ===> Epoch[710](18453/26): Loss -0.8067, Sem 0.0650, dir -0.9782, norm 0.1066, swav 0.0000 LR: 9.985e-03 Score 97.644 Data time: 0.2265, Forward time: 2.2999, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.0696 [2020-11-13 20:40:39,511][root][INFO] - ===> Epoch[710](18454/26): Loss -0.8023, Sem 0.0605, dir -0.9749, norm 0.1120, swav 0.0000 LR: 9.979e-03 Score 97.798 Data time: 0.1897, Forward time: 2.2999, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.4856 [2020-11-13 20:40:44,583][root][INFO] - ===> Epoch[710](18455/26): Loss -0.8074, Sem 0.0650, dir -0.9757, norm 0.1033, swav 0.0000 LR: 9.973e-03 Score 97.690 Data time: 0.2234, Forward time: 2.2999, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 4.9369 [2020-11-13 20:40:52,714][root][INFO] - ===> Epoch[710](18456/26): Loss -0.8090, Sem 0.0623, dir -0.9796, norm 0.1083, swav 0.0000 LR: 9.967e-03 Score 97.748 Data time: 0.1737, Forward time: 2.2999, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 7.9767 [2020-11-13 20:40:57,935][root][INFO] - ===> Epoch[710](18457/26): Loss -0.8001, Sem 0.0696, dir -0.9790, norm 0.1093, swav 0.0000 LR: 9.962e-03 Score 97.349 Data time: 0.1802, Forward time: 2.2998, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.1070 [2020-11-13 20:41:03,851][root][INFO] - ===> Epoch[710](18458/26): Loss -0.8197, Sem 0.0575, dir -0.9836, norm 0.1064, swav 0.0000 LR: 9.956e-03 Score 97.935 Data time: 0.2241, Forward time: 2.2998, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.7548 [2020-11-13 20:41:09,769][root][INFO] - ===> Epoch[710](18459/26): Loss -0.8091, Sem 0.0674, dir -0.9789, norm 0.1024, swav 0.0000 LR: 9.950e-03 Score 97.557 Data time: 0.2015, Forward time: 2.2998, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.7573 [2020-11-13 20:41:15,949][root][INFO] - ===> Epoch[710](18460/26): Loss -0.8196, Sem 0.0660, dir -0.9831, norm 0.0975, swav 0.0000 LR: 9.944e-03 Score 97.566 Data time: 0.2915, Forward time: 2.3000, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 6.0891 [2020-11-13 20:41:20,364][root][INFO] - ===> Epoch[710](18461/26): Loss -0.8199, Sem 0.0603, dir -0.9811, norm 0.1009, swav 0.0000 LR: 9.938e-03 Score 97.840 Data time: 0.2079, Forward time: 2.3000, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 4.2427 [2020-11-13 20:41:25,389][root][INFO] - ===> Epoch[710](18462/26): Loss -0.8173, Sem 0.0602, dir -0.9818, norm 0.1043, swav 0.0000 LR: 9.933e-03 Score 97.826 Data time: 0.1980, Forward time: 2.2999, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 4.9252 [2020-11-13 20:41:31,090][root][INFO] - ===> Epoch[710](18463/26): Loss -0.7880, Sem 0.0705, dir -0.9720, norm 0.1135, swav 0.0000 LR: 9.927e-03 Score 97.501 Data time: 0.1704, Forward time: 2.2998, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.5679 [2020-11-13 20:41:36,272][root][INFO] - ===> Epoch[710](18464/26): Loss -0.8178, Sem 0.0617, dir -0.9825, norm 0.1030, swav 0.0000 LR: 9.921e-03 Score 97.805 Data time: 0.1859, Forward time: 2.2997, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.0681 [2020-11-13 20:41:42,656][root][INFO] - ===> Epoch[710](18465/26): Loss -0.8159, Sem 0.0623, dir -0.9823, norm 0.1041, swav 0.0000 LR: 9.915e-03 Score 97.745 Data time: 0.2128, Forward time: 2.2998, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 6.2862 [2020-11-13 20:41:48,706][root][INFO] - ===> Epoch[710](18466/26): Loss -0.8182, Sem 0.0594, dir -0.9794, norm 0.1018, swav 0.0000 LR: 9.909e-03 Score 97.787 Data time: 0.3267, Forward time: 2.2999, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.8793 [2020-11-13 20:41:54,714][root][INFO] - ===> Epoch[711](18467/26): Loss -0.8011, Sem 0.0697, dir -0.9775, norm 0.1067, swav 0.0000 LR: 9.903e-03 Score 97.485 Data time: 0.2710, Forward time: 2.3000, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.8095 [2020-11-13 20:42:00,223][root][INFO] - ===> Epoch[711](18468/26): Loss -0.8150, Sem 0.0567, dir -0.9806, norm 0.1089, swav 0.0000 LR: 9.898e-03 Score 97.955 Data time: 0.2626, Forward time: 2.3001, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.3546 [2020-11-13 20:42:05,658][root][INFO] - ===> Epoch[711](18469/26): Loss -0.8363, Sem 0.0558, dir -0.9830, norm 0.0909, swav 0.0000 LR: 9.892e-03 Score 97.954 Data time: 0.2017, Forward time: 2.3001, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.2723 [2020-11-13 20:42:10,932][root][INFO] - ===> Epoch[711](18470/26): Loss -0.8157, Sem 0.0619, dir -0.9801, norm 0.1024, swav 0.0000 LR: 9.886e-03 Score 97.803 Data time: 0.2514, Forward time: 2.3002, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.1308 [2020-11-13 20:42:16,309][root][INFO] - ===> Epoch[711](18471/26): Loss -0.8146, Sem 0.0654, dir -0.9803, norm 0.1003, swav 0.0000 LR: 9.880e-03 Score 97.636 Data time: 0.2464, Forward time: 2.3003, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.2076 [2020-11-13 20:42:21,720][root][INFO] - ===> Epoch[711](18472/26): Loss -0.8096, Sem 0.0614, dir -0.9791, norm 0.1081, swav 0.0000 LR: 9.874e-03 Score 97.723 Data time: 0.2477, Forward time: 2.3004, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.2745 [2020-11-13 20:42:26,811][root][INFO] - ===> Epoch[711](18473/26): Loss -0.8177, Sem 0.0618, dir -0.9814, norm 0.1019, swav 0.0000 LR: 9.869e-03 Score 97.801 Data time: 0.2219, Forward time: 2.3004, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 4.9446 [2020-11-13 20:42:32,263][root][INFO] - ===> Epoch[711](18474/26): Loss -0.8216, Sem 0.0620, dir -0.9818, norm 0.0983, swav 0.0000 LR: 9.863e-03 Score 97.752 Data time: 0.1974, Forward time: 2.3004, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.3166 [2020-11-13 20:42:38,833][root][INFO] - ===> Epoch[711](18475/26): Loss -0.8188, Sem 0.0570, dir -0.9801, norm 0.1042, swav 0.0000 LR: 9.857e-03 Score 97.983 Data time: 0.2203, Forward time: 2.3003, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 6.4411 [2020-11-13 20:42:44,622][root][INFO] - ===> Epoch[711](18476/26): Loss -0.8068, Sem 0.0666, dir -0.9813, norm 0.1079, swav 0.0000 LR: 9.851e-03 Score 97.538 Data time: 0.2645, Forward time: 2.3005, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 5.6997 [2020-11-13 20:42:50,248][root][INFO] - ===> Epoch[711](18477/26): Loss -0.8150, Sem 0.0598, dir -0.9790, norm 0.1043, swav 0.0000 LR: 9.845e-03 Score 97.816 Data time: 0.2445, Forward time: 2.3005, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.4609 [2020-11-13 20:42:55,270][root][INFO] - ===> Epoch[711](18478/26): Loss -0.8023, Sem 0.0703, dir -0.9787, norm 0.1062, swav 0.0000 LR: 9.839e-03 Score 97.481 Data time: 0.1902, Forward time: 2.3005, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 4.8879 [2020-11-13 20:43:00,659][root][INFO] - ===> Epoch[711](18479/26): Loss -0.7927, Sem 0.0677, dir -0.9692, norm 0.1088, swav 0.0000 LR: 9.834e-03 Score 97.610 Data time: 0.1772, Forward time: 2.3004, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.2885 [2020-11-13 20:43:05,675][root][INFO] - ===> Epoch[711](18480/26): Loss -0.8201, Sem 0.0593, dir -0.9797, norm 0.1003, swav 0.0000 LR: 9.828e-03 Score 97.921 Data time: 0.1597, Forward time: 2.3003, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 4.9188 [2020-11-13 20:43:11,152][root][INFO] - ===> Epoch[711](18481/26): Loss -0.8019, Sem 0.0693, dir -0.9784, norm 0.1073, swav 0.0000 LR: 9.822e-03 Score 97.499 Data time: 0.2764, Forward time: 2.3003, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.4178 [2020-11-13 20:43:16,004][root][INFO] - ===> Epoch[711](18482/26): Loss -0.7957, Sem 0.0786, dir -0.9800, norm 0.1057, swav 0.0000 LR: 9.816e-03 Score 97.081 Data time: 0.1698, Forward time: 2.3003, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 4.6911 [2020-11-13 20:43:23,159][root][INFO] - ===> Epoch[711](18483/26): Loss -0.8085, Sem 0.0657, dir -0.9811, norm 0.1069, swav 0.0000 LR: 9.810e-03 Score 97.616 Data time: 0.1745, Forward time: 2.3002, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 7.0256 [2020-11-13 20:43:28,502][root][INFO] - ===> Epoch[711](18484/26): Loss -0.8146, Sem 0.0612, dir -0.9778, norm 0.1019, swav 0.0000 LR: 9.804e-03 Score 97.828 Data time: 0.1976, Forward time: 2.3001, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.2559 [2020-11-13 20:43:33,525][root][INFO] - ===> Epoch[711](18485/26): Loss -0.8087, Sem 0.0590, dir -0.9799, norm 0.1122, swav 0.0000 LR: 9.799e-03 Score 97.902 Data time: 0.1986, Forward time: 2.3001, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 4.9047 [2020-11-13 20:43:39,467][root][INFO] - ===> Epoch[711](18486/26): Loss -0.8089, Sem 0.0672, dir -0.9791, norm 0.1029, swav 0.0000 LR: 9.793e-03 Score 97.563 Data time: 0.2821, Forward time: 2.3002, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.8384 [2020-11-13 20:43:46,039][root][INFO] - ===> Epoch[711](18487/26): Loss -0.8104, Sem 0.0537, dir -0.9781, norm 0.1140, swav 0.0000 LR: 9.787e-03 Score 98.070 Data time: 0.2033, Forward time: 2.3002, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 6.3961 [2020-11-13 20:43:52,051][root][INFO] - ===> Epoch[711](18488/26): Loss -0.8144, Sem 0.0648, dir -0.9817, norm 0.1025, swav 0.0000 LR: 9.781e-03 Score 97.669 Data time: 0.1799, Forward time: 2.3002, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.8525 [2020-11-13 20:43:58,164][root][INFO] - ===> Epoch[711](18489/26): Loss -0.8174, Sem 0.0610, dir -0.9793, norm 0.1009, swav 0.0000 LR: 9.775e-03 Score 97.788 Data time: 0.1951, Forward time: 2.3002, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 5.9953 [2020-11-13 20:44:03,056][root][INFO] - ===> Epoch[711](18490/26): Loss -0.8198, Sem 0.0664, dir -0.9814, norm 0.0952, swav 0.0000 LR: 9.770e-03 Score 97.576 Data time: 0.1717, Forward time: 2.3001, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 4.7134 [2020-11-13 20:44:08,481][root][INFO] - ===> Epoch[711](18491/26): Loss -0.8081, Sem 0.0689, dir -0.9799, norm 0.1029, swav 0.0000 LR: 9.764e-03 Score 97.489 Data time: 0.1988, Forward time: 2.3000, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.3007 [2020-11-13 20:44:13,991][root][INFO] - ===> Epoch[711](18492/26): Loss -0.8105, Sem 0.0726, dir -0.9813, norm 0.0982, swav 0.0000 LR: 9.758e-03 Score 97.374 Data time: 0.1941, Forward time: 2.3000, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.3645 [2020-11-13 20:44:19,796][root][INFO] - ===> Epoch[712](18493/26): Loss -0.8160, Sem 0.0596, dir -0.9803, norm 0.1048, swav 0.0000 LR: 9.752e-03 Score 97.815 Data time: 0.2301, Forward time: 2.3001, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.7138 [2020-11-13 20:44:25,693][root][INFO] - ===> Epoch[712](18494/26): Loss -0.8012, Sem 0.0648, dir -0.9799, norm 0.1138, swav 0.0000 LR: 9.746e-03 Score 97.628 Data time: 0.1968, Forward time: 2.3001, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.7303 [2020-11-13 20:44:32,926][root][INFO] - ===> Epoch[712](18495/26): Loss -0.8020, Sem 0.0670, dir -0.9790, norm 0.1101, swav 0.0000 LR: 9.740e-03 Score 97.607 Data time: 0.2775, Forward time: 2.3001, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 7.0879 [2020-11-13 20:44:39,068][root][INFO] - ===> Epoch[712](18496/26): Loss -0.8203, Sem 0.0614, dir -0.9794, norm 0.0977, swav 0.0000 LR: 9.735e-03 Score 97.817 Data time: 0.2182, Forward time: 2.3001, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 6.0041 [2020-11-13 20:44:44,293][root][INFO] - ===> Epoch[712](18497/26): Loss -0.8080, Sem 0.0681, dir -0.9797, norm 0.1036, swav 0.0000 LR: 9.729e-03 Score 97.582 Data time: 0.2276, Forward time: 2.3002, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.1008 [2020-11-13 20:44:50,510][root][INFO] - ===> Epoch[712](18498/26): Loss -0.8048, Sem 0.0624, dir -0.9791, norm 0.1119, swav 0.0000 LR: 9.723e-03 Score 97.690 Data time: 0.1955, Forward time: 2.3002, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 6.0575 [2020-11-13 20:44:55,957][root][INFO] - ===> Epoch[712](18499/26): Loss -0.8151, Sem 0.0627, dir -0.9813, norm 0.1035, swav 0.0000 LR: 9.717e-03 Score 97.729 Data time: 0.2464, Forward time: 2.3003, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.3161 [2020-11-13 20:45:01,556][root][INFO] - ===> Epoch[712](18500/26): Loss -0.8424, Sem 0.0496, dir -0.9827, norm 0.0906, swav 0.0000 LR: 9.711e-03 Score 98.267 Data time: 0.1809, Forward time: 2.3002, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.4578 [2020-11-13 20:45:02,332][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 20:45:02,520][root][INFO] - ===> Start testing [2020-11-13 20:46:35,558][root][INFO] - 101/312: Data time: 0.0047, Iter time: 0.2001 Loss 0.569 (AVG: 0.645) Score 91.122 (AVG: 89.335) mIOU 70.304 mAP 76.193 mAcc 79.430 IOU: 83.947 96.138 58.093 76.063 91.347 82.909 75.521 61.929 55.757 85.290 31.379 70.710 62.704 56.424 48.380 63.347 91.258 74.477 85.636 54.768 mAP: 81.556 94.954 64.655 69.316 90.526 72.093 76.403 72.878 67.162 83.047 54.280 59.518 71.290 77.131 50.609 96.897 98.254 83.807 92.923 66.567 mAcc: 95.360 98.718 76.898 77.544 95.542 85.348 86.017 76.122 63.873 93.097 36.293 77.639 79.621 67.993 52.412 95.616 96.612 81.532 93.869 58.499 [2020-11-13 20:48:09,372][root][INFO] - 201/312: Data time: 0.0050, Iter time: 0.1240 Loss 0.463 (AVG: 0.596) Score 93.692 (AVG: 89.546) mIOU 71.928 mAP 76.919 mAcc 79.695 IOU: 84.139 96.449 60.431 80.998 92.450 84.367 74.203 63.531 57.929 81.602 34.039 68.367 62.290 72.059 53.142 70.139 91.013 72.905 89.644 48.868 mAP: 81.056 95.905 65.463 73.308 91.478 78.394 75.794 74.203 70.861 75.541 54.366 60.590 72.859 83.540 59.270 88.657 96.008 86.860 91.065 63.162 mAcc: 95.902 98.855 75.365 83.425 95.848 91.287 85.276 75.461 66.645 89.570 38.446 76.920 81.729 81.577 59.752 77.091 94.041 79.346 93.995 53.367 [2020-11-13 20:49:38,198][root][INFO] - 301/312: Data time: 0.0077, Iter time: 0.5177 Loss 0.158 (AVG: 0.559) Score 94.386 (AVG: 89.998) mIOU 72.557 mAP 76.255 mAcc 79.957 IOU: 84.888 96.326 61.464 83.440 92.818 86.536 74.455 64.376 61.245 81.032 33.212 68.816 63.832 71.753 55.610 62.449 92.842 71.866 89.095 55.095 mAP: 80.777 95.809 66.203 75.730 91.173 81.042 74.562 72.072 69.739 72.701 54.317 61.690 72.182 78.756 61.474 83.756 96.462 87.447 85.319 63.886 mAcc: 96.039 98.793 75.744 85.843 96.141 92.652 84.780 76.122 70.649 88.763 38.060 78.816 82.488 79.760 62.569 66.148 95.291 78.236 92.919 59.330 [2020-11-13 20:49:48,002][root][INFO] - 312/312: Data time: 0.0054, Iter time: 0.7033 Loss 1.276 (AVG: 0.558) Score 73.999 (AVG: 89.949) mIOU 72.679 mAP 76.336 mAcc 80.031 IOU: 84.679 96.350 61.691 83.439 92.891 87.795 74.666 63.967 62.295 81.529 32.895 68.816 64.352 71.964 55.015 62.252 92.927 72.115 89.095 54.848 mAP: 80.615 95.904 66.479 75.730 91.150 81.458 74.449 71.489 70.056 74.432 54.256 61.690 72.135 79.168 61.023 83.756 96.435 87.392 85.319 63.784 mAcc: 96.048 98.792 75.677 85.843 96.196 93.418 84.767 75.404 71.379 88.906 38.031 78.816 82.895 79.934 62.293 66.148 95.317 78.666 92.919 59.166 [2020-11-13 20:49:48,003][root][INFO] - Finished test. Elapsed time: 285.4817 [2020-11-13 20:49:58,409][root][INFO] - [2020-11-13 20:49:58,409][root][INFO] - ################################################################ [2020-11-13 20:49:58,409][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 20:49:58,409][root][INFO] - ################################################################ [2020-11-13 20:49:58,409][root][INFO] - cabinet : 0.295 0.508 0.682 [2020-11-13 20:49:58,409][root][INFO] - bed : 0.351 0.741 0.839 [2020-11-13 20:49:58,409][root][INFO] - chair : 0.714 0.887 0.928 [2020-11-13 20:49:58,409][root][INFO] - sofa : 0.396 0.614 0.826 [2020-11-13 20:49:58,409][root][INFO] - table : 0.472 0.672 0.777 [2020-11-13 20:49:58,410][root][INFO] - door : 0.266 0.480 0.590 [2020-11-13 20:49:58,410][root][INFO] - window : 0.226 0.420 0.626 [2020-11-13 20:49:58,410][root][INFO] - bookshelf : 0.219 0.570 0.784 [2020-11-13 20:49:58,410][root][INFO] - picture : 0.216 0.338 0.440 [2020-11-13 20:49:58,410][root][INFO] - counter : 0.116 0.325 0.683 [2020-11-13 20:49:58,410][root][INFO] - desk : 0.128 0.429 0.721 [2020-11-13 20:49:58,410][root][INFO] - curtain : 0.278 0.474 0.617 [2020-11-13 20:49:58,410][root][INFO] - refrigerator : 0.390 0.495 0.546 [2020-11-13 20:49:58,410][root][INFO] - shower curtain : 0.509 0.689 0.718 [2020-11-13 20:49:58,410][root][INFO] - toilet : 0.835 0.982 0.982 [2020-11-13 20:49:58,410][root][INFO] - sink : 0.427 0.713 0.874 [2020-11-13 20:49:58,410][root][INFO] - bathtub : 0.626 0.805 0.871 [2020-11-13 20:49:58,410][root][INFO] - otherfurniture : 0.399 0.547 0.644 [2020-11-13 20:49:58,410][root][INFO] - ---------------------------------------------------------------- [2020-11-13 20:49:58,410][root][INFO] - average : 0.381 0.594 0.731 [2020-11-13 20:49:58,410][root][INFO] - [2020-11-13 20:49:58,606][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 20:49:59,459][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-13 20:49:59,632][root][INFO] - Current best mIoU: 72.679 at iter 18500 [2020-11-13 20:50:04,623][root][INFO] - ===> Epoch[712](18501/26): Loss -0.8112, Sem 0.0594, dir -0.9769, norm 0.1063, swav 0.0000 LR: 9.705e-03 Score 97.875 Data time: 0.2302, Forward time: 2.3002, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 4.9852 [2020-11-13 20:50:11,235][root][INFO] - ===> Epoch[712](18502/26): Loss -0.7992, Sem 0.0705, dir -0.9798, norm 0.1101, swav 0.0000 LR: 9.700e-03 Score 97.377 Data time: 0.2289, Forward time: 2.3003, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 6.4739 [2020-11-13 20:50:17,565][root][INFO] - ===> Epoch[712](18503/26): Loss -0.8115, Sem 0.0603, dir -0.9791, norm 0.1073, swav 0.0000 LR: 9.694e-03 Score 97.799 Data time: 0.1790, Forward time: 2.3003, Backward time: 3.0765, DDP time: 0.0039, Total iter time: 6.2196 [2020-11-13 20:50:22,613][root][INFO] - ===> Epoch[712](18504/26): Loss -0.8179, Sem 0.0613, dir -0.9804, norm 0.1011, swav 0.0000 LR: 9.688e-03 Score 97.843 Data time: 0.2317, Forward time: 2.3002, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 4.9614 [2020-11-13 20:50:27,886][root][INFO] - ===> Epoch[712](18505/26): Loss -0.8060, Sem 0.0689, dir -0.9797, norm 0.1048, swav 0.0000 LR: 9.682e-03 Score 97.519 Data time: 0.1806, Forward time: 2.3002, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.1858 [2020-11-13 20:50:33,642][root][INFO] - ===> Epoch[712](18506/26): Loss -0.8246, Sem 0.0549, dir -0.9817, norm 0.1023, swav 0.0000 LR: 9.676e-03 Score 98.028 Data time: 0.1635, Forward time: 2.3001, Backward time: 3.0764, DDP time: 0.0039, Total iter time: 5.6383 [2020-11-13 20:50:39,086][root][INFO] - ===> Epoch[712](18507/26): Loss -0.7960, Sem 0.0679, dir -0.9767, norm 0.1128, swav 0.0000 LR: 9.670e-03 Score 97.592 Data time: 0.2454, Forward time: 2.3002, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.3851 [2020-11-13 20:50:44,093][root][INFO] - ===> Epoch[712](18508/26): Loss -0.8184, Sem 0.0566, dir -0.9778, norm 0.1028, swav 0.0000 LR: 9.665e-03 Score 97.948 Data time: 0.1896, Forward time: 2.3001, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 4.8848 [2020-11-13 20:50:49,252][root][INFO] - ===> Epoch[712](18509/26): Loss -0.8162, Sem 0.0651, dir -0.9804, norm 0.0990, swav 0.0000 LR: 9.659e-03 Score 97.682 Data time: 0.2389, Forward time: 2.3002, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 5.0535 [2020-11-13 20:50:54,405][root][INFO] - ===> Epoch[712](18510/26): Loss -0.8088, Sem 0.0610, dir -0.9768, norm 0.1069, swav 0.0000 LR: 9.653e-03 Score 97.803 Data time: 0.1348, Forward time: 2.3001, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 5.0105 [2020-11-13 20:51:00,505][root][INFO] - ===> Epoch[712](18511/26): Loss -0.7976, Sem 0.0683, dir -0.9778, norm 0.1119, swav 0.0000 LR: 9.647e-03 Score 97.577 Data time: 0.1874, Forward time: 2.3001, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 6.0417 [2020-11-13 20:51:06,436][root][INFO] - ===> Epoch[712](18512/26): Loss -0.8292, Sem 0.0570, dir -0.9822, norm 0.0960, swav 0.0000 LR: 9.641e-03 Score 97.954 Data time: 0.1926, Forward time: 2.3000, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.7952 [2020-11-13 20:51:12,736][root][INFO] - ===> Epoch[712](18513/26): Loss -0.8335, Sem 0.0571, dir -0.9816, norm 0.0910, swav 0.0000 LR: 9.635e-03 Score 97.962 Data time: 0.2094, Forward time: 2.3000, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 6.2245 [2020-11-13 20:51:18,338][root][INFO] - ===> Epoch[712](18514/26): Loss -0.8157, Sem 0.0599, dir -0.9812, norm 0.1056, swav 0.0000 LR: 9.630e-03 Score 97.811 Data time: 0.1606, Forward time: 2.2999, Backward time: 3.0763, DDP time: 0.0039, Total iter time: 5.4688 [2020-11-13 20:51:23,514][root][INFO] - ===> Epoch[712](18515/26): Loss -0.8179, Sem 0.0623, dir -0.9817, norm 0.1015, swav 0.0000 LR: 9.624e-03 Score 97.745 Data time: 0.2169, Forward time: 2.3000, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 5.1022 [2020-11-13 20:51:28,174][root][INFO] - ===> Epoch[712](18516/26): Loss -0.7879, Sem 0.0729, dir -0.9774, norm 0.1165, swav 0.0000 LR: 9.618e-03 Score 97.394 Data time: 0.2067, Forward time: 2.3000, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 4.5257 [2020-11-13 20:51:33,899][root][INFO] - ===> Epoch[712](18517/26): Loss -0.8227, Sem 0.0652, dir -0.9818, norm 0.0939, swav 0.0000 LR: 9.612e-03 Score 97.688 Data time: 0.2302, Forward time: 2.3000, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.6238 [2020-11-13 20:51:40,196][root][INFO] - ===> Epoch[712](18518/26): Loss -0.8158, Sem 0.0628, dir -0.9789, norm 0.1002, swav 0.0000 LR: 9.606e-03 Score 97.684 Data time: 0.2269, Forward time: 2.3001, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 6.2012 [2020-11-13 20:51:46,439][root][INFO] - ===> Epoch[713](18519/26): Loss -0.8191, Sem 0.0558, dir -0.9824, norm 0.1075, swav 0.0000 LR: 9.600e-03 Score 97.994 Data time: 0.1655, Forward time: 2.3000, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 6.0672 [2020-11-13 20:51:52,434][root][INFO] - ===> Epoch[713](18520/26): Loss -0.8128, Sem 0.0566, dir -0.9769, norm 0.1075, swav 0.0000 LR: 9.595e-03 Score 97.993 Data time: 0.2077, Forward time: 2.3000, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 5.8952 [2020-11-13 20:51:57,549][root][INFO] - ===> Epoch[713](18521/26): Loss -0.8106, Sem 0.0621, dir -0.9814, norm 0.1087, swav 0.0000 LR: 9.589e-03 Score 97.737 Data time: 0.2307, Forward time: 2.3000, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 4.9862 [2020-11-13 20:52:03,434][root][INFO] - ===> Epoch[713](18522/26): Loss -0.8262, Sem 0.0585, dir -0.9810, norm 0.0963, swav 0.0000 LR: 9.583e-03 Score 97.905 Data time: 0.2722, Forward time: 2.3002, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.7777 [2020-11-13 20:52:09,744][root][INFO] - ===> Epoch[713](18523/26): Loss -0.8104, Sem 0.0584, dir -0.9788, norm 0.1100, swav 0.0000 LR: 9.577e-03 Score 97.909 Data time: 0.1607, Forward time: 2.3001, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 6.1609 [2020-11-13 20:52:14,983][root][INFO] - ===> Epoch[713](18524/26): Loss -0.7973, Sem 0.0759, dir -0.9806, norm 0.1074, swav 0.0000 LR: 9.571e-03 Score 97.358 Data time: 0.1654, Forward time: 2.3001, Backward time: 3.0760, DDP time: 0.0039, Total iter time: 5.1694 [2020-11-13 20:52:20,376][root][INFO] - ===> Epoch[713](18525/26): Loss -0.8139, Sem 0.0612, dir -0.9807, norm 0.1056, swav 0.0000 LR: 9.565e-03 Score 97.735 Data time: 0.2041, Forward time: 2.3001, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 5.3453 [2020-11-13 20:52:25,108][root][INFO] - ===> Epoch[713](18526/26): Loss -0.8285, Sem 0.0526, dir -0.9826, norm 0.1014, swav 0.0000 LR: 9.560e-03 Score 98.163 Data time: 0.1682, Forward time: 2.3000, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 4.5555 [2020-11-13 20:52:30,564][root][INFO] - ===> Epoch[713](18527/26): Loss -0.8203, Sem 0.0626, dir -0.9813, norm 0.0985, swav 0.0000 LR: 9.554e-03 Score 97.740 Data time: 0.2477, Forward time: 2.3001, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.3966 [2020-11-13 20:52:37,069][root][INFO] - ===> Epoch[713](18528/26): Loss -0.8254, Sem 0.0568, dir -0.9795, norm 0.0973, swav 0.0000 LR: 9.548e-03 Score 97.983 Data time: 0.1722, Forward time: 2.3000, Backward time: 3.0759, DDP time: 0.0039, Total iter time: 6.3364 [2020-11-13 20:52:42,233][root][INFO] - ===> Epoch[713](18529/26): Loss -0.8239, Sem 0.0596, dir -0.9816, norm 0.0981, swav 0.0000 LR: 9.542e-03 Score 97.882 Data time: 0.1736, Forward time: 2.2999, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.0718 [2020-11-13 20:52:47,749][root][INFO] - ===> Epoch[713](18530/26): Loss -0.7883, Sem 0.0710, dir -0.9755, norm 0.1162, swav 0.0000 LR: 9.536e-03 Score 97.372 Data time: 0.2274, Forward time: 2.3000, Backward time: 3.0757, DDP time: 0.0039, Total iter time: 5.4591 [2020-11-13 20:52:54,068][root][INFO] - ===> Epoch[713](18531/26): Loss -0.8174, Sem 0.0609, dir -0.9801, norm 0.1017, swav 0.0000 LR: 9.530e-03 Score 97.847 Data time: 0.1913, Forward time: 2.3000, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 6.1811 [2020-11-13 20:52:59,403][root][INFO] - ===> Epoch[713](18532/26): Loss -0.8078, Sem 0.0638, dir -0.9783, norm 0.1066, swav 0.0000 LR: 9.524e-03 Score 97.698 Data time: 0.2351, Forward time: 2.3000, Backward time: 3.0758, DDP time: 0.0039, Total iter time: 5.2582 [2020-11-13 20:53:06,378][root][INFO] - ===> Epoch[713](18533/26): Loss -0.8163, Sem 0.0610, dir -0.9819, norm 0.1046, swav 0.0000 LR: 9.519e-03 Score 97.787 Data time: 0.1715, Forward time: 2.2999, Backward time: 3.0761, DDP time: 0.0039, Total iter time: 6.8488 [2020-11-13 20:53:12,485][root][INFO] - ===> Epoch[713](18534/26): Loss -0.8265, Sem 0.0567, dir -0.9810, norm 0.0978, swav 0.0000 LR: 9.513e-03 Score 97.970 Data time: 0.1873, Forward time: 2.2999, Backward time: 3.0762, DDP time: 0.0039, Total iter time: 6.0077 [2020-11-13 20:53:20,529][root][INFO] - ===> Epoch[713](18535/26): Loss -0.8132, Sem 0.0631, dir -0.9791, norm 0.1027, swav 0.0000 LR: 9.507e-03 Score 97.738 Data time: 0.1959, Forward time: 2.2998, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 7.9125 [2020-11-13 20:53:27,336][root][INFO] - ===> Epoch[713](18536/26): Loss -0.7965, Sem 0.0668, dir -0.9780, norm 0.1147, swav 0.0000 LR: 9.501e-03 Score 97.610 Data time: 0.1758, Forward time: 2.2998, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 6.6932 [2020-11-13 20:53:32,379][root][INFO] - ===> Epoch[713](18537/26): Loss -0.7961, Sem 0.0735, dir -0.9797, norm 0.1100, swav 0.0000 LR: 9.495e-03 Score 97.372 Data time: 0.1612, Forward time: 2.2997, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 4.9296 [2020-11-13 20:53:38,341][root][INFO] - ===> Epoch[713](18538/26): Loss -0.8014, Sem 0.0692, dir -0.9790, norm 0.1084, swav 0.0000 LR: 9.489e-03 Score 97.473 Data time: 0.2062, Forward time: 2.2997, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 5.8303 [2020-11-13 20:53:43,597][root][INFO] - ===> Epoch[713](18539/26): Loss -0.8212, Sem 0.0585, dir -0.9831, norm 0.1034, swav 0.0000 LR: 9.484e-03 Score 97.938 Data time: 0.2343, Forward time: 2.2998, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 5.0911 [2020-11-13 20:53:49,687][root][INFO] - ===> Epoch[713](18540/26): Loss -0.7943, Sem 0.0637, dir -0.9770, norm 0.1190, swav 0.0000 LR: 9.478e-03 Score 97.699 Data time: 0.2062, Forward time: 2.2998, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.9504 [2020-11-13 20:53:55,464][root][INFO] - ===> Epoch[713](18541/26): Loss -0.8084, Sem 0.0634, dir -0.9809, norm 0.1091, swav 0.0000 LR: 9.472e-03 Score 97.683 Data time: 0.1754, Forward time: 2.2997, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.6547 [2020-11-13 20:54:01,526][root][INFO] - ===> Epoch[713](18542/26): Loss -0.8350, Sem 0.0539, dir -0.9827, norm 0.0938, swav 0.0000 LR: 9.466e-03 Score 98.022 Data time: 0.1232, Forward time: 2.2995, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.9639 [2020-11-13 20:54:07,334][root][INFO] - ===> Epoch[713](18543/26): Loss -0.8065, Sem 0.0602, dir -0.9776, norm 0.1109, swav 0.0000 LR: 9.460e-03 Score 97.799 Data time: 0.0940, Forward time: 2.2993, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.7504 [2020-11-13 20:54:13,365][root][INFO] - ===> Epoch[713](18544/26): Loss -0.8088, Sem 0.0684, dir -0.9799, norm 0.1027, swav 0.0000 LR: 9.454e-03 Score 97.569 Data time: 0.1585, Forward time: 2.2992, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 6.0057 [2020-11-13 20:54:20,009][root][INFO] - ===> Epoch[714](18545/26): Loss -0.8240, Sem 0.0573, dir -0.9775, norm 0.0963, swav 0.0000 LR: 9.448e-03 Score 97.912 Data time: 0.2183, Forward time: 2.2992, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 6.5841 [2020-11-13 20:54:25,761][root][INFO] - ===> Epoch[714](18546/26): Loss -0.8237, Sem 0.0587, dir -0.9797, norm 0.0973, swav 0.0000 LR: 9.443e-03 Score 97.827 Data time: 0.2001, Forward time: 2.2992, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.6027 [2020-11-13 20:54:31,302][root][INFO] - ===> Epoch[714](18547/26): Loss -0.8182, Sem 0.0644, dir -0.9815, norm 0.0988, swav 0.0000 LR: 9.437e-03 Score 97.758 Data time: 0.2240, Forward time: 2.2992, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.3826 [2020-11-13 20:54:37,022][root][INFO] - ===> Epoch[714](18548/26): Loss -0.8087, Sem 0.0679, dir -0.9786, norm 0.1020, swav 0.0000 LR: 9.431e-03 Score 97.517 Data time: 0.1729, Forward time: 2.2991, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.5656 [2020-11-13 20:54:43,857][root][INFO] - ===> Epoch[714](18549/26): Loss -0.8089, Sem 0.0664, dir -0.9784, norm 0.1032, swav 0.0000 LR: 9.425e-03 Score 97.511 Data time: 0.1956, Forward time: 2.2990, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 6.7149 [2020-11-13 20:54:48,429][root][INFO] - ===> Epoch[714](18550/26): Loss -0.8103, Sem 0.0685, dir -0.9799, norm 0.1012, swav 0.0000 LR: 9.419e-03 Score 97.586 Data time: 0.2016, Forward time: 2.2989, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 4.5027 [2020-11-13 20:54:53,969][root][INFO] - ===> Epoch[714](18551/26): Loss -0.8104, Sem 0.0623, dir -0.9773, norm 0.1046, swav 0.0000 LR: 9.413e-03 Score 97.742 Data time: 0.2743, Forward time: 2.2990, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.4099 [2020-11-13 20:55:00,833][root][INFO] - ===> Epoch[714](18552/26): Loss -0.8186, Sem 0.0630, dir -0.9802, norm 0.0986, swav 0.0000 LR: 9.408e-03 Score 97.811 Data time: 0.1927, Forward time: 2.2990, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 6.7250 [2020-11-13 20:55:07,245][root][INFO] - ===> Epoch[714](18553/26): Loss -0.8177, Sem 0.0662, dir -0.9823, norm 0.0985, swav 0.0000 LR: 9.402e-03 Score 97.569 Data time: 0.2031, Forward time: 2.2990, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 6.3132 [2020-11-13 20:55:12,586][root][INFO] - ===> Epoch[714](18554/26): Loss -0.8151, Sem 0.0617, dir -0.9827, norm 0.1059, swav 0.0000 LR: 9.396e-03 Score 97.828 Data time: 0.2200, Forward time: 2.2990, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.2067 [2020-11-13 20:55:18,090][root][INFO] - ===> Epoch[714](18555/26): Loss -0.8132, Sem 0.0715, dir -0.9802, norm 0.0955, swav 0.0000 LR: 9.390e-03 Score 97.539 Data time: 0.1791, Forward time: 2.2990, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.3731 [2020-11-13 20:55:23,257][root][INFO] - ===> Epoch[714](18556/26): Loss -0.8246, Sem 0.0561, dir -0.9812, norm 0.1006, swav 0.0000 LR: 9.384e-03 Score 98.020 Data time: 0.1673, Forward time: 2.2989, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.0610 [2020-11-13 20:55:29,138][root][INFO] - ===> Epoch[714](18557/26): Loss -0.7959, Sem 0.0625, dir -0.9790, norm 0.1206, swav 0.0000 LR: 9.378e-03 Score 97.748 Data time: 0.1231, Forward time: 2.2987, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 5.8455 [2020-11-13 20:55:33,959][root][INFO] - ===> Epoch[714](18558/26): Loss -0.8202, Sem 0.0584, dir -0.9814, norm 0.1028, swav 0.0000 LR: 9.372e-03 Score 97.891 Data time: 0.1269, Forward time: 2.2986, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 4.7630 [2020-11-13 20:55:38,959][root][INFO] - ===> Epoch[714](18559/26): Loss -0.8204, Sem 0.0611, dir -0.9789, norm 0.0974, swav 0.0000 LR: 9.367e-03 Score 97.763 Data time: 0.1819, Forward time: 2.2985, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 4.9512 [2020-11-13 20:55:43,850][root][INFO] - ===> Epoch[714](18560/26): Loss -0.8279, Sem 0.0621, dir -0.9844, norm 0.0943, swav 0.0000 LR: 9.361e-03 Score 97.703 Data time: 0.2156, Forward time: 2.2985, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 4.7985 [2020-11-13 20:55:49,649][root][INFO] - ===> Epoch[714](18561/26): Loss -0.8182, Sem 0.0624, dir -0.9796, norm 0.0991, swav 0.0000 LR: 9.355e-03 Score 97.841 Data time: 0.1964, Forward time: 2.2985, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.6756 [2020-11-13 20:55:56,148][root][INFO] - ===> Epoch[714](18562/26): Loss -0.8210, Sem 0.0607, dir -0.9794, norm 0.0977, swav 0.0000 LR: 9.349e-03 Score 97.793 Data time: 0.2623, Forward time: 2.2986, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 6.3526 [2020-11-13 20:56:01,960][root][INFO] - ===> Epoch[714](18563/26): Loss -0.8245, Sem 0.0596, dir -0.9815, norm 0.0974, swav 0.0000 LR: 9.343e-03 Score 97.792 Data time: 0.2300, Forward time: 2.2986, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.6381 [2020-11-13 20:56:09,188][root][INFO] - ===> Epoch[714](18564/26): Loss -0.8115, Sem 0.0612, dir -0.9794, norm 0.1067, swav 0.0000 LR: 9.337e-03 Score 97.810 Data time: 0.2188, Forward time: 2.2987, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 7.0579 [2020-11-13 20:56:15,460][root][INFO] - ===> Epoch[714](18565/26): Loss -0.8100, Sem 0.0661, dir -0.9788, norm 0.1028, swav 0.0000 LR: 9.331e-03 Score 97.593 Data time: 0.1949, Forward time: 2.2986, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 6.1360 [2020-11-13 20:56:20,627][root][INFO] - ===> Epoch[714](18566/26): Loss -0.8260, Sem 0.0561, dir -0.9815, norm 0.0993, swav 0.0000 LR: 9.326e-03 Score 97.954 Data time: 0.1782, Forward time: 2.2986, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 5.0022 [2020-11-13 20:56:26,752][root][INFO] - ===> Epoch[714](18567/26): Loss -0.8162, Sem 0.0587, dir -0.9818, norm 0.1069, swav 0.0000 LR: 9.320e-03 Score 97.890 Data time: 0.2351, Forward time: 2.2987, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 6.0044 [2020-11-13 20:56:32,297][root][INFO] - ===> Epoch[714](18568/26): Loss -0.7988, Sem 0.0651, dir -0.9739, norm 0.1100, swav 0.0000 LR: 9.314e-03 Score 97.713 Data time: 0.2399, Forward time: 2.2987, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.3746 [2020-11-13 20:56:38,326][root][INFO] - ===> Epoch[714](18569/26): Loss -0.8047, Sem 0.0704, dir -0.9826, norm 0.1074, swav 0.0000 LR: 9.308e-03 Score 97.510 Data time: 0.2285, Forward time: 2.2987, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.8696 [2020-11-13 20:56:43,115][root][INFO] - ===> Epoch[714](18570/26): Loss -0.8065, Sem 0.0641, dir -0.9765, norm 0.1059, swav 0.0000 LR: 9.302e-03 Score 97.689 Data time: 0.1640, Forward time: 2.2986, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 4.6207 [2020-11-13 20:56:48,800][root][INFO] - ===> Epoch[715](18571/26): Loss -0.8169, Sem 0.0604, dir -0.9820, norm 0.1048, swav 0.0000 LR: 9.296e-03 Score 97.825 Data time: 0.1853, Forward time: 2.2986, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.5811 [2020-11-13 20:56:54,636][root][INFO] - ===> Epoch[715](18572/26): Loss -0.7837, Sem 0.0861, dir -0.9797, norm 0.1099, swav 0.0000 LR: 9.290e-03 Score 96.885 Data time: 0.2032, Forward time: 2.2986, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.7194 [2020-11-13 20:56:59,651][root][INFO] - ===> Epoch[715](18573/26): Loss -0.7990, Sem 0.0597, dir -0.9770, norm 0.1183, swav 0.0000 LR: 9.285e-03 Score 97.827 Data time: 0.2109, Forward time: 2.2986, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 4.8494 [2020-11-13 20:57:05,461][root][INFO] - ===> Epoch[715](18574/26): Loss -0.7903, Sem 0.0697, dir -0.9766, norm 0.1166, swav 0.0000 LR: 9.279e-03 Score 97.535 Data time: 0.2695, Forward time: 2.2986, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 5.6895 [2020-11-13 20:57:11,089][root][INFO] - ===> Epoch[715](18575/26): Loss -0.8172, Sem 0.0625, dir -0.9800, norm 0.1003, swav 0.0000 LR: 9.273e-03 Score 97.698 Data time: 0.1549, Forward time: 2.2985, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.4668 [2020-11-13 20:57:16,478][root][INFO] - ===> Epoch[715](18576/26): Loss -0.8266, Sem 0.0563, dir -0.9828, norm 0.0998, swav 0.0000 LR: 9.267e-03 Score 97.992 Data time: 0.1320, Forward time: 2.2983, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.2686 [2020-11-13 20:57:22,163][root][INFO] - ===> Epoch[715](18577/26): Loss -0.7956, Sem 0.0656, dir -0.9794, norm 0.1182, swav 0.0000 LR: 9.261e-03 Score 97.627 Data time: 0.1339, Forward time: 2.2982, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 5.6423 [2020-11-13 20:57:29,403][root][INFO] - ===> Epoch[715](18578/26): Loss -0.8134, Sem 0.0623, dir -0.9793, norm 0.1036, swav 0.0000 LR: 9.255e-03 Score 97.759 Data time: 0.1675, Forward time: 2.2981, Backward time: 3.0785, DDP time: 0.0039, Total iter time: 7.1278 [2020-11-13 20:57:33,701][root][INFO] - ===> Epoch[715](18579/26): Loss -0.8116, Sem 0.0603, dir -0.9785, norm 0.1066, swav 0.0000 LR: 9.249e-03 Score 97.786 Data time: 0.1863, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 4.1780 [2020-11-13 20:57:39,707][root][INFO] - ===> Epoch[715](18580/26): Loss -0.8107, Sem 0.0623, dir -0.9775, norm 0.1045, swav 0.0000 LR: 9.244e-03 Score 97.709 Data time: 0.2306, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 5.9093 [2020-11-13 20:57:45,022][root][INFO] - ===> Epoch[715](18581/26): Loss -0.8206, Sem 0.0606, dir -0.9811, norm 0.0999, swav 0.0000 LR: 9.238e-03 Score 97.885 Data time: 0.1774, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 5.1817 [2020-11-13 20:57:49,766][root][INFO] - ===> Epoch[715](18582/26): Loss -0.8120, Sem 0.0650, dir -0.9796, norm 0.1026, swav 0.0000 LR: 9.232e-03 Score 97.584 Data time: 0.1703, Forward time: 2.2979, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 4.6143 [2020-11-13 20:57:55,577][root][INFO] - ===> Epoch[715](18583/26): Loss -0.7946, Sem 0.0689, dir -0.9776, norm 0.1141, swav 0.0000 LR: 9.226e-03 Score 97.559 Data time: 0.2023, Forward time: 2.2979, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 5.7527 [2020-11-13 20:58:02,294][root][INFO] - ===> Epoch[715](18584/26): Loss -0.8203, Sem 0.0600, dir -0.9819, norm 0.1016, swav 0.0000 LR: 9.220e-03 Score 97.817 Data time: 0.2352, Forward time: 2.2980, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 6.5707 [2020-11-13 20:58:07,967][root][INFO] - ===> Epoch[715](18585/26): Loss -0.8226, Sem 0.0629, dir -0.9802, norm 0.0948, swav 0.0000 LR: 9.214e-03 Score 97.627 Data time: 0.2124, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 5.5126 [2020-11-13 20:58:13,548][root][INFO] - ===> Epoch[715](18586/26): Loss -0.8100, Sem 0.0624, dir -0.9796, norm 0.1072, swav 0.0000 LR: 9.208e-03 Score 97.815 Data time: 0.1689, Forward time: 2.2980, Backward time: 3.0782, DDP time: 0.0039, Total iter time: 5.4268 [2020-11-13 20:58:18,459][root][INFO] - ===> Epoch[715](18587/26): Loss -0.8313, Sem 0.0579, dir -0.9827, norm 0.0936, swav 0.0000 LR: 9.202e-03 Score 97.883 Data time: 0.1936, Forward time: 2.2979, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 4.7862 [2020-11-13 20:58:23,908][root][INFO] - ===> Epoch[715](18588/26): Loss -0.8132, Sem 0.0646, dir -0.9796, norm 0.1018, swav 0.0000 LR: 9.197e-03 Score 97.649 Data time: 0.2431, Forward time: 2.2980, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 5.3677 [2020-11-13 20:58:29,012][root][INFO] - ===> Epoch[715](18589/26): Loss -0.8089, Sem 0.0626, dir -0.9790, norm 0.1075, swav 0.0000 LR: 9.191e-03 Score 97.711 Data time: 0.2389, Forward time: 2.2980, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 4.9268 [2020-11-13 20:58:35,150][root][INFO] - ===> Epoch[715](18590/26): Loss -0.8164, Sem 0.0661, dir -0.9810, norm 0.0985, swav 0.0000 LR: 9.185e-03 Score 97.634 Data time: 0.2776, Forward time: 2.2981, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.9879 [2020-11-13 20:58:40,487][root][INFO] - ===> Epoch[715](18591/26): Loss -0.8175, Sem 0.0648, dir -0.9822, norm 0.0999, swav 0.0000 LR: 9.179e-03 Score 97.675 Data time: 0.2390, Forward time: 2.2982, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.1502 [2020-11-13 20:58:46,242][root][INFO] - ===> Epoch[715](18592/26): Loss -0.7875, Sem 0.0648, dir -0.9749, norm 0.1226, swav 0.0000 LR: 9.173e-03 Score 97.650 Data time: 0.1908, Forward time: 2.2982, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.5885 [2020-11-13 20:58:51,883][root][INFO] - ===> Epoch[715](18593/26): Loss -0.8176, Sem 0.0670, dir -0.9809, norm 0.0962, swav 0.0000 LR: 9.167e-03 Score 97.524 Data time: 0.2099, Forward time: 2.2982, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.5042 [2020-11-13 20:58:57,186][root][INFO] - ===> Epoch[715](18594/26): Loss -0.8221, Sem 0.0592, dir -0.9809, norm 0.0996, swav 0.0000 LR: 9.161e-03 Score 97.855 Data time: 0.2543, Forward time: 2.2982, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.1559 [2020-11-13 20:59:03,537][root][INFO] - ===> Epoch[715](18595/26): Loss -0.8091, Sem 0.0605, dir -0.9755, norm 0.1059, swav 0.0000 LR: 9.156e-03 Score 97.829 Data time: 0.3242, Forward time: 2.2984, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.2023 [2020-11-13 20:59:09,422][root][INFO] - ===> Epoch[715](18596/26): Loss -0.8136, Sem 0.0578, dir -0.9794, norm 0.1080, swav 0.0000 LR: 9.150e-03 Score 97.962 Data time: 0.2470, Forward time: 2.2985, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.6992 [2020-11-13 20:59:14,073][root][INFO] - ===> Epoch[716](18597/26): Loss -0.8129, Sem 0.0636, dir -0.9795, norm 0.1030, swav 0.0000 LR: 9.144e-03 Score 97.658 Data time: 0.1657, Forward time: 2.2984, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 4.5050 [2020-11-13 20:59:19,377][root][INFO] - ===> Epoch[716](18598/26): Loss -0.8197, Sem 0.0614, dir -0.9800, norm 0.0989, swav 0.0000 LR: 9.138e-03 Score 97.770 Data time: 0.2467, Forward time: 2.2984, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.2013 [2020-11-13 20:59:25,095][root][INFO] - ===> Epoch[716](18599/26): Loss -0.8083, Sem 0.0687, dir -0.9794, norm 0.1023, swav 0.0000 LR: 9.132e-03 Score 97.658 Data time: 0.1883, Forward time: 2.2984, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.5705 [2020-11-13 20:59:30,900][root][INFO] - ===> Epoch[716](18600/26): Loss -0.8122, Sem 0.0596, dir -0.9811, norm 0.1092, swav 0.0000 LR: 9.126e-03 Score 97.828 Data time: 0.2030, Forward time: 2.2984, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.6878 [2020-11-13 20:59:37,746][root][INFO] - ===> Epoch[716](18601/26): Loss -0.8242, Sem 0.0615, dir -0.9820, norm 0.0964, swav 0.0000 LR: 9.120e-03 Score 97.760 Data time: 0.1768, Forward time: 2.2983, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.7020 [2020-11-13 20:59:43,596][root][INFO] - ===> Epoch[716](18602/26): Loss -0.8228, Sem 0.0596, dir -0.9834, norm 0.1010, swav 0.0000 LR: 9.114e-03 Score 97.841 Data time: 0.2133, Forward time: 2.2983, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.7166 [2020-11-13 20:59:49,680][root][INFO] - ===> Epoch[716](18603/26): Loss -0.8008, Sem 0.0667, dir -0.9778, norm 0.1103, swav 0.0000 LR: 9.109e-03 Score 97.614 Data time: 0.2313, Forward time: 2.2984, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.9248 [2020-11-13 20:59:55,188][root][INFO] - ===> Epoch[716](18604/26): Loss -0.8229, Sem 0.0600, dir -0.9813, norm 0.0984, swav 0.0000 LR: 9.103e-03 Score 97.786 Data time: 0.2710, Forward time: 2.2985, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.3098 [2020-11-13 20:59:59,991][root][INFO] - ===> Epoch[716](18605/26): Loss -0.8104, Sem 0.0604, dir -0.9824, norm 0.1116, swav 0.0000 LR: 9.097e-03 Score 97.846 Data time: 0.2938, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 4.6464 [2020-11-13 21:00:06,377][root][INFO] - ===> Epoch[716](18606/26): Loss -0.8048, Sem 0.0650, dir -0.9804, norm 0.1106, swav 0.0000 LR: 9.091e-03 Score 97.611 Data time: 0.3003, Forward time: 2.2986, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 6.2716 [2020-11-13 21:00:11,274][root][INFO] - ===> Epoch[716](18607/26): Loss -0.7894, Sem 0.0724, dir -0.9729, norm 0.1112, swav 0.0000 LR: 9.085e-03 Score 97.366 Data time: 0.1974, Forward time: 2.2986, Backward time: 3.0767, DDP time: 0.0039, Total iter time: 4.7227 [2020-11-13 21:00:17,827][root][INFO] - ===> Epoch[716](18608/26): Loss -0.8240, Sem 0.0575, dir -0.9794, norm 0.0979, swav 0.0000 LR: 9.079e-03 Score 97.933 Data time: 0.1686, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 6.4399 [2020-11-13 21:00:23,225][root][INFO] - ===> Epoch[716](18609/26): Loss -0.8133, Sem 0.0614, dir -0.9818, norm 0.1071, swav 0.0000 LR: 9.073e-03 Score 97.787 Data time: 0.1681, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.2752 [2020-11-13 21:00:30,328][root][INFO] - ===> Epoch[716](18610/26): Loss -0.8041, Sem 0.0658, dir -0.9796, norm 0.1097, swav 0.0000 LR: 9.067e-03 Score 97.604 Data time: 0.1817, Forward time: 2.2984, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.9577 [2020-11-13 21:00:35,128][root][INFO] - ===> Epoch[716](18611/26): Loss -0.8104, Sem 0.0607, dir -0.9775, norm 0.1065, swav 0.0000 LR: 9.062e-03 Score 97.879 Data time: 0.2408, Forward time: 2.2983, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 4.6489 [2020-11-13 21:00:40,372][root][INFO] - ===> Epoch[716](18612/26): Loss -0.8200, Sem 0.0574, dir -0.9801, norm 0.1027, swav 0.0000 LR: 9.056e-03 Score 97.915 Data time: 0.2315, Forward time: 2.2984, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.1371 [2020-11-13 21:00:45,487][root][INFO] - ===> Epoch[716](18613/26): Loss -0.8015, Sem 0.0670, dir -0.9770, norm 0.1086, swav 0.0000 LR: 9.050e-03 Score 97.534 Data time: 0.1446, Forward time: 2.2983, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 4.9384 [2020-11-13 21:00:52,288][root][INFO] - ===> Epoch[716](18614/26): Loss -0.8263, Sem 0.0578, dir -0.9802, norm 0.0961, swav 0.0000 LR: 9.044e-03 Score 97.922 Data time: 0.2468, Forward time: 2.2983, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.7265 [2020-11-13 21:00:58,621][root][INFO] - ===> Epoch[716](18615/26): Loss -0.8383, Sem 0.0575, dir -0.9852, norm 0.0895, swav 0.0000 LR: 9.038e-03 Score 97.957 Data time: 0.1622, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.1879 [2020-11-13 21:01:03,045][root][INFO] - ===> Epoch[716](18616/26): Loss -0.8196, Sem 0.0617, dir -0.9806, norm 0.0992, swav 0.0000 LR: 9.032e-03 Score 97.767 Data time: 0.2037, Forward time: 2.2982, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 4.3256 [2020-11-13 21:01:08,779][root][INFO] - ===> Epoch[716](18617/26): Loss -0.8090, Sem 0.0624, dir -0.9803, norm 0.1089, swav 0.0000 LR: 9.026e-03 Score 97.648 Data time: 0.2109, Forward time: 2.2982, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.5794 [2020-11-13 21:01:14,951][root][INFO] - ===> Epoch[716](18618/26): Loss -0.8213, Sem 0.0559, dir -0.9813, norm 0.1041, swav 0.0000 LR: 9.020e-03 Score 97.944 Data time: 0.2113, Forward time: 2.2982, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 6.0429 [2020-11-13 21:01:19,397][root][INFO] - ===> Epoch[716](18619/26): Loss -0.8102, Sem 0.0679, dir -0.9782, norm 0.1001, swav 0.0000 LR: 9.015e-03 Score 97.581 Data time: 0.1725, Forward time: 2.2981, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 4.3176 [2020-11-13 21:01:25,926][root][INFO] - ===> Epoch[716](18620/26): Loss -0.8340, Sem 0.0550, dir -0.9825, norm 0.0935, swav 0.0000 LR: 9.009e-03 Score 97.995 Data time: 0.2979, Forward time: 2.2983, Backward time: 3.0769, DDP time: 0.0039, Total iter time: 6.4412 [2020-11-13 21:01:31,261][root][INFO] - ===> Epoch[716](18621/26): Loss -0.8059, Sem 0.0613, dir -0.9764, norm 0.1091, swav 0.0000 LR: 9.003e-03 Score 97.870 Data time: 0.2166, Forward time: 2.2983, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.1424 [2020-11-13 21:01:37,619][root][INFO] - ===> Epoch[716](18622/26): Loss -0.8096, Sem 0.0689, dir -0.9807, norm 0.1021, swav 0.0000 LR: 8.997e-03 Score 97.539 Data time: 0.2736, Forward time: 2.2985, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 6.2291 [2020-11-13 21:01:42,827][root][INFO] - ===> Epoch[717](18623/26): Loss -0.8179, Sem 0.0651, dir -0.9813, norm 0.0982, swav 0.0000 LR: 8.991e-03 Score 97.599 Data time: 0.2233, Forward time: 2.2985, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 5.0175 [2020-11-13 21:01:48,816][root][INFO] - ===> Epoch[717](18624/26): Loss -0.8349, Sem 0.0540, dir -0.9833, norm 0.0944, swav 0.0000 LR: 8.985e-03 Score 98.052 Data time: 0.1579, Forward time: 2.2984, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 5.8485 [2020-11-13 21:01:54,003][root][INFO] - ===> Epoch[717](18625/26): Loss -0.8269, Sem 0.0594, dir -0.9809, norm 0.0947, swav 0.0000 LR: 8.979e-03 Score 97.899 Data time: 0.2490, Forward time: 2.2984, Backward time: 3.0766, DDP time: 0.0039, Total iter time: 5.0759 [2020-11-13 21:02:00,509][root][INFO] - ===> Epoch[717](18626/26): Loss -0.7906, Sem 0.0776, dir -0.9780, norm 0.1097, swav 0.0000 LR: 8.973e-03 Score 97.160 Data time: 0.1650, Forward time: 2.2984, Backward time: 3.0768, DDP time: 0.0039, Total iter time: 6.3788 [2020-11-13 21:02:06,735][root][INFO] - ===> Epoch[717](18627/26): Loss -0.8267, Sem 0.0578, dir -0.9826, norm 0.0980, swav 0.0000 LR: 8.968e-03 Score 97.961 Data time: 0.1813, Forward time: 2.2983, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 6.1185 [2020-11-13 21:02:12,359][root][INFO] - ===> Epoch[717](18628/26): Loss -0.8148, Sem 0.0562, dir -0.9774, norm 0.1064, swav 0.0000 LR: 8.962e-03 Score 97.945 Data time: 0.1398, Forward time: 2.2982, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.4825 [2020-11-13 21:02:17,873][root][INFO] - ===> Epoch[717](18629/26): Loss -0.8104, Sem 0.0660, dir -0.9787, norm 0.1023, swav 0.0000 LR: 8.956e-03 Score 97.616 Data time: 0.2332, Forward time: 2.2981, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.4520 [2020-11-13 21:02:24,968][root][INFO] - ===> Epoch[717](18630/26): Loss -0.7971, Sem 0.0715, dir -0.9774, norm 0.1087, swav 0.0000 LR: 8.950e-03 Score 97.409 Data time: 0.2197, Forward time: 2.2981, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.9225 [2020-11-13 21:02:31,616][root][INFO] - ===> Epoch[717](18631/26): Loss -0.8069, Sem 0.0610, dir -0.9794, norm 0.1116, swav 0.0000 LR: 8.944e-03 Score 97.785 Data time: 0.1732, Forward time: 2.2981, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 6.5442 [2020-11-13 21:02:36,890][root][INFO] - ===> Epoch[717](18632/26): Loss -0.8105, Sem 0.0624, dir -0.9787, norm 0.1058, swav 0.0000 LR: 8.938e-03 Score 97.804 Data time: 0.1507, Forward time: 2.2980, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.1437 [2020-11-13 21:02:42,042][root][INFO] - ===> Epoch[717](18633/26): Loss -0.8235, Sem 0.0601, dir -0.9834, norm 0.0998, swav 0.0000 LR: 8.932e-03 Score 97.839 Data time: 0.1414, Forward time: 2.2978, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.0620 [2020-11-13 21:02:47,306][root][INFO] - ===> Epoch[717](18634/26): Loss -0.8109, Sem 0.0657, dir -0.9798, norm 0.1032, swav 0.0000 LR: 8.926e-03 Score 97.658 Data time: 0.1817, Forward time: 2.2977, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.2103 [2020-11-13 21:02:53,818][root][INFO] - ===> Epoch[717](18635/26): Loss -0.8270, Sem 0.0575, dir -0.9793, norm 0.0948, swav 0.0000 LR: 8.920e-03 Score 97.879 Data time: 0.1939, Forward time: 2.2977, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 6.3718 [2020-11-13 21:03:01,222][root][INFO] - ===> Epoch[717](18636/26): Loss -0.8066, Sem 0.0686, dir -0.9785, norm 0.1034, swav 0.0000 LR: 8.915e-03 Score 97.521 Data time: 0.3420, Forward time: 2.2979, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 7.3070 [2020-11-13 21:03:05,708][root][INFO] - ===> Epoch[717](18637/26): Loss -0.8244, Sem 0.0550, dir -0.9785, norm 0.0990, swav 0.0000 LR: 8.909e-03 Score 98.030 Data time: 0.1936, Forward time: 2.2979, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 4.3452 [2020-11-13 21:03:11,837][root][INFO] - ===> Epoch[717](18638/26): Loss -0.8187, Sem 0.0608, dir -0.9814, norm 0.1019, swav 0.0000 LR: 8.903e-03 Score 97.779 Data time: 0.2246, Forward time: 2.2980, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.9942 [2020-11-13 21:03:16,629][root][INFO] - ===> Epoch[717](18639/26): Loss -0.8416, Sem 0.0530, dir -0.9826, norm 0.0880, swav 0.0000 LR: 8.897e-03 Score 98.052 Data time: 0.2278, Forward time: 2.2980, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 4.6384 [2020-11-13 21:03:22,012][root][INFO] - ===> Epoch[717](18640/26): Loss -0.8116, Sem 0.0652, dir -0.9810, norm 0.1041, swav 0.0000 LR: 8.891e-03 Score 97.647 Data time: 0.2388, Forward time: 2.2981, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.2518 [2020-11-13 21:03:28,388][root][INFO] - ===> Epoch[717](18641/26): Loss -0.8024, Sem 0.0641, dir -0.9762, norm 0.1097, swav 0.0000 LR: 8.885e-03 Score 97.745 Data time: 0.1847, Forward time: 2.2981, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 6.2391 [2020-11-13 21:03:33,329][root][INFO] - ===> Epoch[717](18642/26): Loss -0.8103, Sem 0.0649, dir -0.9796, norm 0.1044, swav 0.0000 LR: 8.879e-03 Score 97.654 Data time: 0.1911, Forward time: 2.2980, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 4.8259 [2020-11-13 21:03:40,017][root][INFO] - ===> Epoch[717](18643/26): Loss -0.8082, Sem 0.0592, dir -0.9788, norm 0.1113, swav 0.0000 LR: 8.873e-03 Score 97.877 Data time: 0.2390, Forward time: 2.2981, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 6.5307 [2020-11-13 21:03:45,197][root][INFO] - ===> Epoch[717](18644/26): Loss -0.8095, Sem 0.0646, dir -0.9820, norm 0.1078, swav 0.0000 LR: 8.867e-03 Score 97.620 Data time: 0.1902, Forward time: 2.2980, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.0281 [2020-11-13 21:03:51,589][root][INFO] - ===> Epoch[717](18645/26): Loss -0.8117, Sem 0.0623, dir -0.9820, norm 0.1079, swav 0.0000 LR: 8.862e-03 Score 97.767 Data time: 0.3535, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.2832 [2020-11-13 21:03:57,932][root][INFO] - ===> Epoch[717](18646/26): Loss -0.8231, Sem 0.0627, dir -0.9812, norm 0.0954, swav 0.0000 LR: 8.856e-03 Score 97.650 Data time: 0.2764, Forward time: 2.2983, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 6.1886 [2020-11-13 21:04:04,092][root][INFO] - ===> Epoch[717](18647/26): Loss -0.8164, Sem 0.0615, dir -0.9776, norm 0.0996, swav 0.0000 LR: 8.850e-03 Score 97.778 Data time: 0.1791, Forward time: 2.2983, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.9843 [2020-11-13 21:04:09,513][root][INFO] - ===> Epoch[717](18648/26): Loss -0.8212, Sem 0.0606, dir -0.9802, norm 0.0983, swav 0.0000 LR: 8.844e-03 Score 97.861 Data time: 0.2155, Forward time: 2.2983, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.3131 [2020-11-13 21:04:15,049][root][INFO] - ===> Epoch[718](18649/26): Loss -0.8102, Sem 0.0572, dir -0.9823, norm 0.1149, swav 0.0000 LR: 8.838e-03 Score 98.022 Data time: 0.2521, Forward time: 2.2982, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.4202 [2020-11-13 21:04:20,171][root][INFO] - ===> Epoch[718](18650/26): Loss -0.7987, Sem 0.0707, dir -0.9800, norm 0.1106, swav 0.0000 LR: 8.832e-03 Score 97.381 Data time: 0.2348, Forward time: 2.2983, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 4.9610 [2020-11-13 21:04:26,959][root][INFO] - ===> Epoch[718](18651/26): Loss -0.8073, Sem 0.0619, dir -0.9759, norm 0.1068, swav 0.0000 LR: 8.826e-03 Score 97.731 Data time: 0.1870, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 6.6619 [2020-11-13 21:04:32,329][root][INFO] - ===> Epoch[718](18652/26): Loss -0.8110, Sem 0.0625, dir -0.9799, norm 0.1065, swav 0.0000 LR: 8.820e-03 Score 97.775 Data time: 0.2645, Forward time: 2.2982, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 5.2904 [2020-11-13 21:04:38,285][root][INFO] - ===> Epoch[718](18653/26): Loss -0.8143, Sem 0.0631, dir -0.9809, norm 0.1035, swav 0.0000 LR: 8.814e-03 Score 97.767 Data time: 0.1953, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.7897 [2020-11-13 21:04:43,735][root][INFO] - ===> Epoch[718](18654/26): Loss -0.8248, Sem 0.0554, dir -0.9787, norm 0.0985, swav 0.0000 LR: 8.809e-03 Score 97.999 Data time: 0.1878, Forward time: 2.2981, Backward time: 3.0773, DDP time: 0.0039, Total iter time: 5.3459 [2020-11-13 21:04:50,251][root][INFO] - ===> Epoch[718](18655/26): Loss -0.8219, Sem 0.0584, dir -0.9808, norm 0.1005, swav 0.0000 LR: 8.803e-03 Score 97.878 Data time: 0.3050, Forward time: 2.2983, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 6.4157 [2020-11-13 21:04:56,066][root][INFO] - ===> Epoch[718](18656/26): Loss -0.8111, Sem 0.0662, dir -0.9798, norm 0.1024, swav 0.0000 LR: 8.797e-03 Score 97.599 Data time: 0.2738, Forward time: 2.2985, Backward time: 3.0771, DDP time: 0.0039, Total iter time: 5.6314 [2020-11-13 21:05:02,382][root][INFO] - ===> Epoch[718](18657/26): Loss -0.8226, Sem 0.0596, dir -0.9819, norm 0.0997, swav 0.0000 LR: 8.791e-03 Score 97.847 Data time: 0.1782, Forward time: 2.2984, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 6.1565 [2020-11-13 21:05:09,052][root][INFO] - ===> Epoch[718](18658/26): Loss -0.8143, Sem 0.0596, dir -0.9783, norm 0.1044, swav 0.0000 LR: 8.785e-03 Score 97.852 Data time: 0.1843, Forward time: 2.2984, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 6.5816 [2020-11-13 21:05:15,000][root][INFO] - ===> Epoch[718](18659/26): Loss -0.8071, Sem 0.0645, dir -0.9799, norm 0.1084, swav 0.0000 LR: 8.779e-03 Score 97.712 Data time: 0.2625, Forward time: 2.2985, Backward time: 3.0774, DDP time: 0.0039, Total iter time: 5.8369 [2020-11-13 21:05:22,470][root][INFO] - ===> Epoch[718](18660/26): Loss -0.8085, Sem 0.0619, dir -0.9787, norm 0.1084, swav 0.0000 LR: 8.773e-03 Score 97.777 Data time: 0.1682, Forward time: 2.2984, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 7.3127 [2020-11-13 21:05:28,720][root][INFO] - ===> Epoch[718](18661/26): Loss -0.8002, Sem 0.0671, dir -0.9794, norm 0.1121, swav 0.0000 LR: 8.767e-03 Score 97.558 Data time: 0.1737, Forward time: 2.2983, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 6.1822 [2020-11-13 21:05:34,913][root][INFO] - ===> Epoch[718](18662/26): Loss -0.8183, Sem 0.0593, dir -0.9805, norm 0.1028, swav 0.0000 LR: 8.761e-03 Score 97.845 Data time: 0.2462, Forward time: 2.2984, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 6.0620 [2020-11-13 21:05:42,176][root][INFO] - ===> Epoch[718](18663/26): Loss -0.8175, Sem 0.0624, dir -0.9812, norm 0.1013, swav 0.0000 LR: 8.755e-03 Score 97.690 Data time: 0.3307, Forward time: 2.2987, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 7.1154 [2020-11-13 21:05:47,501][root][INFO] - ===> Epoch[718](18664/26): Loss -0.8111, Sem 0.0597, dir -0.9802, norm 0.1093, swav 0.0000 LR: 8.750e-03 Score 97.881 Data time: 0.2570, Forward time: 2.2988, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.1641 [2020-11-13 21:05:53,706][root][INFO] - ===> Epoch[718](18665/26): Loss -0.8222, Sem 0.0584, dir -0.9799, norm 0.0993, swav 0.0000 LR: 8.744e-03 Score 97.873 Data time: 0.2809, Forward time: 2.2989, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 6.0669 [2020-11-13 21:05:59,181][root][INFO] - ===> Epoch[718](18666/26): Loss -0.8205, Sem 0.0616, dir -0.9823, norm 0.1002, swav 0.0000 LR: 8.738e-03 Score 97.778 Data time: 0.3132, Forward time: 2.2990, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 5.3172 [2020-11-13 21:06:05,451][root][INFO] - ===> Epoch[718](18667/26): Loss -0.8141, Sem 0.0625, dir -0.9780, norm 0.1015, swav 0.0000 LR: 8.732e-03 Score 97.707 Data time: 0.1939, Forward time: 2.2990, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 6.1207 [2020-11-13 21:06:10,193][root][INFO] - ===> Epoch[718](18668/26): Loss -0.8162, Sem 0.0593, dir -0.9793, norm 0.1039, swav 0.0000 LR: 8.726e-03 Score 97.857 Data time: 0.1673, Forward time: 2.2989, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 4.6068 [2020-11-13 21:06:16,487][root][INFO] - ===> Epoch[718](18669/26): Loss -0.8287, Sem 0.0612, dir -0.9814, norm 0.0915, swav 0.0000 LR: 8.720e-03 Score 97.834 Data time: 0.2187, Forward time: 2.2989, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 6.2302 [2020-11-13 21:06:22,180][root][INFO] - ===> Epoch[718](18670/26): Loss -0.8297, Sem 0.0595, dir -0.9816, norm 0.0924, swav 0.0000 LR: 8.714e-03 Score 97.877 Data time: 0.1622, Forward time: 2.2989, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.5732 [2020-11-13 21:06:28,257][root][INFO] - ===> Epoch[718](18671/26): Loss -0.8082, Sem 0.0621, dir -0.9782, norm 0.1079, swav 0.0000 LR: 8.708e-03 Score 97.792 Data time: 0.2092, Forward time: 2.2989, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.9736 [2020-11-13 21:06:33,685][root][INFO] - ===> Epoch[718](18672/26): Loss -0.8237, Sem 0.0574, dir -0.9802, norm 0.0990, swav 0.0000 LR: 8.702e-03 Score 97.992 Data time: 0.1604, Forward time: 2.2988, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.2804 [2020-11-13 21:06:39,216][root][INFO] - ===> Epoch[718](18673/26): Loss -0.8253, Sem 0.0569, dir -0.9805, norm 0.0983, swav 0.0000 LR: 8.696e-03 Score 97.930 Data time: 0.2151, Forward time: 2.2988, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.4158 [2020-11-13 21:06:45,756][root][INFO] - ===> Epoch[718](18674/26): Loss -0.8105, Sem 0.0616, dir -0.9795, norm 0.1074, swav 0.0000 LR: 8.691e-03 Score 97.749 Data time: 0.2343, Forward time: 2.2988, Backward time: 3.0778, DDP time: 0.0039, Total iter time: 6.3903 [2020-11-13 21:06:51,535][root][INFO] - ===> Epoch[719](18675/26): Loss -0.8213, Sem 0.0620, dir -0.9811, norm 0.0978, swav 0.0000 LR: 8.685e-03 Score 97.728 Data time: 0.2192, Forward time: 2.2989, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.6304 [2020-11-13 21:06:56,397][root][INFO] - ===> Epoch[719](18676/26): Loss -0.8224, Sem 0.0628, dir -0.9805, norm 0.0953, swav 0.0000 LR: 8.679e-03 Score 97.790 Data time: 0.2174, Forward time: 2.2989, Backward time: 3.0775, DDP time: 0.0039, Total iter time: 4.7220 [2020-11-13 21:07:03,027][root][INFO] - ===> Epoch[719](18677/26): Loss -0.8018, Sem 0.0639, dir -0.9778, norm 0.1121, swav 0.0000 LR: 8.673e-03 Score 97.689 Data time: 0.2422, Forward time: 2.2989, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 6.4775 [2020-11-13 21:07:08,628][root][INFO] - ===> Epoch[719](18678/26): Loss -0.8226, Sem 0.0571, dir -0.9804, norm 0.1007, swav 0.0000 LR: 8.667e-03 Score 97.931 Data time: 0.1729, Forward time: 2.2988, Backward time: 3.0777, DDP time: 0.0039, Total iter time: 5.4521 [2020-11-13 21:07:15,489][root][INFO] - ===> Epoch[719](18679/26): Loss -0.8205, Sem 0.0643, dir -0.9808, norm 0.0960, swav 0.0000 LR: 8.661e-03 Score 97.661 Data time: 0.1526, Forward time: 2.2987, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 6.7349 [2020-11-13 21:07:21,505][root][INFO] - ===> Epoch[719](18680/26): Loss -0.8207, Sem 0.0642, dir -0.9813, norm 0.0964, swav 0.0000 LR: 8.655e-03 Score 97.677 Data time: 0.1849, Forward time: 2.2987, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 5.9617 [2020-11-13 21:07:26,716][root][INFO] - ===> Epoch[719](18681/26): Loss -0.8065, Sem 0.0710, dir -0.9794, norm 0.1019, swav 0.0000 LR: 8.649e-03 Score 97.393 Data time: 0.1455, Forward time: 2.2986, Backward time: 3.0781, DDP time: 0.0039, Total iter time: 5.0609 [2020-11-13 21:07:31,166][root][INFO] - ===> Epoch[719](18682/26): Loss -0.8200, Sem 0.0580, dir -0.9768, norm 0.0988, swav 0.0000 LR: 8.643e-03 Score 97.962 Data time: 0.1544, Forward time: 2.2984, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 4.3681 [2020-11-13 21:07:36,959][root][INFO] - ===> Epoch[719](18683/26): Loss -0.7737, Sem 0.0749, dir -0.9789, norm 0.1303, swav 0.0000 LR: 8.637e-03 Score 97.342 Data time: 0.2442, Forward time: 2.2985, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.7036 [2020-11-13 21:07:43,249][root][INFO] - ===> Epoch[719](18684/26): Loss -0.8240, Sem 0.0626, dir -0.9836, norm 0.0969, swav 0.0000 LR: 8.632e-03 Score 97.763 Data time: 0.1843, Forward time: 2.2985, Backward time: 3.0780, DDP time: 0.0039, Total iter time: 6.1442 [2020-11-13 21:07:48,715][root][INFO] - ===> Epoch[719](18685/26): Loss -0.8111, Sem 0.0623, dir -0.9790, norm 0.1055, swav 0.0000 LR: 8.626e-03 Score 97.813 Data time: 0.2152, Forward time: 2.2985, Backward time: 3.0779, DDP time: 0.0039, Total iter time: 5.3539 [2020-11-13 21:07:54,972][root][INFO] - ===> Epoch[719](18686/26): Loss -0.8189, Sem 0.0576, dir -0.9807, norm 0.1043, swav 0.0000 LR: 8.620e-03 Score 97.931 Data time: 0.2089, Forward time: 2.2985, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 6.1189 [2020-11-13 21:08:01,624][root][INFO] - ===> Epoch[719](18687/26): Loss -0.8137, Sem 0.0648, dir -0.9766, norm 0.0981, swav 0.0000 LR: 8.614e-03 Score 97.636 Data time: 0.2715, Forward time: 2.2986, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 6.5333 [2020-11-13 21:08:07,148][root][INFO] - ===> Epoch[719](18688/26): Loss -0.8026, Sem 0.0673, dir -0.9766, norm 0.1067, swav 0.0000 LR: 8.608e-03 Score 97.556 Data time: 0.2760, Forward time: 2.2987, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.3418 [2020-11-13 21:08:13,447][root][INFO] - ===> Epoch[719](18689/26): Loss -0.8095, Sem 0.0632, dir -0.9794, norm 0.1068, swav 0.0000 LR: 8.602e-03 Score 97.754 Data time: 0.2936, Forward time: 2.2989, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.1689 [2020-11-13 21:08:19,526][root][INFO] - ===> Epoch[719](18690/26): Loss -0.8130, Sem 0.0667, dir -0.9827, norm 0.1031, swav 0.0000 LR: 8.596e-03 Score 97.602 Data time: 0.2414, Forward time: 2.2989, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.9182 [2020-11-13 21:08:24,788][root][INFO] - ===> Epoch[719](18691/26): Loss -0.8237, Sem 0.0579, dir -0.9817, norm 0.1001, swav 0.0000 LR: 8.590e-03 Score 97.869 Data time: 0.1825, Forward time: 2.2989, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.0907 [2020-11-13 21:08:31,516][root][INFO] - ===> Epoch[719](18692/26): Loss -0.8184, Sem 0.0609, dir -0.9810, norm 0.1017, swav 0.0000 LR: 8.584e-03 Score 97.805 Data time: 0.2055, Forward time: 2.2989, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 6.6265 [2020-11-13 21:08:36,787][root][INFO] - ===> Epoch[719](18693/26): Loss -0.8209, Sem 0.0575, dir -0.9805, norm 0.1022, swav 0.0000 LR: 8.578e-03 Score 97.938 Data time: 0.2561, Forward time: 2.2990, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.1031 [2020-11-13 21:08:42,084][root][INFO] - ===> Epoch[719](18694/26): Loss -0.8168, Sem 0.0632, dir -0.9806, norm 0.1006, swav 0.0000 LR: 8.572e-03 Score 97.735 Data time: 0.2016, Forward time: 2.2989, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 5.1594 [2020-11-13 21:08:47,423][root][INFO] - ===> Epoch[719](18695/26): Loss -0.8136, Sem 0.0634, dir -0.9812, norm 0.1042, swav 0.0000 LR: 8.566e-03 Score 97.674 Data time: 0.1390, Forward time: 2.2988, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.1945 [2020-11-13 21:08:52,519][root][INFO] - ===> Epoch[719](18696/26): Loss -0.8230, Sem 0.0533, dir -0.9790, norm 0.1027, swav 0.0000 LR: 8.561e-03 Score 98.037 Data time: 0.1694, Forward time: 2.2987, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.9949 [2020-11-13 21:08:58,223][root][INFO] - ===> Epoch[719](18697/26): Loss -0.8204, Sem 0.0655, dir -0.9816, norm 0.0957, swav 0.0000 LR: 8.555e-03 Score 97.686 Data time: 0.2807, Forward time: 2.2988, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.6094 [2020-11-13 21:09:04,159][root][INFO] - ===> Epoch[719](18698/26): Loss -0.8097, Sem 0.0648, dir -0.9784, norm 0.1039, swav 0.0000 LR: 8.549e-03 Score 97.739 Data time: 0.2427, Forward time: 2.2989, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.7756 [2020-11-13 21:09:09,966][root][INFO] - ===> Epoch[719](18699/26): Loss -0.8081, Sem 0.0651, dir -0.9793, norm 0.1061, swav 0.0000 LR: 8.543e-03 Score 97.652 Data time: 0.2215, Forward time: 2.2989, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.6101 [2020-11-13 21:09:15,797][root][INFO] - ===> Epoch[719](18700/26): Loss -0.8152, Sem 0.0652, dir -0.9789, norm 0.0985, swav 0.0000 LR: 8.537e-03 Score 97.601 Data time: 0.1792, Forward time: 2.2988, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.6562 [2020-11-13 21:09:21,051][root][INFO] - ===> Epoch[720](18701/26): Loss -0.8230, Sem 0.0599, dir -0.9818, norm 0.0989, swav 0.0000 LR: 8.531e-03 Score 97.822 Data time: 0.1892, Forward time: 2.2988, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.1480 [2020-11-13 21:09:26,963][root][INFO] - ===> Epoch[720](18702/26): Loss -0.8205, Sem 0.0588, dir -0.9812, norm 0.1018, swav 0.0000 LR: 8.525e-03 Score 97.854 Data time: 0.2353, Forward time: 2.2988, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.7590 [2020-11-13 21:09:32,634][root][INFO] - ===> Epoch[720](18703/26): Loss -0.8105, Sem 0.0642, dir -0.9800, norm 0.1053, swav 0.0000 LR: 8.519e-03 Score 97.723 Data time: 0.1755, Forward time: 2.2988, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.5092 [2020-11-13 21:09:39,012][root][INFO] - ===> Epoch[720](18704/26): Loss -0.8047, Sem 0.0654, dir -0.9801, norm 0.1100, swav 0.0000 LR: 8.513e-03 Score 97.608 Data time: 0.2616, Forward time: 2.2989, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 6.2650 [2020-11-13 21:09:43,733][root][INFO] - ===> Epoch[720](18705/26): Loss -0.8083, Sem 0.0624, dir -0.9786, norm 0.1079, swav 0.0000 LR: 8.507e-03 Score 97.681 Data time: 0.2193, Forward time: 2.2989, Backward time: 3.0774, DDP time: 0.0040, Total iter time: 4.5550 [2020-11-13 21:09:49,267][root][INFO] - ===> Epoch[720](18706/26): Loss -0.8239, Sem 0.0554, dir -0.9793, norm 0.1000, swav 0.0000 LR: 8.501e-03 Score 98.056 Data time: 0.2398, Forward time: 2.2990, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 5.3820 [2020-11-13 21:09:54,563][root][INFO] - ===> Epoch[720](18707/26): Loss -0.8110, Sem 0.0625, dir -0.9829, norm 0.1094, swav 0.0000 LR: 8.496e-03 Score 97.710 Data time: 0.2065, Forward time: 2.2989, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 5.1605 [2020-11-13 21:09:59,075][root][INFO] - ===> Epoch[720](18708/26): Loss -0.8150, Sem 0.0600, dir -0.9789, norm 0.1039, swav 0.0000 LR: 8.490e-03 Score 97.844 Data time: 0.2158, Forward time: 2.2989, Backward time: 3.0770, DDP time: 0.0040, Total iter time: 4.4404 [2020-11-13 21:10:03,789][root][INFO] - ===> Epoch[720](18709/26): Loss -0.8188, Sem 0.0613, dir -0.9829, norm 0.1029, swav 0.0000 LR: 8.484e-03 Score 97.835 Data time: 0.1745, Forward time: 2.2988, Backward time: 3.0769, DDP time: 0.0040, Total iter time: 4.6114 [2020-11-13 21:10:10,258][root][INFO] - ===> Epoch[720](18710/26): Loss -0.8223, Sem 0.0617, dir -0.9819, norm 0.0979, swav 0.0000 LR: 8.478e-03 Score 97.744 Data time: 0.2349, Forward time: 2.2989, Backward time: 3.0770, DDP time: 0.0040, Total iter time: 6.4000 [2020-11-13 21:10:16,902][root][INFO] - ===> Epoch[720](18711/26): Loss -0.8086, Sem 0.0609, dir -0.9801, norm 0.1106, swav 0.0000 LR: 8.472e-03 Score 97.781 Data time: 0.2237, Forward time: 2.2989, Backward time: 3.0771, DDP time: 0.0040, Total iter time: 6.5032 [2020-11-13 21:10:22,288][root][INFO] - ===> Epoch[720](18712/26): Loss -0.8243, Sem 0.0642, dir -0.9813, norm 0.0928, swav 0.0000 LR: 8.466e-03 Score 97.637 Data time: 0.1792, Forward time: 2.2988, Backward time: 3.0771, DDP time: 0.0040, Total iter time: 5.2763 [2020-11-13 21:10:27,979][root][INFO] - ===> Epoch[720](18713/26): Loss -0.8064, Sem 0.0648, dir -0.9788, norm 0.1075, swav 0.0000 LR: 8.460e-03 Score 97.577 Data time: 0.2186, Forward time: 2.2988, Backward time: 3.0770, DDP time: 0.0040, Total iter time: 5.6038 [2020-11-13 21:10:35,780][root][INFO] - ===> Epoch[720](18714/26): Loss -0.8153, Sem 0.0625, dir -0.9801, norm 0.1023, swav 0.0000 LR: 8.454e-03 Score 97.740 Data time: 0.2095, Forward time: 2.2989, Backward time: 3.0774, DDP time: 0.0040, Total iter time: 7.6505 [2020-11-13 21:10:41,215][root][INFO] - ===> Epoch[720](18715/26): Loss -0.8254, Sem 0.0600, dir -0.9833, norm 0.0980, swav 0.0000 LR: 8.448e-03 Score 97.850 Data time: 0.1972, Forward time: 2.2988, Backward time: 3.0774, DDP time: 0.0040, Total iter time: 5.3407 [2020-11-13 21:10:46,122][root][INFO] - ===> Epoch[720](18716/26): Loss -0.8258, Sem 0.0566, dir -0.9800, norm 0.0975, swav 0.0000 LR: 8.442e-03 Score 97.958 Data time: 0.2102, Forward time: 2.2988, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 4.7976 [2020-11-13 21:10:52,705][root][INFO] - ===> Epoch[720](18717/26): Loss -0.8270, Sem 0.0580, dir -0.9822, norm 0.0973, swav 0.0000 LR: 8.436e-03 Score 97.888 Data time: 0.2226, Forward time: 2.2989, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 6.5034 [2020-11-13 21:10:57,767][root][INFO] - ===> Epoch[720](18718/26): Loss -0.8230, Sem 0.0580, dir -0.9798, norm 0.0989, swav 0.0000 LR: 8.430e-03 Score 97.882 Data time: 0.1843, Forward time: 2.2988, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 4.9414 [2020-11-13 21:11:02,931][root][INFO] - ===> Epoch[720](18719/26): Loss -0.8127, Sem 0.0626, dir -0.9787, norm 0.1034, swav 0.0000 LR: 8.424e-03 Score 97.740 Data time: 0.2451, Forward time: 2.2988, Backward time: 3.0771, DDP time: 0.0040, Total iter time: 5.0785 [2020-11-13 21:11:07,954][root][INFO] - ===> Epoch[720](18720/26): Loss -0.8237, Sem 0.0588, dir -0.9796, norm 0.0971, swav 0.0000 LR: 8.419e-03 Score 97.860 Data time: 0.2242, Forward time: 2.2988, Backward time: 3.0770, DDP time: 0.0040, Total iter time: 4.8810 [2020-11-13 21:11:13,556][root][INFO] - ===> Epoch[720](18721/26): Loss -0.8042, Sem 0.0605, dir -0.9768, norm 0.1121, swav 0.0000 LR: 8.413e-03 Score 97.802 Data time: 0.2246, Forward time: 2.2989, Backward time: 3.0769, DDP time: 0.0040, Total iter time: 5.4642 [2020-11-13 21:11:18,907][root][INFO] - ===> Epoch[720](18722/26): Loss -0.8205, Sem 0.0572, dir -0.9801, norm 0.1023, swav 0.0000 LR: 8.407e-03 Score 97.886 Data time: 0.1593, Forward time: 2.2988, Backward time: 3.0769, DDP time: 0.0040, Total iter time: 5.1961 [2020-11-13 21:11:25,459][root][INFO] - ===> Epoch[720](18723/26): Loss -0.8018, Sem 0.0719, dir -0.9774, norm 0.1037, swav 0.0000 LR: 8.401e-03 Score 97.403 Data time: 0.2463, Forward time: 2.2989, Backward time: 3.0770, DDP time: 0.0040, Total iter time: 6.4567 [2020-11-13 21:11:31,604][root][INFO] - ===> Epoch[720](18724/26): Loss -0.8092, Sem 0.0607, dir -0.9796, norm 0.1097, swav 0.0000 LR: 8.395e-03 Score 97.832 Data time: 0.1683, Forward time: 2.2988, Backward time: 3.0771, DDP time: 0.0040, Total iter time: 5.9887 [2020-11-13 21:11:38,149][root][INFO] - ===> Epoch[720](18725/26): Loss -0.8143, Sem 0.0611, dir -0.9792, norm 0.1038, swav 0.0000 LR: 8.389e-03 Score 97.792 Data time: 0.1883, Forward time: 2.2988, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 6.4355 [2020-11-13 21:11:44,387][root][INFO] - ===> Epoch[720](18726/26): Loss -0.8122, Sem 0.0619, dir -0.9780, norm 0.1039, swav 0.0000 LR: 8.383e-03 Score 97.795 Data time: 0.1813, Forward time: 2.2986, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 6.0877 [2020-11-13 21:11:50,433][root][INFO] - ===> Epoch[721](18727/26): Loss -0.8262, Sem 0.0562, dir -0.9813, norm 0.0989, swav 0.0000 LR: 8.377e-03 Score 97.987 Data time: 0.1693, Forward time: 2.2986, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.9912 [2020-11-13 21:11:55,873][root][INFO] - ===> Epoch[721](18728/26): Loss -0.8108, Sem 0.0613, dir -0.9800, norm 0.1078, swav 0.0000 LR: 8.371e-03 Score 97.814 Data time: 0.1528, Forward time: 2.2985, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.3535 [2020-11-13 21:12:02,013][root][INFO] - ===> Epoch[721](18729/26): Loss -0.8173, Sem 0.0675, dir -0.9831, norm 0.0984, swav 0.0000 LR: 8.365e-03 Score 97.585 Data time: 0.1745, Forward time: 2.2984, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.0115 [2020-11-13 21:12:08,511][root][INFO] - ===> Epoch[721](18730/26): Loss -0.8018, Sem 0.0693, dir -0.9802, norm 0.1092, swav 0.0000 LR: 8.359e-03 Score 97.456 Data time: 0.2284, Forward time: 2.2984, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.3777 [2020-11-13 21:12:14,667][root][INFO] - ===> Epoch[721](18731/26): Loss -0.8131, Sem 0.0633, dir -0.9799, norm 0.1036, swav 0.0000 LR: 8.353e-03 Score 97.717 Data time: 0.2504, Forward time: 2.2985, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.0055 [2020-11-13 21:12:19,835][root][INFO] - ===> Epoch[721](18732/26): Loss -0.8188, Sem 0.0587, dir -0.9814, norm 0.1040, swav 0.0000 LR: 8.347e-03 Score 97.862 Data time: 0.2207, Forward time: 2.2985, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 5.0130 [2020-11-13 21:12:26,299][root][INFO] - ===> Epoch[721](18733/26): Loss -0.8210, Sem 0.0593, dir -0.9804, norm 0.1001, swav 0.0000 LR: 8.341e-03 Score 97.862 Data time: 0.2976, Forward time: 2.2986, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 6.3299 [2020-11-13 21:12:32,285][root][INFO] - ===> Epoch[721](18734/26): Loss -0.8199, Sem 0.0608, dir -0.9812, norm 0.1005, swav 0.0000 LR: 8.336e-03 Score 97.837 Data time: 0.2012, Forward time: 2.2986, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.7949 [2020-11-13 21:12:36,755][root][INFO] - ===> Epoch[721](18735/26): Loss -0.8139, Sem 0.0613, dir -0.9781, norm 0.1030, swav 0.0000 LR: 8.330e-03 Score 97.857 Data time: 0.2077, Forward time: 2.2986, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 4.3201 [2020-11-13 21:12:42,267][root][INFO] - ===> Epoch[721](18736/26): Loss -0.8278, Sem 0.0555, dir -0.9795, norm 0.0962, swav 0.0000 LR: 8.324e-03 Score 97.935 Data time: 0.1852, Forward time: 2.2985, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.3771 [2020-11-13 21:12:47,396][root][INFO] - ===> Epoch[721](18737/26): Loss -0.8114, Sem 0.0682, dir -0.9787, norm 0.0991, swav 0.0000 LR: 8.318e-03 Score 97.527 Data time: 0.1937, Forward time: 2.2985, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.0151 [2020-11-13 21:12:53,638][root][INFO] - ===> Epoch[721](18738/26): Loss -0.8143, Sem 0.0609, dir -0.9820, norm 0.1068, swav 0.0000 LR: 8.312e-03 Score 97.850 Data time: 0.1728, Forward time: 2.2984, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 6.1010 [2020-11-13 21:12:59,663][root][INFO] - ===> Epoch[721](18739/26): Loss -0.8170, Sem 0.0613, dir -0.9789, norm 0.1006, swav 0.0000 LR: 8.306e-03 Score 97.801 Data time: 0.2701, Forward time: 2.2985, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.9079 [2020-11-13 21:13:06,321][root][INFO] - ===> Epoch[721](18740/26): Loss -0.8200, Sem 0.0601, dir -0.9813, norm 0.1012, swav 0.0000 LR: 8.300e-03 Score 97.818 Data time: 0.1996, Forward time: 2.2985, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 6.5272 [2020-11-13 21:13:11,463][root][INFO] - ===> Epoch[721](18741/26): Loss -0.8117, Sem 0.0638, dir -0.9800, norm 0.1045, swav 0.0000 LR: 8.294e-03 Score 97.657 Data time: 0.2489, Forward time: 2.2986, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.0157 [2020-11-13 21:13:17,204][root][INFO] - ===> Epoch[721](18742/26): Loss -0.8103, Sem 0.0630, dir -0.9790, norm 0.1057, swav 0.0000 LR: 8.288e-03 Score 97.766 Data time: 0.2152, Forward time: 2.2986, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.5898 [2020-11-13 21:13:22,717][root][INFO] - ===> Epoch[721](18743/26): Loss -0.8294, Sem 0.0545, dir -0.9778, norm 0.0939, swav 0.0000 LR: 8.282e-03 Score 98.020 Data time: 0.1604, Forward time: 2.2985, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.3728 [2020-11-13 21:13:28,544][root][INFO] - ===> Epoch[721](18744/26): Loss -0.8224, Sem 0.0634, dir -0.9795, norm 0.0938, swav 0.0000 LR: 8.276e-03 Score 97.710 Data time: 0.1712, Forward time: 2.2985, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 5.7685 [2020-11-13 21:13:33,736][root][INFO] - ===> Epoch[721](18745/26): Loss -0.8127, Sem 0.0587, dir -0.9799, norm 0.1085, swav 0.0000 LR: 8.270e-03 Score 97.850 Data time: 0.1448, Forward time: 2.2983, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 5.0778 [2020-11-13 21:13:40,126][root][INFO] - ===> Epoch[721](18746/26): Loss -0.7943, Sem 0.0669, dir -0.9785, norm 0.1173, swav 0.0000 LR: 8.264e-03 Score 97.660 Data time: 0.2440, Forward time: 2.2984, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.3337 [2020-11-13 21:13:46,123][root][INFO] - ===> Epoch[721](18747/26): Loss -0.8100, Sem 0.0638, dir -0.9801, norm 0.1064, swav 0.0000 LR: 8.258e-03 Score 97.724 Data time: 0.2207, Forward time: 2.2984, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.8450 [2020-11-13 21:13:50,349][root][INFO] - ===> Epoch[721](18748/26): Loss -0.8248, Sem 0.0570, dir -0.9803, norm 0.0986, swav 0.0000 LR: 8.252e-03 Score 97.889 Data time: 0.1885, Forward time: 2.2983, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 4.0939 [2020-11-13 21:13:55,749][root][INFO] - ===> Epoch[721](18749/26): Loss -0.7991, Sem 0.0683, dir -0.9783, norm 0.1109, swav 0.0000 LR: 8.247e-03 Score 97.538 Data time: 0.2207, Forward time: 2.2983, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.2809 [2020-11-13 21:14:01,924][root][INFO] - ===> Epoch[721](18750/26): Loss -0.8163, Sem 0.0621, dir -0.9822, norm 0.1038, swav 0.0000 LR: 8.241e-03 Score 97.830 Data time: 0.2257, Forward time: 2.2984, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 6.0036 [2020-11-13 21:14:08,078][root][INFO] - ===> Epoch[721](18751/26): Loss -0.8251, Sem 0.0585, dir -0.9835, norm 0.0999, swav 0.0000 LR: 8.235e-03 Score 97.844 Data time: 0.1760, Forward time: 2.2983, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.9915 [2020-11-13 21:14:13,986][root][INFO] - ===> Epoch[721](18752/26): Loss -0.8255, Sem 0.0592, dir -0.9813, norm 0.0966, swav 0.0000 LR: 8.229e-03 Score 97.876 Data time: 0.1654, Forward time: 2.2982, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 5.8121 [2020-11-13 21:14:20,104][root][INFO] - ===> Epoch[722](18753/26): Loss -0.8309, Sem 0.0577, dir -0.9817, norm 0.0931, swav 0.0000 LR: 8.223e-03 Score 97.890 Data time: 0.2230, Forward time: 2.2982, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.0134 [2020-11-13 21:14:27,363][root][INFO] - ===> Epoch[722](18754/26): Loss -0.7854, Sem 0.0845, dir -0.9797, norm 0.1098, swav 0.0000 LR: 8.217e-03 Score 97.009 Data time: 0.1881, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 7.1350 [2020-11-13 21:14:32,968][root][INFO] - ===> Epoch[722](18755/26): Loss -0.8295, Sem 0.0558, dir -0.9797, norm 0.0944, swav 0.0000 LR: 8.211e-03 Score 98.005 Data time: 0.2682, Forward time: 2.2982, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.5211 [2020-11-13 21:14:39,787][root][INFO] - ===> Epoch[722](18756/26): Loss -0.8157, Sem 0.0611, dir -0.9794, norm 0.1025, swav 0.0000 LR: 8.205e-03 Score 97.795 Data time: 0.3228, Forward time: 2.2984, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 6.6540 [2020-11-13 21:14:47,048][root][INFO] - ===> Epoch[722](18757/26): Loss -0.8018, Sem 0.0666, dir -0.9808, norm 0.1123, swav 0.0000 LR: 8.199e-03 Score 97.569 Data time: 0.2042, Forward time: 2.2984, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 7.0684 [2020-11-13 21:14:52,812][root][INFO] - ===> Epoch[722](18758/26): Loss -0.8188, Sem 0.0597, dir -0.9795, norm 0.1010, swav 0.0000 LR: 8.193e-03 Score 97.830 Data time: 0.2186, Forward time: 2.2984, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.6356 [2020-11-13 21:14:57,750][root][INFO] - ===> Epoch[722](18759/26): Loss -0.8355, Sem 0.0568, dir -0.9824, norm 0.0901, swav 0.0000 LR: 8.187e-03 Score 97.951 Data time: 0.2636, Forward time: 2.2984, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 4.8032 [2020-11-13 21:15:03,739][root][INFO] - ===> Epoch[722](18760/26): Loss -0.8225, Sem 0.0612, dir -0.9807, norm 0.0970, swav 0.0000 LR: 8.181e-03 Score 97.777 Data time: 0.1974, Forward time: 2.2984, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.8334 [2020-11-13 21:15:09,398][root][INFO] - ===> Epoch[722](18761/26): Loss -0.8219, Sem 0.0554, dir -0.9828, norm 0.1055, swav 0.0000 LR: 8.175e-03 Score 97.981 Data time: 0.1925, Forward time: 2.2984, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.5591 [2020-11-13 21:15:15,380][root][INFO] - ===> Epoch[722](18762/26): Loss -0.7985, Sem 0.0652, dir -0.9791, norm 0.1154, swav 0.0000 LR: 8.169e-03 Score 97.701 Data time: 0.1997, Forward time: 2.2984, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.8553 [2020-11-13 21:15:20,732][root][INFO] - ===> Epoch[722](18763/26): Loss -0.8129, Sem 0.0638, dir -0.9796, norm 0.1030, swav 0.0000 LR: 8.163e-03 Score 97.675 Data time: 0.2540, Forward time: 2.2983, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.2205 [2020-11-13 21:15:26,515][root][INFO] - ===> Epoch[722](18764/26): Loss -0.8060, Sem 0.0664, dir -0.9783, norm 0.1060, swav 0.0000 LR: 8.157e-03 Score 97.579 Data time: 0.2517, Forward time: 2.2984, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.6426 [2020-11-13 21:15:31,295][root][INFO] - ===> Epoch[722](18765/26): Loss -0.8155, Sem 0.0662, dir -0.9818, norm 0.1001, swav 0.0000 LR: 8.151e-03 Score 97.647 Data time: 0.1737, Forward time: 2.2984, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 4.6325 [2020-11-13 21:15:35,695][root][INFO] - ===> Epoch[722](18766/26): Loss -0.8084, Sem 0.0617, dir -0.9800, norm 0.1099, swav 0.0000 LR: 8.146e-03 Score 97.756 Data time: 0.1841, Forward time: 2.2983, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.3330 [2020-11-13 21:15:41,184][root][INFO] - ===> Epoch[722](18767/26): Loss -0.8122, Sem 0.0695, dir -0.9779, norm 0.0962, swav 0.0000 LR: 8.140e-03 Score 97.512 Data time: 0.2567, Forward time: 2.2984, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.3939 [2020-11-13 21:15:45,822][root][INFO] - ===> Epoch[722](18768/26): Loss -0.8206, Sem 0.0618, dir -0.9821, norm 0.0996, swav 0.0000 LR: 8.134e-03 Score 97.767 Data time: 0.1360, Forward time: 2.2983, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 4.5038 [2020-11-13 21:15:52,232][root][INFO] - ===> Epoch[722](18769/26): Loss -0.8300, Sem 0.0586, dir -0.9820, norm 0.0934, swav 0.0000 LR: 8.128e-03 Score 97.885 Data time: 0.1343, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.3230 [2020-11-13 21:15:57,984][root][INFO] - ===> Epoch[722](18770/26): Loss -0.8241, Sem 0.0570, dir -0.9798, norm 0.0987, swav 0.0000 LR: 8.122e-03 Score 97.969 Data time: 0.2738, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.7153 [2020-11-13 21:16:04,626][root][INFO] - ===> Epoch[722](18771/26): Loss -0.8126, Sem 0.0606, dir -0.9800, norm 0.1068, swav 0.0000 LR: 8.116e-03 Score 97.868 Data time: 0.2381, Forward time: 2.2982, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.5107 [2020-11-13 21:16:10,545][root][INFO] - ===> Epoch[722](18772/26): Loss -0.8193, Sem 0.0609, dir -0.9805, norm 0.1002, swav 0.0000 LR: 8.110e-03 Score 97.822 Data time: 0.2007, Forward time: 2.2982, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.7602 [2020-11-13 21:16:15,475][root][INFO] - ===> Epoch[722](18773/26): Loss -0.8021, Sem 0.0709, dir -0.9788, norm 0.1058, swav 0.0000 LR: 8.104e-03 Score 97.518 Data time: 0.1632, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.7964 [2020-11-13 21:16:20,022][root][INFO] - ===> Epoch[722](18774/26): Loss -0.8243, Sem 0.0626, dir -0.9808, norm 0.0939, swav 0.0000 LR: 8.098e-03 Score 97.687 Data time: 0.1772, Forward time: 2.2981, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 4.4368 [2020-11-13 21:16:27,340][root][INFO] - ===> Epoch[722](18775/26): Loss -0.8245, Sem 0.0591, dir -0.9822, norm 0.0986, swav 0.0000 LR: 8.092e-03 Score 97.883 Data time: 0.2073, Forward time: 2.2981, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 7.1877 [2020-11-13 21:16:34,464][root][INFO] - ===> Epoch[722](18776/26): Loss -0.8119, Sem 0.0598, dir -0.9764, norm 0.1047, swav 0.0000 LR: 8.086e-03 Score 97.860 Data time: 0.2111, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 7.0146 [2020-11-13 21:16:40,691][root][INFO] - ===> Epoch[722](18777/26): Loss -0.8131, Sem 0.0702, dir -0.9793, norm 0.0960, swav 0.0000 LR: 8.080e-03 Score 97.463 Data time: 0.2026, Forward time: 2.2981, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 6.1166 [2020-11-13 21:16:46,410][root][INFO] - ===> Epoch[722](18778/26): Loss -0.7946, Sem 0.0678, dir -0.9781, norm 0.1157, swav 0.0000 LR: 8.074e-03 Score 97.581 Data time: 0.2054, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.5610 [2020-11-13 21:16:51,975][root][INFO] - ===> Epoch[723](18779/26): Loss -0.8178, Sem 0.0593, dir -0.9753, norm 0.0982, swav 0.0000 LR: 8.068e-03 Score 97.888 Data time: 0.1783, Forward time: 2.2980, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 5.4114 [2020-11-13 21:16:58,096][root][INFO] - ===> Epoch[723](18780/26): Loss -0.8150, Sem 0.0627, dir -0.9806, norm 0.1030, swav 0.0000 LR: 8.062e-03 Score 97.792 Data time: 0.2267, Forward time: 2.2980, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 5.9814 [2020-11-13 21:17:03,831][root][INFO] - ===> Epoch[723](18781/26): Loss -0.8020, Sem 0.0685, dir -0.9794, norm 0.1089, swav 0.0000 LR: 8.056e-03 Score 97.580 Data time: 0.2712, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.5944 [2020-11-13 21:17:10,559][root][INFO] - ===> Epoch[723](18782/26): Loss -0.8133, Sem 0.0644, dir -0.9804, norm 0.1027, swav 0.0000 LR: 8.050e-03 Score 97.653 Data time: 0.2443, Forward time: 2.2982, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 6.5799 [2020-11-13 21:17:15,867][root][INFO] - ===> Epoch[723](18783/26): Loss -0.8198, Sem 0.0601, dir -0.9822, norm 0.1023, swav 0.0000 LR: 8.044e-03 Score 97.816 Data time: 0.2185, Forward time: 2.2982, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.1640 [2020-11-13 21:17:21,138][root][INFO] - ===> Epoch[723](18784/26): Loss -0.8414, Sem 0.0506, dir -0.9835, norm 0.0915, swav 0.0000 LR: 8.038e-03 Score 98.176 Data time: 0.2571, Forward time: 2.2982, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.1162 [2020-11-13 21:17:26,732][root][INFO] - ===> Epoch[723](18785/26): Loss -0.8225, Sem 0.0581, dir -0.9815, norm 0.1008, swav 0.0000 LR: 8.032e-03 Score 97.911 Data time: 0.2311, Forward time: 2.2982, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.4643 [2020-11-13 21:17:32,122][root][INFO] - ===> Epoch[723](18786/26): Loss -0.8069, Sem 0.0700, dir -0.9798, norm 0.1029, swav 0.0000 LR: 8.027e-03 Score 97.444 Data time: 0.1507, Forward time: 2.2981, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.2361 [2020-11-13 21:17:38,234][root][INFO] - ===> Epoch[723](18787/26): Loss -0.8276, Sem 0.0577, dir -0.9824, norm 0.0971, swav 0.0000 LR: 8.021e-03 Score 97.883 Data time: 0.2372, Forward time: 2.2982, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 6.0318 [2020-11-13 21:17:43,558][root][INFO] - ===> Epoch[723](18788/26): Loss -0.8198, Sem 0.0611, dir -0.9793, norm 0.0985, swav 0.0000 LR: 8.015e-03 Score 97.771 Data time: 0.2179, Forward time: 2.2982, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.1888 [2020-11-13 21:17:50,187][root][INFO] - ===> Epoch[723](18789/26): Loss -0.8170, Sem 0.0611, dir -0.9807, norm 0.1027, swav 0.0000 LR: 8.009e-03 Score 97.795 Data time: 0.1568, Forward time: 2.2981, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 6.4845 [2020-11-13 21:17:55,301][root][INFO] - ===> Epoch[723](18790/26): Loss -0.8279, Sem 0.0529, dir -0.9813, norm 0.1005, swav 0.0000 LR: 8.003e-03 Score 98.122 Data time: 0.2296, Forward time: 2.2982, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.0013 [2020-11-13 21:18:01,068][root][INFO] - ===> Epoch[723](18791/26): Loss -0.8353, Sem 0.0574, dir -0.9841, norm 0.0914, swav 0.0000 LR: 7.997e-03 Score 97.928 Data time: 0.2404, Forward time: 2.2982, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.6311 [2020-11-13 21:18:07,147][root][INFO] - ===> Epoch[723](18792/26): Loss -0.8120, Sem 0.0595, dir -0.9817, norm 0.1102, swav 0.0000 LR: 7.991e-03 Score 97.859 Data time: 0.3067, Forward time: 2.2984, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.9158 [2020-11-13 21:18:12,639][root][INFO] - ===> Epoch[723](18793/26): Loss -0.8287, Sem 0.0577, dir -0.9827, norm 0.0962, swav 0.0000 LR: 7.985e-03 Score 97.868 Data time: 0.1854, Forward time: 2.2983, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.3125 [2020-11-13 21:18:17,521][root][INFO] - ===> Epoch[723](18794/26): Loss -0.8088, Sem 0.0675, dir -0.9780, norm 0.1018, swav 0.0000 LR: 7.979e-03 Score 97.605 Data time: 0.1752, Forward time: 2.2983, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 4.7778 [2020-11-13 21:18:22,289][root][INFO] - ===> Epoch[723](18795/26): Loss -0.7917, Sem 0.0713, dir -0.9773, norm 0.1143, swav 0.0000 LR: 7.973e-03 Score 97.413 Data time: 0.1632, Forward time: 2.2982, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 4.6571 [2020-11-13 21:18:27,860][root][INFO] - ===> Epoch[723](18796/26): Loss -0.8144, Sem 0.0553, dir -0.9819, norm 0.1122, swav 0.0000 LR: 7.967e-03 Score 98.025 Data time: 0.2119, Forward time: 2.2981, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 5.4874 [2020-11-13 21:18:33,475][root][INFO] - ===> Epoch[723](18797/26): Loss -0.8149, Sem 0.0619, dir -0.9786, norm 0.1018, swav 0.0000 LR: 7.961e-03 Score 97.698 Data time: 0.2354, Forward time: 2.2982, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 5.5156 [2020-11-13 21:18:40,237][root][INFO] - ===> Epoch[723](18798/26): Loss -0.8130, Sem 0.0599, dir -0.9767, norm 0.1037, swav 0.0000 LR: 7.955e-03 Score 97.874 Data time: 0.2958, Forward time: 2.2983, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 6.6044 [2020-11-13 21:18:44,905][root][INFO] - ===> Epoch[723](18799/26): Loss -0.8231, Sem 0.0578, dir -0.9825, norm 0.1015, swav 0.0000 LR: 7.949e-03 Score 97.906 Data time: 0.2246, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0040, Total iter time: 4.4898 [2020-11-13 21:18:49,632][root][INFO] - ===> Epoch[723](18800/26): Loss -0.8313, Sem 0.0570, dir -0.9829, norm 0.0946, swav 0.0000 LR: 7.943e-03 Score 97.969 Data time: 0.2067, Forward time: 2.2983, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 4.6107 [2020-11-13 21:18:54,921][root][INFO] - ===> Epoch[723](18801/26): Loss -0.8105, Sem 0.0615, dir -0.9755, norm 0.1034, swav 0.0000 LR: 7.937e-03 Score 97.844 Data time: 0.1384, Forward time: 2.2982, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 5.1717 [2020-11-13 21:19:00,881][root][INFO] - ===> Epoch[723](18802/26): Loss -0.8133, Sem 0.0685, dir -0.9800, norm 0.0983, swav 0.0000 LR: 7.931e-03 Score 97.585 Data time: 0.1987, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 5.9064 [2020-11-13 21:19:06,388][root][INFO] - ===> Epoch[723](18803/26): Loss -0.8136, Sem 0.0652, dir -0.9814, norm 0.1025, swav 0.0000 LR: 7.925e-03 Score 97.621 Data time: 0.1477, Forward time: 2.2981, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 5.3854 [2020-11-13 21:19:11,903][root][INFO] - ===> Epoch[723](18804/26): Loss -0.8190, Sem 0.0640, dir -0.9812, norm 0.0982, swav 0.0000 LR: 7.919e-03 Score 97.681 Data time: 0.1801, Forward time: 2.2980, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 5.4577 [2020-11-13 21:19:17,388][root][INFO] - ===> Epoch[724](18805/26): Loss -0.8110, Sem 0.0657, dir -0.9787, norm 0.1020, swav 0.0000 LR: 7.913e-03 Score 97.622 Data time: 0.2070, Forward time: 2.2980, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 5.3614 [2020-11-13 21:19:23,456][root][INFO] - ===> Epoch[724](18806/26): Loss -0.8266, Sem 0.0577, dir -0.9816, norm 0.0973, swav 0.0000 LR: 7.907e-03 Score 97.922 Data time: 0.2740, Forward time: 2.2981, Backward time: 3.0772, DDP time: 0.0040, Total iter time: 5.9477 [2020-11-13 21:19:29,221][root][INFO] - ===> Epoch[724](18807/26): Loss -0.8015, Sem 0.0659, dir -0.9773, norm 0.1099, swav 0.0000 LR: 7.901e-03 Score 97.625 Data time: 0.2108, Forward time: 2.2980, Backward time: 3.0773, DDP time: 0.0040, Total iter time: 5.5925 [2020-11-13 21:19:36,583][root][INFO] - ===> Epoch[724](18808/26): Loss -0.8294, Sem 0.0610, dir -0.9820, norm 0.0916, swav 0.0000 LR: 7.895e-03 Score 97.873 Data time: 0.1884, Forward time: 2.2980, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 7.3143 [2020-11-13 21:19:42,916][root][INFO] - ===> Epoch[724](18809/26): Loss -0.8228, Sem 0.0615, dir -0.9809, norm 0.0965, swav 0.0000 LR: 7.889e-03 Score 97.769 Data time: 0.1657, Forward time: 2.2979, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.1955 [2020-11-13 21:19:49,663][root][INFO] - ===> Epoch[724](18810/26): Loss -0.8064, Sem 0.0659, dir -0.9823, norm 0.1101, swav 0.0000 LR: 7.883e-03 Score 97.609 Data time: 0.2326, Forward time: 2.2980, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.6690 [2020-11-13 21:19:54,456][root][INFO] - ===> Epoch[724](18811/26): Loss -0.8068, Sem 0.0672, dir -0.9764, norm 0.1023, swav 0.0000 LR: 7.877e-03 Score 97.615 Data time: 0.1527, Forward time: 2.2979, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.6374 [2020-11-13 21:20:00,322][root][INFO] - ===> Epoch[724](18812/26): Loss -0.8244, Sem 0.0562, dir -0.9823, norm 0.1017, swav 0.0000 LR: 7.872e-03 Score 97.954 Data time: 0.2610, Forward time: 2.2980, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.8089 [2020-11-13 21:20:05,127][root][INFO] - ===> Epoch[724](18813/26): Loss -0.8195, Sem 0.0650, dir -0.9831, norm 0.0986, swav 0.0000 LR: 7.866e-03 Score 97.737 Data time: 0.1938, Forward time: 2.2980, Backward time: 3.0776, DDP time: 0.0040, Total iter time: 4.6697 [2020-11-13 21:20:11,361][root][INFO] - ===> Epoch[724](18814/26): Loss -0.8082, Sem 0.0613, dir -0.9764, norm 0.1069, swav 0.0000 LR: 7.860e-03 Score 97.870 Data time: 0.2188, Forward time: 2.2980, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 6.1349 [2020-11-13 21:20:18,726][root][INFO] - ===> Epoch[724](18815/26): Loss -0.8058, Sem 0.0612, dir -0.9757, norm 0.1088, swav 0.0000 LR: 7.854e-03 Score 97.783 Data time: 0.3221, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 7.2217 [2020-11-13 21:20:25,668][root][INFO] - ===> Epoch[724](18816/26): Loss -0.8142, Sem 0.0595, dir -0.9815, norm 0.1078, swav 0.0000 LR: 7.848e-03 Score 97.869 Data time: 0.2774, Forward time: 2.2982, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.7562 [2020-11-13 21:20:31,489][root][INFO] - ===> Epoch[724](18817/26): Loss -0.7986, Sem 0.0674, dir -0.9788, norm 0.1128, swav 0.0000 LR: 7.842e-03 Score 97.581 Data time: 0.2142, Forward time: 2.2983, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.6538 [2020-11-13 21:20:35,969][root][INFO] - ===> Epoch[724](18818/26): Loss -0.8209, Sem 0.0568, dir -0.9830, norm 0.1054, swav 0.0000 LR: 7.836e-03 Score 97.926 Data time: 0.1197, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.3459 [2020-11-13 21:20:42,038][root][INFO] - ===> Epoch[724](18819/26): Loss -0.8133, Sem 0.0658, dir -0.9798, norm 0.1006, swav 0.0000 LR: 7.830e-03 Score 97.602 Data time: 0.1700, Forward time: 2.2980, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.9725 [2020-11-13 21:20:47,984][root][INFO] - ===> Epoch[724](18820/26): Loss -0.8218, Sem 0.0617, dir -0.9817, norm 0.0982, swav 0.0000 LR: 7.824e-03 Score 97.736 Data time: 0.1878, Forward time: 2.2980, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.8144 [2020-11-13 21:20:54,108][root][INFO] - ===> Epoch[724](18821/26): Loss -0.8291, Sem 0.0580, dir -0.9808, norm 0.0937, swav 0.0000 LR: 7.818e-03 Score 97.931 Data time: 0.1770, Forward time: 2.2980, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.9965 [2020-11-13 21:20:58,972][root][INFO] - ===> Epoch[724](18822/26): Loss -0.8183, Sem 0.0576, dir -0.9813, norm 0.1054, swav 0.0000 LR: 7.812e-03 Score 97.927 Data time: 0.1883, Forward time: 2.2979, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 4.7738 [2020-11-13 21:21:03,852][root][INFO] - ===> Epoch[724](18823/26): Loss -0.8282, Sem 0.0561, dir -0.9803, norm 0.0961, swav 0.0000 LR: 7.806e-03 Score 97.982 Data time: 0.1498, Forward time: 2.2978, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 4.7660 [2020-11-13 21:21:10,932][root][INFO] - ===> Epoch[724](18824/26): Loss -0.8064, Sem 0.0650, dir -0.9769, norm 0.1055, swav 0.0000 LR: 7.800e-03 Score 97.669 Data time: 0.1559, Forward time: 2.2977, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 7.0468 [2020-11-13 21:21:16,194][root][INFO] - ===> Epoch[724](18825/26): Loss -0.8142, Sem 0.0661, dir -0.9819, norm 0.1016, swav 0.0000 LR: 7.794e-03 Score 97.613 Data time: 0.2183, Forward time: 2.2978, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.2225 [2020-11-13 21:21:22,025][root][INFO] - ===> Epoch[724](18826/26): Loss -0.8281, Sem 0.0580, dir -0.9808, norm 0.0948, swav 0.0000 LR: 7.788e-03 Score 97.912 Data time: 0.1993, Forward time: 2.2977, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.6839 [2020-11-13 21:21:27,234][root][INFO] - ===> Epoch[724](18827/26): Loss -0.8274, Sem 0.0548, dir -0.9812, norm 0.0990, swav 0.0000 LR: 7.782e-03 Score 97.982 Data time: 0.2256, Forward time: 2.2978, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.1154 [2020-11-13 21:21:33,660][root][INFO] - ===> Epoch[724](18828/26): Loss -0.8125, Sem 0.0629, dir -0.9792, norm 0.1037, swav 0.0000 LR: 7.776e-03 Score 97.755 Data time: 0.2419, Forward time: 2.2979, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 6.2614 [2020-11-13 21:21:39,110][root][INFO] - ===> Epoch[724](18829/26): Loss -0.8150, Sem 0.0632, dir -0.9802, norm 0.1020, swav 0.0000 LR: 7.770e-03 Score 97.712 Data time: 0.2173, Forward time: 2.2978, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.2806 [2020-11-13 21:21:44,489][root][INFO] - ===> Epoch[724](18830/26): Loss -0.8063, Sem 0.0695, dir -0.9791, norm 0.1034, swav 0.0000 LR: 7.764e-03 Score 97.474 Data time: 0.1769, Forward time: 2.2978, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.2990 [2020-11-13 21:21:49,651][root][INFO] - ===> Epoch[725](18831/26): Loss -0.8320, Sem 0.0552, dir -0.9804, norm 0.0931, swav 0.0000 LR: 7.758e-03 Score 98.019 Data time: 0.1363, Forward time: 2.2976, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 4.9981 [2020-11-13 21:21:54,873][root][INFO] - ===> Epoch[725](18832/26): Loss -0.8236, Sem 0.0620, dir -0.9817, norm 0.0961, swav 0.0000 LR: 7.752e-03 Score 97.737 Data time: 0.1443, Forward time: 2.2975, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.1408 [2020-11-13 21:22:00,725][root][INFO] - ===> Epoch[725](18833/26): Loss -0.8141, Sem 0.0630, dir -0.9803, norm 0.1032, swav 0.0000 LR: 7.746e-03 Score 97.739 Data time: 0.2309, Forward time: 2.2974, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.8089 [2020-11-13 21:22:05,819][root][INFO] - ===> Epoch[725](18834/26): Loss -0.8112, Sem 0.0652, dir -0.9797, norm 0.1033, swav 0.0000 LR: 7.740e-03 Score 97.712 Data time: 0.1888, Forward time: 2.2974, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 4.9535 [2020-11-13 21:22:11,815][root][INFO] - ===> Epoch[725](18835/26): Loss -0.8199, Sem 0.0625, dir -0.9819, norm 0.0995, swav 0.0000 LR: 7.734e-03 Score 97.713 Data time: 0.2940, Forward time: 2.2975, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.8616 [2020-11-13 21:22:19,309][root][INFO] - ===> Epoch[725](18836/26): Loss -0.8095, Sem 0.0610, dir -0.9780, norm 0.1075, swav 0.0000 LR: 7.728e-03 Score 97.766 Data time: 0.2330, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 7.2996 [2020-11-13 21:22:24,954][root][INFO] - ===> Epoch[725](18837/26): Loss -0.8282, Sem 0.0549, dir -0.9787, norm 0.0956, swav 0.0000 LR: 7.722e-03 Score 98.040 Data time: 0.2147, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.5150 [2020-11-13 21:22:29,845][root][INFO] - ===> Epoch[725](18838/26): Loss -0.8202, Sem 0.0598, dir -0.9825, norm 0.1025, swav 0.0000 LR: 7.716e-03 Score 97.853 Data time: 0.2822, Forward time: 2.2976, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 4.7807 [2020-11-13 21:22:35,518][root][INFO] - ===> Epoch[725](18839/26): Loss -0.8192, Sem 0.0624, dir -0.9825, norm 0.1009, swav 0.0000 LR: 7.710e-03 Score 97.711 Data time: 0.2287, Forward time: 2.2977, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.5483 [2020-11-13 21:22:40,431][root][INFO] - ===> Epoch[725](18840/26): Loss -0.8178, Sem 0.0640, dir -0.9813, norm 0.0995, swav 0.0000 LR: 7.704e-03 Score 97.701 Data time: 0.2141, Forward time: 2.2977, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 4.7732 [2020-11-13 21:22:46,636][root][INFO] - ===> Epoch[725](18841/26): Loss -0.8196, Sem 0.0555, dir -0.9800, norm 0.1049, swav 0.0000 LR: 7.698e-03 Score 97.983 Data time: 0.2271, Forward time: 2.2977, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.0710 [2020-11-13 21:22:52,396][root][INFO] - ===> Epoch[725](18842/26): Loss -0.8038, Sem 0.0676, dir -0.9754, norm 0.1039, swav 0.0000 LR: 7.692e-03 Score 97.607 Data time: 0.1746, Forward time: 2.2977, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.6260 [2020-11-13 21:22:58,143][root][INFO] - ===> Epoch[725](18843/26): Loss -0.8314, Sem 0.0607, dir -0.9839, norm 0.0918, swav 0.0000 LR: 7.686e-03 Score 97.767 Data time: 0.2114, Forward time: 2.2976, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.6611 [2020-11-13 21:23:03,535][root][INFO] - ===> Epoch[725](18844/26): Loss -0.8154, Sem 0.0595, dir -0.9794, norm 0.1046, swav 0.0000 LR: 7.680e-03 Score 97.920 Data time: 0.2520, Forward time: 2.2976, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.3335 [2020-11-13 21:23:09,413][root][INFO] - ===> Epoch[725](18845/26): Loss -0.8093, Sem 0.0654, dir -0.9797, norm 0.1050, swav 0.0000 LR: 7.674e-03 Score 97.610 Data time: 0.2079, Forward time: 2.2976, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.7568 [2020-11-13 21:23:15,651][root][INFO] - ===> Epoch[725](18846/26): Loss -0.8258, Sem 0.0582, dir -0.9807, norm 0.0968, swav 0.0000 LR: 7.668e-03 Score 97.873 Data time: 0.1953, Forward time: 2.2976, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.1382 [2020-11-13 21:23:21,428][root][INFO] - ===> Epoch[725](18847/26): Loss -0.8308, Sem 0.0561, dir -0.9827, norm 0.0958, swav 0.0000 LR: 7.662e-03 Score 97.972 Data time: 0.1667, Forward time: 2.2974, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.6160 [2020-11-13 21:23:27,186][root][INFO] - ===> Epoch[725](18848/26): Loss -0.8057, Sem 0.0619, dir -0.9784, norm 0.1108, swav 0.0000 LR: 7.656e-03 Score 97.764 Data time: 0.1510, Forward time: 2.2973, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.7115 [2020-11-13 21:23:32,778][root][INFO] - ===> Epoch[725](18849/26): Loss -0.8155, Sem 0.0612, dir -0.9818, norm 0.1051, swav 0.0000 LR: 7.650e-03 Score 97.786 Data time: 0.2266, Forward time: 2.2974, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.4829 [2020-11-13 21:23:38,361][root][INFO] - ===> Epoch[725](18850/26): Loss -0.8288, Sem 0.0616, dir -0.9830, norm 0.0926, swav 0.0000 LR: 7.644e-03 Score 97.749 Data time: 0.2659, Forward time: 2.2975, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.4454 [2020-11-13 21:23:44,113][root][INFO] - ===> Epoch[725](18851/26): Loss -0.8150, Sem 0.0631, dir -0.9809, norm 0.1028, swav 0.0000 LR: 7.638e-03 Score 97.726 Data time: 0.2789, Forward time: 2.2975, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.6055 [2020-11-13 21:23:50,340][root][INFO] - ===> Epoch[725](18852/26): Loss -0.8090, Sem 0.0594, dir -0.9807, norm 0.1122, swav 0.0000 LR: 7.632e-03 Score 97.828 Data time: 0.2971, Forward time: 2.2976, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.0721 [2020-11-13 21:23:56,268][root][INFO] - ===> Epoch[725](18853/26): Loss -0.8178, Sem 0.0676, dir -0.9808, norm 0.0954, swav 0.0000 LR: 7.626e-03 Score 97.534 Data time: 0.2303, Forward time: 2.2977, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.7733 [2020-11-13 21:24:01,802][root][INFO] - ===> Epoch[725](18854/26): Loss -0.8183, Sem 0.0645, dir -0.9819, norm 0.0992, swav 0.0000 LR: 7.620e-03 Score 97.674 Data time: 0.1922, Forward time: 2.2977, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.3833 [2020-11-13 21:24:07,864][root][INFO] - ===> Epoch[725](18855/26): Loss -0.8259, Sem 0.0528, dir -0.9801, norm 0.1014, swav 0.0000 LR: 7.614e-03 Score 98.072 Data time: 0.2369, Forward time: 2.2978, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.9524 [2020-11-13 21:24:12,989][root][INFO] - ===> Epoch[725](18856/26): Loss -0.8024, Sem 0.0735, dir -0.9803, norm 0.1044, swav 0.0000 LR: 7.608e-03 Score 97.377 Data time: 0.1539, Forward time: 2.2977, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 4.9893 [2020-11-13 21:24:19,422][root][INFO] - ===> Epoch[726](18857/26): Loss -0.8078, Sem 0.0672, dir -0.9778, norm 0.1028, swav 0.0000 LR: 7.602e-03 Score 97.606 Data time: 0.2306, Forward time: 2.2977, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 6.3013 [2020-11-13 21:24:25,105][root][INFO] - ===> Epoch[726](18858/26): Loss -0.8212, Sem 0.0598, dir -0.9802, norm 0.0992, swav 0.0000 LR: 7.596e-03 Score 97.839 Data time: 0.1862, Forward time: 2.2976, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.5439 [2020-11-13 21:24:32,225][root][INFO] - ===> Epoch[726](18859/26): Loss -0.7946, Sem 0.0686, dir -0.9782, norm 0.1149, swav 0.0000 LR: 7.590e-03 Score 97.545 Data time: 0.2073, Forward time: 2.2976, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 7.0227 [2020-11-13 21:24:37,574][root][INFO] - ===> Epoch[726](18860/26): Loss -0.8136, Sem 0.0612, dir -0.9777, norm 0.1029, swav 0.0000 LR: 7.584e-03 Score 97.805 Data time: 0.2254, Forward time: 2.2976, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.1833 [2020-11-13 21:24:42,188][root][INFO] - ===> Epoch[726](18861/26): Loss -0.8311, Sem 0.0531, dir -0.9821, norm 0.0979, swav 0.0000 LR: 7.578e-03 Score 98.079 Data time: 0.2008, Forward time: 2.2976, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.5108 [2020-11-13 21:24:49,288][root][INFO] - ===> Epoch[726](18862/26): Loss -0.8091, Sem 0.0611, dir -0.9785, norm 0.1083, swav 0.0000 LR: 7.572e-03 Score 97.820 Data time: 0.2077, Forward time: 2.2976, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 6.9930 [2020-11-13 21:24:54,613][root][INFO] - ===> Epoch[726](18863/26): Loss -0.8088, Sem 0.0659, dir -0.9789, norm 0.1042, swav 0.0000 LR: 7.566e-03 Score 97.653 Data time: 0.1883, Forward time: 2.2975, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.1948 [2020-11-13 21:25:01,962][root][INFO] - ===> Epoch[726](18864/26): Loss -0.8214, Sem 0.0620, dir -0.9808, norm 0.0974, swav 0.0000 LR: 7.560e-03 Score 97.711 Data time: 0.2235, Forward time: 2.2976, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 7.2461 [2020-11-13 21:25:07,542][root][INFO] - ===> Epoch[726](18865/26): Loss -0.8128, Sem 0.0647, dir -0.9803, norm 0.1027, swav 0.0000 LR: 7.554e-03 Score 97.729 Data time: 0.2460, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.4443 [2020-11-13 21:25:12,380][root][INFO] - ===> Epoch[726](18866/26): Loss -0.8125, Sem 0.0666, dir -0.9802, norm 0.1011, swav 0.0000 LR: 7.548e-03 Score 97.617 Data time: 0.2082, Forward time: 2.2976, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 4.6941 [2020-11-13 21:25:18,394][root][INFO] - ===> Epoch[726](18867/26): Loss -0.8332, Sem 0.0567, dir -0.9850, norm 0.0951, swav 0.0000 LR: 7.542e-03 Score 97.893 Data time: 0.2955, Forward time: 2.2977, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.9062 [2020-11-13 21:25:23,856][root][INFO] - ===> Epoch[726](18868/26): Loss -0.8282, Sem 0.0604, dir -0.9822, norm 0.0936, swav 0.0000 LR: 7.537e-03 Score 97.779 Data time: 0.2211, Forward time: 2.2977, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.3010 [2020-11-13 21:25:30,066][root][INFO] - ===> Epoch[726](18869/26): Loss -0.8141, Sem 0.0618, dir -0.9801, norm 0.1041, swav 0.0000 LR: 7.531e-03 Score 97.835 Data time: 0.2404, Forward time: 2.2977, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.0753 [2020-11-13 21:25:35,348][root][INFO] - ===> Epoch[726](18870/26): Loss -0.8025, Sem 0.0644, dir -0.9777, norm 0.1108, swav 0.0000 LR: 7.525e-03 Score 97.656 Data time: 0.1650, Forward time: 2.2977, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.0993 [2020-11-13 21:25:40,477][root][INFO] - ===> Epoch[726](18871/26): Loss -0.8088, Sem 0.0633, dir -0.9790, norm 0.1069, swav 0.0000 LR: 7.519e-03 Score 97.735 Data time: 0.1577, Forward time: 2.2976, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 4.9952 [2020-11-13 21:25:45,645][root][INFO] - ===> Epoch[726](18872/26): Loss -0.8106, Sem 0.0599, dir -0.9739, norm 0.1034, swav 0.0000 LR: 7.513e-03 Score 97.867 Data time: 0.1912, Forward time: 2.2976, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.0416 [2020-11-13 21:25:51,237][root][INFO] - ===> Epoch[726](18873/26): Loss -0.8256, Sem 0.0641, dir -0.9816, norm 0.0919, swav 0.0000 LR: 7.507e-03 Score 97.724 Data time: 0.1744, Forward time: 2.2975, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.4850 [2020-11-13 21:25:58,365][root][INFO] - ===> Epoch[726](18874/26): Loss -0.8195, Sem 0.0607, dir -0.9809, norm 0.1007, swav 0.0000 LR: 7.501e-03 Score 97.834 Data time: 0.1350, Forward time: 2.2974, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 7.0200 [2020-11-13 21:26:03,338][root][INFO] - ===> Epoch[726](18875/26): Loss -0.8192, Sem 0.0626, dir -0.9821, norm 0.1004, swav 0.0000 LR: 7.495e-03 Score 97.691 Data time: 0.2387, Forward time: 2.2974, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 4.8912 [2020-11-13 21:26:08,664][root][INFO] - ===> Epoch[726](18876/26): Loss -0.8078, Sem 0.0619, dir -0.9793, norm 0.1096, swav 0.0000 LR: 7.489e-03 Score 97.811 Data time: 0.2739, Forward time: 2.2974, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 5.1686 [2020-11-13 21:26:14,251][root][INFO] - ===> Epoch[726](18877/26): Loss -0.8079, Sem 0.0660, dir -0.9796, norm 0.1057, swav 0.0000 LR: 7.483e-03 Score 97.593 Data time: 0.2295, Forward time: 2.2975, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 5.4697 [2020-11-13 21:26:20,610][root][INFO] - ===> Epoch[726](18878/26): Loss -0.8237, Sem 0.0579, dir -0.9810, norm 0.0994, swav 0.0000 LR: 7.477e-03 Score 97.891 Data time: 0.1575, Forward time: 2.2973, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 6.2139 [2020-11-13 21:26:26,700][root][INFO] - ===> Epoch[726](18879/26): Loss -0.8239, Sem 0.0644, dir -0.9813, norm 0.0930, swav 0.0000 LR: 7.471e-03 Score 97.725 Data time: 0.3093, Forward time: 2.2974, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 6.0395 [2020-11-13 21:26:32,645][root][INFO] - ===> Epoch[726](18880/26): Loss -0.8116, Sem 0.0661, dir -0.9834, norm 0.1057, swav 0.0000 LR: 7.464e-03 Score 97.638 Data time: 0.2051, Forward time: 2.2974, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 5.7789 [2020-11-13 21:26:39,333][root][INFO] - ===> Epoch[726](18881/26): Loss -0.8199, Sem 0.0580, dir -0.9793, norm 0.1013, swav 0.0000 LR: 7.458e-03 Score 97.913 Data time: 0.1919, Forward time: 2.2974, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 6.5847 [2020-11-13 21:26:46,511][root][INFO] - ===> Epoch[726](18882/26): Loss -0.8168, Sem 0.0648, dir -0.9821, norm 0.1005, swav 0.0000 LR: 7.452e-03 Score 97.622 Data time: 0.2189, Forward time: 2.2974, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 7.0439 [2020-11-13 21:26:52,638][root][INFO] - ===> Epoch[727](18883/26): Loss -0.8079, Sem 0.0647, dir -0.9806, norm 0.1080, swav 0.0000 LR: 7.446e-03 Score 97.668 Data time: 0.2606, Forward time: 2.2975, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.9963 [2020-11-13 21:26:58,564][root][INFO] - ===> Epoch[727](18884/26): Loss -0.8303, Sem 0.0573, dir -0.9804, norm 0.0928, swav 0.0000 LR: 7.440e-03 Score 97.933 Data time: 0.2231, Forward time: 2.2975, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.7733 [2020-11-13 21:27:04,877][root][INFO] - ===> Epoch[727](18885/26): Loss -0.8239, Sem 0.0542, dir -0.9812, norm 0.1031, swav 0.0000 LR: 7.434e-03 Score 98.098 Data time: 0.2944, Forward time: 2.2977, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 6.2084 [2020-11-13 21:27:11,550][root][INFO] - ===> Epoch[727](18886/26): Loss -0.8241, Sem 0.0617, dir -0.9814, norm 0.0956, swav 0.0000 LR: 7.428e-03 Score 97.804 Data time: 0.1746, Forward time: 2.2976, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.5336 [2020-11-13 21:27:17,747][root][INFO] - ===> Epoch[727](18887/26): Loss -0.8344, Sem 0.0572, dir -0.9810, norm 0.0894, swav 0.0000 LR: 7.422e-03 Score 97.923 Data time: 0.2138, Forward time: 2.2976, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.1255 [2020-11-13 21:27:23,430][root][INFO] - ===> Epoch[727](18888/26): Loss -0.8197, Sem 0.0634, dir -0.9829, norm 0.0998, swav 0.0000 LR: 7.416e-03 Score 97.701 Data time: 0.1656, Forward time: 2.2976, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.5288 [2020-11-13 21:27:28,709][root][INFO] - ===> Epoch[727](18889/26): Loss -0.8173, Sem 0.0589, dir -0.9806, norm 0.1044, swav 0.0000 LR: 7.410e-03 Score 97.877 Data time: 0.2414, Forward time: 2.2976, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.1689 [2020-11-13 21:27:34,431][root][INFO] - ===> Epoch[727](18890/26): Loss -0.8124, Sem 0.0656, dir -0.9797, norm 0.1017, swav 0.0000 LR: 7.404e-03 Score 97.624 Data time: 0.1520, Forward time: 2.2975, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.5820 [2020-11-13 21:27:40,759][root][INFO] - ===> Epoch[727](18891/26): Loss -0.8098, Sem 0.0609, dir -0.9819, norm 0.1111, swav 0.0000 LR: 7.398e-03 Score 97.854 Data time: 0.1957, Forward time: 2.2975, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 6.2631 [2020-11-13 21:27:45,916][root][INFO] - ===> Epoch[727](18892/26): Loss -0.8209, Sem 0.0620, dir -0.9820, norm 0.0990, swav 0.0000 LR: 7.392e-03 Score 97.749 Data time: 0.1815, Forward time: 2.2974, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.0549 [2020-11-13 21:27:52,004][root][INFO] - ===> Epoch[727](18893/26): Loss -0.8147, Sem 0.0612, dir -0.9767, norm 0.1009, swav 0.0000 LR: 7.386e-03 Score 97.796 Data time: 0.2269, Forward time: 2.2975, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.9768 [2020-11-13 21:27:57,104][root][INFO] - ===> Epoch[727](18894/26): Loss -0.8034, Sem 0.0650, dir -0.9790, norm 0.1107, swav 0.0000 LR: 7.380e-03 Score 97.627 Data time: 0.2191, Forward time: 2.2975, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 4.9550 [2020-11-13 21:28:02,031][root][INFO] - ===> Epoch[727](18895/26): Loss -0.8244, Sem 0.0594, dir -0.9815, norm 0.0977, swav 0.0000 LR: 7.374e-03 Score 97.865 Data time: 0.1978, Forward time: 2.2975, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.7984 [2020-11-13 21:28:07,652][root][INFO] - ===> Epoch[727](18896/26): Loss -0.8250, Sem 0.0555, dir -0.9808, norm 0.1003, swav 0.0000 LR: 7.368e-03 Score 98.034 Data time: 0.1858, Forward time: 2.2974, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.4696 [2020-11-13 21:28:12,739][root][INFO] - ===> Epoch[727](18897/26): Loss -0.7835, Sem 0.0769, dir -0.9746, norm 0.1142, swav 0.0000 LR: 7.362e-03 Score 97.265 Data time: 0.1796, Forward time: 2.2974, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 4.9519 [2020-11-13 21:28:18,339][root][INFO] - ===> Epoch[727](18898/26): Loss -0.7983, Sem 0.0698, dir -0.9785, norm 0.1105, swav 0.0000 LR: 7.356e-03 Score 97.446 Data time: 0.1750, Forward time: 2.2973, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.4925 [2020-11-13 21:28:24,263][root][INFO] - ===> Epoch[727](18899/26): Loss -0.8110, Sem 0.0688, dir -0.9811, norm 0.1013, swav 0.0000 LR: 7.350e-03 Score 97.631 Data time: 0.1665, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.8081 [2020-11-13 21:28:31,180][root][INFO] - ===> Epoch[727](18900/26): Loss -0.8204, Sem 0.0612, dir -0.9816, norm 0.1001, swav 0.0000 LR: 7.344e-03 Score 97.760 Data time: 0.2084, Forward time: 2.2972, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 6.8394 [2020-11-13 21:28:36,224][root][INFO] - ===> Epoch[727](18901/26): Loss -0.8296, Sem 0.0585, dir -0.9809, norm 0.0928, swav 0.0000 LR: 7.338e-03 Score 97.912 Data time: 0.2170, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 4.8914 [2020-11-13 21:28:41,785][root][INFO] - ===> Epoch[727](18902/26): Loss -0.8166, Sem 0.0579, dir -0.9794, norm 0.1048, swav 0.0000 LR: 7.332e-03 Score 97.900 Data time: 0.2497, Forward time: 2.2973, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.4119 [2020-11-13 21:28:47,891][root][INFO] - ===> Epoch[727](18903/26): Loss -0.8186, Sem 0.0602, dir -0.9789, norm 0.1001, swav 0.0000 LR: 7.326e-03 Score 97.770 Data time: 0.2084, Forward time: 2.2973, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.9214 [2020-11-13 21:28:54,503][root][INFO] - ===> Epoch[727](18904/26): Loss -0.8061, Sem 0.0674, dir -0.9795, norm 0.1060, swav 0.0000 LR: 7.320e-03 Score 97.481 Data time: 0.1892, Forward time: 2.2973, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.4766 [2020-11-13 21:29:00,305][root][INFO] - ===> Epoch[727](18905/26): Loss -0.8221, Sem 0.0616, dir -0.9808, norm 0.0971, swav 0.0000 LR: 7.314e-03 Score 97.796 Data time: 0.1214, Forward time: 2.2971, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.6709 [2020-11-13 21:29:05,957][root][INFO] - ===> Epoch[727](18906/26): Loss -0.8202, Sem 0.0603, dir -0.9796, norm 0.0991, swav 0.0000 LR: 7.308e-03 Score 97.841 Data time: 0.1749, Forward time: 2.2970, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.6129 [2020-11-13 21:29:11,090][root][INFO] - ===> Epoch[727](18907/26): Loss -0.8346, Sem 0.0560, dir -0.9838, norm 0.0932, swav 0.0000 LR: 7.302e-03 Score 97.983 Data time: 0.1726, Forward time: 2.2970, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 4.9973 [2020-11-13 21:29:16,604][root][INFO] - ===> Epoch[727](18908/26): Loss -0.8452, Sem 0.0531, dir -0.9846, norm 0.0863, swav 0.0000 LR: 7.296e-03 Score 98.129 Data time: 0.1836, Forward time: 2.2969, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.4088 [2020-11-13 21:29:22,452][root][INFO] - ===> Epoch[728](18909/26): Loss -0.8080, Sem 0.0666, dir -0.9815, norm 0.1069, swav 0.0000 LR: 7.290e-03 Score 97.615 Data time: 0.1689, Forward time: 2.2968, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 5.6715 [2020-11-13 21:29:27,971][root][INFO] - ===> Epoch[728](18910/26): Loss -0.8074, Sem 0.0622, dir -0.9788, norm 0.1092, swav 0.0000 LR: 7.284e-03 Score 97.742 Data time: 0.2303, Forward time: 2.2968, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 5.4419 [2020-11-13 21:29:34,475][root][INFO] - ===> Epoch[728](18911/26): Loss -0.8261, Sem 0.0569, dir -0.9799, norm 0.0969, swav 0.0000 LR: 7.278e-03 Score 97.948 Data time: 0.1531, Forward time: 2.2967, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 6.3641 [2020-11-13 21:29:39,332][root][INFO] - ===> Epoch[728](18912/26): Loss -0.8320, Sem 0.0576, dir -0.9838, norm 0.0942, swav 0.0000 LR: 7.272e-03 Score 97.956 Data time: 0.1735, Forward time: 2.2966, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 4.7272 [2020-11-13 21:29:44,023][root][INFO] - ===> Epoch[728](18913/26): Loss -0.8274, Sem 0.0560, dir -0.9820, norm 0.0986, swav 0.0000 LR: 7.266e-03 Score 97.994 Data time: 0.1635, Forward time: 2.2965, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 4.5599 [2020-11-13 21:29:50,259][root][INFO] - ===> Epoch[728](18914/26): Loss -0.8056, Sem 0.0640, dir -0.9793, norm 0.1096, swav 0.0000 LR: 7.260e-03 Score 97.651 Data time: 0.1588, Forward time: 2.2964, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 6.0902 [2020-11-13 21:29:56,039][root][INFO] - ===> Epoch[728](18915/26): Loss -0.8308, Sem 0.0571, dir -0.9824, norm 0.0945, swav 0.0000 LR: 7.254e-03 Score 97.940 Data time: 0.1845, Forward time: 2.2964, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 5.6835 [2020-11-13 21:30:02,047][root][INFO] - ===> Epoch[728](18916/26): Loss -0.8225, Sem 0.0643, dir -0.9829, norm 0.0961, swav 0.0000 LR: 7.248e-03 Score 97.699 Data time: 0.2148, Forward time: 2.2964, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 5.8959 [2020-11-13 21:30:08,110][root][INFO] - ===> Epoch[728](18917/26): Loss -0.8097, Sem 0.0644, dir -0.9803, norm 0.1063, swav 0.0000 LR: 7.242e-03 Score 97.733 Data time: 0.2982, Forward time: 2.2965, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 5.9398 [2020-11-13 21:30:13,469][root][INFO] - ===> Epoch[728](18918/26): Loss -0.8252, Sem 0.0611, dir -0.9816, norm 0.0953, swav 0.0000 LR: 7.236e-03 Score 97.822 Data time: 0.1422, Forward time: 2.2964, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 5.2183 [2020-11-13 21:30:20,004][root][INFO] - ===> Epoch[728](18919/26): Loss -0.8122, Sem 0.0676, dir -0.9824, norm 0.1026, swav 0.0000 LR: 7.230e-03 Score 97.583 Data time: 0.1336, Forward time: 2.2962, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 6.4526 [2020-11-13 21:30:25,452][root][INFO] - ===> Epoch[728](18920/26): Loss -0.8079, Sem 0.0621, dir -0.9774, norm 0.1074, swav 0.0000 LR: 7.224e-03 Score 97.743 Data time: 0.0644, Forward time: 2.2960, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.4317 [2020-11-13 21:30:31,034][root][INFO] - ===> Epoch[728](18921/26): Loss -0.8247, Sem 0.0585, dir -0.9801, norm 0.0969, swav 0.0000 LR: 7.218e-03 Score 97.923 Data time: 0.1599, Forward time: 2.2959, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.5399 [2020-11-13 21:30:36,220][root][INFO] - ===> Epoch[728](18922/26): Loss -0.8183, Sem 0.0653, dir -0.9799, norm 0.0963, swav 0.0000 LR: 7.212e-03 Score 97.644 Data time: 0.1742, Forward time: 2.2958, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.0555 [2020-11-13 21:30:41,231][root][INFO] - ===> Epoch[728](18923/26): Loss -0.8168, Sem 0.0608, dir -0.9788, norm 0.1012, swav 0.0000 LR: 7.206e-03 Score 97.810 Data time: 0.1854, Forward time: 2.2958, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 4.8858 [2020-11-13 21:30:48,370][root][INFO] - ===> Epoch[728](18924/26): Loss -0.8060, Sem 0.0633, dir -0.9766, norm 0.1073, swav 0.0000 LR: 7.200e-03 Score 97.731 Data time: 0.2612, Forward time: 2.2959, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 7.0401 [2020-11-13 21:30:53,088][root][INFO] - ===> Epoch[728](18925/26): Loss -0.7962, Sem 0.0593, dir -0.9757, norm 0.1202, swav 0.0000 LR: 7.194e-03 Score 97.875 Data time: 0.1803, Forward time: 2.2958, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 4.5129 [2020-11-13 21:30:58,230][root][INFO] - ===> Epoch[728](18926/26): Loss -0.8325, Sem 0.0568, dir -0.9829, norm 0.0936, swav 0.0000 LR: 7.188e-03 Score 97.882 Data time: 0.1486, Forward time: 2.2957, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.0399 [2020-11-13 21:31:06,071][root][INFO] - ===> Epoch[728](18927/26): Loss -0.8087, Sem 0.0613, dir -0.9794, norm 0.1095, swav 0.0000 LR: 7.182e-03 Score 97.789 Data time: 0.1817, Forward time: 2.2957, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 7.7489 [2020-11-13 21:31:13,492][root][INFO] - ===> Epoch[728](18928/26): Loss -0.8116, Sem 0.0598, dir -0.9800, norm 0.1087, swav 0.0000 LR: 7.176e-03 Score 97.862 Data time: 0.2747, Forward time: 2.2958, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 7.2871 [2020-11-13 21:31:19,138][root][INFO] - ===> Epoch[728](18929/26): Loss -0.8088, Sem 0.0700, dir -0.9790, norm 0.1003, swav 0.0000 LR: 7.170e-03 Score 97.461 Data time: 0.2338, Forward time: 2.2959, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.5054 [2020-11-13 21:31:25,172][root][INFO] - ===> Epoch[728](18930/26): Loss -0.8285, Sem 0.0595, dir -0.9818, norm 0.0939, swav 0.0000 LR: 7.164e-03 Score 97.845 Data time: 0.2416, Forward time: 2.2959, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.8506 [2020-11-13 21:31:30,441][root][INFO] - ===> Epoch[728](18931/26): Loss -0.8040, Sem 0.0660, dir -0.9760, norm 0.1060, swav 0.0000 LR: 7.158e-03 Score 97.572 Data time: 0.2117, Forward time: 2.2959, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.0929 [2020-11-13 21:31:37,075][root][INFO] - ===> Epoch[728](18932/26): Loss -0.7999, Sem 0.0697, dir -0.9796, norm 0.1100, swav 0.0000 LR: 7.152e-03 Score 97.540 Data time: 0.2028, Forward time: 2.2959, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 6.4920 [2020-11-13 21:31:43,755][root][INFO] - ===> Epoch[728](18933/26): Loss -0.8166, Sem 0.0604, dir -0.9778, norm 0.1007, swav 0.0000 LR: 7.146e-03 Score 97.936 Data time: 0.1562, Forward time: 2.2958, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 6.5282 [2020-11-13 21:31:49,235][root][INFO] - ===> Epoch[728](18934/26): Loss -0.8082, Sem 0.0674, dir -0.9797, norm 0.1041, swav 0.0000 LR: 7.140e-03 Score 97.589 Data time: 0.1612, Forward time: 2.2958, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 5.3786 [2020-11-13 21:31:55,662][root][INFO] - ===> Epoch[729](18935/26): Loss -0.8201, Sem 0.0610, dir -0.9802, norm 0.0990, swav 0.0000 LR: 7.133e-03 Score 97.852 Data time: 0.2073, Forward time: 2.2957, Backward time: 3.0808, DDP time: 0.0040, Total iter time: 6.2657 [2020-11-13 21:32:00,160][root][INFO] - ===> Epoch[729](18936/26): Loss -0.8360, Sem 0.0573, dir -0.9837, norm 0.0904, swav 0.0000 LR: 7.127e-03 Score 97.947 Data time: 0.1842, Forward time: 2.2956, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 4.3778 [2020-11-13 21:32:06,959][root][INFO] - ===> Epoch[729](18937/26): Loss -0.8099, Sem 0.0658, dir -0.9795, norm 0.1038, swav 0.0000 LR: 7.121e-03 Score 97.674 Data time: 0.1632, Forward time: 2.2955, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 6.6886 [2020-11-13 21:32:11,850][root][INFO] - ===> Epoch[729](18938/26): Loss -0.8216, Sem 0.0610, dir -0.9818, norm 0.0992, swav 0.0000 LR: 7.115e-03 Score 97.750 Data time: 0.1898, Forward time: 2.2955, Backward time: 3.0808, DDP time: 0.0040, Total iter time: 4.7770 [2020-11-13 21:32:17,633][root][INFO] - ===> Epoch[729](18939/26): Loss -0.8333, Sem 0.0497, dir -0.9825, norm 0.0995, swav 0.0000 LR: 7.109e-03 Score 98.205 Data time: 0.3219, Forward time: 2.2956, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 5.6558 [2020-11-13 21:32:25,424][root][INFO] - ===> Epoch[729](18940/26): Loss -0.8179, Sem 0.0592, dir -0.9796, norm 0.1025, swav 0.0000 LR: 7.103e-03 Score 97.873 Data time: 0.2300, Forward time: 2.2956, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 7.6654 [2020-11-13 21:32:32,366][root][INFO] - ===> Epoch[729](18941/26): Loss -0.8116, Sem 0.0659, dir -0.9813, norm 0.1038, swav 0.0000 LR: 7.097e-03 Score 97.645 Data time: 0.2017, Forward time: 2.2956, Backward time: 3.0811, DDP time: 0.0040, Total iter time: 6.8015 [2020-11-13 21:32:37,298][root][INFO] - ===> Epoch[729](18942/26): Loss -0.8219, Sem 0.0566, dir -0.9811, norm 0.1025, swav 0.0000 LR: 7.091e-03 Score 97.988 Data time: 0.2316, Forward time: 2.2957, Backward time: 3.0810, DDP time: 0.0040, Total iter time: 4.8096 [2020-11-13 21:32:42,996][root][INFO] - ===> Epoch[729](18943/26): Loss -0.8141, Sem 0.0587, dir -0.9789, norm 0.1061, swav 0.0000 LR: 7.085e-03 Score 97.892 Data time: 0.1756, Forward time: 2.2957, Backward time: 3.0810, DDP time: 0.0040, Total iter time: 5.5697 [2020-11-13 21:32:48,509][root][INFO] - ===> Epoch[729](18944/26): Loss -0.8299, Sem 0.0578, dir -0.9822, norm 0.0945, swav 0.0000 LR: 7.079e-03 Score 97.904 Data time: 0.1367, Forward time: 2.2955, Backward time: 3.0811, DDP time: 0.0040, Total iter time: 5.3732 [2020-11-13 21:32:54,867][root][INFO] - ===> Epoch[729](18945/26): Loss -0.8035, Sem 0.0684, dir -0.9787, norm 0.1068, swav 0.0000 LR: 7.073e-03 Score 97.484 Data time: 0.2507, Forward time: 2.2956, Backward time: 3.0811, DDP time: 0.0040, Total iter time: 6.2996 [2020-11-13 21:32:59,833][root][INFO] - ===> Epoch[729](18946/26): Loss -0.8203, Sem 0.0593, dir -0.9823, norm 0.1027, swav 0.0000 LR: 7.067e-03 Score 97.870 Data time: 0.1781, Forward time: 2.2956, Backward time: 3.0810, DDP time: 0.0040, Total iter time: 4.8027 [2020-11-13 21:33:04,716][root][INFO] - ===> Epoch[729](18947/26): Loss -0.8067, Sem 0.0674, dir -0.9773, norm 0.1032, swav 0.0000 LR: 7.061e-03 Score 97.573 Data time: 0.1372, Forward time: 2.2955, Backward time: 3.0810, DDP time: 0.0040, Total iter time: 4.7703 [2020-11-13 21:33:12,422][root][INFO] - ===> Epoch[729](18948/26): Loss -0.8280, Sem 0.0553, dir -0.9825, norm 0.0992, swav 0.0000 LR: 7.055e-03 Score 98.015 Data time: 0.1836, Forward time: 2.2954, Backward time: 3.0814, DDP time: 0.0040, Total iter time: 7.6507 [2020-11-13 21:33:17,898][root][INFO] - ===> Epoch[729](18949/26): Loss -0.8377, Sem 0.0546, dir -0.9836, norm 0.0912, swav 0.0000 LR: 7.049e-03 Score 98.045 Data time: 0.2407, Forward time: 2.2955, Backward time: 3.0812, DDP time: 0.0040, Total iter time: 5.3551 [2020-11-13 21:33:23,667][root][INFO] - ===> Epoch[729](18950/26): Loss -0.8243, Sem 0.0605, dir -0.9820, norm 0.0971, swav 0.0000 LR: 7.043e-03 Score 97.803 Data time: 0.1914, Forward time: 2.2954, Backward time: 3.0813, DDP time: 0.0040, Total iter time: 5.5838 [2020-11-13 21:33:29,735][root][INFO] - ===> Epoch[729](18951/26): Loss -0.8231, Sem 0.0632, dir -0.9814, norm 0.0952, swav 0.0000 LR: 7.037e-03 Score 97.700 Data time: 0.2397, Forward time: 2.2955, Backward time: 3.0813, DDP time: 0.0040, Total iter time: 5.9657 [2020-11-13 21:33:35,209][root][INFO] - ===> Epoch[729](18952/26): Loss -0.8150, Sem 0.0584, dir -0.9782, norm 0.1048, swav 0.0000 LR: 7.031e-03 Score 97.888 Data time: 0.2597, Forward time: 2.2956, Backward time: 3.0811, DDP time: 0.0040, Total iter time: 5.3329 [2020-11-13 21:33:40,671][root][INFO] - ===> Epoch[729](18953/26): Loss -0.8042, Sem 0.0664, dir -0.9791, norm 0.1085, swav 0.0000 LR: 7.025e-03 Score 97.543 Data time: 0.2389, Forward time: 2.2956, Backward time: 3.0810, DDP time: 0.0040, Total iter time: 5.3247 [2020-11-13 21:33:46,008][root][INFO] - ===> Epoch[729](18954/26): Loss -0.7908, Sem 0.0783, dir -0.9759, norm 0.1068, swav 0.0000 LR: 7.019e-03 Score 97.213 Data time: 0.1751, Forward time: 2.2956, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 5.1980 [2020-11-13 21:33:50,677][root][INFO] - ===> Epoch[729](18955/26): Loss -0.8057, Sem 0.0729, dir -0.9803, norm 0.1016, swav 0.0000 LR: 7.013e-03 Score 97.415 Data time: 0.1495, Forward time: 2.2955, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 4.5241 [2020-11-13 21:33:56,886][root][INFO] - ===> Epoch[729](18956/26): Loss -0.8102, Sem 0.0631, dir -0.9804, norm 0.1071, swav 0.0000 LR: 7.007e-03 Score 97.697 Data time: 0.2523, Forward time: 2.2956, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 6.1502 [2020-11-13 21:34:02,609][root][INFO] - ===> Epoch[729](18957/26): Loss -0.8102, Sem 0.0653, dir -0.9810, norm 0.1054, swav 0.0000 LR: 7.001e-03 Score 97.678 Data time: 0.2141, Forward time: 2.2956, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 5.5732 [2020-11-13 21:34:08,164][root][INFO] - ===> Epoch[729](18958/26): Loss -0.8199, Sem 0.0635, dir -0.9806, norm 0.0972, swav 0.0000 LR: 6.995e-03 Score 97.682 Data time: 0.2247, Forward time: 2.2956, Backward time: 3.0808, DDP time: 0.0040, Total iter time: 5.4007 [2020-11-13 21:34:13,240][root][INFO] - ===> Epoch[729](18959/26): Loss -0.8162, Sem 0.0630, dir -0.9787, norm 0.0995, swav 0.0000 LR: 6.988e-03 Score 97.695 Data time: 0.2344, Forward time: 2.2956, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 4.9264 [2020-11-13 21:34:19,374][root][INFO] - ===> Epoch[729](18960/26): Loss -0.8074, Sem 0.0603, dir -0.9793, norm 0.1116, swav 0.0000 LR: 6.982e-03 Score 97.861 Data time: 0.2832, Forward time: 2.2958, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 5.9660 [2020-11-13 21:34:25,968][root][INFO] - ===> Epoch[730](18961/26): Loss -0.8174, Sem 0.0556, dir -0.9775, norm 0.1045, swav 0.0000 LR: 6.976e-03 Score 98.060 Data time: 0.1714, Forward time: 2.2957, Backward time: 3.0808, DDP time: 0.0040, Total iter time: 6.4751 [2020-11-13 21:34:31,971][root][INFO] - ===> Epoch[730](18962/26): Loss -0.8173, Sem 0.0642, dir -0.9807, norm 0.0992, swav 0.0000 LR: 6.970e-03 Score 97.708 Data time: 0.2126, Forward time: 2.2957, Backward time: 3.0808, DDP time: 0.0040, Total iter time: 5.9218 [2020-11-13 21:34:38,902][root][INFO] - ===> Epoch[730](18963/26): Loss -0.8104, Sem 0.0633, dir -0.9814, norm 0.1078, swav 0.0000 LR: 6.964e-03 Score 97.681 Data time: 0.2451, Forward time: 2.2958, Backward time: 3.0809, DDP time: 0.0040, Total iter time: 6.8053 [2020-11-13 21:34:44,013][root][INFO] - ===> Epoch[730](18964/26): Loss -0.8342, Sem 0.0543, dir -0.9802, norm 0.0917, swav 0.0000 LR: 6.958e-03 Score 98.031 Data time: 0.2263, Forward time: 2.2959, Backward time: 3.0807, DDP time: 0.0040, Total iter time: 4.9529 [2020-11-13 21:34:48,870][root][INFO] - ===> Epoch[730](18965/26): Loss -0.8305, Sem 0.0588, dir -0.9829, norm 0.0937, swav 0.0000 LR: 6.952e-03 Score 97.871 Data time: 0.1605, Forward time: 2.2958, Backward time: 3.0807, DDP time: 0.0040, Total iter time: 4.7415 [2020-11-13 21:34:54,866][root][INFO] - ===> Epoch[730](18966/26): Loss -0.8283, Sem 0.0579, dir -0.9828, norm 0.0967, swav 0.0000 LR: 6.946e-03 Score 97.942 Data time: 0.2076, Forward time: 2.2958, Backward time: 3.0807, DDP time: 0.0040, Total iter time: 5.8996 [2020-11-13 21:35:01,048][root][INFO] - ===> Epoch[730](18967/26): Loss -0.8005, Sem 0.0710, dir -0.9747, norm 0.1032, swav 0.0000 LR: 6.940e-03 Score 97.539 Data time: 0.2299, Forward time: 2.2958, Backward time: 3.0807, DDP time: 0.0040, Total iter time: 6.0608 [2020-11-13 21:35:06,623][root][INFO] - ===> Epoch[730](18968/26): Loss -0.8208, Sem 0.0639, dir -0.9805, norm 0.0958, swav 0.0000 LR: 6.934e-03 Score 97.657 Data time: 0.2302, Forward time: 2.2959, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 5.4140 [2020-11-13 21:35:13,628][root][INFO] - ===> Epoch[730](18969/26): Loss -0.8214, Sem 0.0602, dir -0.9771, norm 0.0955, swav 0.0000 LR: 6.928e-03 Score 97.792 Data time: 0.2588, Forward time: 2.2960, Backward time: 3.0808, DDP time: 0.0040, Total iter time: 6.8914 [2020-11-13 21:35:19,851][root][INFO] - ===> Epoch[730](18970/26): Loss -0.8158, Sem 0.0625, dir -0.9808, norm 0.1025, swav 0.0000 LR: 6.922e-03 Score 97.742 Data time: 0.3059, Forward time: 2.2961, Backward time: 3.0807, DDP time: 0.0040, Total iter time: 6.0551 [2020-11-13 21:35:26,148][root][INFO] - ===> Epoch[730](18971/26): Loss -0.8220, Sem 0.0575, dir -0.9798, norm 0.1004, swav 0.0000 LR: 6.916e-03 Score 97.948 Data time: 0.2927, Forward time: 2.2963, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 6.1177 [2020-11-13 21:35:32,377][root][INFO] - ===> Epoch[730](18972/26): Loss -0.8227, Sem 0.0596, dir -0.9822, norm 0.0999, swav 0.0000 LR: 6.910e-03 Score 97.851 Data time: 0.1833, Forward time: 2.2962, Backward time: 3.0807, DDP time: 0.0040, Total iter time: 6.0715 [2020-11-13 21:35:37,081][root][INFO] - ===> Epoch[730](18973/26): Loss -0.8172, Sem 0.0612, dir -0.9796, norm 0.1012, swav 0.0000 LR: 6.904e-03 Score 97.758 Data time: 0.1666, Forward time: 2.2961, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 4.6048 [2020-11-13 21:35:42,293][root][INFO] - ===> Epoch[730](18974/26): Loss -0.8293, Sem 0.0536, dir -0.9818, norm 0.0989, swav 0.0000 LR: 6.898e-03 Score 98.055 Data time: 0.2605, Forward time: 2.2962, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 5.1072 [2020-11-13 21:35:47,728][root][INFO] - ===> Epoch[730](18975/26): Loss -0.8095, Sem 0.0615, dir -0.9806, norm 0.1096, swav 0.0000 LR: 6.892e-03 Score 97.782 Data time: 0.2521, Forward time: 2.2962, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.3151 [2020-11-13 21:35:54,879][root][INFO] - ===> Epoch[730](18976/26): Loss -0.8115, Sem 0.0666, dir -0.9782, norm 0.1002, swav 0.0000 LR: 6.886e-03 Score 97.545 Data time: 0.3434, Forward time: 2.2965, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 6.9975 [2020-11-13 21:36:01,834][root][INFO] - ===> Epoch[730](18977/26): Loss -0.8229, Sem 0.0572, dir -0.9815, norm 0.1014, swav 0.0000 LR: 6.880e-03 Score 97.932 Data time: 0.2154, Forward time: 2.2965, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 6.7810 [2020-11-13 21:36:07,565][root][INFO] - ===> Epoch[730](18978/26): Loss -0.7995, Sem 0.0699, dir -0.9805, norm 0.1111, swav 0.0000 LR: 6.873e-03 Score 97.506 Data time: 0.2651, Forward time: 2.2966, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.6010 [2020-11-13 21:36:13,391][root][INFO] - ===> Epoch[730](18979/26): Loss -0.8094, Sem 0.0619, dir -0.9795, norm 0.1082, swav 0.0000 LR: 6.867e-03 Score 97.742 Data time: 0.2098, Forward time: 2.2966, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.6427 [2020-11-13 21:36:18,509][root][INFO] - ===> Epoch[730](18980/26): Loss -0.8316, Sem 0.0580, dir -0.9837, norm 0.0940, swav 0.0000 LR: 6.861e-03 Score 97.899 Data time: 0.2201, Forward time: 2.2965, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 4.9665 [2020-11-13 21:36:24,081][root][INFO] - ===> Epoch[730](18981/26): Loss -0.8198, Sem 0.0670, dir -0.9827, norm 0.0958, swav 0.0000 LR: 6.855e-03 Score 97.623 Data time: 0.2542, Forward time: 2.2966, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 5.4832 [2020-11-13 21:36:30,176][root][INFO] - ===> Epoch[730](18982/26): Loss -0.8164, Sem 0.0599, dir -0.9819, norm 0.1056, swav 0.0000 LR: 6.849e-03 Score 97.842 Data time: 0.1691, Forward time: 2.2966, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.9662 [2020-11-13 21:36:37,148][root][INFO] - ===> Epoch[730](18983/26): Loss -0.8071, Sem 0.0625, dir -0.9789, norm 0.1093, swav 0.0000 LR: 6.843e-03 Score 97.771 Data time: 0.2100, Forward time: 2.2966, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 6.8883 [2020-11-13 21:36:42,612][root][INFO] - ===> Epoch[730](18984/26): Loss -0.8115, Sem 0.0673, dir -0.9790, norm 0.1002, swav 0.0000 LR: 6.837e-03 Score 97.716 Data time: 0.1559, Forward time: 2.2965, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 5.2964 [2020-11-13 21:36:48,381][root][INFO] - ===> Epoch[730](18985/26): Loss -0.8312, Sem 0.0580, dir -0.9822, norm 0.0930, swav 0.0000 LR: 6.831e-03 Score 97.873 Data time: 0.1947, Forward time: 2.2965, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 5.6509 [2020-11-13 21:36:53,205][root][INFO] - ===> Epoch[730](18986/26): Loss -0.7972, Sem 0.0704, dir -0.9792, norm 0.1116, swav 0.0000 LR: 6.825e-03 Score 97.530 Data time: 0.2206, Forward time: 2.2965, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 4.7205 [2020-11-13 21:37:00,306][root][INFO] - ===> Epoch[731](18987/26): Loss -0.8221, Sem 0.0612, dir -0.9832, norm 0.0998, swav 0.0000 LR: 6.819e-03 Score 97.798 Data time: 0.3480, Forward time: 2.2967, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 6.9891 [2020-11-13 21:37:05,783][root][INFO] - ===> Epoch[731](18988/26): Loss -0.8291, Sem 0.0559, dir -0.9798, norm 0.0948, swav 0.0000 LR: 6.813e-03 Score 98.001 Data time: 0.2272, Forward time: 2.2968, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.2983 [2020-11-13 21:37:11,711][root][INFO] - ===> Epoch[731](18989/26): Loss -0.8141, Sem 0.0616, dir -0.9821, norm 0.1064, swav 0.0000 LR: 6.807e-03 Score 97.789 Data time: 0.1558, Forward time: 2.2967, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.7943 [2020-11-13 21:37:17,049][root][INFO] - ===> Epoch[731](18990/26): Loss -0.8216, Sem 0.0639, dir -0.9801, norm 0.0947, swav 0.0000 LR: 6.801e-03 Score 97.686 Data time: 0.2338, Forward time: 2.2968, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.2435 [2020-11-13 21:37:22,802][root][INFO] - ===> Epoch[731](18991/26): Loss -0.8204, Sem 0.0618, dir -0.9815, norm 0.0993, swav 0.0000 LR: 6.795e-03 Score 97.751 Data time: 0.1421, Forward time: 2.2966, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.6034 [2020-11-13 21:37:28,695][root][INFO] - ===> Epoch[731](18992/26): Loss -0.8215, Sem 0.0647, dir -0.9823, norm 0.0961, swav 0.0000 LR: 6.789e-03 Score 97.656 Data time: 0.2148, Forward time: 2.2967, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.8055 [2020-11-13 21:37:34,121][root][INFO] - ===> Epoch[731](18993/26): Loss -0.8427, Sem 0.0512, dir -0.9822, norm 0.0882, swav 0.0000 LR: 6.783e-03 Score 98.143 Data time: 0.2685, Forward time: 2.2968, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 5.2972 [2020-11-13 21:37:38,936][root][INFO] - ===> Epoch[731](18994/26): Loss -0.8312, Sem 0.0593, dir -0.9819, norm 0.0914, swav 0.0000 LR: 6.776e-03 Score 97.905 Data time: 0.2496, Forward time: 2.2968, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 4.6689 [2020-11-13 21:37:44,416][root][INFO] - ===> Epoch[731](18995/26): Loss -0.8166, Sem 0.0586, dir -0.9802, norm 0.1049, swav 0.0000 LR: 6.770e-03 Score 97.900 Data time: 0.2836, Forward time: 2.2969, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.3627 [2020-11-13 21:37:50,331][root][INFO] - ===> Epoch[731](18996/26): Loss -0.8270, Sem 0.0593, dir -0.9807, norm 0.0944, swav 0.0000 LR: 6.764e-03 Score 97.857 Data time: 0.2174, Forward time: 2.2969, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.7672 [2020-11-13 21:37:56,722][root][INFO] - ===> Epoch[731](18997/26): Loss -0.8310, Sem 0.0565, dir -0.9833, norm 0.0958, swav 0.0000 LR: 6.758e-03 Score 97.946 Data time: 0.1599, Forward time: 2.2968, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 6.2678 [2020-11-13 21:38:02,331][root][INFO] - ===> Epoch[731](18998/26): Loss -0.8116, Sem 0.0658, dir -0.9795, norm 0.1021, swav 0.0000 LR: 6.752e-03 Score 97.600 Data time: 0.2159, Forward time: 2.2968, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 5.5267 [2020-11-13 21:38:08,820][root][INFO] - ===> Epoch[731](18999/26): Loss -0.8194, Sem 0.0631, dir -0.9801, norm 0.0976, swav 0.0000 LR: 6.746e-03 Score 97.721 Data time: 0.1692, Forward time: 2.2968, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 6.3618 [2020-11-13 21:38:14,470][root][INFO] - ===> Epoch[731](19000/26): Loss -0.8061, Sem 0.0655, dir -0.9791, norm 0.1075, swav 0.0000 LR: 6.740e-03 Score 97.613 Data time: 0.1526, Forward time: 2.2967, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.5664 [2020-11-13 21:38:15,320][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 21:38:15,503][root][INFO] - ===> Start testing [2020-11-13 21:39:48,021][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.1543 Loss 0.048 (AVG: 0.524) Score 98.870 (AVG: 90.347) mIOU 74.995 mAP 79.648 mAcc 83.632 IOU: 86.816 96.406 64.391 88.080 91.387 86.760 72.912 64.093 60.028 71.781 41.637 76.283 61.886 84.498 60.061 83.439 89.094 80.934 92.129 47.274 mAP: 83.103 97.142 70.501 82.284 92.585 80.590 70.488 76.002 68.956 87.031 58.287 63.727 70.377 83.026 68.840 95.373 96.518 89.784 95.837 62.509 mAcc: 96.013 98.585 78.959 90.566 96.421 97.045 82.174 73.839 71.554 88.278 48.398 86.239 82.406 89.024 65.669 94.757 93.599 91.071 96.031 52.010 [2020-11-13 21:41:22,270][root][INFO] - 201/312: Data time: 0.0101, Iter time: 0.1821 Loss 0.637 (AVG: 0.577) Score 87.479 (AVG: 89.693) mIOU 72.734 mAP 77.113 mAcc 80.418 IOU: 85.340 96.402 62.227 83.919 90.850 83.600 71.987 63.968 63.070 81.149 35.390 73.112 62.858 74.385 50.549 64.001 91.971 77.957 88.917 53.037 mAP: 81.440 96.540 67.255 72.470 90.447 80.500 71.823 72.972 72.442 78.052 56.496 68.812 69.483 75.825 61.685 90.300 97.257 89.238 86.022 63.206 mAcc: 96.303 98.684 77.209 86.156 95.580 92.048 84.320 74.234 72.425 91.370 41.012 83.555 77.428 80.211 54.326 69.882 95.559 87.098 93.884 57.078 [2020-11-13 21:42:54,030][root][INFO] - 301/312: Data time: 0.0046, Iter time: 0.1435 Loss 0.470 (AVG: 0.554) Score 93.682 (AVG: 89.998) mIOU 72.586 mAP 76.433 mAcc 80.043 IOU: 85.053 96.413 61.759 83.827 92.768 86.551 73.671 63.631 62.423 81.397 33.715 69.996 61.618 71.518 50.843 63.881 93.409 72.729 88.887 57.642 mAP: 81.034 96.274 67.176 76.097 91.048 81.772 74.062 71.659 72.289 74.907 55.392 61.866 70.735 76.742 57.539 85.276 96.484 87.953 86.127 64.221 mAcc: 95.879 98.708 76.359 86.172 96.430 93.573 84.966 74.734 73.226 89.720 39.577 79.608 78.086 79.324 54.764 68.347 96.088 79.960 93.305 62.028 [2020-11-13 21:43:04,129][root][INFO] - 312/312: Data time: 0.0038, Iter time: 0.3827 Loss 0.739 (AVG: 0.551) Score 91.165 (AVG: 90.032) mIOU 72.601 mAP 76.409 mAcc 79.993 IOU: 85.048 96.422 62.577 84.036 92.835 86.101 74.518 63.153 61.879 81.407 33.422 70.176 62.072 70.914 51.395 63.858 93.409 72.645 88.887 57.277 mAP: 80.924 96.342 67.507 76.475 91.297 80.989 74.583 71.725 71.756 74.935 55.165 61.920 70.843 77.183 56.797 85.276 96.484 87.931 86.127 63.919 mAcc: 95.950 98.726 76.743 86.445 96.485 92.920 85.570 74.206 72.697 89.730 39.027 79.506 78.422 78.390 55.306 68.347 96.088 80.127 93.305 61.873 [2020-11-13 21:43:04,130][root][INFO] - Finished test. Elapsed time: 288.6250 [2020-11-13 21:43:13,913][root][INFO] - [2020-11-13 21:43:13,914][root][INFO] - ################################################################ [2020-11-13 21:43:13,914][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 21:43:13,914][root][INFO] - ################################################################ [2020-11-13 21:43:13,914][root][INFO] - cabinet : 0.298 0.510 0.691 [2020-11-13 21:43:13,914][root][INFO] - bed : 0.338 0.728 0.839 [2020-11-13 21:43:13,914][root][INFO] - chair : 0.695 0.876 0.921 [2020-11-13 21:43:13,914][root][INFO] - sofa : 0.392 0.612 0.829 [2020-11-13 21:43:13,914][root][INFO] - table : 0.468 0.679 0.774 [2020-11-13 21:43:13,914][root][INFO] - door : 0.263 0.480 0.593 [2020-11-13 21:43:13,914][root][INFO] - window : 0.241 0.431 0.632 [2020-11-13 21:43:13,914][root][INFO] - bookshelf : 0.230 0.573 0.786 [2020-11-13 21:43:13,914][root][INFO] - picture : 0.237 0.378 0.456 [2020-11-13 21:43:13,914][root][INFO] - counter : 0.113 0.351 0.659 [2020-11-13 21:43:13,914][root][INFO] - desk : 0.108 0.367 0.735 [2020-11-13 21:43:13,914][root][INFO] - curtain : 0.270 0.479 0.605 [2020-11-13 21:43:13,914][root][INFO] - refrigerator : 0.332 0.416 0.448 [2020-11-13 21:43:13,914][root][INFO] - shower curtain : 0.514 0.684 0.714 [2020-11-13 21:43:13,914][root][INFO] - toilet : 0.824 0.982 0.999 [2020-11-13 21:43:13,914][root][INFO] - sink : 0.425 0.701 0.863 [2020-11-13 21:43:13,914][root][INFO] - bathtub : 0.619 0.774 0.871 [2020-11-13 21:43:13,914][root][INFO] - otherfurniture : 0.400 0.541 0.647 [2020-11-13 21:43:13,914][root][INFO] - ---------------------------------------------------------------- [2020-11-13 21:43:13,914][root][INFO] - average : 0.376 0.587 0.726 [2020-11-13 21:43:13,914][root][INFO] - [2020-11-13 21:43:14,137][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 21:43:14,139][root][INFO] - Current best mIoU: 72.679 at iter 18500 [2020-11-13 21:43:18,415][root][INFO] - ===> Epoch[731](19001/26): Loss -0.8187, Sem 0.0600, dir -0.9795, norm 0.1008, swav 0.0000 LR: 6.734e-03 Score 97.776 Data time: 0.1781, Forward time: 2.2966, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 4.2696 [2020-11-13 21:43:24,038][root][INFO] - ===> Epoch[731](19002/26): Loss -0.8219, Sem 0.0621, dir -0.9826, norm 0.0985, swav 0.0000 LR: 6.728e-03 Score 97.781 Data time: 0.2027, Forward time: 2.2966, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.5270 [2020-11-13 21:43:30,438][root][INFO] - ===> Epoch[731](19003/26): Loss -0.8212, Sem 0.0568, dir -0.9817, norm 0.1037, swav 0.0000 LR: 6.722e-03 Score 97.984 Data time: 0.2454, Forward time: 2.2967, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 6.2514 [2020-11-13 21:43:36,631][root][INFO] - ===> Epoch[731](19004/26): Loss -0.7945, Sem 0.0657, dir -0.9772, norm 0.1170, swav 0.0000 LR: 6.716e-03 Score 97.647 Data time: 0.1862, Forward time: 2.2966, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 6.0435 [2020-11-13 21:43:41,547][root][INFO] - ===> Epoch[731](19005/26): Loss -0.8084, Sem 0.0662, dir -0.9777, norm 0.1031, swav 0.0000 LR: 6.710e-03 Score 97.644 Data time: 0.2276, Forward time: 2.2967, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 4.8041 [2020-11-13 21:43:48,023][root][INFO] - ===> Epoch[731](19006/26): Loss -0.8096, Sem 0.0622, dir -0.9774, norm 0.1056, swav 0.0000 LR: 6.704e-03 Score 97.799 Data time: 0.2275, Forward time: 2.2967, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 6.3433 [2020-11-13 21:43:53,185][root][INFO] - ===> Epoch[731](19007/26): Loss -0.8068, Sem 0.0664, dir -0.9785, norm 0.1054, swav 0.0000 LR: 6.698e-03 Score 97.606 Data time: 0.1216, Forward time: 2.2966, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.0025 [2020-11-13 21:43:59,116][root][INFO] - ===> Epoch[731](19008/26): Loss -0.8168, Sem 0.0592, dir -0.9807, norm 0.1047, swav 0.0000 LR: 6.691e-03 Score 97.872 Data time: 0.1761, Forward time: 2.2965, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 5.8466 [2020-11-13 21:44:04,958][root][INFO] - ===> Epoch[731](19009/26): Loss -0.8250, Sem 0.0584, dir -0.9805, norm 0.0971, swav 0.0000 LR: 6.685e-03 Score 97.980 Data time: 0.1906, Forward time: 2.2965, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.7286 [2020-11-13 21:44:11,661][root][INFO] - ===> Epoch[731](19010/26): Loss -0.8120, Sem 0.0654, dir -0.9802, norm 0.1028, swav 0.0000 LR: 6.679e-03 Score 97.609 Data time: 0.2660, Forward time: 2.2966, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 6.5669 [2020-11-13 21:44:17,255][root][INFO] - ===> Epoch[731](19011/26): Loss -0.8193, Sem 0.0600, dir -0.9811, norm 0.1019, swav 0.0000 LR: 6.673e-03 Score 97.814 Data time: 0.2305, Forward time: 2.2966, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 5.4315 [2020-11-13 21:44:24,292][root][INFO] - ===> Epoch[731](19012/26): Loss -0.8233, Sem 0.0590, dir -0.9786, norm 0.0962, swav 0.0000 LR: 6.667e-03 Score 97.823 Data time: 0.2143, Forward time: 2.2966, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 6.8917 [2020-11-13 21:44:29,850][root][INFO] - ===> Epoch[732](19013/26): Loss -0.8211, Sem 0.0605, dir -0.9809, norm 0.0992, swav 0.0000 LR: 6.661e-03 Score 97.869 Data time: 0.2242, Forward time: 2.2966, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.4224 [2020-11-13 21:44:35,734][root][INFO] - ===> Epoch[732](19014/26): Loss -0.8196, Sem 0.0582, dir -0.9812, norm 0.1035, swav 0.0000 LR: 6.655e-03 Score 97.978 Data time: 0.2308, Forward time: 2.2966, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.7436 [2020-11-13 21:44:40,859][root][INFO] - ===> Epoch[732](19015/26): Loss -0.8332, Sem 0.0504, dir -0.9826, norm 0.0990, swav 0.0000 LR: 6.649e-03 Score 98.216 Data time: 0.2042, Forward time: 2.2966, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.0094 [2020-11-13 21:44:46,195][root][INFO] - ===> Epoch[732](19016/26): Loss -0.8244, Sem 0.0578, dir -0.9799, norm 0.0976, swav 0.0000 LR: 6.643e-03 Score 97.879 Data time: 0.2031, Forward time: 2.2966, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 5.1829 [2020-11-13 21:44:52,419][root][INFO] - ===> Epoch[732](19017/26): Loss -0.8180, Sem 0.0672, dir -0.9819, norm 0.0967, swav 0.0000 LR: 6.637e-03 Score 97.626 Data time: 0.3064, Forward time: 2.2967, Backward time: 3.0802, DDP time: 0.0040, Total iter time: 6.1128 [2020-11-13 21:44:58,528][root][INFO] - ===> Epoch[732](19018/26): Loss -0.8152, Sem 0.0635, dir -0.9794, norm 0.1007, swav 0.0000 LR: 6.631e-03 Score 97.698 Data time: 0.3151, Forward time: 2.2969, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.9301 [2020-11-13 21:45:03,787][root][INFO] - ===> Epoch[732](19019/26): Loss -0.7931, Sem 0.0753, dir -0.9795, norm 0.1111, swav 0.0000 LR: 6.625e-03 Score 97.298 Data time: 0.2310, Forward time: 2.2969, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.0978 [2020-11-13 21:45:09,170][root][INFO] - ===> Epoch[732](19020/26): Loss -0.8195, Sem 0.0571, dir -0.9770, norm 0.1004, swav 0.0000 LR: 6.618e-03 Score 97.898 Data time: 0.2505, Forward time: 2.2970, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.2305 [2020-11-13 21:45:14,994][root][INFO] - ===> Epoch[732](19021/26): Loss -0.8243, Sem 0.0582, dir -0.9823, norm 0.0998, swav 0.0000 LR: 6.612e-03 Score 97.899 Data time: 0.2673, Forward time: 2.2970, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.6591 [2020-11-13 21:45:20,214][root][INFO] - ===> Epoch[732](19022/26): Loss -0.8376, Sem 0.0498, dir -0.9786, norm 0.0913, swav 0.0000 LR: 6.606e-03 Score 98.187 Data time: 0.2441, Forward time: 2.2971, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 5.1060 [2020-11-13 21:45:24,484][root][INFO] - ===> Epoch[732](19023/26): Loss -0.8298, Sem 0.0551, dir -0.9806, norm 0.0957, swav 0.0000 LR: 6.600e-03 Score 98.043 Data time: 0.1620, Forward time: 2.2970, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 4.1360 [2020-11-13 21:45:30,703][root][INFO] - ===> Epoch[732](19024/26): Loss -0.8010, Sem 0.0698, dir -0.9783, norm 0.1074, swav 0.0000 LR: 6.594e-03 Score 97.444 Data time: 0.2279, Forward time: 2.2970, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 6.1597 [2020-11-13 21:45:36,150][root][INFO] - ===> Epoch[732](19025/26): Loss -0.8125, Sem 0.0670, dir -0.9807, norm 0.1012, swav 0.0000 LR: 6.588e-03 Score 97.595 Data time: 0.1649, Forward time: 2.2970, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 5.3198 [2020-11-13 21:45:40,612][root][INFO] - ===> Epoch[732](19026/26): Loss -0.8050, Sem 0.0683, dir -0.9785, norm 0.1052, swav 0.0000 LR: 6.582e-03 Score 97.484 Data time: 0.2036, Forward time: 2.2970, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 4.3430 [2020-11-13 21:45:45,885][root][INFO] - ===> Epoch[732](19027/26): Loss -0.8223, Sem 0.0607, dir -0.9822, norm 0.0993, swav 0.0000 LR: 6.576e-03 Score 97.816 Data time: 0.1651, Forward time: 2.2969, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.1612 [2020-11-13 21:45:52,010][root][INFO] - ===> Epoch[732](19028/26): Loss -0.8256, Sem 0.0618, dir -0.9816, norm 0.0941, swav 0.0000 LR: 6.570e-03 Score 97.703 Data time: 0.1800, Forward time: 2.2968, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 6.0369 [2020-11-13 21:45:58,560][root][INFO] - ===> Epoch[732](19029/26): Loss -0.8305, Sem 0.0540, dir -0.9799, norm 0.0953, swav 0.0000 LR: 6.564e-03 Score 98.093 Data time: 0.1693, Forward time: 2.2968, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 6.4338 [2020-11-13 21:46:03,556][root][INFO] - ===> Epoch[732](19030/26): Loss -0.8168, Sem 0.0606, dir -0.9795, norm 0.1021, swav 0.0000 LR: 6.558e-03 Score 97.756 Data time: 0.2472, Forward time: 2.2967, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 4.8833 [2020-11-13 21:46:09,448][root][INFO] - ===> Epoch[732](19031/26): Loss -0.8099, Sem 0.0672, dir -0.9796, norm 0.1026, swav 0.0000 LR: 6.552e-03 Score 97.651 Data time: 0.2812, Forward time: 2.2968, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 5.7610 [2020-11-13 21:46:16,562][root][INFO] - ===> Epoch[732](19032/26): Loss -0.8295, Sem 0.0590, dir -0.9835, norm 0.0949, swav 0.0000 LR: 6.545e-03 Score 97.880 Data time: 0.1772, Forward time: 2.2968, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 6.9606 [2020-11-13 21:46:21,582][root][INFO] - ===> Epoch[732](19033/26): Loss -0.8095, Sem 0.0648, dir -0.9814, norm 0.1071, swav 0.0000 LR: 6.539e-03 Score 97.657 Data time: 0.2426, Forward time: 2.2968, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 4.9005 [2020-11-13 21:46:28,431][root][INFO] - ===> Epoch[732](19034/26): Loss -0.8250, Sem 0.0571, dir -0.9817, norm 0.0996, swav 0.0000 LR: 6.533e-03 Score 97.912 Data time: 0.2800, Forward time: 2.2969, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 6.7066 [2020-11-13 21:46:34,711][root][INFO] - ===> Epoch[732](19035/26): Loss -0.8127, Sem 0.0676, dir -0.9816, norm 0.1013, swav 0.0000 LR: 6.527e-03 Score 97.537 Data time: 0.2149, Forward time: 2.2969, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 6.1166 [2020-11-13 21:46:40,907][root][INFO] - ===> Epoch[732](19036/26): Loss -0.8016, Sem 0.0641, dir -0.9802, norm 0.1144, swav 0.0000 LR: 6.521e-03 Score 97.632 Data time: 0.2389, Forward time: 2.2970, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 6.0300 [2020-11-13 21:46:46,857][root][INFO] - ===> Epoch[732](19037/26): Loss -0.8120, Sem 0.0627, dir -0.9794, norm 0.1047, swav 0.0000 LR: 6.515e-03 Score 97.741 Data time: 0.1623, Forward time: 2.2970, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.7874 [2020-11-13 21:46:54,685][root][INFO] - ===> Epoch[732](19038/26): Loss -0.8113, Sem 0.0553, dir -0.9771, norm 0.1104, swav 0.0000 LR: 6.509e-03 Score 98.036 Data time: 0.2117, Forward time: 2.2970, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 7.7309 [2020-11-13 21:47:01,174][root][INFO] - ===> Epoch[733](19039/26): Loss -0.8125, Sem 0.0597, dir -0.9768, norm 0.1046, swav 0.0000 LR: 6.503e-03 Score 97.804 Data time: 0.3149, Forward time: 2.2971, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 6.3702 [2020-11-13 21:47:07,468][root][INFO] - ===> Epoch[733](19040/26): Loss -0.8313, Sem 0.0588, dir -0.9827, norm 0.0926, swav 0.0000 LR: 6.497e-03 Score 97.862 Data time: 0.1987, Forward time: 2.2972, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 6.1604 [2020-11-13 21:47:13,210][root][INFO] - ===> Epoch[733](19041/26): Loss -0.8150, Sem 0.0584, dir -0.9811, norm 0.1077, swav 0.0000 LR: 6.491e-03 Score 97.902 Data time: 0.1682, Forward time: 2.2971, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.6332 [2020-11-13 21:47:18,421][root][INFO] - ===> Epoch[733](19042/26): Loss -0.8187, Sem 0.0637, dir -0.9804, norm 0.0979, swav 0.0000 LR: 6.484e-03 Score 97.707 Data time: 0.2018, Forward time: 2.2970, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 5.0986 [2020-11-13 21:47:24,395][root][INFO] - ===> Epoch[733](19043/26): Loss -0.8279, Sem 0.0604, dir -0.9824, norm 0.0942, swav 0.0000 LR: 6.478e-03 Score 97.804 Data time: 0.2161, Forward time: 2.2971, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 5.8771 [2020-11-13 21:47:30,798][root][INFO] - ===> Epoch[733](19044/26): Loss -0.8335, Sem 0.0540, dir -0.9813, norm 0.0938, swav 0.0000 LR: 6.472e-03 Score 98.086 Data time: 0.2125, Forward time: 2.2971, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 6.2797 [2020-11-13 21:47:36,134][root][INFO] - ===> Epoch[733](19045/26): Loss -0.8219, Sem 0.0626, dir -0.9841, norm 0.0996, swav 0.0000 LR: 6.466e-03 Score 97.729 Data time: 0.1690, Forward time: 2.2970, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.2010 [2020-11-13 21:47:42,027][root][INFO] - ===> Epoch[733](19046/26): Loss -0.8114, Sem 0.0587, dir -0.9815, norm 0.1114, swav 0.0000 LR: 6.460e-03 Score 97.868 Data time: 0.2755, Forward time: 2.2971, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 5.7907 [2020-11-13 21:47:49,194][root][INFO] - ===> Epoch[733](19047/26): Loss -0.8091, Sem 0.0661, dir -0.9799, norm 0.1048, swav 0.0000 LR: 6.454e-03 Score 97.678 Data time: 0.2012, Forward time: 2.2971, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 7.0144 [2020-11-13 21:47:55,702][root][INFO] - ===> Epoch[733](19048/26): Loss -0.8396, Sem 0.0516, dir -0.9846, norm 0.0933, swav 0.0000 LR: 6.448e-03 Score 98.183 Data time: 0.2068, Forward time: 2.2971, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 6.3702 [2020-11-13 21:48:01,462][root][INFO] - ===> Epoch[733](19049/26): Loss -0.8275, Sem 0.0617, dir -0.9828, norm 0.0935, swav 0.0000 LR: 6.442e-03 Score 97.737 Data time: 0.1987, Forward time: 2.2971, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.6322 [2020-11-13 21:48:08,662][root][INFO] - ===> Epoch[733](19050/26): Loss -0.8197, Sem 0.0614, dir -0.9792, norm 0.0982, swav 0.0000 LR: 6.436e-03 Score 97.785 Data time: 0.2753, Forward time: 2.2971, Backward time: 3.0806, DDP time: 0.0040, Total iter time: 7.0840 [2020-11-13 21:48:13,554][root][INFO] - ===> Epoch[733](19051/26): Loss -0.8199, Sem 0.0548, dir -0.9783, norm 0.1036, swav 0.0000 LR: 6.430e-03 Score 98.014 Data time: 0.1825, Forward time: 2.2971, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 4.7496 [2020-11-13 21:48:18,954][root][INFO] - ===> Epoch[733](19052/26): Loss -0.8074, Sem 0.0659, dir -0.9782, norm 0.1050, swav 0.0000 LR: 6.423e-03 Score 97.632 Data time: 0.2363, Forward time: 2.2970, Backward time: 3.0805, DDP time: 0.0040, Total iter time: 5.2907 [2020-11-13 21:48:24,366][root][INFO] - ===> Epoch[733](19053/26): Loss -0.8266, Sem 0.0602, dir -0.9819, norm 0.0950, swav 0.0000 LR: 6.417e-03 Score 97.898 Data time: 0.2655, Forward time: 2.2971, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.3026 [2020-11-13 21:48:29,898][root][INFO] - ===> Epoch[733](19054/26): Loss -0.8327, Sem 0.0529, dir -0.9804, norm 0.0948, swav 0.0000 LR: 6.411e-03 Score 98.153 Data time: 0.2126, Forward time: 2.2970, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.3698 [2020-11-13 21:48:36,605][root][INFO] - ===> Epoch[733](19055/26): Loss -0.8103, Sem 0.0635, dir -0.9775, norm 0.1037, swav 0.0000 LR: 6.405e-03 Score 97.715 Data time: 0.2556, Forward time: 2.2971, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 6.6066 [2020-11-13 21:48:42,295][root][INFO] - ===> Epoch[733](19056/26): Loss -0.8211, Sem 0.0649, dir -0.9814, norm 0.0954, swav 0.0000 LR: 6.399e-03 Score 97.673 Data time: 0.2067, Forward time: 2.2971, Backward time: 3.0804, DDP time: 0.0040, Total iter time: 5.5440 [2020-11-13 21:48:47,815][root][INFO] - ===> Epoch[733](19057/26): Loss -0.8290, Sem 0.0592, dir -0.9833, norm 0.0950, swav 0.0000 LR: 6.393e-03 Score 97.835 Data time: 0.2577, Forward time: 2.2972, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 5.3920 [2020-11-13 21:48:54,098][root][INFO] - ===> Epoch[733](19058/26): Loss -0.7794, Sem 0.0772, dir -0.9780, norm 0.1214, swav 0.0000 LR: 6.387e-03 Score 97.266 Data time: 0.2267, Forward time: 2.2973, Backward time: 3.0803, DDP time: 0.0040, Total iter time: 6.1373 [2020-11-13 21:48:58,654][root][INFO] - ===> Epoch[733](19059/26): Loss -0.8163, Sem 0.0653, dir -0.9804, norm 0.0988, swav 0.0000 LR: 6.381e-03 Score 97.613 Data time: 0.2071, Forward time: 2.2972, Backward time: 3.0801, DDP time: 0.0040, Total iter time: 4.4394 [2020-11-13 21:49:04,295][root][INFO] - ===> Epoch[733](19060/26): Loss -0.8143, Sem 0.0603, dir -0.9797, norm 0.1051, swav 0.0000 LR: 6.375e-03 Score 97.824 Data time: 0.2538, Forward time: 2.2973, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 5.5187 [2020-11-13 21:49:09,620][root][INFO] - ===> Epoch[733](19061/26): Loss -0.8013, Sem 0.0665, dir -0.9784, norm 0.1106, swav 0.0000 LR: 6.368e-03 Score 97.583 Data time: 0.2596, Forward time: 2.2974, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.1976 [2020-11-13 21:49:16,529][root][INFO] - ===> Epoch[733](19062/26): Loss -0.8339, Sem 0.0543, dir -0.9800, norm 0.0917, swav 0.0000 LR: 6.362e-03 Score 98.051 Data time: 0.2676, Forward time: 2.2975, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 6.7897 [2020-11-13 21:49:21,335][root][INFO] - ===> Epoch[733](19063/26): Loss -0.8273, Sem 0.0614, dir -0.9823, norm 0.0936, swav 0.0000 LR: 6.356e-03 Score 97.778 Data time: 0.1602, Forward time: 2.2974, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 4.6597 [2020-11-13 21:49:27,262][root][INFO] - ===> Epoch[733](19064/26): Loss -0.8271, Sem 0.0570, dir -0.9817, norm 0.0976, swav 0.0000 LR: 6.350e-03 Score 97.926 Data time: 0.2294, Forward time: 2.2974, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.8241 [2020-11-13 21:49:33,131][root][INFO] - ===> Epoch[734](19065/26): Loss -0.8262, Sem 0.0573, dir -0.9807, norm 0.0972, swav 0.0000 LR: 6.344e-03 Score 97.933 Data time: 0.2176, Forward time: 2.2974, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.7607 [2020-11-13 21:49:37,930][root][INFO] - ===> Epoch[734](19066/26): Loss -0.8170, Sem 0.0665, dir -0.9819, norm 0.0983, swav 0.0000 LR: 6.338e-03 Score 97.636 Data time: 0.1624, Forward time: 2.2974, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 4.6916 [2020-11-13 21:49:43,069][root][INFO] - ===> Epoch[734](19067/26): Loss -0.8286, Sem 0.0594, dir -0.9825, norm 0.0945, swav 0.0000 LR: 6.332e-03 Score 97.804 Data time: 0.1728, Forward time: 2.2973, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.0737 [2020-11-13 21:49:49,952][root][INFO] - ===> Epoch[734](19068/26): Loss -0.8179, Sem 0.0585, dir -0.9789, norm 0.1025, swav 0.0000 LR: 6.326e-03 Score 97.887 Data time: 0.2213, Forward time: 2.2973, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 6.8410 [2020-11-13 21:49:55,409][root][INFO] - ===> Epoch[734](19069/26): Loss -0.8204, Sem 0.0601, dir -0.9804, norm 0.0999, swav 0.0000 LR: 6.320e-03 Score 97.826 Data time: 0.2441, Forward time: 2.2974, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.3007 [2020-11-13 21:50:00,909][root][INFO] - ===> Epoch[734](19070/26): Loss -0.8157, Sem 0.0609, dir -0.9780, norm 0.1013, swav 0.0000 LR: 6.313e-03 Score 97.745 Data time: 0.1298, Forward time: 2.2972, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 5.3594 [2020-11-13 21:50:06,943][root][INFO] - ===> Epoch[734](19071/26): Loss -0.8078, Sem 0.0689, dir -0.9819, norm 0.1052, swav 0.0000 LR: 6.307e-03 Score 97.441 Data time: 0.2623, Forward time: 2.2973, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.9921 [2020-11-13 21:50:12,230][root][INFO] - ===> Epoch[734](19072/26): Loss -0.8100, Sem 0.0650, dir -0.9779, norm 0.1029, swav 0.0000 LR: 6.301e-03 Score 97.591 Data time: 0.1967, Forward time: 2.2973, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.1654 [2020-11-13 21:50:17,682][root][INFO] - ===> Epoch[734](19073/26): Loss -0.8184, Sem 0.0581, dir -0.9811, norm 0.1047, swav 0.0000 LR: 6.295e-03 Score 97.862 Data time: 0.2517, Forward time: 2.2974, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.3504 [2020-11-13 21:50:23,398][root][INFO] - ===> Epoch[734](19074/26): Loss -0.8211, Sem 0.0588, dir -0.9815, norm 0.1016, swav 0.0000 LR: 6.289e-03 Score 97.901 Data time: 0.1615, Forward time: 2.2973, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.5765 [2020-11-13 21:50:28,825][root][INFO] - ===> Epoch[734](19075/26): Loss -0.8153, Sem 0.0660, dir -0.9796, norm 0.0983, swav 0.0000 LR: 6.283e-03 Score 97.606 Data time: 0.2136, Forward time: 2.2973, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.3427 [2020-11-13 21:50:35,618][root][INFO] - ===> Epoch[734](19076/26): Loss -0.8288, Sem 0.0573, dir -0.9797, norm 0.0936, swav 0.0000 LR: 6.277e-03 Score 97.938 Data time: 0.2684, Forward time: 2.2974, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 6.6784 [2020-11-13 21:50:41,303][root][INFO] - ===> Epoch[734](19077/26): Loss -0.8252, Sem 0.0592, dir -0.9823, norm 0.0979, swav 0.0000 LR: 6.271e-03 Score 97.774 Data time: 0.2657, Forward time: 2.2975, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 5.5218 [2020-11-13 21:50:47,396][root][INFO] - ===> Epoch[734](19078/26): Loss -0.8130, Sem 0.0690, dir -0.9802, norm 0.0982, swav 0.0000 LR: 6.265e-03 Score 97.496 Data time: 0.1751, Forward time: 2.2975, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.9508 [2020-11-13 21:50:53,359][root][INFO] - ===> Epoch[734](19079/26): Loss -0.8120, Sem 0.0645, dir -0.9795, norm 0.1030, swav 0.0000 LR: 6.258e-03 Score 97.726 Data time: 0.2777, Forward time: 2.2976, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 5.9049 [2020-11-13 21:51:00,649][root][INFO] - ===> Epoch[734](19080/26): Loss -0.8253, Sem 0.0549, dir -0.9777, norm 0.0975, swav 0.0000 LR: 6.252e-03 Score 98.017 Data time: 0.1579, Forward time: 2.2975, Backward time: 3.0800, DDP time: 0.0040, Total iter time: 7.1192 [2020-11-13 21:51:05,435][root][INFO] - ===> Epoch[734](19081/26): Loss -0.8157, Sem 0.0653, dir -0.9794, norm 0.0984, swav 0.0000 LR: 6.246e-03 Score 97.599 Data time: 0.1873, Forward time: 2.2975, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 4.6794 [2020-11-13 21:51:11,779][root][INFO] - ===> Epoch[734](19082/26): Loss -0.7973, Sem 0.0700, dir -0.9786, norm 0.1112, swav 0.0000 LR: 6.240e-03 Score 97.425 Data time: 0.2275, Forward time: 2.2975, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 6.2782 [2020-11-13 21:51:18,300][root][INFO] - ===> Epoch[734](19083/26): Loss -0.8203, Sem 0.0578, dir -0.9810, norm 0.1030, swav 0.0000 LR: 6.234e-03 Score 97.908 Data time: 0.2928, Forward time: 2.2977, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 6.3627 [2020-11-13 21:51:23,009][root][INFO] - ===> Epoch[734](19084/26): Loss -0.8148, Sem 0.0653, dir -0.9821, norm 0.1019, swav 0.0000 LR: 6.228e-03 Score 97.707 Data time: 0.1723, Forward time: 2.2977, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 4.5380 [2020-11-13 21:51:28,441][root][INFO] - ===> Epoch[734](19085/26): Loss -0.8195, Sem 0.0608, dir -0.9826, norm 0.1023, swav 0.0000 LR: 6.222e-03 Score 97.830 Data time: 0.1752, Forward time: 2.2976, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.2938 [2020-11-13 21:51:34,325][root][INFO] - ===> Epoch[734](19086/26): Loss -0.8095, Sem 0.0597, dir -0.9799, norm 0.1106, swav 0.0000 LR: 6.216e-03 Score 97.892 Data time: 0.2304, Forward time: 2.2976, Backward time: 3.0797, DDP time: 0.0040, Total iter time: 5.8154 [2020-11-13 21:51:40,309][root][INFO] - ===> Epoch[734](19087/26): Loss -0.8199, Sem 0.0613, dir -0.9788, norm 0.0976, swav 0.0000 LR: 6.209e-03 Score 97.769 Data time: 0.1565, Forward time: 2.2975, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.8080 [2020-11-13 21:51:46,071][root][INFO] - ===> Epoch[734](19088/26): Loss -0.8076, Sem 0.0652, dir -0.9798, norm 0.1069, swav 0.0000 LR: 6.203e-03 Score 97.648 Data time: 0.1686, Forward time: 2.2974, Backward time: 3.0799, DDP time: 0.0040, Total iter time: 5.6513 [2020-11-13 21:51:51,021][root][INFO] - ===> Epoch[734](19089/26): Loss -0.8331, Sem 0.0517, dir -0.9810, norm 0.0963, swav 0.0000 LR: 6.197e-03 Score 98.163 Data time: 0.2196, Forward time: 2.2975, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 4.8095 [2020-11-13 21:51:57,135][root][INFO] - ===> Epoch[734](19090/26): Loss -0.8375, Sem 0.0551, dir -0.9827, norm 0.0901, swav 0.0000 LR: 6.191e-03 Score 97.994 Data time: 0.1900, Forward time: 2.2974, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.9939 [2020-11-13 21:52:02,244][root][INFO] - ===> Epoch[735](19091/26): Loss -0.8080, Sem 0.0702, dir -0.9822, norm 0.1040, swav 0.0000 LR: 6.185e-03 Score 97.464 Data time: 0.2069, Forward time: 2.2974, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 4.9896 [2020-11-13 21:52:07,985][root][INFO] - ===> Epoch[735](19092/26): Loss -0.8071, Sem 0.0597, dir -0.9792, norm 0.1124, swav 0.0000 LR: 6.179e-03 Score 97.836 Data time: 0.2042, Forward time: 2.2973, Backward time: 3.0798, DDP time: 0.0040, Total iter time: 5.5920 [2020-11-13 21:52:13,014][root][INFO] - ===> Epoch[735](19093/26): Loss -0.8192, Sem 0.0615, dir -0.9814, norm 0.1007, swav 0.0000 LR: 6.173e-03 Score 97.766 Data time: 0.2485, Forward time: 2.2973, Backward time: 3.0796, DDP time: 0.0040, Total iter time: 4.8672 [2020-11-13 21:52:18,148][root][INFO] - ===> Epoch[735](19094/26): Loss -0.8197, Sem 0.0655, dir -0.9828, norm 0.0977, swav 0.0000 LR: 6.166e-03 Score 97.617 Data time: 0.2364, Forward time: 2.2974, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 4.9847 [2020-11-13 21:52:23,588][root][INFO] - ===> Epoch[735](19095/26): Loss -0.8197, Sem 0.0612, dir -0.9816, norm 0.1007, swav 0.0000 LR: 6.160e-03 Score 97.808 Data time: 0.2207, Forward time: 2.2974, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 5.3270 [2020-11-13 21:52:29,624][root][INFO] - ===> Epoch[735](19096/26): Loss -0.8248, Sem 0.0612, dir -0.9801, norm 0.0942, swav 0.0000 LR: 6.154e-03 Score 97.765 Data time: 0.1854, Forward time: 2.2974, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 5.9212 [2020-11-13 21:52:35,747][root][INFO] - ===> Epoch[735](19097/26): Loss -0.7855, Sem 0.0701, dir -0.9763, norm 0.1207, swav 0.0000 LR: 6.148e-03 Score 97.535 Data time: 0.2118, Forward time: 2.2974, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 6.0234 [2020-11-13 21:52:41,636][root][INFO] - ===> Epoch[735](19098/26): Loss -0.7937, Sem 0.0736, dir -0.9780, norm 0.1107, swav 0.0000 LR: 6.142e-03 Score 97.376 Data time: 0.2453, Forward time: 2.2974, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 5.7754 [2020-11-13 21:52:47,264][root][INFO] - ===> Epoch[735](19099/26): Loss -0.8237, Sem 0.0625, dir -0.9828, norm 0.0967, swav 0.0000 LR: 6.136e-03 Score 97.687 Data time: 0.2515, Forward time: 2.2974, Backward time: 3.0795, DDP time: 0.0040, Total iter time: 5.4685 [2020-11-13 21:52:53,678][root][INFO] - ===> Epoch[735](19100/26): Loss -0.8263, Sem 0.0606, dir -0.9816, norm 0.0947, swav 0.0000 LR: 6.130e-03 Score 97.763 Data time: 0.2838, Forward time: 2.2976, Backward time: 3.0794, DDP time: 0.0040, Total iter time: 6.2958 [2020-11-13 21:52:58,985][root][INFO] - ===> Epoch[735](19101/26): Loss -0.8099, Sem 0.0632, dir -0.9774, norm 0.1043, swav 0.0000 LR: 6.124e-03 Score 97.765 Data time: 0.2120, Forward time: 2.2976, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 5.1548 [2020-11-13 21:53:04,783][root][INFO] - ===> Epoch[735](19102/26): Loss -0.8131, Sem 0.0656, dir -0.9808, norm 0.1021, swav 0.0000 LR: 6.117e-03 Score 97.615 Data time: 0.2298, Forward time: 2.2976, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 5.6626 [2020-11-13 21:53:10,194][root][INFO] - ===> Epoch[735](19103/26): Loss -0.8225, Sem 0.0591, dir -0.9811, norm 0.0995, swav 0.0000 LR: 6.111e-03 Score 97.845 Data time: 0.2229, Forward time: 2.2976, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.2622 [2020-11-13 21:53:15,541][root][INFO] - ===> Epoch[735](19104/26): Loss -0.8265, Sem 0.0542, dir -0.9820, norm 0.1013, swav 0.0000 LR: 6.105e-03 Score 98.034 Data time: 0.1828, Forward time: 2.2976, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.1979 [2020-11-13 21:53:20,538][root][INFO] - ===> Epoch[735](19105/26): Loss -0.8238, Sem 0.0618, dir -0.9789, norm 0.0934, swav 0.0000 LR: 6.099e-03 Score 97.808 Data time: 0.2475, Forward time: 2.2975, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 4.8792 [2020-11-13 21:53:26,284][root][INFO] - ===> Epoch[735](19106/26): Loss -0.8262, Sem 0.0600, dir -0.9814, norm 0.0951, swav 0.0000 LR: 6.093e-03 Score 97.787 Data time: 0.1433, Forward time: 2.2974, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.6255 [2020-11-13 21:53:31,516][root][INFO] - ===> Epoch[735](19107/26): Loss -0.8227, Sem 0.0633, dir -0.9830, norm 0.0971, swav 0.0000 LR: 6.087e-03 Score 97.683 Data time: 0.1652, Forward time: 2.2973, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.1121 [2020-11-13 21:53:36,658][root][INFO] - ===> Epoch[735](19108/26): Loss -0.8388, Sem 0.0561, dir -0.9838, norm 0.0889, swav 0.0000 LR: 6.081e-03 Score 97.994 Data time: 0.2517, Forward time: 2.2974, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.0501 [2020-11-13 21:53:41,962][root][INFO] - ===> Epoch[735](19109/26): Loss -0.8063, Sem 0.0599, dir -0.9801, norm 0.1139, swav 0.0000 LR: 6.074e-03 Score 97.805 Data time: 0.2424, Forward time: 2.2974, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.1760 [2020-11-13 21:53:47,218][root][INFO] - ===> Epoch[735](19110/26): Loss -0.8117, Sem 0.0631, dir -0.9791, norm 0.1043, swav 0.0000 LR: 6.068e-03 Score 97.706 Data time: 0.2290, Forward time: 2.2975, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.1326 [2020-11-13 21:53:53,102][root][INFO] - ===> Epoch[735](19111/26): Loss -0.8078, Sem 0.0619, dir -0.9791, norm 0.1094, swav 0.0000 LR: 6.062e-03 Score 97.845 Data time: 0.2305, Forward time: 2.2975, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.7093 [2020-11-13 21:53:58,121][root][INFO] - ===> Epoch[735](19112/26): Loss -0.8163, Sem 0.0593, dir -0.9790, norm 0.1035, swav 0.0000 LR: 6.056e-03 Score 97.900 Data time: 0.2224, Forward time: 2.2976, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.8397 [2020-11-13 21:54:04,335][root][INFO] - ===> Epoch[735](19113/26): Loss -0.8190, Sem 0.0585, dir -0.9798, norm 0.1023, swav 0.0000 LR: 6.050e-03 Score 97.901 Data time: 0.1890, Forward time: 2.2975, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.0559 [2020-11-13 21:54:10,072][root][INFO] - ===> Epoch[735](19114/26): Loss -0.8357, Sem 0.0563, dir -0.9825, norm 0.0905, swav 0.0000 LR: 6.044e-03 Score 97.955 Data time: 0.1661, Forward time: 2.2975, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.6108 [2020-11-13 21:54:15,077][root][INFO] - ===> Epoch[735](19115/26): Loss -0.8250, Sem 0.0641, dir -0.9831, norm 0.0940, swav 0.0000 LR: 6.038e-03 Score 97.744 Data time: 0.1983, Forward time: 2.2974, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 4.9127 [2020-11-13 21:54:21,854][root][INFO] - ===> Epoch[735](19116/26): Loss -0.8292, Sem 0.0614, dir -0.9822, norm 0.0915, swav 0.0000 LR: 6.031e-03 Score 97.765 Data time: 0.2073, Forward time: 2.2974, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 6.6305 [2020-11-13 21:54:27,377][root][INFO] - ===> Epoch[736](19117/26): Loss -0.8187, Sem 0.0601, dir -0.9797, norm 0.1009, swav 0.0000 LR: 6.025e-03 Score 97.806 Data time: 0.2300, Forward time: 2.2974, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.4000 [2020-11-13 21:54:32,612][root][INFO] - ===> Epoch[736](19118/26): Loss -0.8156, Sem 0.0696, dir -0.9832, norm 0.0980, swav 0.0000 LR: 6.019e-03 Score 97.461 Data time: 0.2182, Forward time: 2.2974, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.1211 [2020-11-13 21:54:39,612][root][INFO] - ===> Epoch[736](19119/26): Loss -0.8089, Sem 0.0622, dir -0.9783, norm 0.1071, swav 0.0000 LR: 6.013e-03 Score 97.824 Data time: 0.2456, Forward time: 2.2975, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.8940 [2020-11-13 21:54:45,752][root][INFO] - ===> Epoch[736](19120/26): Loss -0.8166, Sem 0.0602, dir -0.9819, norm 0.1051, swav 0.0000 LR: 6.007e-03 Score 97.844 Data time: 0.1671, Forward time: 2.2975, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.9924 [2020-11-13 21:54:51,587][root][INFO] - ===> Epoch[736](19121/26): Loss -0.8043, Sem 0.0692, dir -0.9794, norm 0.1058, swav 0.0000 LR: 6.001e-03 Score 97.444 Data time: 0.1865, Forward time: 2.2974, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.7641 [2020-11-13 21:54:57,435][root][INFO] - ===> Epoch[736](19122/26): Loss -0.8301, Sem 0.0578, dir -0.9830, norm 0.0951, swav 0.0000 LR: 5.995e-03 Score 97.946 Data time: 0.2371, Forward time: 2.2975, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.7221 [2020-11-13 21:55:03,016][root][INFO] - ===> Epoch[736](19123/26): Loss -0.8185, Sem 0.0586, dir -0.9764, norm 0.0994, swav 0.0000 LR: 5.988e-03 Score 97.891 Data time: 0.2511, Forward time: 2.2976, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.4499 [2020-11-13 21:55:08,655][root][INFO] - ===> Epoch[736](19124/26): Loss -0.8300, Sem 0.0567, dir -0.9820, norm 0.0953, swav 0.0000 LR: 5.982e-03 Score 97.954 Data time: 0.1709, Forward time: 2.2975, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.5126 [2020-11-13 21:55:15,530][root][INFO] - ===> Epoch[736](19125/26): Loss -0.8119, Sem 0.0657, dir -0.9775, norm 0.0999, swav 0.0000 LR: 5.976e-03 Score 97.668 Data time: 0.1962, Forward time: 2.2974, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.7671 [2020-11-13 21:55:21,028][root][INFO] - ===> Epoch[736](19126/26): Loss -0.8204, Sem 0.0581, dir -0.9800, norm 0.1015, swav 0.0000 LR: 5.970e-03 Score 97.887 Data time: 0.2371, Forward time: 2.2974, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.4460 [2020-11-13 21:55:27,084][root][INFO] - ===> Epoch[736](19127/26): Loss -0.7907, Sem 0.0699, dir -0.9793, norm 0.1188, swav 0.0000 LR: 5.964e-03 Score 97.443 Data time: 0.2244, Forward time: 2.2975, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.9464 [2020-11-13 21:55:32,012][root][INFO] - ===> Epoch[736](19128/26): Loss -0.8117, Sem 0.0641, dir -0.9781, norm 0.1024, swav 0.0000 LR: 5.958e-03 Score 97.621 Data time: 0.2115, Forward time: 2.2975, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 4.7753 [2020-11-13 21:55:38,128][root][INFO] - ===> Epoch[736](19129/26): Loss -0.8273, Sem 0.0549, dir -0.9802, norm 0.0979, swav 0.0000 LR: 5.951e-03 Score 97.954 Data time: 0.1954, Forward time: 2.2974, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 6.0155 [2020-11-13 21:55:44,646][root][INFO] - ===> Epoch[736](19130/26): Loss -0.8248, Sem 0.0626, dir -0.9804, norm 0.0930, swav 0.0000 LR: 5.945e-03 Score 97.689 Data time: 0.2057, Forward time: 2.2974, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.3934 [2020-11-13 21:55:50,894][root][INFO] - ===> Epoch[736](19131/26): Loss -0.8152, Sem 0.0627, dir -0.9810, norm 0.1031, swav 0.0000 LR: 5.939e-03 Score 97.734 Data time: 0.2765, Forward time: 2.2975, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.1229 [2020-11-13 21:55:56,603][root][INFO] - ===> Epoch[736](19132/26): Loss -0.8195, Sem 0.0660, dir -0.9820, norm 0.0965, swav 0.0000 LR: 5.933e-03 Score 97.603 Data time: 0.2890, Forward time: 2.2976, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.5284 [2020-11-13 21:56:02,135][root][INFO] - ===> Epoch[736](19133/26): Loss -0.8152, Sem 0.0633, dir -0.9767, norm 0.0981, swav 0.0000 LR: 5.927e-03 Score 97.694 Data time: 0.2094, Forward time: 2.2976, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.3982 [2020-11-13 21:56:08,220][root][INFO] - ===> Epoch[736](19134/26): Loss -0.8369, Sem 0.0529, dir -0.9843, norm 0.0945, swav 0.0000 LR: 5.921e-03 Score 98.094 Data time: 0.2167, Forward time: 2.2976, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.9685 [2020-11-13 21:56:13,743][root][INFO] - ===> Epoch[736](19135/26): Loss -0.8095, Sem 0.0659, dir -0.9791, norm 0.1037, swav 0.0000 LR: 5.914e-03 Score 97.640 Data time: 0.1715, Forward time: 2.2976, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.3916 [2020-11-13 21:56:19,103][root][INFO] - ===> Epoch[736](19136/26): Loss -0.8147, Sem 0.0659, dir -0.9818, norm 0.1012, swav 0.0000 LR: 5.908e-03 Score 97.555 Data time: 0.2405, Forward time: 2.2975, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.2593 [2020-11-13 21:56:25,176][root][INFO] - ===> Epoch[736](19137/26): Loss -0.8311, Sem 0.0535, dir -0.9815, norm 0.0968, swav 0.0000 LR: 5.902e-03 Score 98.075 Data time: 0.1902, Forward time: 2.2975, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.9418 [2020-11-13 21:56:30,361][root][INFO] - ===> Epoch[736](19138/26): Loss -0.8239, Sem 0.0598, dir -0.9812, norm 0.0975, swav 0.0000 LR: 5.896e-03 Score 97.754 Data time: 0.1752, Forward time: 2.2974, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.0732 [2020-11-13 21:56:35,783][root][INFO] - ===> Epoch[736](19139/26): Loss -0.8132, Sem 0.0597, dir -0.9788, norm 0.1059, swav 0.0000 LR: 5.890e-03 Score 97.836 Data time: 0.2452, Forward time: 2.2975, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.3310 [2020-11-13 21:56:40,956][root][INFO] - ===> Epoch[736](19140/26): Loss -0.8352, Sem 0.0528, dir -0.9816, norm 0.0937, swav 0.0000 LR: 5.884e-03 Score 98.092 Data time: 0.1637, Forward time: 2.2974, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.0416 [2020-11-13 21:56:46,630][root][INFO] - ===> Epoch[736](19141/26): Loss -0.8099, Sem 0.0580, dir -0.9771, norm 0.1092, swav 0.0000 LR: 5.877e-03 Score 97.882 Data time: 0.2402, Forward time: 2.2975, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.5831 [2020-11-13 21:56:51,924][root][INFO] - ===> Epoch[736](19142/26): Loss -0.8109, Sem 0.0641, dir -0.9788, norm 0.1038, swav 0.0000 LR: 5.871e-03 Score 97.651 Data time: 0.1979, Forward time: 2.2975, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.1420 [2020-11-13 21:56:57,599][root][INFO] - ===> Epoch[737](19143/26): Loss -0.8141, Sem 0.0592, dir -0.9764, norm 0.1031, swav 0.0000 LR: 5.865e-03 Score 97.820 Data time: 0.1884, Forward time: 2.2974, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.5402 [2020-11-13 21:57:03,245][root][INFO] - ===> Epoch[737](19144/26): Loss -0.8122, Sem 0.0631, dir -0.9790, norm 0.1037, swav 0.0000 LR: 5.859e-03 Score 97.771 Data time: 0.1752, Forward time: 2.2973, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.5339 [2020-11-13 21:57:09,030][root][INFO] - ===> Epoch[737](19145/26): Loss -0.8018, Sem 0.0727, dir -0.9782, norm 0.1037, swav 0.0000 LR: 5.853e-03 Score 97.396 Data time: 0.2362, Forward time: 2.2974, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.6348 [2020-11-13 21:57:14,385][root][INFO] - ===> Epoch[737](19146/26): Loss -0.8187, Sem 0.0609, dir -0.9795, norm 0.0998, swav 0.0000 LR: 5.847e-03 Score 97.788 Data time: 0.1447, Forward time: 2.2973, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.2120 [2020-11-13 21:57:20,276][root][INFO] - ===> Epoch[737](19147/26): Loss -0.8157, Sem 0.0606, dir -0.9803, norm 0.1040, swav 0.0000 LR: 5.840e-03 Score 97.847 Data time: 0.2346, Forward time: 2.2974, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.8005 [2020-11-13 21:57:25,312][root][INFO] - ===> Epoch[737](19148/26): Loss -0.8086, Sem 0.0652, dir -0.9794, norm 0.1056, swav 0.0000 LR: 5.834e-03 Score 97.635 Data time: 0.1667, Forward time: 2.2973, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 4.9130 [2020-11-13 21:57:29,970][root][INFO] - ===> Epoch[737](19149/26): Loss -0.8342, Sem 0.0572, dir -0.9830, norm 0.0916, swav 0.0000 LR: 5.828e-03 Score 97.929 Data time: 0.1479, Forward time: 2.2972, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.5908 [2020-11-13 21:57:36,402][root][INFO] - ===> Epoch[737](19150/26): Loss -0.8108, Sem 0.0602, dir -0.9770, norm 0.1061, swav 0.0000 LR: 5.822e-03 Score 97.849 Data time: 0.1629, Forward time: 2.2971, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.3820 [2020-11-13 21:57:41,549][root][INFO] - ===> Epoch[737](19151/26): Loss -0.7882, Sem 0.0713, dir -0.9795, norm 0.1200, swav 0.0000 LR: 5.816e-03 Score 97.478 Data time: 0.2561, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.0826 [2020-11-13 21:57:47,597][root][INFO] - ===> Epoch[737](19152/26): Loss -0.8167, Sem 0.0636, dir -0.9808, norm 0.1005, swav 0.0000 LR: 5.810e-03 Score 97.726 Data time: 0.2767, Forward time: 2.2974, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.8872 [2020-11-13 21:57:52,682][root][INFO] - ===> Epoch[737](19153/26): Loss -0.8278, Sem 0.0556, dir -0.9818, norm 0.0983, swav 0.0000 LR: 5.803e-03 Score 97.984 Data time: 0.1786, Forward time: 2.2973, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 4.9356 [2020-11-13 21:57:58,814][root][INFO] - ===> Epoch[737](19154/26): Loss -0.8181, Sem 0.0636, dir -0.9832, norm 0.1015, swav 0.0000 LR: 5.797e-03 Score 97.693 Data time: 0.2402, Forward time: 2.2974, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 6.0308 [2020-11-13 21:58:05,844][root][INFO] - ===> Epoch[737](19155/26): Loss -0.8161, Sem 0.0615, dir -0.9775, norm 0.0999, swav 0.0000 LR: 5.791e-03 Score 97.760 Data time: 0.1745, Forward time: 2.2973, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.8838 [2020-11-13 21:58:11,244][root][INFO] - ===> Epoch[737](19156/26): Loss -0.8349, Sem 0.0569, dir -0.9836, norm 0.0918, swav 0.0000 LR: 5.785e-03 Score 97.936 Data time: 0.1961, Forward time: 2.2973, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.3431 [2020-11-13 21:58:16,094][root][INFO] - ===> Epoch[737](19157/26): Loss -0.8234, Sem 0.0587, dir -0.9813, norm 0.0992, swav 0.0000 LR: 5.779e-03 Score 97.854 Data time: 0.1931, Forward time: 2.2973, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.7406 [2020-11-13 21:58:21,264][root][INFO] - ===> Epoch[737](19158/26): Loss -0.8134, Sem 0.0611, dir -0.9814, norm 0.1069, swav 0.0000 LR: 5.773e-03 Score 97.798 Data time: 0.2253, Forward time: 2.2973, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 5.0468 [2020-11-13 21:58:27,053][root][INFO] - ===> Epoch[737](19159/26): Loss -0.8214, Sem 0.0665, dir -0.9820, norm 0.0942, swav 0.0000 LR: 5.766e-03 Score 97.636 Data time: 0.2311, Forward time: 2.2973, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.6276 [2020-11-13 21:58:32,512][root][INFO] - ===> Epoch[737](19160/26): Loss -0.8327, Sem 0.0578, dir -0.9825, norm 0.0920, swav 0.0000 LR: 5.760e-03 Score 97.956 Data time: 0.1833, Forward time: 2.2972, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.3660 [2020-11-13 21:58:37,981][root][INFO] - ===> Epoch[737](19161/26): Loss -0.8257, Sem 0.0559, dir -0.9795, norm 0.0979, swav 0.0000 LR: 5.754e-03 Score 97.967 Data time: 0.2671, Forward time: 2.2973, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.3781 [2020-11-13 21:58:44,053][root][INFO] - ===> Epoch[737](19162/26): Loss -0.8206, Sem 0.0605, dir -0.9803, norm 0.0993, swav 0.0000 LR: 5.748e-03 Score 97.783 Data time: 0.3311, Forward time: 2.2975, Backward time: 3.0781, DDP time: 0.0040, Total iter time: 5.9715 [2020-11-13 21:58:49,931][root][INFO] - ===> Epoch[737](19163/26): Loss -0.8267, Sem 0.0558, dir -0.9817, norm 0.0992, swav 0.0000 LR: 5.742e-03 Score 98.016 Data time: 0.1944, Forward time: 2.2974, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.7328 [2020-11-13 21:58:55,474][root][INFO] - ===> Epoch[737](19164/26): Loss -0.8229, Sem 0.0591, dir -0.9797, norm 0.0977, swav 0.0000 LR: 5.736e-03 Score 97.920 Data time: 0.1374, Forward time: 2.2973, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 5.4368 [2020-11-13 21:59:02,568][root][INFO] - ===> Epoch[737](19165/26): Loss -0.8209, Sem 0.0558, dir -0.9805, norm 0.1038, swav 0.0000 LR: 5.729e-03 Score 97.929 Data time: 0.1664, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 7.0147 [2020-11-13 21:59:08,298][root][INFO] - ===> Epoch[737](19166/26): Loss -0.8123, Sem 0.0606, dir -0.9811, norm 0.1082, swav 0.0000 LR: 5.723e-03 Score 97.821 Data time: 0.1796, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.6465 [2020-11-13 21:59:14,363][root][INFO] - ===> Epoch[737](19167/26): Loss -0.8213, Sem 0.0637, dir -0.9809, norm 0.0959, swav 0.0000 LR: 5.717e-03 Score 97.715 Data time: 0.2091, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.9466 [2020-11-13 21:59:20,201][root][INFO] - ===> Epoch[737](19168/26): Loss -0.8233, Sem 0.0580, dir -0.9813, norm 0.1000, swav 0.0000 LR: 5.711e-03 Score 97.881 Data time: 0.1992, Forward time: 2.2972, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.7284 [2020-11-13 21:59:25,913][root][INFO] - ===> Epoch[738](19169/26): Loss -0.8318, Sem 0.0534, dir -0.9830, norm 0.0979, swav 0.0000 LR: 5.705e-03 Score 98.114 Data time: 0.2782, Forward time: 2.2973, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.5910 [2020-11-13 21:59:31,522][root][INFO] - ===> Epoch[738](19170/26): Loss -0.8077, Sem 0.0683, dir -0.9812, norm 0.1053, swav 0.0000 LR: 5.698e-03 Score 97.523 Data time: 0.2195, Forward time: 2.2973, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.4843 [2020-11-13 21:59:36,890][root][INFO] - ===> Epoch[738](19171/26): Loss -0.8027, Sem 0.0713, dir -0.9801, norm 0.1060, swav 0.0000 LR: 5.692e-03 Score 97.402 Data time: 0.1934, Forward time: 2.2973, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.2594 [2020-11-13 21:59:42,482][root][INFO] - ===> Epoch[738](19172/26): Loss -0.8144, Sem 0.0628, dir -0.9777, norm 0.1005, swav 0.0000 LR: 5.686e-03 Score 97.718 Data time: 0.2028, Forward time: 2.2973, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.4969 [2020-11-13 21:59:48,951][root][INFO] - ===> Epoch[738](19173/26): Loss -0.8280, Sem 0.0581, dir -0.9815, norm 0.0954, swav 0.0000 LR: 5.680e-03 Score 97.839 Data time: 0.1635, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.3068 [2020-11-13 21:59:54,119][root][INFO] - ===> Epoch[738](19174/26): Loss -0.8237, Sem 0.0633, dir -0.9801, norm 0.0931, swav 0.0000 LR: 5.674e-03 Score 97.690 Data time: 0.1796, Forward time: 2.2972, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.1040 [2020-11-13 22:00:00,598][root][INFO] - ===> Epoch[738](19175/26): Loss -0.8112, Sem 0.0611, dir -0.9776, norm 0.1053, swav 0.0000 LR: 5.667e-03 Score 97.847 Data time: 0.1886, Forward time: 2.2972, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.3774 [2020-11-13 22:00:06,380][root][INFO] - ===> Epoch[738](19176/26): Loss -0.8286, Sem 0.0635, dir -0.9819, norm 0.0897, swav 0.0000 LR: 5.661e-03 Score 97.795 Data time: 0.1407, Forward time: 2.2970, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.6541 [2020-11-13 22:00:13,354][root][INFO] - ===> Epoch[738](19177/26): Loss -0.8123, Sem 0.0656, dir -0.9791, norm 0.1012, swav 0.0000 LR: 5.655e-03 Score 97.621 Data time: 0.1529, Forward time: 2.2969, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.8961 [2020-11-13 22:00:19,007][root][INFO] - ===> Epoch[738](19178/26): Loss -0.8339, Sem 0.0581, dir -0.9824, norm 0.0903, swav 0.0000 LR: 5.649e-03 Score 97.894 Data time: 0.2387, Forward time: 2.2970, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.5638 [2020-11-13 22:00:24,718][root][INFO] - ===> Epoch[738](19179/26): Loss -0.8144, Sem 0.0613, dir -0.9828, norm 0.1072, swav 0.0000 LR: 5.643e-03 Score 97.805 Data time: 0.2380, Forward time: 2.2971, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.5463 [2020-11-13 22:00:30,883][root][INFO] - ===> Epoch[738](19180/26): Loss -0.8256, Sem 0.0606, dir -0.9800, norm 0.0939, swav 0.0000 LR: 5.636e-03 Score 97.782 Data time: 0.1451, Forward time: 2.2970, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.0139 [2020-11-13 22:00:37,404][root][INFO] - ===> Epoch[738](19181/26): Loss -0.8149, Sem 0.0574, dir -0.9795, norm 0.1073, swav 0.0000 LR: 5.630e-03 Score 97.886 Data time: 0.1984, Forward time: 2.2969, Backward time: 3.0793, DDP time: 0.0040, Total iter time: 6.4936 [2020-11-13 22:00:42,607][root][INFO] - ===> Epoch[738](19182/26): Loss -0.8047, Sem 0.0613, dir -0.9800, norm 0.1140, swav 0.0000 LR: 5.624e-03 Score 97.806 Data time: 0.2042, Forward time: 2.2969, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.0659 [2020-11-13 22:00:48,117][root][INFO] - ===> Epoch[738](19183/26): Loss -0.8093, Sem 0.0706, dir -0.9798, norm 0.1000, swav 0.0000 LR: 5.618e-03 Score 97.577 Data time: 0.1570, Forward time: 2.2968, Backward time: 3.0792, DDP time: 0.0040, Total iter time: 5.3752 [2020-11-13 22:00:53,409][root][INFO] - ===> Epoch[738](19184/26): Loss -0.8291, Sem 0.0557, dir -0.9824, norm 0.0976, swav 0.0000 LR: 5.612e-03 Score 97.929 Data time: 0.2521, Forward time: 2.2969, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 5.2336 [2020-11-13 22:00:58,895][root][INFO] - ===> Epoch[738](19185/26): Loss -0.8203, Sem 0.0623, dir -0.9816, norm 0.0990, swav 0.0000 LR: 5.606e-03 Score 97.777 Data time: 0.2385, Forward time: 2.2969, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.3168 [2020-11-13 22:01:03,593][root][INFO] - ===> Epoch[738](19186/26): Loss -0.8128, Sem 0.0612, dir -0.9806, norm 0.1066, swav 0.0000 LR: 5.599e-03 Score 97.820 Data time: 0.2183, Forward time: 2.2969, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 4.5720 [2020-11-13 22:01:09,897][root][INFO] - ===> Epoch[738](19187/26): Loss -0.8078, Sem 0.0637, dir -0.9761, norm 0.1046, swav 0.0000 LR: 5.593e-03 Score 97.747 Data time: 0.2889, Forward time: 2.2971, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.1754 [2020-11-13 22:01:15,368][root][INFO] - ===> Epoch[738](19188/26): Loss -0.8214, Sem 0.0592, dir -0.9812, norm 0.1006, swav 0.0000 LR: 5.587e-03 Score 97.844 Data time: 0.1875, Forward time: 2.2971, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.3044 [2020-11-13 22:01:21,647][root][INFO] - ===> Epoch[738](19189/26): Loss -0.8183, Sem 0.0631, dir -0.9791, norm 0.0977, swav 0.0000 LR: 5.581e-03 Score 97.693 Data time: 0.2136, Forward time: 2.2971, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 6.1632 [2020-11-13 22:01:28,609][root][INFO] - ===> Epoch[738](19190/26): Loss -0.8128, Sem 0.0674, dir -0.9804, norm 0.1002, swav 0.0000 LR: 5.575e-03 Score 97.647 Data time: 0.1537, Forward time: 2.2970, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.8503 [2020-11-13 22:01:34,244][root][INFO] - ===> Epoch[738](19191/26): Loss -0.8161, Sem 0.0600, dir -0.9792, norm 0.1031, swav 0.0000 LR: 5.568e-03 Score 97.822 Data time: 0.2587, Forward time: 2.2970, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.5432 [2020-11-13 22:01:41,307][root][INFO] - ===> Epoch[738](19192/26): Loss -0.8182, Sem 0.0569, dir -0.9787, norm 0.1036, swav 0.0000 LR: 5.562e-03 Score 97.890 Data time: 0.2951, Forward time: 2.2972, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.8939 [2020-11-13 22:01:47,545][root][INFO] - ===> Epoch[738](19193/26): Loss -0.8138, Sem 0.0634, dir -0.9809, norm 0.1037, swav 0.0000 LR: 5.556e-03 Score 97.657 Data time: 0.1947, Forward time: 2.2972, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 6.0855 [2020-11-13 22:01:53,523][root][INFO] - ===> Epoch[738](19194/26): Loss -0.8195, Sem 0.0596, dir -0.9800, norm 0.1009, swav 0.0000 LR: 5.550e-03 Score 97.849 Data time: 0.2492, Forward time: 2.2973, Backward time: 3.0791, DDP time: 0.0040, Total iter time: 5.8568 [2020-11-13 22:01:59,117][root][INFO] - ===> Epoch[739](19195/26): Loss -0.8168, Sem 0.0574, dir -0.9811, norm 0.1069, swav 0.0000 LR: 5.543e-03 Score 97.965 Data time: 0.2303, Forward time: 2.2973, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.4431 [2020-11-13 22:02:04,635][root][INFO] - ===> Epoch[739](19196/26): Loss -0.8201, Sem 0.0621, dir -0.9803, norm 0.0981, swav 0.0000 LR: 5.537e-03 Score 97.774 Data time: 0.2052, Forward time: 2.2973, Backward time: 3.0790, DDP time: 0.0040, Total iter time: 5.3741 [2020-11-13 22:02:10,048][root][INFO] - ===> Epoch[739](19197/26): Loss -0.8194, Sem 0.0621, dir -0.9799, norm 0.0984, swav 0.0000 LR: 5.531e-03 Score 97.789 Data time: 0.2465, Forward time: 2.2974, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 5.3081 [2020-11-13 22:02:16,384][root][INFO] - ===> Epoch[739](19198/26): Loss -0.8177, Sem 0.0582, dir -0.9805, norm 0.1046, swav 0.0000 LR: 5.525e-03 Score 97.903 Data time: 0.2174, Forward time: 2.2974, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 6.1429 [2020-11-13 22:02:21,362][root][INFO] - ===> Epoch[739](19199/26): Loss -0.8160, Sem 0.0642, dir -0.9817, norm 0.1015, swav 0.0000 LR: 5.519e-03 Score 97.629 Data time: 0.2249, Forward time: 2.2974, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 4.8416 [2020-11-13 22:02:28,015][root][INFO] - ===> Epoch[739](19200/26): Loss -0.8185, Sem 0.0643, dir -0.9820, norm 0.0993, swav 0.0000 LR: 5.512e-03 Score 97.695 Data time: 0.3169, Forward time: 2.2976, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.5307 [2020-11-13 22:02:32,887][root][INFO] - ===> Epoch[739](19201/26): Loss -0.8186, Sem 0.0638, dir -0.9823, norm 0.0999, swav 0.0000 LR: 5.506e-03 Score 97.723 Data time: 0.2312, Forward time: 2.2976, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.7145 [2020-11-13 22:02:39,245][root][INFO] - ===> Epoch[739](19202/26): Loss -0.8183, Sem 0.0632, dir -0.9794, norm 0.0979, swav 0.0000 LR: 5.500e-03 Score 97.708 Data time: 0.2640, Forward time: 2.2976, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.2593 [2020-11-13 22:02:45,135][root][INFO] - ===> Epoch[739](19203/26): Loss -0.8262, Sem 0.0583, dir -0.9815, norm 0.0970, swav 0.0000 LR: 5.494e-03 Score 97.887 Data time: 0.2218, Forward time: 2.2976, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.7101 [2020-11-13 22:02:52,476][root][INFO] - ===> Epoch[739](19204/26): Loss -0.8095, Sem 0.0613, dir -0.9787, norm 0.1078, swav 0.0000 LR: 5.488e-03 Score 97.850 Data time: 0.2761, Forward time: 2.2978, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 7.1985 [2020-11-13 22:02:58,183][root][INFO] - ===> Epoch[739](19205/26): Loss -0.8296, Sem 0.0552, dir -0.9812, norm 0.0964, swav 0.0000 LR: 5.481e-03 Score 98.019 Data time: 0.1774, Forward time: 2.2977, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.5073 [2020-11-13 22:03:02,899][root][INFO] - ===> Epoch[739](19206/26): Loss -0.8317, Sem 0.0605, dir -0.9832, norm 0.0910, swav 0.0000 LR: 5.475e-03 Score 97.753 Data time: 0.1684, Forward time: 2.2976, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 4.5876 [2020-11-13 22:03:07,701][root][INFO] - ===> Epoch[739](19207/26): Loss -0.8238, Sem 0.0604, dir -0.9800, norm 0.0958, swav 0.0000 LR: 5.469e-03 Score 97.829 Data time: 0.2297, Forward time: 2.2976, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.7234 [2020-11-13 22:03:13,778][root][INFO] - ===> Epoch[739](19208/26): Loss -0.8213, Sem 0.0619, dir -0.9794, norm 0.0962, swav 0.0000 LR: 5.463e-03 Score 97.793 Data time: 0.2284, Forward time: 2.2977, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.9631 [2020-11-13 22:03:18,961][root][INFO] - ===> Epoch[739](19209/26): Loss -0.8159, Sem 0.0578, dir -0.9824, norm 0.1087, swav 0.0000 LR: 5.457e-03 Score 97.930 Data time: 0.2057, Forward time: 2.2977, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.0598 [2020-11-13 22:03:24,267][root][INFO] - ===> Epoch[739](19210/26): Loss -0.8260, Sem 0.0576, dir -0.9832, norm 0.0996, swav 0.0000 LR: 5.450e-03 Score 97.891 Data time: 0.1904, Forward time: 2.2976, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.1781 [2020-11-13 22:03:31,457][root][INFO] - ===> Epoch[739](19211/26): Loss -0.8202, Sem 0.0625, dir -0.9822, norm 0.0995, swav 0.0000 LR: 5.444e-03 Score 97.696 Data time: 0.1997, Forward time: 2.2976, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 7.0717 [2020-11-13 22:03:37,165][root][INFO] - ===> Epoch[739](19212/26): Loss -0.8243, Sem 0.0597, dir -0.9829, norm 0.0989, swav 0.0000 LR: 5.438e-03 Score 97.837 Data time: 0.3114, Forward time: 2.2977, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.5867 [2020-11-13 22:03:43,430][root][INFO] - ===> Epoch[739](19213/26): Loss -0.8110, Sem 0.0694, dir -0.9800, norm 0.0995, swav 0.0000 LR: 5.432e-03 Score 97.413 Data time: 0.2429, Forward time: 2.2977, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.1062 [2020-11-13 22:03:49,699][root][INFO] - ===> Epoch[739](19214/26): Loss -0.8316, Sem 0.0519, dir -0.9774, norm 0.0938, swav 0.0000 LR: 5.425e-03 Score 98.123 Data time: 0.2669, Forward time: 2.2978, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 6.1148 [2020-11-13 22:03:54,700][root][INFO] - ===> Epoch[739](19215/26): Loss -0.8101, Sem 0.0618, dir -0.9834, norm 0.1115, swav 0.0000 LR: 5.419e-03 Score 97.758 Data time: 0.2372, Forward time: 2.2979, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 4.8432 [2020-11-13 22:03:59,807][root][INFO] - ===> Epoch[739](19216/26): Loss -0.8124, Sem 0.0585, dir -0.9764, norm 0.1055, swav 0.0000 LR: 5.413e-03 Score 97.914 Data time: 0.2358, Forward time: 2.2979, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 4.9664 [2020-11-13 22:04:06,282][root][INFO] - ===> Epoch[739](19217/26): Loss -0.8138, Sem 0.0626, dir -0.9781, norm 0.1017, swav 0.0000 LR: 5.407e-03 Score 97.704 Data time: 0.1708, Forward time: 2.2979, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 6.3125 [2020-11-13 22:04:12,050][root][INFO] - ===> Epoch[739](19218/26): Loss -0.8152, Sem 0.0637, dir -0.9810, norm 0.1020, swav 0.0000 LR: 5.401e-03 Score 97.661 Data time: 0.1747, Forward time: 2.2978, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.6540 [2020-11-13 22:04:19,020][root][INFO] - ===> Epoch[739](19219/26): Loss -0.8188, Sem 0.0585, dir -0.9809, norm 0.1036, swav 0.0000 LR: 5.394e-03 Score 97.891 Data time: 0.2509, Forward time: 2.2979, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.8732 [2020-11-13 22:04:25,286][root][INFO] - ===> Epoch[739](19220/26): Loss -0.8213, Sem 0.0619, dir -0.9827, norm 0.0995, swav 0.0000 LR: 5.388e-03 Score 97.750 Data time: 0.2369, Forward time: 2.2979, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 6.0963 [2020-11-13 22:04:30,979][root][INFO] - ===> Epoch[740](19221/26): Loss -0.8443, Sem 0.0540, dir -0.9841, norm 0.0858, swav 0.0000 LR: 5.382e-03 Score 98.002 Data time: 0.2072, Forward time: 2.2979, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.5493 [2020-11-13 22:04:36,515][root][INFO] - ===> Epoch[740](19222/26): Loss -0.8276, Sem 0.0612, dir -0.9840, norm 0.0952, swav 0.0000 LR: 5.376e-03 Score 97.782 Data time: 0.2134, Forward time: 2.2979, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.4059 [2020-11-13 22:04:42,042][root][INFO] - ===> Epoch[740](19223/26): Loss -0.8156, Sem 0.0589, dir -0.9767, norm 0.1021, swav 0.0000 LR: 5.369e-03 Score 97.829 Data time: 0.1853, Forward time: 2.2978, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 5.4261 [2020-11-13 22:04:48,666][root][INFO] - ===> Epoch[740](19224/26): Loss -0.8197, Sem 0.0653, dir -0.9818, norm 0.0968, swav 0.0000 LR: 5.363e-03 Score 97.617 Data time: 0.1610, Forward time: 2.2977, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 6.5032 [2020-11-13 22:04:54,826][root][INFO] - ===> Epoch[740](19225/26): Loss -0.8145, Sem 0.0618, dir -0.9808, norm 0.1045, swav 0.0000 LR: 5.357e-03 Score 97.797 Data time: 0.2221, Forward time: 2.2978, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 6.0875 [2020-11-13 22:05:00,543][root][INFO] - ===> Epoch[740](19226/26): Loss -0.8188, Sem 0.0638, dir -0.9797, norm 0.0971, swav 0.0000 LR: 5.351e-03 Score 97.705 Data time: 0.2225, Forward time: 2.2978, Backward time: 3.0788, DDP time: 0.0040, Total iter time: 5.5755 [2020-11-13 22:05:06,121][root][INFO] - ===> Epoch[740](19227/26): Loss -0.8120, Sem 0.0670, dir -0.9803, norm 0.1013, swav 0.0000 LR: 5.345e-03 Score 97.611 Data time: 0.1950, Forward time: 2.2978, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 5.4369 [2020-11-13 22:05:11,241][root][INFO] - ===> Epoch[740](19228/26): Loss -0.8059, Sem 0.0722, dir -0.9813, norm 0.1032, swav 0.0000 LR: 5.338e-03 Score 97.482 Data time: 0.2351, Forward time: 2.2979, Backward time: 3.0786, DDP time: 0.0040, Total iter time: 5.0042 [2020-11-13 22:05:17,717][root][INFO] - ===> Epoch[740](19229/26): Loss -0.7979, Sem 0.0665, dir -0.9785, norm 0.1141, swav 0.0000 LR: 5.332e-03 Score 97.697 Data time: 0.2227, Forward time: 2.2979, Backward time: 3.0787, DDP time: 0.0040, Total iter time: 6.3072 [2020-11-13 22:05:22,394][root][INFO] - ===> Epoch[740](19230/26): Loss -0.8330, Sem 0.0582, dir -0.9834, norm 0.0922, swav 0.0000 LR: 5.326e-03 Score 97.907 Data time: 0.2149, Forward time: 2.2979, Backward time: 3.0785, DDP time: 0.0040, Total iter time: 4.5769 [2020-11-13 22:05:27,821][root][INFO] - ===> Epoch[740](19231/26): Loss -0.8364, Sem 0.0528, dir -0.9824, norm 0.0932, swav 0.0000 LR: 5.320e-03 Score 98.095 Data time: 0.2488, Forward time: 2.2979, Backward time: 3.0784, DDP time: 0.0040, Total iter time: 5.3077 [2020-11-13 22:05:32,887][root][INFO] - ===> Epoch[740](19232/26): Loss -0.8114, Sem 0.0628, dir -0.9794, norm 0.1051, swav 0.0000 LR: 5.313e-03 Score 97.715 Data time: 0.2251, Forward time: 2.2980, Backward time: 3.0782, DDP time: 0.0040, Total iter time: 4.9181 [2020-11-13 22:05:37,738][root][INFO] - ===> Epoch[740](19233/26): Loss -0.8259, Sem 0.0595, dir -0.9816, norm 0.0962, swav 0.0000 LR: 5.307e-03 Score 97.851 Data time: 0.2340, Forward time: 2.2980, Backward time: 3.0780, DDP time: 0.0040, Total iter time: 4.7062 [2020-11-13 22:05:42,542][root][INFO] - ===> Epoch[740](19234/26): Loss -0.8310, Sem 0.0553, dir -0.9829, norm 0.0965, swav 0.0000 LR: 5.301e-03 Score 98.017 Data time: 0.2363, Forward time: 2.2980, Backward time: 3.0778, DDP time: 0.0040, Total iter time: 4.6450 [2020-11-13 22:05:48,862][root][INFO] - ===> Epoch[740](19235/26): Loss -0.8417, Sem 0.0533, dir -0.9837, norm 0.0887, swav 0.0000 LR: 5.295e-03 Score 98.041 Data time: 0.2135, Forward time: 2.2980, Backward time: 3.0779, DDP time: 0.0040, Total iter time: 6.1948 [2020-11-13 22:05:53,651][root][INFO] - ===> Epoch[740](19236/26): Loss -0.8230, Sem 0.0590, dir -0.9815, norm 0.0995, swav 0.0000 LR: 5.288e-03 Score 97.893 Data time: 0.2209, Forward time: 2.2980, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 4.6480 [2020-11-13 22:05:59,233][root][INFO] - ===> Epoch[740](19237/26): Loss -0.8112, Sem 0.0657, dir -0.9788, norm 0.1019, swav 0.0000 LR: 5.282e-03 Score 97.674 Data time: 0.2644, Forward time: 2.2980, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 5.4791 [2020-11-13 22:06:06,760][root][INFO] - ===> Epoch[740](19238/26): Loss -0.7958, Sem 0.0686, dir -0.9771, norm 0.1127, swav 0.0000 LR: 5.276e-03 Score 97.507 Data time: 0.3940, Forward time: 2.2983, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 7.4292 [2020-11-13 22:06:13,148][root][INFO] - ===> Epoch[740](19239/26): Loss -0.8157, Sem 0.0610, dir -0.9790, norm 0.1023, swav 0.0000 LR: 5.270e-03 Score 97.819 Data time: 0.2361, Forward time: 2.2983, Backward time: 3.0777, DDP time: 0.0040, Total iter time: 6.1951 [2020-11-13 22:06:18,617][root][INFO] - ===> Epoch[740](19240/26): Loss -0.8163, Sem 0.0566, dir -0.9778, norm 0.1049, swav 0.0000 LR: 5.263e-03 Score 97.941 Data time: 0.1633, Forward time: 2.2983, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.3320 [2020-11-13 22:06:23,895][root][INFO] - ===> Epoch[740](19241/26): Loss -0.8246, Sem 0.0607, dir -0.9815, norm 0.0962, swav 0.0000 LR: 5.257e-03 Score 97.799 Data time: 0.1877, Forward time: 2.2982, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 5.2005 [2020-11-13 22:06:29,572][root][INFO] - ===> Epoch[740](19242/26): Loss -0.8301, Sem 0.0562, dir -0.9820, norm 0.0957, swav 0.0000 LR: 5.251e-03 Score 97.985 Data time: 0.1584, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.5652 [2020-11-13 22:06:35,640][root][INFO] - ===> Epoch[740](19243/26): Loss -0.8159, Sem 0.0635, dir -0.9799, norm 0.1004, swav 0.0000 LR: 5.245e-03 Score 97.749 Data time: 0.1784, Forward time: 2.2981, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 5.9974 [2020-11-13 22:06:41,389][root][INFO] - ===> Epoch[740](19244/26): Loss -0.8057, Sem 0.0671, dir -0.9786, norm 0.1058, swav 0.0000 LR: 5.238e-03 Score 97.558 Data time: 0.1471, Forward time: 2.2980, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.6502 [2020-11-13 22:06:47,209][root][INFO] - ===> Epoch[740](19245/26): Loss -0.8274, Sem 0.0569, dir -0.9819, norm 0.0976, swav 0.0000 LR: 5.232e-03 Score 97.878 Data time: 0.1670, Forward time: 2.2979, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.7595 [2020-11-13 22:06:52,558][root][INFO] - ===> Epoch[740](19246/26): Loss -0.8264, Sem 0.0551, dir -0.9806, norm 0.0992, swav 0.0000 LR: 5.226e-03 Score 98.056 Data time: 0.1790, Forward time: 2.2979, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.2260 [2020-11-13 22:06:57,582][root][INFO] - ===> Epoch[741](19247/26): Loss -0.8204, Sem 0.0627, dir -0.9822, norm 0.0990, swav 0.0000 LR: 5.220e-03 Score 97.756 Data time: 0.1680, Forward time: 2.2978, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 4.9030 [2020-11-13 22:07:03,129][root][INFO] - ===> Epoch[741](19248/26): Loss -0.8262, Sem 0.0578, dir -0.9805, norm 0.0965, swav 0.0000 LR: 5.214e-03 Score 97.914 Data time: 0.1825, Forward time: 2.2978, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.4680 [2020-11-13 22:07:08,411][root][INFO] - ===> Epoch[741](19249/26): Loss -0.8181, Sem 0.0604, dir -0.9820, norm 0.1035, swav 0.0000 LR: 5.207e-03 Score 97.785 Data time: 0.1667, Forward time: 2.2977, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.1300 [2020-11-13 22:07:15,959][root][INFO] - ===> Epoch[741](19250/26): Loss -0.8252, Sem 0.0565, dir -0.9801, norm 0.0984, swav 0.0000 LR: 5.201e-03 Score 97.982 Data time: 0.1997, Forward time: 2.2977, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 7.4602 [2020-11-13 22:07:22,252][root][INFO] - ===> Epoch[741](19251/26): Loss -0.7936, Sem 0.0731, dir -0.9793, norm 0.1126, swav 0.0000 LR: 5.195e-03 Score 97.314 Data time: 0.2245, Forward time: 2.2977, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 6.1719 [2020-11-13 22:07:28,631][root][INFO] - ===> Epoch[741](19252/26): Loss -0.8012, Sem 0.0673, dir -0.9771, norm 0.1086, swav 0.0000 LR: 5.189e-03 Score 97.566 Data time: 0.2901, Forward time: 2.2978, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 6.2634 [2020-11-13 22:07:33,453][root][INFO] - ===> Epoch[741](19253/26): Loss -0.8011, Sem 0.0722, dir -0.9759, norm 0.1025, swav 0.0000 LR: 5.182e-03 Score 97.378 Data time: 0.2020, Forward time: 2.2978, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 4.6371 [2020-11-13 22:07:40,895][root][INFO] - ===> Epoch[741](19254/26): Loss -0.8180, Sem 0.0622, dir -0.9795, norm 0.0993, swav 0.0000 LR: 5.176e-03 Score 97.761 Data time: 0.2413, Forward time: 2.2979, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 7.3246 [2020-11-13 22:07:47,038][root][INFO] - ===> Epoch[741](19255/26): Loss -0.8195, Sem 0.0606, dir -0.9797, norm 0.0996, swav 0.0000 LR: 5.170e-03 Score 97.789 Data time: 0.1567, Forward time: 2.2978, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 5.9888 [2020-11-13 22:07:54,107][root][INFO] - ===> Epoch[741](19256/26): Loss -0.8233, Sem 0.0593, dir -0.9802, norm 0.0977, swav 0.0000 LR: 5.163e-03 Score 97.818 Data time: 0.1912, Forward time: 2.2978, Backward time: 3.0788, DDP time: 0.0041, Total iter time: 6.9436 [2020-11-13 22:07:58,632][root][INFO] - ===> Epoch[741](19257/26): Loss -0.8195, Sem 0.0558, dir -0.9798, norm 0.1045, swav 0.0000 LR: 5.157e-03 Score 97.967 Data time: 0.1836, Forward time: 2.2978, Backward time: 3.0786, DDP time: 0.0041, Total iter time: 4.3781 [2020-11-13 22:08:03,973][root][INFO] - ===> Epoch[741](19258/26): Loss -0.8279, Sem 0.0636, dir -0.9825, norm 0.0910, swav 0.0000 LR: 5.151e-03 Score 97.668 Data time: 0.2007, Forward time: 2.2977, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 5.2137 [2020-11-13 22:08:08,891][root][INFO] - ===> Epoch[741](19259/26): Loss -0.8156, Sem 0.0625, dir -0.9830, norm 0.1049, swav 0.0000 LR: 5.145e-03 Score 97.731 Data time: 0.1725, Forward time: 2.2977, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 4.7971 [2020-11-13 22:08:14,388][root][INFO] - ===> Epoch[741](19260/26): Loss -0.8179, Sem 0.0565, dir -0.9800, norm 0.1056, swav 0.0000 LR: 5.138e-03 Score 97.981 Data time: 0.2399, Forward time: 2.2977, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 5.4247 [2020-11-13 22:08:20,948][root][INFO] - ===> Epoch[741](19261/26): Loss -0.8163, Sem 0.0593, dir -0.9797, norm 0.1041, swav 0.0000 LR: 5.132e-03 Score 97.882 Data time: 0.2716, Forward time: 2.2978, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 6.3997 [2020-11-13 22:08:26,495][root][INFO] - ===> Epoch[741](19262/26): Loss -0.8213, Sem 0.0639, dir -0.9840, norm 0.0988, swav 0.0000 LR: 5.126e-03 Score 97.702 Data time: 0.2111, Forward time: 2.2978, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.3893 [2020-11-13 22:08:31,816][root][INFO] - ===> Epoch[741](19263/26): Loss -0.8308, Sem 0.0634, dir -0.9851, norm 0.0909, swav 0.0000 LR: 5.120e-03 Score 97.733 Data time: 0.2327, Forward time: 2.2979, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.2228 [2020-11-13 22:08:37,018][root][INFO] - ===> Epoch[741](19264/26): Loss -0.8132, Sem 0.0629, dir -0.9807, norm 0.1046, swav 0.0000 LR: 5.113e-03 Score 97.749 Data time: 0.2114, Forward time: 2.2979, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.0651 [2020-11-13 22:08:42,453][root][INFO] - ===> Epoch[741](19265/26): Loss -0.8110, Sem 0.0634, dir -0.9780, norm 0.1036, swav 0.0000 LR: 5.107e-03 Score 97.649 Data time: 0.2134, Forward time: 2.2979, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.3002 [2020-11-13 22:08:48,135][root][INFO] - ===> Epoch[741](19266/26): Loss -0.8242, Sem 0.0633, dir -0.9814, norm 0.0939, swav 0.0000 LR: 5.101e-03 Score 97.724 Data time: 0.1487, Forward time: 2.2978, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.5457 [2020-11-13 22:08:53,157][root][INFO] - ===> Epoch[741](19267/26): Loss -0.8264, Sem 0.0631, dir -0.9830, norm 0.0936, swav 0.0000 LR: 5.095e-03 Score 97.730 Data time: 0.1972, Forward time: 2.2977, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 4.9672 [2020-11-13 22:08:58,648][root][INFO] - ===> Epoch[741](19268/26): Loss -0.8178, Sem 0.0649, dir -0.9832, norm 0.1004, swav 0.0000 LR: 5.088e-03 Score 97.659 Data time: 0.2216, Forward time: 2.2977, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.3576 [2020-11-13 22:09:04,389][root][INFO] - ===> Epoch[741](19269/26): Loss -0.8200, Sem 0.0632, dir -0.9810, norm 0.0978, swav 0.0000 LR: 5.082e-03 Score 97.733 Data time: 0.2755, Forward time: 2.2978, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 5.6363 [2020-11-13 22:09:10,170][root][INFO] - ===> Epoch[741](19270/26): Loss -0.8255, Sem 0.0596, dir -0.9819, norm 0.0967, swav 0.0000 LR: 5.076e-03 Score 97.868 Data time: 0.2886, Forward time: 2.2980, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.6280 [2020-11-13 22:09:15,888][root][INFO] - ===> Epoch[741](19271/26): Loss -0.8186, Sem 0.0601, dir -0.9799, norm 0.1011, swav 0.0000 LR: 5.070e-03 Score 97.839 Data time: 0.2793, Forward time: 2.2981, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 5.5442 [2020-11-13 22:09:22,322][root][INFO] - ===> Epoch[741](19272/26): Loss -0.8156, Sem 0.0669, dir -0.9791, norm 0.0966, swav 0.0000 LR: 5.063e-03 Score 97.559 Data time: 0.2721, Forward time: 2.2982, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 6.2771 [2020-11-13 22:09:27,659][root][INFO] - ===> Epoch[742](19273/26): Loss -0.8190, Sem 0.0574, dir -0.9807, norm 0.1043, swav 0.0000 LR: 5.057e-03 Score 97.924 Data time: 0.2148, Forward time: 2.2982, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.1717 [2020-11-13 22:09:32,645][root][INFO] - ===> Epoch[742](19274/26): Loss -0.8359, Sem 0.0545, dir -0.9827, norm 0.0923, swav 0.0000 LR: 5.051e-03 Score 98.042 Data time: 0.2124, Forward time: 2.2982, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.8354 [2020-11-13 22:09:38,476][root][INFO] - ===> Epoch[742](19275/26): Loss -0.8166, Sem 0.0626, dir -0.9806, norm 0.1014, swav 0.0000 LR: 5.045e-03 Score 97.739 Data time: 0.2129, Forward time: 2.2982, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.7119 [2020-11-13 22:09:43,944][root][INFO] - ===> Epoch[742](19276/26): Loss -0.8182, Sem 0.0602, dir -0.9784, norm 0.0999, swav 0.0000 LR: 5.038e-03 Score 97.799 Data time: 0.2273, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.3106 [2020-11-13 22:09:50,559][root][INFO] - ===> Epoch[742](19277/26): Loss -0.7898, Sem 0.0739, dir -0.9773, norm 0.1136, swav 0.0000 LR: 5.032e-03 Score 97.335 Data time: 0.1720, Forward time: 2.2982, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 6.4682 [2020-11-13 22:09:56,637][root][INFO] - ===> Epoch[742](19278/26): Loss -0.8208, Sem 0.0633, dir -0.9803, norm 0.0963, swav 0.0000 LR: 5.026e-03 Score 97.726 Data time: 0.2424, Forward time: 2.2982, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.9843 [2020-11-13 22:10:02,490][root][INFO] - ===> Epoch[742](19279/26): Loss -0.8184, Sem 0.0635, dir -0.9837, norm 0.1019, swav 0.0000 LR: 5.019e-03 Score 97.702 Data time: 0.2985, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.7187 [2020-11-13 22:10:08,611][root][INFO] - ===> Epoch[742](19280/26): Loss -0.8153, Sem 0.0602, dir -0.9809, norm 0.1053, swav 0.0000 LR: 5.013e-03 Score 97.809 Data time: 0.2375, Forward time: 2.2984, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.9697 [2020-11-13 22:10:14,407][root][INFO] - ===> Epoch[742](19281/26): Loss -0.8141, Sem 0.0619, dir -0.9784, norm 0.1024, swav 0.0000 LR: 5.007e-03 Score 97.740 Data time: 0.1488, Forward time: 2.2983, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.6705 [2020-11-13 22:10:19,760][root][INFO] - ===> Epoch[742](19282/26): Loss -0.8208, Sem 0.0599, dir -0.9785, norm 0.0979, swav 0.0000 LR: 5.001e-03 Score 97.893 Data time: 0.2405, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.2602 [2020-11-13 22:10:25,824][root][INFO] - ===> Epoch[742](19283/26): Loss -0.8275, Sem 0.0526, dir -0.9801, norm 0.1000, swav 0.0000 LR: 4.994e-03 Score 98.142 Data time: 0.2724, Forward time: 2.2984, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.9358 [2020-11-13 22:10:31,425][root][INFO] - ===> Epoch[742](19284/26): Loss -0.8269, Sem 0.0606, dir -0.9806, norm 0.0931, swav 0.0000 LR: 4.988e-03 Score 97.835 Data time: 0.2147, Forward time: 2.2984, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.4467 [2020-11-13 22:10:36,517][root][INFO] - ===> Epoch[742](19285/26): Loss -0.7898, Sem 0.0668, dir -0.9765, norm 0.1199, swav 0.0000 LR: 4.982e-03 Score 97.632 Data time: 0.1949, Forward time: 2.2984, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 4.9700 [2020-11-13 22:10:41,606][root][INFO] - ===> Epoch[742](19286/26): Loss -0.8421, Sem 0.0499, dir -0.9823, norm 0.0903, swav 0.0000 LR: 4.975e-03 Score 98.172 Data time: 0.1505, Forward time: 2.2983, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 4.9299 [2020-11-13 22:10:47,299][root][INFO] - ===> Epoch[742](19287/26): Loss -0.8212, Sem 0.0630, dir -0.9822, norm 0.0980, swav 0.0000 LR: 4.969e-03 Score 97.696 Data time: 0.1587, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.6121 [2020-11-13 22:10:53,322][root][INFO] - ===> Epoch[742](19288/26): Loss -0.8104, Sem 0.0651, dir -0.9788, norm 0.1034, swav 0.0000 LR: 4.963e-03 Score 97.664 Data time: 0.1627, Forward time: 2.2981, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.9234 [2020-11-13 22:10:59,870][root][INFO] - ===> Epoch[742](19289/26): Loss -0.8255, Sem 0.0578, dir -0.9799, norm 0.0965, swav 0.0000 LR: 4.957e-03 Score 97.921 Data time: 0.3274, Forward time: 2.2982, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.4659 [2020-11-13 22:11:05,998][root][INFO] - ===> Epoch[742](19290/26): Loss -0.8335, Sem 0.0573, dir -0.9849, norm 0.0941, swav 0.0000 LR: 4.950e-03 Score 97.884 Data time: 0.2832, Forward time: 2.2984, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.9942 [2020-11-13 22:11:11,240][root][INFO] - ===> Epoch[742](19291/26): Loss -0.8280, Sem 0.0565, dir -0.9817, norm 0.0973, swav 0.0000 LR: 4.944e-03 Score 97.966 Data time: 0.2198, Forward time: 2.2984, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 5.0980 [2020-11-13 22:11:16,447][root][INFO] - ===> Epoch[742](19292/26): Loss -0.8128, Sem 0.0626, dir -0.9767, norm 0.1014, swav 0.0000 LR: 4.938e-03 Score 97.747 Data time: 0.2617, Forward time: 2.2985, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.0368 [2020-11-13 22:11:22,431][root][INFO] - ===> Epoch[742](19293/26): Loss -0.8275, Sem 0.0580, dir -0.9809, norm 0.0954, swav 0.0000 LR: 4.931e-03 Score 97.912 Data time: 0.3048, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.8254 [2020-11-13 22:11:29,522][root][INFO] - ===> Epoch[742](19294/26): Loss -0.8118, Sem 0.0625, dir -0.9804, norm 0.1062, swav 0.0000 LR: 4.925e-03 Score 97.736 Data time: 0.1898, Forward time: 2.2985, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 6.8889 [2020-11-13 22:11:35,903][root][INFO] - ===> Epoch[742](19295/26): Loss -0.8132, Sem 0.0653, dir -0.9824, norm 0.1039, swav 0.0000 LR: 4.919e-03 Score 97.622 Data time: 0.2559, Forward time: 2.2986, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 6.2843 [2020-11-13 22:11:42,663][root][INFO] - ===> Epoch[742](19296/26): Loss -0.8176, Sem 0.0656, dir -0.9820, norm 0.0988, swav 0.0000 LR: 4.913e-03 Score 97.644 Data time: 0.1848, Forward time: 2.2986, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.5808 [2020-11-13 22:11:47,848][root][INFO] - ===> Epoch[742](19297/26): Loss -0.8115, Sem 0.0643, dir -0.9796, norm 0.1038, swav 0.0000 LR: 4.906e-03 Score 97.632 Data time: 0.2180, Forward time: 2.2986, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.0683 [2020-11-13 22:11:53,832][root][INFO] - ===> Epoch[742](19298/26): Loss -0.8240, Sem 0.0585, dir -0.9816, norm 0.0992, swav 0.0000 LR: 4.900e-03 Score 97.924 Data time: 0.1813, Forward time: 2.2985, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.8236 [2020-11-13 22:12:00,620][root][INFO] - ===> Epoch[743](19299/26): Loss -0.8099, Sem 0.0639, dir -0.9795, norm 0.1056, swav 0.0000 LR: 4.894e-03 Score 97.708 Data time: 0.2049, Forward time: 2.2985, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 6.6838 [2020-11-13 22:12:05,628][root][INFO] - ===> Epoch[743](19300/26): Loss -0.8246, Sem 0.0589, dir -0.9826, norm 0.0991, swav 0.0000 LR: 4.887e-03 Score 97.888 Data time: 0.2197, Forward time: 2.2985, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 4.8901 [2020-11-13 22:12:11,857][root][INFO] - ===> Epoch[743](19301/26): Loss -0.8236, Sem 0.0573, dir -0.9805, norm 0.0996, swav 0.0000 LR: 4.881e-03 Score 97.874 Data time: 0.2793, Forward time: 2.2986, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 6.0827 [2020-11-13 22:12:17,769][root][INFO] - ===> Epoch[743](19302/26): Loss -0.8262, Sem 0.0600, dir -0.9820, norm 0.0958, swav 0.0000 LR: 4.875e-03 Score 97.830 Data time: 0.2835, Forward time: 2.2987, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.7561 [2020-11-13 22:12:24,169][root][INFO] - ===> Epoch[743](19303/26): Loss -0.8050, Sem 0.0646, dir -0.9801, norm 0.1104, swav 0.0000 LR: 4.869e-03 Score 97.645 Data time: 0.2610, Forward time: 2.2988, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 6.2250 [2020-11-13 22:12:30,424][root][INFO] - ===> Epoch[743](19304/26): Loss -0.8201, Sem 0.0653, dir -0.9825, norm 0.0971, swav 0.0000 LR: 4.862e-03 Score 97.627 Data time: 0.1675, Forward time: 2.2987, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 6.0859 [2020-11-13 22:12:35,216][root][INFO] - ===> Epoch[743](19305/26): Loss -0.8129, Sem 0.0601, dir -0.9770, norm 0.1041, swav 0.0000 LR: 4.856e-03 Score 97.875 Data time: 0.1835, Forward time: 2.2987, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.6914 [2020-11-13 22:12:40,757][root][INFO] - ===> Epoch[743](19306/26): Loss -0.8060, Sem 0.0652, dir -0.9777, norm 0.1065, swav 0.0000 LR: 4.850e-03 Score 97.644 Data time: 0.1667, Forward time: 2.2986, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.4020 [2020-11-13 22:12:46,668][root][INFO] - ===> Epoch[743](19307/26): Loss -0.7984, Sem 0.0692, dir -0.9782, norm 0.1106, swav 0.0000 LR: 4.843e-03 Score 97.472 Data time: 0.1781, Forward time: 2.2986, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.7978 [2020-11-13 22:12:51,703][root][INFO] - ===> Epoch[743](19308/26): Loss -0.7941, Sem 0.0651, dir -0.9727, norm 0.1136, swav 0.0000 LR: 4.837e-03 Score 97.637 Data time: 0.1447, Forward time: 2.2985, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.9432 [2020-11-13 22:12:56,910][root][INFO] - ===> Epoch[743](19309/26): Loss -0.8326, Sem 0.0529, dir -0.9806, norm 0.0950, swav 0.0000 LR: 4.831e-03 Score 98.116 Data time: 0.1752, Forward time: 2.2984, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.1117 [2020-11-13 22:13:02,758][root][INFO] - ===> Epoch[743](19310/26): Loss -0.8415, Sem 0.0516, dir -0.9837, norm 0.0906, swav 0.0000 LR: 4.824e-03 Score 98.143 Data time: 0.1650, Forward time: 2.2983, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.7421 [2020-11-13 22:13:08,468][root][INFO] - ===> Epoch[743](19311/26): Loss -0.8411, Sem 0.0546, dir -0.9834, norm 0.0877, swav 0.0000 LR: 4.818e-03 Score 98.020 Data time: 0.1686, Forward time: 2.2982, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 5.6182 [2020-11-13 22:13:15,889][root][INFO] - ===> Epoch[743](19312/26): Loss -0.8371, Sem 0.0548, dir -0.9834, norm 0.0915, swav 0.0000 LR: 4.812e-03 Score 98.025 Data time: 0.3355, Forward time: 2.2984, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 7.3796 [2020-11-13 22:13:21,845][root][INFO] - ===> Epoch[743](19313/26): Loss -0.8072, Sem 0.0662, dir -0.9776, norm 0.1041, swav 0.0000 LR: 4.806e-03 Score 97.658 Data time: 0.2872, Forward time: 2.2985, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 5.7914 [2020-11-13 22:13:27,373][root][INFO] - ===> Epoch[743](19314/26): Loss -0.7979, Sem 0.0676, dir -0.9756, norm 0.1101, swav 0.0000 LR: 4.799e-03 Score 97.581 Data time: 0.2288, Forward time: 2.2986, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.4029 [2020-11-13 22:13:33,495][root][INFO] - ===> Epoch[743](19315/26): Loss -0.8248, Sem 0.0573, dir -0.9811, norm 0.0990, swav 0.0000 LR: 4.793e-03 Score 97.969 Data time: 0.2068, Forward time: 2.2986, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 5.9807 [2020-11-13 22:13:38,560][root][INFO] - ===> Epoch[743](19316/26): Loss -0.8225, Sem 0.0610, dir -0.9777, norm 0.0942, swav 0.0000 LR: 4.787e-03 Score 97.880 Data time: 0.1555, Forward time: 2.2985, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 4.9367 [2020-11-13 22:13:43,253][root][INFO] - ===> Epoch[743](19317/26): Loss -0.8003, Sem 0.0670, dir -0.9789, norm 0.1115, swav 0.0000 LR: 4.780e-03 Score 97.599 Data time: 0.1320, Forward time: 2.2984, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 4.6408 [2020-11-13 22:13:49,309][root][INFO] - ===> Epoch[743](19318/26): Loss -0.8253, Sem 0.0614, dir -0.9821, norm 0.0954, swav 0.0000 LR: 4.774e-03 Score 97.705 Data time: 0.2098, Forward time: 2.2983, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 6.0084 [2020-11-13 22:13:54,035][root][INFO] - ===> Epoch[743](19319/26): Loss -0.8143, Sem 0.0610, dir -0.9796, norm 0.1043, swav 0.0000 LR: 4.768e-03 Score 97.787 Data time: 0.2320, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.6007 [2020-11-13 22:13:58,808][root][INFO] - ===> Epoch[743](19320/26): Loss -0.8107, Sem 0.0589, dir -0.9790, norm 0.1093, swav 0.0000 LR: 4.761e-03 Score 97.900 Data time: 0.1509, Forward time: 2.2982, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.6716 [2020-11-13 22:14:04,395][root][INFO] - ===> Epoch[743](19321/26): Loss -0.8156, Sem 0.0644, dir -0.9831, norm 0.1031, swav 0.0000 LR: 4.755e-03 Score 97.672 Data time: 0.1965, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.5437 [2020-11-13 22:14:10,799][root][INFO] - ===> Epoch[743](19322/26): Loss -0.8186, Sem 0.0610, dir -0.9783, norm 0.0986, swav 0.0000 LR: 4.749e-03 Score 97.880 Data time: 0.2385, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.2880 [2020-11-13 22:14:16,003][root][INFO] - ===> Epoch[743](19323/26): Loss -0.8160, Sem 0.0622, dir -0.9794, norm 0.1012, swav 0.0000 LR: 4.742e-03 Score 97.781 Data time: 0.2133, Forward time: 2.2983, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.0673 [2020-11-13 22:14:20,926][root][INFO] - ===> Epoch[743](19324/26): Loss -0.8354, Sem 0.0587, dir -0.9833, norm 0.0892, swav 0.0000 LR: 4.736e-03 Score 97.838 Data time: 0.1928, Forward time: 2.2982, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 4.8007 [2020-11-13 22:14:28,144][root][INFO] - ===> Epoch[744](19325/26): Loss -0.8122, Sem 0.0645, dir -0.9811, norm 0.1044, swav 0.0000 LR: 4.730e-03 Score 97.677 Data time: 0.2724, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 7.1268 [2020-11-13 22:14:34,908][root][INFO] - ===> Epoch[744](19326/26): Loss -0.8247, Sem 0.0589, dir -0.9813, norm 0.0977, swav 0.0000 LR: 4.724e-03 Score 97.900 Data time: 0.2673, Forward time: 2.2984, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.6042 [2020-11-13 22:14:40,296][root][INFO] - ===> Epoch[744](19327/26): Loss -0.8184, Sem 0.0631, dir -0.9810, norm 0.0995, swav 0.0000 LR: 4.717e-03 Score 97.698 Data time: 0.1434, Forward time: 2.2983, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.2277 [2020-11-13 22:14:45,846][root][INFO] - ===> Epoch[744](19328/26): Loss -0.8041, Sem 0.0693, dir -0.9805, norm 0.1070, swav 0.0000 LR: 4.711e-03 Score 97.503 Data time: 0.2219, Forward time: 2.2984, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.4414 [2020-11-13 22:14:52,333][root][INFO] - ===> Epoch[744](19329/26): Loss -0.8294, Sem 0.0552, dir -0.9818, norm 0.0972, swav 0.0000 LR: 4.705e-03 Score 98.021 Data time: 0.2047, Forward time: 2.2984, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 6.3617 [2020-11-13 22:14:58,584][root][INFO] - ===> Epoch[744](19330/26): Loss -0.8209, Sem 0.0632, dir -0.9812, norm 0.0971, swav 0.0000 LR: 4.698e-03 Score 97.775 Data time: 0.2966, Forward time: 2.2985, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.1660 [2020-11-13 22:15:03,878][root][INFO] - ===> Epoch[744](19331/26): Loss -0.8069, Sem 0.0657, dir -0.9786, norm 0.1060, swav 0.0000 LR: 4.692e-03 Score 97.631 Data time: 0.2436, Forward time: 2.2986, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 5.1715 [2020-11-13 22:15:09,370][root][INFO] - ===> Epoch[744](19332/26): Loss -0.8028, Sem 0.0679, dir -0.9768, norm 0.1061, swav 0.0000 LR: 4.686e-03 Score 97.524 Data time: 0.1857, Forward time: 2.2985, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 5.3966 [2020-11-13 22:15:14,598][root][INFO] - ===> Epoch[744](19333/26): Loss -0.8269, Sem 0.0589, dir -0.9801, norm 0.0943, swav 0.0000 LR: 4.679e-03 Score 97.860 Data time: 0.2226, Forward time: 2.2985, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.0993 [2020-11-13 22:15:20,577][root][INFO] - ===> Epoch[744](19334/26): Loss -0.8211, Sem 0.0573, dir -0.9796, norm 0.1011, swav 0.0000 LR: 4.673e-03 Score 97.894 Data time: 0.2267, Forward time: 2.2986, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.8462 [2020-11-13 22:15:26,115][root][INFO] - ===> Epoch[744](19335/26): Loss -0.8098, Sem 0.0643, dir -0.9773, norm 0.1032, swav 0.0000 LR: 4.667e-03 Score 97.653 Data time: 0.2134, Forward time: 2.2986, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.4189 [2020-11-13 22:15:31,503][root][INFO] - ===> Epoch[744](19336/26): Loss -0.8252, Sem 0.0592, dir -0.9821, norm 0.0978, swav 0.0000 LR: 4.660e-03 Score 97.871 Data time: 0.2122, Forward time: 2.2986, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.2815 [2020-11-13 22:15:36,709][root][INFO] - ===> Epoch[744](19337/26): Loss -0.8324, Sem 0.0580, dir -0.9839, norm 0.0936, swav 0.0000 LR: 4.654e-03 Score 97.912 Data time: 0.1820, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.0802 [2020-11-13 22:15:41,818][root][INFO] - ===> Epoch[744](19338/26): Loss -0.8234, Sem 0.0592, dir -0.9808, norm 0.0982, swav 0.0000 LR: 4.648e-03 Score 97.902 Data time: 0.1855, Forward time: 2.2985, Backward time: 3.0769, DDP time: 0.0041, Total iter time: 5.0294 [2020-11-13 22:15:48,106][root][INFO] - ===> Epoch[744](19339/26): Loss -0.8159, Sem 0.0632, dir -0.9799, norm 0.1008, swav 0.0000 LR: 4.641e-03 Score 97.764 Data time: 0.1780, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 6.1685 [2020-11-13 22:15:55,459][root][INFO] - ===> Epoch[744](19340/26): Loss -0.8213, Sem 0.0581, dir -0.9820, norm 0.1026, swav 0.0000 LR: 4.635e-03 Score 97.876 Data time: 0.2549, Forward time: 2.2986, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 7.2569 [2020-11-13 22:16:01,584][root][INFO] - ===> Epoch[744](19341/26): Loss -0.8155, Sem 0.0673, dir -0.9815, norm 0.0987, swav 0.0000 LR: 4.629e-03 Score 97.587 Data time: 0.2425, Forward time: 2.2987, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.9489 [2020-11-13 22:16:06,558][root][INFO] - ===> Epoch[744](19342/26): Loss -0.8200, Sem 0.0599, dir -0.9784, norm 0.0985, swav 0.0000 LR: 4.622e-03 Score 97.833 Data time: 0.1625, Forward time: 2.2986, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 4.8274 [2020-11-13 22:16:12,137][root][INFO] - ===> Epoch[744](19343/26): Loss -0.8260, Sem 0.0609, dir -0.9821, norm 0.0952, swav 0.0000 LR: 4.616e-03 Score 97.849 Data time: 0.2097, Forward time: 2.2986, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.4970 [2020-11-13 22:16:17,141][root][INFO] - ===> Epoch[744](19344/26): Loss -0.8361, Sem 0.0589, dir -0.9838, norm 0.0888, swav 0.0000 LR: 4.610e-03 Score 97.823 Data time: 0.2284, Forward time: 2.2986, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 4.8655 [2020-11-13 22:16:23,121][root][INFO] - ===> Epoch[744](19345/26): Loss -0.8215, Sem 0.0591, dir -0.9803, norm 0.0997, swav 0.0000 LR: 4.603e-03 Score 97.910 Data time: 0.2384, Forward time: 2.2986, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.8556 [2020-11-13 22:16:27,778][root][INFO] - ===> Epoch[744](19346/26): Loss -0.8042, Sem 0.0656, dir -0.9790, norm 0.1091, swav 0.0000 LR: 4.597e-03 Score 97.659 Data time: 0.1917, Forward time: 2.2986, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 4.4863 [2020-11-13 22:16:34,236][root][INFO] - ===> Epoch[744](19347/26): Loss -0.8208, Sem 0.0591, dir -0.9780, norm 0.0981, swav 0.0000 LR: 4.591e-03 Score 97.845 Data time: 0.1721, Forward time: 2.2985, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 6.3263 [2020-11-13 22:16:39,486][root][INFO] - ===> Epoch[744](19348/26): Loss -0.8231, Sem 0.0567, dir -0.9832, norm 0.1033, swav 0.0000 LR: 4.584e-03 Score 97.997 Data time: 0.1639, Forward time: 2.2984, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.1326 [2020-11-13 22:16:46,596][root][INFO] - ===> Epoch[744](19349/26): Loss -0.8223, Sem 0.0601, dir -0.9798, norm 0.0974, swav 0.0000 LR: 4.578e-03 Score 97.827 Data time: 0.1988, Forward time: 2.2984, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 6.9882 [2020-11-13 22:16:52,021][root][INFO] - ===> Epoch[744](19350/26): Loss -0.8165, Sem 0.0637, dir -0.9790, norm 0.0987, swav 0.0000 LR: 4.572e-03 Score 97.691 Data time: 0.1356, Forward time: 2.2982, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.3097 [2020-11-13 22:16:57,671][root][INFO] - ===> Epoch[745](19351/26): Loss -0.8151, Sem 0.0599, dir -0.9835, norm 0.1085, swav 0.0000 LR: 4.565e-03 Score 97.835 Data time: 0.1392, Forward time: 2.2981, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.5599 [2020-11-13 22:17:03,410][root][INFO] - ===> Epoch[745](19352/26): Loss -0.8334, Sem 0.0594, dir -0.9833, norm 0.0905, swav 0.0000 LR: 4.559e-03 Score 97.824 Data time: 0.2564, Forward time: 2.2982, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.6918 [2020-11-13 22:17:08,840][root][INFO] - ===> Epoch[745](19353/26): Loss -0.8170, Sem 0.0666, dir -0.9825, norm 0.0989, swav 0.0000 LR: 4.553e-03 Score 97.598 Data time: 0.1606, Forward time: 2.2981, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.2800 [2020-11-13 22:17:13,947][root][INFO] - ===> Epoch[745](19354/26): Loss -0.8186, Sem 0.0590, dir -0.9767, norm 0.0990, swav 0.0000 LR: 4.546e-03 Score 97.869 Data time: 0.1780, Forward time: 2.2981, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.0063 [2020-11-13 22:17:19,772][root][INFO] - ===> Epoch[745](19355/26): Loss -0.8152, Sem 0.0644, dir -0.9813, norm 0.1017, swav 0.0000 LR: 4.540e-03 Score 97.647 Data time: 0.2129, Forward time: 2.2981, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.6943 [2020-11-13 22:17:24,862][root][INFO] - ===> Epoch[745](19356/26): Loss -0.8158, Sem 0.0654, dir -0.9792, norm 0.0980, swav 0.0000 LR: 4.534e-03 Score 97.644 Data time: 0.2414, Forward time: 2.2981, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 4.9613 [2020-11-13 22:17:30,709][root][INFO] - ===> Epoch[745](19357/26): Loss -0.8081, Sem 0.0598, dir -0.9781, norm 0.1101, swav 0.0000 LR: 4.527e-03 Score 97.868 Data time: 0.2045, Forward time: 2.2981, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 5.7253 [2020-11-13 22:17:37,081][root][INFO] - ===> Epoch[745](19358/26): Loss -0.8363, Sem 0.0484, dir -0.9792, norm 0.0944, swav 0.0000 LR: 4.521e-03 Score 98.275 Data time: 0.1373, Forward time: 2.2980, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.2765 [2020-11-13 22:17:42,483][root][INFO] - ===> Epoch[745](19359/26): Loss -0.8221, Sem 0.0587, dir -0.9816, norm 0.1008, swav 0.0000 LR: 4.515e-03 Score 97.858 Data time: 0.1581, Forward time: 2.2979, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.3515 [2020-11-13 22:17:49,829][root][INFO] - ===> Epoch[745](19360/26): Loss -0.8159, Sem 0.0630, dir -0.9818, norm 0.1029, swav 0.0000 LR: 4.508e-03 Score 97.691 Data time: 0.2226, Forward time: 2.2979, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 7.2921 [2020-11-13 22:17:57,054][root][INFO] - ===> Epoch[745](19361/26): Loss -0.8464, Sem 0.0525, dir -0.9862, norm 0.0873, swav 0.0000 LR: 4.502e-03 Score 98.066 Data time: 0.1904, Forward time: 2.2979, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 7.1048 [2020-11-13 22:18:02,324][root][INFO] - ===> Epoch[745](19362/26): Loss -0.7978, Sem 0.0675, dir -0.9785, norm 0.1132, swav 0.0000 LR: 4.496e-03 Score 97.577 Data time: 0.1647, Forward time: 2.2978, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.1520 [2020-11-13 22:18:10,473][root][INFO] - ===> Epoch[745](19363/26): Loss -0.8282, Sem 0.0590, dir -0.9812, norm 0.0940, swav 0.0000 LR: 4.489e-03 Score 97.797 Data time: 0.2443, Forward time: 2.2978, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 8.0658 [2020-11-13 22:18:16,813][root][INFO] - ===> Epoch[745](19364/26): Loss -0.8130, Sem 0.0618, dir -0.9800, norm 0.1052, swav 0.0000 LR: 4.483e-03 Score 97.781 Data time: 0.1984, Forward time: 2.2978, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 6.1908 [2020-11-13 22:18:21,805][root][INFO] - ===> Epoch[745](19365/26): Loss -0.8230, Sem 0.0549, dir -0.9799, norm 0.1020, swav 0.0000 LR: 4.476e-03 Score 98.030 Data time: 0.2327, Forward time: 2.2979, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 4.8353 [2020-11-13 22:18:26,426][root][INFO] - ===> Epoch[745](19366/26): Loss -0.8227, Sem 0.0635, dir -0.9814, norm 0.0951, swav 0.0000 LR: 4.470e-03 Score 97.728 Data time: 0.1970, Forward time: 2.2979, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 4.4750 [2020-11-13 22:18:31,222][root][INFO] - ===> Epoch[745](19367/26): Loss -0.8125, Sem 0.0611, dir -0.9814, norm 0.1078, swav 0.0000 LR: 4.464e-03 Score 97.804 Data time: 0.1684, Forward time: 2.2978, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 4.6524 [2020-11-13 22:18:36,835][root][INFO] - ===> Epoch[745](19368/26): Loss -0.8243, Sem 0.0594, dir -0.9819, norm 0.0982, swav 0.0000 LR: 4.457e-03 Score 97.828 Data time: 0.2352, Forward time: 2.2979, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 5.4920 [2020-11-13 22:18:42,754][root][INFO] - ===> Epoch[745](19369/26): Loss -0.7999, Sem 0.0609, dir -0.9802, norm 0.1193, swav 0.0000 LR: 4.451e-03 Score 97.766 Data time: 0.2235, Forward time: 2.2979, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 5.7653 [2020-11-13 22:18:49,520][root][INFO] - ===> Epoch[745](19370/26): Loss -0.8297, Sem 0.0571, dir -0.9811, norm 0.0943, swav 0.0000 LR: 4.445e-03 Score 97.961 Data time: 0.2906, Forward time: 2.2980, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 6.6159 [2020-11-13 22:18:55,433][root][INFO] - ===> Epoch[745](19371/26): Loss -0.8270, Sem 0.0564, dir -0.9815, norm 0.0982, swav 0.0000 LR: 4.438e-03 Score 97.917 Data time: 0.2748, Forward time: 2.2982, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.7343 [2020-11-13 22:19:01,122][root][INFO] - ===> Epoch[745](19372/26): Loss -0.8131, Sem 0.0633, dir -0.9807, norm 0.1043, swav 0.0000 LR: 4.432e-03 Score 97.706 Data time: 0.1921, Forward time: 2.2981, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.5447 [2020-11-13 22:19:06,137][root][INFO] - ===> Epoch[745](19373/26): Loss -0.8212, Sem 0.0586, dir -0.9812, norm 0.1014, swav 0.0000 LR: 4.426e-03 Score 97.875 Data time: 0.2367, Forward time: 2.2981, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 4.9195 [2020-11-13 22:19:11,913][root][INFO] - ===> Epoch[745](19374/26): Loss -0.8170, Sem 0.0599, dir -0.9800, norm 0.1031, swav 0.0000 LR: 4.419e-03 Score 97.831 Data time: 0.2228, Forward time: 2.2981, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 5.6223 [2020-11-13 22:19:18,431][root][INFO] - ===> Epoch[745](19375/26): Loss -0.8292, Sem 0.0569, dir -0.9820, norm 0.0959, swav 0.0000 LR: 4.413e-03 Score 97.936 Data time: 0.2288, Forward time: 2.2980, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 6.3513 [2020-11-13 22:19:23,475][root][INFO] - ===> Epoch[745](19376/26): Loss -0.8284, Sem 0.0546, dir -0.9783, norm 0.0952, swav 0.0000 LR: 4.406e-03 Score 98.082 Data time: 0.2406, Forward time: 2.2981, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 4.9188 [2020-11-13 22:19:29,404][root][INFO] - ===> Epoch[746](19377/26): Loss -0.8176, Sem 0.0605, dir -0.9779, norm 0.0998, swav 0.0000 LR: 4.400e-03 Score 97.758 Data time: 0.1548, Forward time: 2.2980, Backward time: 3.0778, DDP time: 0.0041, Total iter time: 5.7776 [2020-11-13 22:19:35,925][root][INFO] - ===> Epoch[746](19378/26): Loss -0.8160, Sem 0.0623, dir -0.9813, norm 0.1030, swav 0.0000 LR: 4.394e-03 Score 97.763 Data time: 0.2067, Forward time: 2.2980, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 6.4090 [2020-11-13 22:19:42,806][root][INFO] - ===> Epoch[746](19379/26): Loss -0.8238, Sem 0.0638, dir -0.9838, norm 0.0962, swav 0.0000 LR: 4.387e-03 Score 97.701 Data time: 0.1393, Forward time: 2.2979, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 6.7300 [2020-11-13 22:19:49,692][root][INFO] - ===> Epoch[746](19380/26): Loss -0.7935, Sem 0.0660, dir -0.9764, norm 0.1170, swav 0.0000 LR: 4.381e-03 Score 97.634 Data time: 0.1779, Forward time: 2.2978, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 6.7868 [2020-11-13 22:19:55,855][root][INFO] - ===> Epoch[746](19381/26): Loss -0.8264, Sem 0.0579, dir -0.9812, norm 0.0969, swav 0.0000 LR: 4.375e-03 Score 97.906 Data time: 0.1519, Forward time: 2.2977, Backward time: 3.0786, DDP time: 0.0041, Total iter time: 6.0240 [2020-11-13 22:20:01,369][root][INFO] - ===> Epoch[746](19382/26): Loss -0.8306, Sem 0.0555, dir -0.9814, norm 0.0953, swav 0.0000 LR: 4.368e-03 Score 97.964 Data time: 0.1489, Forward time: 2.2976, Backward time: 3.0787, DDP time: 0.0041, Total iter time: 5.4453 [2020-11-13 22:20:06,444][root][INFO] - ===> Epoch[746](19383/26): Loss -0.8348, Sem 0.0587, dir -0.9835, norm 0.0900, swav 0.0000 LR: 4.362e-03 Score 97.873 Data time: 0.1668, Forward time: 2.2976, Backward time: 3.0786, DDP time: 0.0041, Total iter time: 5.0067 [2020-11-13 22:20:11,571][root][INFO] - ===> Epoch[746](19384/26): Loss -0.8118, Sem 0.0652, dir -0.9800, norm 0.1031, swav 0.0000 LR: 4.356e-03 Score 97.648 Data time: 0.1800, Forward time: 2.2975, Backward time: 3.0786, DDP time: 0.0041, Total iter time: 5.0141 [2020-11-13 22:20:16,530][root][INFO] - ===> Epoch[746](19385/26): Loss -0.8198, Sem 0.0633, dir -0.9792, norm 0.0960, swav 0.0000 LR: 4.349e-03 Score 97.737 Data time: 0.2161, Forward time: 2.2975, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 4.8310 [2020-11-13 22:20:22,833][root][INFO] - ===> Epoch[746](19386/26): Loss -0.8230, Sem 0.0626, dir -0.9813, norm 0.0957, swav 0.0000 LR: 4.343e-03 Score 97.728 Data time: 0.2338, Forward time: 2.2976, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 6.1765 [2020-11-13 22:20:28,273][root][INFO] - ===> Epoch[746](19387/26): Loss -0.8204, Sem 0.0599, dir -0.9796, norm 0.0993, swav 0.0000 LR: 4.336e-03 Score 97.830 Data time: 0.1900, Forward time: 2.2976, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 5.2840 [2020-11-13 22:20:34,675][root][INFO] - ===> Epoch[746](19388/26): Loss -0.8220, Sem 0.0675, dir -0.9828, norm 0.0933, swav 0.0000 LR: 4.330e-03 Score 97.586 Data time: 0.1333, Forward time: 2.2974, Backward time: 3.0787, DDP time: 0.0041, Total iter time: 6.2634 [2020-11-13 22:20:41,044][root][INFO] - ===> Epoch[746](19389/26): Loss -0.8197, Sem 0.0652, dir -0.9812, norm 0.0963, swav 0.0000 LR: 4.324e-03 Score 97.658 Data time: 0.1934, Forward time: 2.2974, Backward time: 3.0788, DDP time: 0.0041, Total iter time: 6.3084 [2020-11-13 22:20:46,040][root][INFO] - ===> Epoch[746](19390/26): Loss -0.8152, Sem 0.0571, dir -0.9806, norm 0.1084, swav 0.0000 LR: 4.317e-03 Score 97.954 Data time: 0.2381, Forward time: 2.2975, Backward time: 3.0786, DDP time: 0.0041, Total iter time: 4.8775 [2020-11-13 22:20:52,221][root][INFO] - ===> Epoch[746](19391/26): Loss -0.8283, Sem 0.0561, dir -0.9821, norm 0.0977, swav 0.0000 LR: 4.311e-03 Score 97.941 Data time: 0.2981, Forward time: 2.2976, Backward time: 3.0785, DDP time: 0.0041, Total iter time: 6.0545 [2020-11-13 22:20:58,134][root][INFO] - ===> Epoch[746](19392/26): Loss -0.8077, Sem 0.0675, dir -0.9764, norm 0.1012, swav 0.0000 LR: 4.305e-03 Score 97.563 Data time: 0.3202, Forward time: 2.2977, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 5.7486 [2020-11-13 22:21:03,594][root][INFO] - ===> Epoch[746](19393/26): Loss -0.8137, Sem 0.0645, dir -0.9794, norm 0.1013, swav 0.0000 LR: 4.298e-03 Score 97.667 Data time: 0.2259, Forward time: 2.2978, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.2983 [2020-11-13 22:21:08,674][root][INFO] - ===> Epoch[746](19394/26): Loss -0.8346, Sem 0.0549, dir -0.9832, norm 0.0937, swav 0.0000 LR: 4.292e-03 Score 97.994 Data time: 0.1973, Forward time: 2.2978, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 4.9600 [2020-11-13 22:21:14,621][root][INFO] - ===> Epoch[746](19395/26): Loss -0.8363, Sem 0.0528, dir -0.9825, norm 0.0935, swav 0.0000 LR: 4.285e-03 Score 98.135 Data time: 0.1471, Forward time: 2.2976, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 5.8138 [2020-11-13 22:21:20,768][root][INFO] - ===> Epoch[746](19396/26): Loss -0.8256, Sem 0.0577, dir -0.9818, norm 0.0984, swav 0.0000 LR: 4.279e-03 Score 97.899 Data time: 0.1924, Forward time: 2.2976, Backward time: 3.0784, DDP time: 0.0041, Total iter time: 6.0553 [2020-11-13 22:21:25,943][root][INFO] - ===> Epoch[746](19397/26): Loss -0.8259, Sem 0.0588, dir -0.9814, norm 0.0967, swav 0.0000 LR: 4.273e-03 Score 97.871 Data time: 0.2131, Forward time: 2.2976, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.0575 [2020-11-13 22:21:31,579][root][INFO] - ===> Epoch[746](19398/26): Loss -0.8155, Sem 0.0681, dir -0.9809, norm 0.0973, swav 0.0000 LR: 4.266e-03 Score 97.570 Data time: 0.1967, Forward time: 2.2976, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.4935 [2020-11-13 22:21:37,214][root][INFO] - ===> Epoch[746](19399/26): Loss -0.8116, Sem 0.0643, dir -0.9802, norm 0.1042, swav 0.0000 LR: 4.260e-03 Score 97.685 Data time: 0.1936, Forward time: 2.2976, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.5087 [2020-11-13 22:21:42,242][root][INFO] - ===> Epoch[746](19400/26): Loss -0.8216, Sem 0.0570, dir -0.9757, norm 0.0971, swav 0.0000 LR: 4.253e-03 Score 98.014 Data time: 0.1632, Forward time: 2.2975, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 4.8787 [2020-11-13 22:21:48,081][root][INFO] - ===> Epoch[746](19401/26): Loss -0.8151, Sem 0.0643, dir -0.9808, norm 0.1013, swav 0.0000 LR: 4.247e-03 Score 97.618 Data time: 0.2013, Forward time: 2.2975, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.7693 [2020-11-13 22:21:53,986][root][INFO] - ===> Epoch[746](19402/26): Loss -0.8209, Sem 0.0611, dir -0.9826, norm 0.1006, swav 0.0000 LR: 4.241e-03 Score 97.736 Data time: 0.2745, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.7308 [2020-11-13 22:21:59,364][root][INFO] - ===> Epoch[747](19403/26): Loss -0.8249, Sem 0.0613, dir -0.9840, norm 0.0978, swav 0.0000 LR: 4.234e-03 Score 97.782 Data time: 0.2179, Forward time: 2.2976, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.2277 [2020-11-13 22:22:04,632][root][INFO] - ===> Epoch[747](19404/26): Loss -0.8342, Sem 0.0531, dir -0.9789, norm 0.0916, swav 0.0000 LR: 4.228e-03 Score 98.085 Data time: 0.1754, Forward time: 2.2976, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.1318 [2020-11-13 22:22:10,287][root][INFO] - ===> Epoch[747](19405/26): Loss -0.8053, Sem 0.0623, dir -0.9801, norm 0.1125, swav 0.0000 LR: 4.221e-03 Score 97.790 Data time: 0.2023, Forward time: 2.2975, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.6051 [2020-11-13 22:22:16,797][root][INFO] - ===> Epoch[747](19406/26): Loss -0.8141, Sem 0.0649, dir -0.9785, norm 0.0995, swav 0.0000 LR: 4.215e-03 Score 97.649 Data time: 0.2275, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 6.3951 [2020-11-13 22:22:23,025][root][INFO] - ===> Epoch[747](19407/26): Loss -0.8197, Sem 0.0624, dir -0.9800, norm 0.0978, swav 0.0000 LR: 4.209e-03 Score 97.705 Data time: 0.2357, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 6.1140 [2020-11-13 22:22:28,701][root][INFO] - ===> Epoch[747](19408/26): Loss -0.8121, Sem 0.0563, dir -0.9791, norm 0.1107, swav 0.0000 LR: 4.202e-03 Score 98.009 Data time: 0.2280, Forward time: 2.2977, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.5043 [2020-11-13 22:22:33,408][root][INFO] - ===> Epoch[747](19409/26): Loss -0.8251, Sem 0.0592, dir -0.9822, norm 0.0979, swav 0.0000 LR: 4.196e-03 Score 97.843 Data time: 0.2044, Forward time: 2.2977, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 4.5790 [2020-11-13 22:22:40,226][root][INFO] - ===> Epoch[747](19410/26): Loss -0.8201, Sem 0.0609, dir -0.9808, norm 0.0997, swav 0.0000 LR: 4.189e-03 Score 97.821 Data time: 0.1757, Forward time: 2.2976, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 6.7084 [2020-11-13 22:22:45,773][root][INFO] - ===> Epoch[747](19411/26): Loss -0.8102, Sem 0.0654, dir -0.9799, norm 0.1042, swav 0.0000 LR: 4.183e-03 Score 97.575 Data time: 0.1592, Forward time: 2.2975, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.4634 [2020-11-13 22:22:51,461][root][INFO] - ===> Epoch[747](19412/26): Loss -0.8308, Sem 0.0586, dir -0.9844, norm 0.0950, swav 0.0000 LR: 4.177e-03 Score 97.921 Data time: 0.2057, Forward time: 2.2975, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.6047 [2020-11-13 22:22:56,588][root][INFO] - ===> Epoch[747](19413/26): Loss -0.8289, Sem 0.0568, dir -0.9816, norm 0.0959, swav 0.0000 LR: 4.170e-03 Score 97.900 Data time: 0.1741, Forward time: 2.2975, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 4.9748 [2020-11-13 22:23:02,046][root][INFO] - ===> Epoch[747](19414/26): Loss -0.8146, Sem 0.0642, dir -0.9803, norm 0.1015, swav 0.0000 LR: 4.164e-03 Score 97.663 Data time: 0.1916, Forward time: 2.2974, Backward time: 3.0782, DDP time: 0.0041, Total iter time: 5.3709 [2020-11-13 22:23:08,126][root][INFO] - ===> Epoch[747](19415/26): Loss -0.8165, Sem 0.0617, dir -0.9797, norm 0.1015, swav 0.0000 LR: 4.157e-03 Score 97.743 Data time: 0.1746, Forward time: 2.2974, Backward time: 3.0783, DDP time: 0.0041, Total iter time: 5.9759 [2020-11-13 22:23:12,853][root][INFO] - ===> Epoch[747](19416/26): Loss -0.8138, Sem 0.0627, dir -0.9794, norm 0.1030, swav 0.0000 LR: 4.151e-03 Score 97.791 Data time: 0.2177, Forward time: 2.2973, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 4.6221 [2020-11-13 22:23:18,248][root][INFO] - ===> Epoch[747](19417/26): Loss -0.7943, Sem 0.0659, dir -0.9736, norm 0.1134, swav 0.0000 LR: 4.145e-03 Score 97.640 Data time: 0.2809, Forward time: 2.2974, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.2712 [2020-11-13 22:23:24,311][root][INFO] - ===> Epoch[747](19418/26): Loss -0.8201, Sem 0.0593, dir -0.9803, norm 0.1009, swav 0.0000 LR: 4.138e-03 Score 97.886 Data time: 0.2198, Forward time: 2.2974, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 5.8814 [2020-11-13 22:23:30,323][root][INFO] - ===> Epoch[747](19419/26): Loss -0.8299, Sem 0.0577, dir -0.9824, norm 0.0948, swav 0.0000 LR: 4.132e-03 Score 97.891 Data time: 0.2886, Forward time: 2.2975, Backward time: 3.0780, DDP time: 0.0041, Total iter time: 5.9017 [2020-11-13 22:23:37,063][root][INFO] - ===> Epoch[747](19420/26): Loss -0.8250, Sem 0.0585, dir -0.9807, norm 0.0971, swav 0.0000 LR: 4.125e-03 Score 97.908 Data time: 0.2278, Forward time: 2.2976, Backward time: 3.0781, DDP time: 0.0041, Total iter time: 6.5874 [2020-11-13 22:23:41,947][root][INFO] - ===> Epoch[747](19421/26): Loss -0.8152, Sem 0.0633, dir -0.9807, norm 0.1022, swav 0.0000 LR: 4.119e-03 Score 97.744 Data time: 0.2147, Forward time: 2.2976, Backward time: 3.0779, DDP time: 0.0041, Total iter time: 4.7123 [2020-11-13 22:23:46,220][root][INFO] - ===> Epoch[747](19422/26): Loss -0.8339, Sem 0.0553, dir -0.9841, norm 0.0949, swav 0.0000 LR: 4.113e-03 Score 98.008 Data time: 0.2116, Forward time: 2.2975, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 4.1376 [2020-11-13 22:23:53,018][root][INFO] - ===> Epoch[747](19423/26): Loss -0.8213, Sem 0.0585, dir -0.9823, norm 0.1025, swav 0.0000 LR: 4.106e-03 Score 97.904 Data time: 0.3191, Forward time: 2.2977, Backward time: 3.0777, DDP time: 0.0041, Total iter time: 6.6615 [2020-11-13 22:23:57,663][root][INFO] - ===> Epoch[747](19424/26): Loss -0.8198, Sem 0.0563, dir -0.9785, norm 0.1024, swav 0.0000 LR: 4.100e-03 Score 98.001 Data time: 0.1512, Forward time: 2.2976, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 4.5115 [2020-11-13 22:24:03,902][root][INFO] - ===> Epoch[747](19425/26): Loss -0.8239, Sem 0.0605, dir -0.9830, norm 0.0986, swav 0.0000 LR: 4.093e-03 Score 97.807 Data time: 0.2563, Forward time: 2.2977, Backward time: 3.0776, DDP time: 0.0041, Total iter time: 6.1084 [2020-11-13 22:24:08,906][root][INFO] - ===> Epoch[747](19426/26): Loss -0.8121, Sem 0.0658, dir -0.9818, norm 0.1039, swav 0.0000 LR: 4.087e-03 Score 97.606 Data time: 0.2131, Forward time: 2.2977, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 4.8355 [2020-11-13 22:24:14,461][root][INFO] - ===> Epoch[747](19427/26): Loss -0.8356, Sem 0.0565, dir -0.9814, norm 0.0893, swav 0.0000 LR: 4.080e-03 Score 97.947 Data time: 0.1892, Forward time: 2.2977, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.3999 [2020-11-13 22:24:19,903][root][INFO] - ===> Epoch[747](19428/26): Loss -0.8153, Sem 0.0632, dir -0.9810, norm 0.1025, swav 0.0000 LR: 4.074e-03 Score 97.667 Data time: 0.1334, Forward time: 2.2976, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.3316 [2020-11-13 22:24:25,572][root][INFO] - ===> Epoch[748](19429/26): Loss -0.8291, Sem 0.0565, dir -0.9819, norm 0.0964, swav 0.0000 LR: 4.068e-03 Score 97.915 Data time: 0.2162, Forward time: 2.2976, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.6234 [2020-11-13 22:24:31,014][root][INFO] - ===> Epoch[748](19430/26): Loss -0.8100, Sem 0.0641, dir -0.9791, norm 0.1051, swav 0.0000 LR: 4.061e-03 Score 97.652 Data time: 0.1714, Forward time: 2.2976, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 5.3042 [2020-11-13 22:24:36,329][root][INFO] - ===> Epoch[748](19431/26): Loss -0.8278, Sem 0.0527, dir -0.9774, norm 0.0970, swav 0.0000 LR: 4.055e-03 Score 98.100 Data time: 0.1566, Forward time: 2.2974, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 5.2261 [2020-11-13 22:24:43,198][root][INFO] - ===> Epoch[748](19432/26): Loss -0.8234, Sem 0.0613, dir -0.9798, norm 0.0951, swav 0.0000 LR: 4.048e-03 Score 97.791 Data time: 0.3029, Forward time: 2.2976, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 6.8079 [2020-11-13 22:24:48,147][root][INFO] - ===> Epoch[748](19433/26): Loss -0.8318, Sem 0.0552, dir -0.9827, norm 0.0957, swav 0.0000 LR: 4.042e-03 Score 97.994 Data time: 0.1942, Forward time: 2.2976, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 4.7953 [2020-11-13 22:24:54,219][root][INFO] - ===> Epoch[748](19434/26): Loss -0.8088, Sem 0.0643, dir -0.9798, norm 0.1067, swav 0.0000 LR: 4.035e-03 Score 97.715 Data time: 0.2899, Forward time: 2.2977, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 5.9704 [2020-11-13 22:25:00,672][root][INFO] - ===> Epoch[748](19435/26): Loss -0.8164, Sem 0.0609, dir -0.9795, norm 0.1021, swav 0.0000 LR: 4.029e-03 Score 97.793 Data time: 0.2751, Forward time: 2.2979, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 6.3308 [2020-11-13 22:25:07,319][root][INFO] - ===> Epoch[748](19436/26): Loss -0.8111, Sem 0.0637, dir -0.9795, norm 0.1047, swav 0.0000 LR: 4.023e-03 Score 97.696 Data time: 0.1788, Forward time: 2.2978, Backward time: 3.0774, DDP time: 0.0041, Total iter time: 6.4811 [2020-11-13 22:25:13,855][root][INFO] - ===> Epoch[748](19437/26): Loss -0.8087, Sem 0.0650, dir -0.9779, norm 0.1042, swav 0.0000 LR: 4.016e-03 Score 97.648 Data time: 0.2384, Forward time: 2.2979, Backward time: 3.0775, DDP time: 0.0041, Total iter time: 6.4393 [2020-11-13 22:25:18,837][root][INFO] - ===> Epoch[748](19438/26): Loss -0.8256, Sem 0.0562, dir -0.9815, norm 0.0997, swav 0.0000 LR: 4.010e-03 Score 97.962 Data time: 0.2344, Forward time: 2.2979, Backward time: 3.0773, DDP time: 0.0041, Total iter time: 4.8488 [2020-11-13 22:25:24,198][root][INFO] - ===> Epoch[748](19439/26): Loss -0.8346, Sem 0.0586, dir -0.9833, norm 0.0901, swav 0.0000 LR: 4.003e-03 Score 97.897 Data time: 0.2626, Forward time: 2.2979, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 5.2647 [2020-11-13 22:25:30,646][root][INFO] - ===> Epoch[748](19440/26): Loss -0.8120, Sem 0.0635, dir -0.9817, norm 0.1062, swav 0.0000 LR: 3.997e-03 Score 97.726 Data time: 0.2631, Forward time: 2.2980, Backward time: 3.0772, DDP time: 0.0041, Total iter time: 6.3308 [2020-11-13 22:25:35,853][root][INFO] - ===> Epoch[748](19441/26): Loss -0.8029, Sem 0.0661, dir -0.9773, norm 0.1083, swav 0.0000 LR: 3.990e-03 Score 97.695 Data time: 0.2456, Forward time: 2.2981, Backward time: 3.0771, DDP time: 0.0041, Total iter time: 5.0136 [2020-11-13 22:25:41,667][root][INFO] - ===> Epoch[748](19442/26): Loss -0.8189, Sem 0.0630, dir -0.9816, norm 0.0997, swav 0.0000 LR: 3.984e-03 Score 97.699 Data time: 0.2654, Forward time: 2.2982, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.6854 [2020-11-13 22:25:47,414][root][INFO] - ===> Epoch[748](19443/26): Loss -0.8195, Sem 0.0646, dir -0.9820, norm 0.0978, swav 0.0000 LR: 3.978e-03 Score 97.632 Data time: 0.1920, Forward time: 2.2981, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.5920 [2020-11-13 22:25:52,592][root][INFO] - ===> Epoch[748](19444/26): Loss -0.8218, Sem 0.0593, dir -0.9815, norm 0.1004, swav 0.0000 LR: 3.971e-03 Score 97.905 Data time: 0.2201, Forward time: 2.2981, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 5.0710 [2020-11-13 22:25:57,976][root][INFO] - ===> Epoch[748](19445/26): Loss -0.8181, Sem 0.0626, dir -0.9798, norm 0.0992, swav 0.0000 LR: 3.965e-03 Score 97.729 Data time: 0.2305, Forward time: 2.2981, Backward time: 3.0769, DDP time: 0.0041, Total iter time: 5.3078 [2020-11-13 22:26:02,734][root][INFO] - ===> Epoch[748](19446/26): Loss -0.8417, Sem 0.0546, dir -0.9847, norm 0.0884, swav 0.0000 LR: 3.958e-03 Score 98.018 Data time: 0.1349, Forward time: 2.2980, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 4.6604 [2020-11-13 22:26:08,064][root][INFO] - ===> Epoch[748](19447/26): Loss -0.8144, Sem 0.0632, dir -0.9792, norm 0.1015, swav 0.0000 LR: 3.952e-03 Score 97.689 Data time: 0.2075, Forward time: 2.2980, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 5.2666 [2020-11-13 22:26:13,361][root][INFO] - ===> Epoch[748](19448/26): Loss -0.8409, Sem 0.0564, dir -0.9846, norm 0.0873, swav 0.0000 LR: 3.945e-03 Score 97.937 Data time: 0.2067, Forward time: 2.2980, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 5.1726 [2020-11-13 22:26:19,547][root][INFO] - ===> Epoch[748](19449/26): Loss -0.8174, Sem 0.0609, dir -0.9806, norm 0.1023, swav 0.0000 LR: 3.939e-03 Score 97.806 Data time: 0.1909, Forward time: 2.2980, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 6.0703 [2020-11-13 22:26:24,657][root][INFO] - ===> Epoch[748](19450/26): Loss -0.8189, Sem 0.0601, dir -0.9801, norm 0.1011, swav 0.0000 LR: 3.932e-03 Score 97.890 Data time: 0.1767, Forward time: 2.2979, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 4.9900 [2020-11-13 22:26:31,529][root][INFO] - ===> Epoch[748](19451/26): Loss -0.8259, Sem 0.0613, dir -0.9825, norm 0.0953, swav 0.0000 LR: 3.926e-03 Score 97.805 Data time: 0.3320, Forward time: 2.2981, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 6.8278 [2020-11-13 22:26:37,105][root][INFO] - ===> Epoch[748](19452/26): Loss -0.8175, Sem 0.0617, dir -0.9808, norm 0.1016, swav 0.0000 LR: 3.920e-03 Score 97.788 Data time: 0.2682, Forward time: 2.2982, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.4207 [2020-11-13 22:26:43,344][root][INFO] - ===> Epoch[748](19453/26): Loss -0.8222, Sem 0.0604, dir -0.9818, norm 0.0991, swav 0.0000 LR: 3.913e-03 Score 97.820 Data time: 0.2169, Forward time: 2.2982, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 6.1042 [2020-11-13 22:26:48,317][root][INFO] - ===> Epoch[748](19454/26): Loss -0.8091, Sem 0.0661, dir -0.9807, norm 0.1055, swav 0.0000 LR: 3.907e-03 Score 97.649 Data time: 0.2169, Forward time: 2.2982, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 4.8457 [2020-11-13 22:26:54,534][root][INFO] - ===> Epoch[749](19455/26): Loss -0.8238, Sem 0.0570, dir -0.9775, norm 0.0967, swav 0.0000 LR: 3.900e-03 Score 97.949 Data time: 0.1914, Forward time: 2.2982, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 6.0659 [2020-11-13 22:27:00,151][root][INFO] - ===> Epoch[749](19456/26): Loss -0.8064, Sem 0.0576, dir -0.9815, norm 0.1176, swav 0.0000 LR: 3.894e-03 Score 97.911 Data time: 0.1842, Forward time: 2.2981, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.5199 [2020-11-13 22:27:05,951][root][INFO] - ===> Epoch[749](19457/26): Loss -0.8120, Sem 0.0707, dir -0.9791, norm 0.0965, swav 0.0000 LR: 3.887e-03 Score 97.493 Data time: 0.2584, Forward time: 2.2983, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.7388 [2020-11-13 22:27:11,435][root][INFO] - ===> Epoch[749](19458/26): Loss -0.8248, Sem 0.0601, dir -0.9786, norm 0.0937, swav 0.0000 LR: 3.881e-03 Score 97.848 Data time: 0.1896, Forward time: 2.2982, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.3164 [2020-11-13 22:27:17,510][root][INFO] - ===> Epoch[749](19459/26): Loss -0.8054, Sem 0.0623, dir -0.9779, norm 0.1102, swav 0.0000 LR: 3.874e-03 Score 97.749 Data time: 0.2019, Forward time: 2.2982, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.9439 [2020-11-13 22:27:23,003][root][INFO] - ===> Epoch[749](19460/26): Loss -0.8419, Sem 0.0554, dir -0.9819, norm 0.0847, swav 0.0000 LR: 3.868e-03 Score 97.949 Data time: 0.2624, Forward time: 2.2983, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.3117 [2020-11-13 22:27:28,266][root][INFO] - ===> Epoch[749](19461/26): Loss -0.8369, Sem 0.0533, dir -0.9815, norm 0.0913, swav 0.0000 LR: 3.862e-03 Score 98.039 Data time: 0.1971, Forward time: 2.2983, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.1226 [2020-11-13 22:27:33,971][root][INFO] - ===> Epoch[749](19462/26): Loss -0.8296, Sem 0.0553, dir -0.9788, norm 0.0939, swav 0.0000 LR: 3.855e-03 Score 98.010 Data time: 0.1521, Forward time: 2.2982, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.5806 [2020-11-13 22:27:39,789][root][INFO] - ===> Epoch[749](19463/26): Loss -0.8147, Sem 0.0565, dir -0.9806, norm 0.1093, swav 0.0000 LR: 3.849e-03 Score 97.982 Data time: 0.2057, Forward time: 2.2982, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.7247 [2020-11-13 22:27:45,370][root][INFO] - ===> Epoch[749](19464/26): Loss -0.8373, Sem 0.0577, dir -0.9836, norm 0.0885, swav 0.0000 LR: 3.842e-03 Score 97.868 Data time: 0.2476, Forward time: 2.2982, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.4374 [2020-11-13 22:27:51,120][root][INFO] - ===> Epoch[749](19465/26): Loss -0.8265, Sem 0.0577, dir -0.9822, norm 0.0979, swav 0.0000 LR: 3.836e-03 Score 97.929 Data time: 0.2777, Forward time: 2.2983, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.6017 [2020-11-13 22:27:57,295][root][INFO] - ===> Epoch[749](19466/26): Loss -0.8161, Sem 0.0616, dir -0.9819, norm 0.1041, swav 0.0000 LR: 3.829e-03 Score 97.784 Data time: 0.2006, Forward time: 2.2983, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 6.0321 [2020-11-13 22:28:02,796][root][INFO] - ===> Epoch[749](19467/26): Loss -0.8244, Sem 0.0621, dir -0.9804, norm 0.0939, swav 0.0000 LR: 3.823e-03 Score 97.759 Data time: 0.2689, Forward time: 2.2984, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.3891 [2020-11-13 22:28:08,313][root][INFO] - ===> Epoch[749](19468/26): Loss -0.8162, Sem 0.0586, dir -0.9789, norm 0.1041, swav 0.0000 LR: 3.816e-03 Score 97.880 Data time: 0.2127, Forward time: 2.2984, Backward time: 3.0762, DDP time: 0.0041, Total iter time: 5.3476 [2020-11-13 22:28:14,740][root][INFO] - ===> Epoch[749](19469/26): Loss -0.8234, Sem 0.0623, dir -0.9824, norm 0.0966, swav 0.0000 LR: 3.810e-03 Score 97.791 Data time: 0.2104, Forward time: 2.2983, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 6.2715 [2020-11-13 22:28:19,896][root][INFO] - ===> Epoch[749](19470/26): Loss -0.8314, Sem 0.0528, dir -0.9803, norm 0.0962, swav 0.0000 LR: 3.803e-03 Score 98.171 Data time: 0.1709, Forward time: 2.2983, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.0565 [2020-11-13 22:28:26,228][root][INFO] - ===> Epoch[749](19471/26): Loss -0.8025, Sem 0.0673, dir -0.9779, norm 0.1081, swav 0.0000 LR: 3.797e-03 Score 97.617 Data time: 0.1967, Forward time: 2.2983, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 6.2063 [2020-11-13 22:28:32,329][root][INFO] - ===> Epoch[749](19472/26): Loss -0.8255, Sem 0.0599, dir -0.9806, norm 0.0951, swav 0.0000 LR: 3.790e-03 Score 97.848 Data time: 0.1556, Forward time: 2.2981, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.9929 [2020-11-13 22:28:37,630][root][INFO] - ===> Epoch[749](19473/26): Loss -0.8285, Sem 0.0571, dir -0.9815, norm 0.0959, swav 0.0000 LR: 3.784e-03 Score 97.933 Data time: 0.2540, Forward time: 2.2982, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.2181 [2020-11-13 22:28:42,886][root][INFO] - ===> Epoch[749](19474/26): Loss -0.8095, Sem 0.0635, dir -0.9806, norm 0.1075, swav 0.0000 LR: 3.777e-03 Score 97.728 Data time: 0.2085, Forward time: 2.2982, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.1142 [2020-11-13 22:28:49,276][root][INFO] - ===> Epoch[749](19475/26): Loss -0.8175, Sem 0.0580, dir -0.9787, norm 0.1032, swav 0.0000 LR: 3.771e-03 Score 97.927 Data time: 0.3071, Forward time: 2.2983, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 6.2854 [2020-11-13 22:28:55,378][root][INFO] - ===> Epoch[749](19476/26): Loss -0.8138, Sem 0.0613, dir -0.9765, norm 0.1014, swav 0.0000 LR: 3.764e-03 Score 97.768 Data time: 0.2006, Forward time: 2.2983, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.9297 [2020-11-13 22:29:00,592][root][INFO] - ===> Epoch[749](19477/26): Loss -0.8249, Sem 0.0568, dir -0.9819, norm 0.1003, swav 0.0000 LR: 3.758e-03 Score 97.949 Data time: 0.1449, Forward time: 2.2982, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.0936 [2020-11-13 22:29:05,628][root][INFO] - ===> Epoch[749](19478/26): Loss -0.8073, Sem 0.0676, dir -0.9795, norm 0.1047, swav 0.0000 LR: 3.752e-03 Score 97.569 Data time: 0.1654, Forward time: 2.2982, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 4.9913 [2020-11-13 22:29:11,968][root][INFO] - ===> Epoch[749](19479/26): Loss -0.8180, Sem 0.0599, dir -0.9809, norm 0.1030, swav 0.0000 LR: 3.745e-03 Score 97.872 Data time: 0.1660, Forward time: 2.2981, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 6.2259 [2020-11-13 22:29:18,126][root][INFO] - ===> Epoch[749](19480/26): Loss -0.8205, Sem 0.0557, dir -0.9790, norm 0.1028, swav 0.0000 LR: 3.739e-03 Score 97.983 Data time: 0.1852, Forward time: 2.2980, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 6.0286 [2020-11-13 22:29:23,747][root][INFO] - ===> Epoch[750](19481/26): Loss -0.8120, Sem 0.0691, dir -0.9816, norm 0.1005, swav 0.0000 LR: 3.732e-03 Score 97.497 Data time: 0.2597, Forward time: 2.2981, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.5450 [2020-11-13 22:29:28,772][root][INFO] - ===> Epoch[750](19482/26): Loss -0.8180, Sem 0.0629, dir -0.9785, norm 0.0975, swav 0.0000 LR: 3.726e-03 Score 97.683 Data time: 0.2321, Forward time: 2.2982, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 4.8689 [2020-11-13 22:29:33,882][root][INFO] - ===> Epoch[750](19483/26): Loss -0.8116, Sem 0.0609, dir -0.9800, norm 0.1075, swav 0.0000 LR: 3.719e-03 Score 97.808 Data time: 0.2596, Forward time: 2.2982, Backward time: 3.0762, DDP time: 0.0041, Total iter time: 5.0024 [2020-11-13 22:29:39,634][root][INFO] - ===> Epoch[750](19484/26): Loss -0.8278, Sem 0.0569, dir -0.9799, norm 0.0952, swav 0.0000 LR: 3.713e-03 Score 97.968 Data time: 0.2134, Forward time: 2.2982, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 5.6143 [2020-11-13 22:29:44,825][root][INFO] - ===> Epoch[750](19485/26): Loss -0.8306, Sem 0.0607, dir -0.9838, norm 0.0925, swav 0.0000 LR: 3.706e-03 Score 97.763 Data time: 0.2796, Forward time: 2.2982, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.0600 [2020-11-13 22:29:50,420][root][INFO] - ===> Epoch[750](19486/26): Loss -0.8301, Sem 0.0617, dir -0.9840, norm 0.0923, swav 0.0000 LR: 3.700e-03 Score 97.723 Data time: 0.2480, Forward time: 2.2983, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.4525 [2020-11-13 22:29:56,814][root][INFO] - ===> Epoch[750](19487/26): Loss -0.8303, Sem 0.0567, dir -0.9837, norm 0.0967, swav 0.0000 LR: 3.693e-03 Score 97.946 Data time: 0.3245, Forward time: 2.2984, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 6.2264 [2020-11-13 22:30:02,234][root][INFO] - ===> Epoch[750](19488/26): Loss -0.8269, Sem 0.0591, dir -0.9782, norm 0.0922, swav 0.0000 LR: 3.687e-03 Score 97.882 Data time: 0.1888, Forward time: 2.2983, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.2933 [2020-11-13 22:30:08,006][root][INFO] - ===> Epoch[750](19489/26): Loss -0.8217, Sem 0.0624, dir -0.9809, norm 0.0968, swav 0.0000 LR: 3.680e-03 Score 97.691 Data time: 0.2253, Forward time: 2.2983, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.6683 [2020-11-13 22:30:14,066][root][INFO] - ===> Epoch[750](19490/26): Loss -0.8268, Sem 0.0598, dir -0.9803, norm 0.0936, swav 0.0000 LR: 3.674e-03 Score 97.852 Data time: 0.2617, Forward time: 2.2984, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.9379 [2020-11-13 22:30:19,359][root][INFO] - ===> Epoch[750](19491/26): Loss -0.8299, Sem 0.0594, dir -0.9814, norm 0.0922, swav 0.0000 LR: 3.667e-03 Score 97.830 Data time: 0.2204, Forward time: 2.2984, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.1946 [2020-11-13 22:30:25,430][root][INFO] - ===> Epoch[750](19492/26): Loss -0.8209, Sem 0.0623, dir -0.9811, norm 0.0979, swav 0.0000 LR: 3.661e-03 Score 97.723 Data time: 0.3102, Forward time: 2.2986, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.9596 [2020-11-13 22:30:33,319][root][INFO] - ===> Epoch[750](19493/26): Loss -0.8129, Sem 0.0661, dir -0.9802, norm 0.1012, swav 0.0000 LR: 3.654e-03 Score 97.600 Data time: 0.2188, Forward time: 2.2986, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 7.7447 [2020-11-13 22:30:39,961][root][INFO] - ===> Epoch[750](19494/26): Loss -0.8325, Sem 0.0559, dir -0.9822, norm 0.0938, swav 0.0000 LR: 3.648e-03 Score 97.937 Data time: 0.1423, Forward time: 2.2985, Backward time: 3.0762, DDP time: 0.0041, Total iter time: 6.5450 [2020-11-13 22:30:45,330][root][INFO] - ===> Epoch[750](19495/26): Loss -0.8259, Sem 0.0556, dir -0.9825, norm 0.1010, swav 0.0000 LR: 3.641e-03 Score 98.013 Data time: 0.1829, Forward time: 2.2984, Backward time: 3.0762, DDP time: 0.0041, Total iter time: 5.2640 [2020-11-13 22:30:50,873][root][INFO] - ===> Epoch[750](19496/26): Loss -0.8149, Sem 0.0664, dir -0.9812, norm 0.0999, swav 0.0000 LR: 3.635e-03 Score 97.565 Data time: 0.2080, Forward time: 2.2984, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 5.4245 [2020-11-13 22:30:58,759][root][INFO] - ===> Epoch[750](19497/26): Loss -0.8168, Sem 0.0610, dir -0.9784, norm 0.1007, swav 0.0000 LR: 3.628e-03 Score 97.784 Data time: 0.1616, Forward time: 2.2984, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 7.7399 [2020-11-13 22:31:04,163][root][INFO] - ===> Epoch[750](19498/26): Loss -0.8259, Sem 0.0617, dir -0.9837, norm 0.0961, swav 0.0000 LR: 3.622e-03 Score 97.767 Data time: 0.1437, Forward time: 2.2982, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.2834 [2020-11-13 22:31:09,427][root][INFO] - ===> Epoch[750](19499/26): Loss -0.8212, Sem 0.0610, dir -0.9799, norm 0.0977, swav 0.0000 LR: 3.615e-03 Score 97.798 Data time: 0.2128, Forward time: 2.2983, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.1884 [2020-11-13 22:31:14,424][root][INFO] - ===> Epoch[750](19500/26): Loss -0.8246, Sem 0.0595, dir -0.9815, norm 0.0974, swav 0.0000 LR: 3.609e-03 Score 97.858 Data time: 0.1701, Forward time: 2.2982, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 4.8429 [2020-11-13 22:31:15,197][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 22:31:15,373][root][INFO] - ===> Start testing [2020-11-13 22:32:44,217][root][INFO] - 101/312: Data time: 0.0075, Iter time: 0.3866 Loss 0.373 (AVG: 0.534) Score 92.687 (AVG: 90.490) mIOU 70.958 mAP 77.264 mAcc 78.694 IOU: 86.782 95.765 58.426 80.541 92.660 90.994 76.094 62.611 62.943 78.577 26.049 63.004 63.686 68.177 44.289 58.362 88.818 71.301 92.726 57.356 mAP: 82.917 96.054 67.620 74.463 93.516 81.135 79.075 71.731 70.225 75.469 60.290 66.631 70.578 80.601 57.464 68.798 97.459 89.389 91.399 70.459 mAcc: 96.379 98.542 74.940 85.246 95.679 95.719 86.393 70.742 76.092 86.382 29.715 76.343 81.544 78.882 45.867 64.719 97.138 77.231 94.356 61.972 [2020-11-13 22:34:12,701][root][INFO] - 201/312: Data time: 0.0109, Iter time: 0.3899 Loss 0.294 (AVG: 0.556) Score 91.633 (AVG: 90.127) mIOU 72.187 mAP 77.072 mAcc 79.796 IOU: 85.736 95.779 64.050 80.327 92.455 89.495 75.280 65.015 61.174 77.471 31.534 69.540 63.802 72.305 57.276 62.247 93.115 71.296 86.097 49.742 mAP: 81.786 95.842 69.137 74.380 91.444 82.157 74.702 73.087 69.921 75.793 56.796 66.594 70.647 80.478 61.357 85.998 96.663 87.170 81.513 65.969 mAcc: 95.997 98.685 79.088 83.580 95.623 95.481 84.638 75.787 72.394 88.427 37.664 82.554 81.575 80.008 60.525 64.403 97.042 77.872 90.688 53.898 [2020-11-13 22:35:53,474][root][INFO] - 301/312: Data time: 0.0039, Iter time: 0.1579 Loss 0.206 (AVG: 0.564) Score 94.477 (AVG: 89.820) mIOU 72.127 mAP 76.292 mAcc 79.489 IOU: 84.535 96.347 60.917 83.767 92.701 87.299 74.558 63.761 60.535 80.638 30.990 69.638 61.816 70.208 52.796 62.715 92.562 72.698 88.339 55.715 mAP: 80.553 96.329 67.505 76.046 91.367 81.043 74.213 71.408 70.556 75.437 53.719 63.087 70.434 77.888 57.057 84.278 96.919 87.930 85.284 64.784 mAcc: 96.160 98.836 76.561 86.975 96.180 93.194 84.834 73.532 69.802 88.337 36.044 80.702 78.667 78.264 57.332 66.867 95.673 79.660 92.671 59.488 [2020-11-13 22:36:01,327][root][INFO] - 312/312: Data time: 0.0030, Iter time: 0.2597 Loss 2.246 (AVG: 0.565) Score 76.995 (AVG: 89.818) mIOU 72.342 mAP 76.431 mAcc 79.707 IOU: 84.580 96.286 61.513 83.336 92.850 87.169 74.578 64.047 60.682 80.795 31.977 69.206 62.057 71.228 53.249 64.053 92.792 72.737 88.897 54.798 mAP: 80.510 96.169 67.432 75.172 91.429 81.249 74.655 71.542 70.820 74.852 55.224 61.613 70.824 78.556 58.563 84.544 96.618 88.101 86.516 64.240 mAcc: 96.155 98.845 76.829 86.338 96.258 93.266 84.972 73.832 70.145 88.499 37.116 80.877 78.829 78.835 57.690 68.133 95.855 79.834 93.066 58.764 [2020-11-13 22:36:01,329][root][INFO] - Finished test. Elapsed time: 285.9538 [2020-11-13 22:36:11,014][root][INFO] - [2020-11-13 22:36:11,014][root][INFO] - ################################################################ [2020-11-13 22:36:11,014][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 22:36:11,014][root][INFO] - ################################################################ [2020-11-13 22:36:11,014][root][INFO] - cabinet : 0.288 0.507 0.694 [2020-11-13 22:36:11,014][root][INFO] - bed : 0.322 0.740 0.840 [2020-11-13 22:36:11,015][root][INFO] - chair : 0.693 0.874 0.917 [2020-11-13 22:36:11,015][root][INFO] - sofa : 0.374 0.591 0.820 [2020-11-13 22:36:11,015][root][INFO] - table : 0.456 0.675 0.768 [2020-11-13 22:36:11,015][root][INFO] - door : 0.273 0.483 0.594 [2020-11-13 22:36:11,015][root][INFO] - window : 0.218 0.408 0.608 [2020-11-13 22:36:11,015][root][INFO] - bookshelf : 0.220 0.555 0.758 [2020-11-13 22:36:11,015][root][INFO] - picture : 0.214 0.358 0.455 [2020-11-13 22:36:11,015][root][INFO] - counter : 0.092 0.331 0.654 [2020-11-13 22:36:11,015][root][INFO] - desk : 0.103 0.349 0.713 [2020-11-13 22:36:11,015][root][INFO] - curtain : 0.259 0.475 0.605 [2020-11-13 22:36:11,015][root][INFO] - refrigerator : 0.345 0.441 0.513 [2020-11-13 22:36:11,015][root][INFO] - shower curtain : 0.502 0.679 0.710 [2020-11-13 22:36:11,015][root][INFO] - toilet : 0.834 0.983 1.000 [2020-11-13 22:36:11,015][root][INFO] - sink : 0.438 0.693 0.874 [2020-11-13 22:36:11,015][root][INFO] - bathtub : 0.630 0.774 0.871 [2020-11-13 22:36:11,015][root][INFO] - otherfurniture : 0.397 0.539 0.643 [2020-11-13 22:36:11,015][root][INFO] - ---------------------------------------------------------------- [2020-11-13 22:36:11,015][root][INFO] - average : 0.370 0.581 0.724 [2020-11-13 22:36:11,015][root][INFO] - [2020-11-13 22:36:11,181][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 22:36:11,183][root][INFO] - Current best mIoU: 72.679 at iter 18500 [2020-11-13 22:36:15,825][root][INFO] - ===> Epoch[750](19501/26): Loss -0.8286, Sem 0.0604, dir -0.9825, norm 0.0935, swav 0.0000 LR: 3.602e-03 Score 97.811 Data time: 0.2010, Forward time: 2.2982, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 4.6364 [2020-11-13 22:36:21,852][root][INFO] - ===> Epoch[750](19502/26): Loss -0.8239, Sem 0.0631, dir -0.9810, norm 0.0941, swav 0.0000 LR: 3.596e-03 Score 97.689 Data time: 0.1572, Forward time: 2.2981, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.8875 [2020-11-13 22:36:27,454][root][INFO] - ===> Epoch[750](19503/26): Loss -0.8260, Sem 0.0569, dir -0.9804, norm 0.0975, swav 0.0000 LR: 3.589e-03 Score 97.926 Data time: 0.1342, Forward time: 2.2980, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.5394 [2020-11-13 22:36:32,720][root][INFO] - ===> Epoch[750](19504/26): Loss -0.8340, Sem 0.0613, dir -0.9835, norm 0.0882, swav 0.0000 LR: 3.583e-03 Score 97.770 Data time: 0.1429, Forward time: 2.2979, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.1526 [2020-11-13 22:36:37,830][root][INFO] - ===> Epoch[750](19505/26): Loss -0.8105, Sem 0.0581, dir -0.9754, norm 0.1068, swav 0.0000 LR: 3.576e-03 Score 97.927 Data time: 0.1966, Forward time: 2.2978, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 4.9805 [2020-11-13 22:36:44,033][root][INFO] - ===> Epoch[750](19506/26): Loss -0.8372, Sem 0.0510, dir -0.9827, norm 0.0945, swav 0.0000 LR: 3.570e-03 Score 98.164 Data time: 0.2428, Forward time: 2.2979, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 6.0435 [2020-11-13 22:36:49,571][root][INFO] - ===> Epoch[751](19507/26): Loss -0.8075, Sem 0.0644, dir -0.9807, norm 0.1089, swav 0.0000 LR: 3.563e-03 Score 97.661 Data time: 0.2321, Forward time: 2.2979, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.3277 [2020-11-13 22:36:55,202][root][INFO] - ===> Epoch[751](19508/26): Loss -0.8229, Sem 0.0598, dir -0.9792, norm 0.0965, swav 0.0000 LR: 3.557e-03 Score 97.784 Data time: 0.1619, Forward time: 2.2978, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.4820 [2020-11-13 22:37:00,832][root][INFO] - ===> Epoch[751](19509/26): Loss -0.8183, Sem 0.0608, dir -0.9810, norm 0.1019, swav 0.0000 LR: 3.550e-03 Score 97.798 Data time: 0.2014, Forward time: 2.2978, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.4919 [2020-11-13 22:37:06,192][root][INFO] - ===> Epoch[751](19510/26): Loss -0.8103, Sem 0.0650, dir -0.9807, norm 0.1053, swav 0.0000 LR: 3.543e-03 Score 97.643 Data time: 0.1458, Forward time: 2.2977, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.2104 [2020-11-13 22:37:11,386][root][INFO] - ===> Epoch[751](19511/26): Loss -0.8264, Sem 0.0584, dir -0.9794, norm 0.0946, swav 0.0000 LR: 3.537e-03 Score 97.917 Data time: 0.1900, Forward time: 2.2977, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.1098 [2020-11-13 22:37:17,336][root][INFO] - ===> Epoch[751](19512/26): Loss -0.8104, Sem 0.0669, dir -0.9791, norm 0.1018, swav 0.0000 LR: 3.530e-03 Score 97.557 Data time: 0.2015, Forward time: 2.2976, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.8126 [2020-11-13 22:37:23,912][root][INFO] - ===> Epoch[751](19513/26): Loss -0.8184, Sem 0.0591, dir -0.9797, norm 0.1022, swav 0.0000 LR: 3.524e-03 Score 97.838 Data time: 0.2823, Forward time: 2.2977, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 6.5126 [2020-11-13 22:37:29,887][root][INFO] - ===> Epoch[751](19514/26): Loss -0.8215, Sem 0.0595, dir -0.9803, norm 0.0993, swav 0.0000 LR: 3.517e-03 Score 97.869 Data time: 0.2200, Forward time: 2.2977, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.8101 [2020-11-13 22:37:35,983][root][INFO] - ===> Epoch[751](19515/26): Loss -0.8006, Sem 0.0614, dir -0.9818, norm 0.1198, swav 0.0000 LR: 3.511e-03 Score 97.793 Data time: 0.1989, Forward time: 2.2977, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.9435 [2020-11-13 22:37:41,780][root][INFO] - ===> Epoch[751](19516/26): Loss -0.8247, Sem 0.0623, dir -0.9822, norm 0.0952, swav 0.0000 LR: 3.504e-03 Score 97.733 Data time: 0.1354, Forward time: 2.2975, Backward time: 3.0768, DDP time: 0.0041, Total iter time: 5.6623 [2020-11-13 22:37:46,959][root][INFO] - ===> Epoch[751](19517/26): Loss -0.8253, Sem 0.0585, dir -0.9811, norm 0.0973, swav 0.0000 LR: 3.498e-03 Score 97.866 Data time: 0.2738, Forward time: 2.2976, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 5.1128 [2020-11-13 22:37:53,617][root][INFO] - ===> Epoch[751](19518/26): Loss -0.8030, Sem 0.0684, dir -0.9782, norm 0.1068, swav 0.0000 LR: 3.491e-03 Score 97.573 Data time: 0.2870, Forward time: 2.2978, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 6.4992 [2020-11-13 22:37:59,035][root][INFO] - ===> Epoch[751](19519/26): Loss -0.8249, Sem 0.0528, dir -0.9810, norm 0.1033, swav 0.0000 LR: 3.485e-03 Score 98.041 Data time: 0.1792, Forward time: 2.2977, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.2387 [2020-11-13 22:38:05,230][root][INFO] - ===> Epoch[751](19520/26): Loss -0.8395, Sem 0.0531, dir -0.9807, norm 0.0881, swav 0.0000 LR: 3.478e-03 Score 98.063 Data time: 0.2018, Forward time: 2.2977, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 6.0611 [2020-11-13 22:38:12,167][root][INFO] - ===> Epoch[751](19521/26): Loss -0.8163, Sem 0.0607, dir -0.9805, norm 0.1035, swav 0.0000 LR: 3.472e-03 Score 97.761 Data time: 0.2673, Forward time: 2.2977, Backward time: 3.0769, DDP time: 0.0041, Total iter time: 6.8221 [2020-11-13 22:38:17,485][root][INFO] - ===> Epoch[751](19522/26): Loss -0.8232, Sem 0.0573, dir -0.9804, norm 0.1000, swav 0.0000 LR: 3.465e-03 Score 97.910 Data time: 0.2328, Forward time: 2.2977, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 5.1886 [2020-11-13 22:38:23,493][root][INFO] - ===> Epoch[751](19523/26): Loss -0.8208, Sem 0.0645, dir -0.9812, norm 0.0959, swav 0.0000 LR: 3.459e-03 Score 97.660 Data time: 0.2402, Forward time: 2.2978, Backward time: 3.0767, DDP time: 0.0041, Total iter time: 5.8474 [2020-11-13 22:38:28,625][root][INFO] - ===> Epoch[751](19524/26): Loss -0.8358, Sem 0.0579, dir -0.9846, norm 0.0909, swav 0.0000 LR: 3.452e-03 Score 97.901 Data time: 0.2094, Forward time: 2.2978, Backward time: 3.0766, DDP time: 0.0041, Total iter time: 5.0004 [2020-11-13 22:38:34,519][root][INFO] - ===> Epoch[751](19525/26): Loss -0.8292, Sem 0.0594, dir -0.9814, norm 0.0927, swav 0.0000 LR: 3.446e-03 Score 97.836 Data time: 0.2833, Forward time: 2.2979, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 5.7556 [2020-11-13 22:38:39,744][root][INFO] - ===> Epoch[751](19526/26): Loss -0.8375, Sem 0.0558, dir -0.9842, norm 0.0909, swav 0.0000 LR: 3.439e-03 Score 98.007 Data time: 0.1875, Forward time: 2.2979, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.0513 [2020-11-13 22:38:44,563][root][INFO] - ===> Epoch[751](19527/26): Loss -0.8136, Sem 0.0646, dir -0.9795, norm 0.1013, swav 0.0000 LR: 3.432e-03 Score 97.661 Data time: 0.1647, Forward time: 2.2979, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 4.7086 [2020-11-13 22:38:49,907][root][INFO] - ===> Epoch[751](19528/26): Loss -0.8169, Sem 0.0608, dir -0.9811, norm 0.1034, swav 0.0000 LR: 3.426e-03 Score 97.815 Data time: 0.1748, Forward time: 2.2978, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.2439 [2020-11-13 22:38:55,332][root][INFO] - ===> Epoch[751](19529/26): Loss -0.8139, Sem 0.0690, dir -0.9810, norm 0.0982, swav 0.0000 LR: 3.419e-03 Score 97.572 Data time: 0.1773, Forward time: 2.2977, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.3562 [2020-11-13 22:39:02,145][root][INFO] - ===> Epoch[751](19530/26): Loss -0.7941, Sem 0.0773, dir -0.9822, norm 0.1108, swav 0.0000 LR: 3.413e-03 Score 97.231 Data time: 0.2280, Forward time: 2.2977, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 6.7474 [2020-11-13 22:39:07,459][root][INFO] - ===> Epoch[751](19531/26): Loss -0.8119, Sem 0.0636, dir -0.9821, norm 0.1067, swav 0.0000 LR: 3.406e-03 Score 97.687 Data time: 0.2971, Forward time: 2.2978, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.1686 [2020-11-13 22:39:12,693][root][INFO] - ===> Epoch[751](19532/26): Loss -0.8512, Sem 0.0482, dir -0.9838, norm 0.0843, swav 0.0000 LR: 3.400e-03 Score 98.274 Data time: 0.2146, Forward time: 2.2978, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.0503 [2020-11-13 22:39:18,353][root][INFO] - ===> Epoch[752](19533/26): Loss -0.8235, Sem 0.0582, dir -0.9787, norm 0.0970, swav 0.0000 LR: 3.393e-03 Score 97.921 Data time: 0.2072, Forward time: 2.2978, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 5.5233 [2020-11-13 22:39:24,322][root][INFO] - ===> Epoch[752](19534/26): Loss -0.8184, Sem 0.0591, dir -0.9814, norm 0.1039, swav 0.0000 LR: 3.387e-03 Score 97.873 Data time: 0.1744, Forward time: 2.2977, Backward time: 3.0764, DDP time: 0.0041, Total iter time: 5.8205 [2020-11-13 22:39:30,740][root][INFO] - ===> Epoch[752](19535/26): Loss -0.8199, Sem 0.0652, dir -0.9819, norm 0.0968, swav 0.0000 LR: 3.380e-03 Score 97.590 Data time: 0.1738, Forward time: 2.2977, Backward time: 3.0765, DDP time: 0.0041, Total iter time: 6.3006 [2020-11-13 22:39:35,837][root][INFO] - ===> Epoch[752](19536/26): Loss -0.8161, Sem 0.0653, dir -0.9794, norm 0.0981, swav 0.0000 LR: 3.373e-03 Score 97.648 Data time: 0.2318, Forward time: 2.2977, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 4.9612 [2020-11-13 22:39:40,957][root][INFO] - ===> Epoch[752](19537/26): Loss -0.8198, Sem 0.0598, dir -0.9776, norm 0.0980, swav 0.0000 LR: 3.367e-03 Score 97.794 Data time: 0.2233, Forward time: 2.2977, Backward time: 3.0762, DDP time: 0.0041, Total iter time: 4.9740 [2020-11-13 22:39:47,178][root][INFO] - ===> Epoch[752](19538/26): Loss -0.8224, Sem 0.0576, dir -0.9796, norm 0.0996, swav 0.0000 LR: 3.360e-03 Score 97.960 Data time: 0.3208, Forward time: 2.2978, Backward time: 3.0762, DDP time: 0.0041, Total iter time: 6.1139 [2020-11-13 22:39:52,827][root][INFO] - ===> Epoch[752](19539/26): Loss -0.8173, Sem 0.0591, dir -0.9800, norm 0.1036, swav 0.0000 LR: 3.354e-03 Score 97.873 Data time: 0.2677, Forward time: 2.2979, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.5069 [2020-11-13 22:39:58,324][root][INFO] - ===> Epoch[752](19540/26): Loss -0.8264, Sem 0.0600, dir -0.9824, norm 0.0959, swav 0.0000 LR: 3.347e-03 Score 97.820 Data time: 0.2570, Forward time: 2.2980, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.3399 [2020-11-13 22:40:03,905][root][INFO] - ===> Epoch[752](19541/26): Loss -0.8244, Sem 0.0583, dir -0.9806, norm 0.0979, swav 0.0000 LR: 3.341e-03 Score 97.926 Data time: 0.2625, Forward time: 2.2981, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.4627 [2020-11-13 22:40:09,798][root][INFO] - ===> Epoch[752](19542/26): Loss -0.8070, Sem 0.0611, dir -0.9783, norm 0.1102, swav 0.0000 LR: 3.334e-03 Score 97.833 Data time: 0.1955, Forward time: 2.2981, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.7593 [2020-11-13 22:40:15,035][root][INFO] - ===> Epoch[752](19543/26): Loss -0.8431, Sem 0.0520, dir -0.9819, norm 0.0868, swav 0.0000 LR: 3.328e-03 Score 98.134 Data time: 0.1672, Forward time: 2.2980, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.1297 [2020-11-13 22:40:20,567][root][INFO] - ===> Epoch[752](19544/26): Loss -0.8272, Sem 0.0538, dir -0.9806, norm 0.0996, swav 0.0000 LR: 3.321e-03 Score 98.032 Data time: 0.1567, Forward time: 2.2979, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.4348 [2020-11-13 22:40:27,315][root][INFO] - ===> Epoch[752](19545/26): Loss -0.8193, Sem 0.0601, dir -0.9790, norm 0.0996, swav 0.0000 LR: 3.314e-03 Score 97.813 Data time: 0.2165, Forward time: 2.2979, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 6.6857 [2020-11-13 22:40:32,047][root][INFO] - ===> Epoch[752](19546/26): Loss -0.8325, Sem 0.0602, dir -0.9831, norm 0.0903, swav 0.0000 LR: 3.308e-03 Score 97.840 Data time: 0.1717, Forward time: 2.2979, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 4.5689 [2020-11-13 22:40:37,709][root][INFO] - ===> Epoch[752](19547/26): Loss -0.8180, Sem 0.0579, dir -0.9804, norm 0.1045, swav 0.0000 LR: 3.301e-03 Score 97.902 Data time: 0.1862, Forward time: 2.2978, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.5566 [2020-11-13 22:40:42,845][root][INFO] - ===> Epoch[752](19548/26): Loss -0.8036, Sem 0.0651, dir -0.9802, norm 0.1116, swav 0.0000 LR: 3.295e-03 Score 97.658 Data time: 0.2257, Forward time: 2.2979, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.0334 [2020-11-13 22:40:48,980][root][INFO] - ===> Epoch[752](19549/26): Loss -0.8301, Sem 0.0553, dir -0.9818, norm 0.0964, swav 0.0000 LR: 3.288e-03 Score 98.038 Data time: 0.2147, Forward time: 2.2979, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.9920 [2020-11-13 22:40:54,331][root][INFO] - ===> Epoch[752](19550/26): Loss -0.8150, Sem 0.0664, dir -0.9800, norm 0.0985, swav 0.0000 LR: 3.282e-03 Score 97.542 Data time: 0.1740, Forward time: 2.2978, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.2303 [2020-11-13 22:41:01,133][root][INFO] - ===> Epoch[752](19551/26): Loss -0.8109, Sem 0.0669, dir -0.9818, norm 0.1040, swav 0.0000 LR: 3.275e-03 Score 97.624 Data time: 0.3037, Forward time: 2.2979, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 6.7160 [2020-11-13 22:41:07,745][root][INFO] - ===> Epoch[752](19552/26): Loss -0.8015, Sem 0.0724, dir -0.9793, norm 0.1054, swav 0.0000 LR: 3.268e-03 Score 97.397 Data time: 0.3181, Forward time: 2.2981, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 6.4297 [2020-11-13 22:41:13,157][root][INFO] - ===> Epoch[752](19553/26): Loss -0.8341, Sem 0.0549, dir -0.9832, norm 0.0942, swav 0.0000 LR: 3.262e-03 Score 97.979 Data time: 0.2041, Forward time: 2.2981, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 5.2287 [2020-11-13 22:41:18,519][root][INFO] - ===> Epoch[752](19554/26): Loss -0.8233, Sem 0.0606, dir -0.9836, norm 0.0997, swav 0.0000 LR: 3.255e-03 Score 97.801 Data time: 0.2350, Forward time: 2.2981, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.2535 [2020-11-13 22:41:25,521][root][INFO] - ===> Epoch[752](19555/26): Loss -0.8214, Sem 0.0632, dir -0.9812, norm 0.0966, swav 0.0000 LR: 3.249e-03 Score 97.686 Data time: 0.2042, Forward time: 2.2981, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 6.8709 [2020-11-13 22:41:30,675][root][INFO] - ===> Epoch[752](19556/26): Loss -0.7991, Sem 0.0730, dir -0.9789, norm 0.1067, swav 0.0000 LR: 3.242e-03 Score 97.402 Data time: 0.2296, Forward time: 2.2982, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 4.9992 [2020-11-13 22:41:35,731][root][INFO] - ===> Epoch[752](19557/26): Loss -0.8142, Sem 0.0595, dir -0.9789, norm 0.1051, swav 0.0000 LR: 3.235e-03 Score 97.885 Data time: 0.2285, Forward time: 2.2982, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 4.9402 [2020-11-13 22:41:42,816][root][INFO] - ===> Epoch[752](19558/26): Loss -0.8319, Sem 0.0614, dir -0.9828, norm 0.0895, swav 0.0000 LR: 3.229e-03 Score 97.745 Data time: 0.3622, Forward time: 2.2984, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 6.9662 [2020-11-13 22:41:49,830][root][INFO] - ===> Epoch[753](19559/26): Loss -0.8420, Sem 0.0539, dir -0.9831, norm 0.0872, swav 0.0000 LR: 3.222e-03 Score 98.018 Data time: 0.2584, Forward time: 2.2985, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 6.8237 [2020-11-13 22:41:55,353][root][INFO] - ===> Epoch[753](19560/26): Loss -0.8152, Sem 0.0636, dir -0.9808, norm 0.1020, swav 0.0000 LR: 3.216e-03 Score 97.707 Data time: 0.2186, Forward time: 2.2985, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.4068 [2020-11-13 22:42:01,533][root][INFO] - ===> Epoch[753](19561/26): Loss -0.8188, Sem 0.0579, dir -0.9803, norm 0.1036, swav 0.0000 LR: 3.209e-03 Score 97.891 Data time: 0.2563, Forward time: 2.2985, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 6.0348 [2020-11-13 22:42:07,246][root][INFO] - ===> Epoch[753](19562/26): Loss -0.8262, Sem 0.0602, dir -0.9815, norm 0.0950, swav 0.0000 LR: 3.202e-03 Score 97.830 Data time: 0.2364, Forward time: 2.2986, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.5725 [2020-11-13 22:42:13,198][root][INFO] - ===> Epoch[753](19563/26): Loss -0.8113, Sem 0.0695, dir -0.9793, norm 0.0985, swav 0.0000 LR: 3.196e-03 Score 97.522 Data time: 0.2292, Forward time: 2.2986, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.8117 [2020-11-13 22:42:18,703][root][INFO] - ===> Epoch[753](19564/26): Loss -0.8367, Sem 0.0590, dir -0.9829, norm 0.0871, swav 0.0000 LR: 3.189e-03 Score 97.852 Data time: 0.1771, Forward time: 2.2985, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.3729 [2020-11-13 22:42:25,723][root][INFO] - ===> Epoch[753](19565/26): Loss -0.8095, Sem 0.0609, dir -0.9776, norm 0.1072, swav 0.0000 LR: 3.183e-03 Score 97.824 Data time: 0.1844, Forward time: 2.2985, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 6.9452 [2020-11-13 22:42:30,759][root][INFO] - ===> Epoch[753](19566/26): Loss -0.8037, Sem 0.0676, dir -0.9784, norm 0.1071, swav 0.0000 LR: 3.176e-03 Score 97.565 Data time: 0.2145, Forward time: 2.2985, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 4.9313 [2020-11-13 22:42:37,377][root][INFO] - ===> Epoch[753](19567/26): Loss -0.8089, Sem 0.0594, dir -0.9801, norm 0.1119, swav 0.0000 LR: 3.169e-03 Score 97.962 Data time: 0.2215, Forward time: 2.2984, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 6.5020 [2020-11-13 22:42:42,299][root][INFO] - ===> Epoch[753](19568/26): Loss -0.8336, Sem 0.0550, dir -0.9819, norm 0.0934, swav 0.0000 LR: 3.163e-03 Score 98.039 Data time: 0.1838, Forward time: 2.2984, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 4.8409 [2020-11-13 22:42:48,960][root][INFO] - ===> Epoch[753](19569/26): Loss -0.8166, Sem 0.0666, dir -0.9792, norm 0.0961, swav 0.0000 LR: 3.156e-03 Score 97.596 Data time: 0.1778, Forward time: 2.2984, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 6.5377 [2020-11-13 22:42:56,286][root][INFO] - ===> Epoch[753](19570/26): Loss -0.8340, Sem 0.0577, dir -0.9824, norm 0.0907, swav 0.0000 LR: 3.150e-03 Score 97.937 Data time: 0.1621, Forward time: 2.2983, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 7.2277 [2020-11-13 22:43:02,732][root][INFO] - ===> Epoch[753](19571/26): Loss -0.8322, Sem 0.0551, dir -0.9828, norm 0.0955, swav 0.0000 LR: 3.143e-03 Score 98.035 Data time: 0.3497, Forward time: 2.2985, Backward time: 3.0763, DDP time: 0.0041, Total iter time: 6.3503 [2020-11-13 22:43:07,660][root][INFO] - ===> Epoch[753](19572/26): Loss -0.8010, Sem 0.0620, dir -0.9761, norm 0.1131, swav 0.0000 LR: 3.136e-03 Score 97.860 Data time: 0.1995, Forward time: 2.2985, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 4.7594 [2020-11-13 22:43:12,940][root][INFO] - ===> Epoch[753](19573/26): Loss -0.8175, Sem 0.0605, dir -0.9817, norm 0.1036, swav 0.0000 LR: 3.130e-03 Score 97.813 Data time: 0.2068, Forward time: 2.2984, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 5.1583 [2020-11-13 22:43:18,535][root][INFO] - ===> Epoch[753](19574/26): Loss -0.8170, Sem 0.0617, dir -0.9829, norm 0.1042, swav 0.0000 LR: 3.123e-03 Score 97.766 Data time: 0.2029, Forward time: 2.2983, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 5.5163 [2020-11-13 22:43:23,783][root][INFO] - ===> Epoch[753](19575/26): Loss -0.8243, Sem 0.0590, dir -0.9811, norm 0.0978, swav 0.0000 LR: 3.117e-03 Score 97.829 Data time: 0.1723, Forward time: 2.2982, Backward time: 3.0761, DDP time: 0.0041, Total iter time: 5.2083 [2020-11-13 22:43:28,924][root][INFO] - ===> Epoch[753](19576/26): Loss -0.8314, Sem 0.0565, dir -0.9822, norm 0.0943, swav 0.0000 LR: 3.110e-03 Score 97.976 Data time: 0.2419, Forward time: 2.2983, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.0555 [2020-11-13 22:43:34,844][root][INFO] - ===> Epoch[753](19577/26): Loss -0.8265, Sem 0.0557, dir -0.9800, norm 0.0978, swav 0.0000 LR: 3.103e-03 Score 97.955 Data time: 0.1935, Forward time: 2.2983, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.7724 [2020-11-13 22:43:40,010][root][INFO] - ===> Epoch[753](19578/26): Loss -0.8222, Sem 0.0592, dir -0.9785, norm 0.0971, swav 0.0000 LR: 3.097e-03 Score 97.866 Data time: 0.2136, Forward time: 2.2982, Backward time: 3.0760, DDP time: 0.0041, Total iter time: 5.0472 [2020-11-13 22:43:45,984][root][INFO] - ===> Epoch[753](19579/26): Loss -0.8124, Sem 0.0641, dir -0.9776, norm 0.1011, swav 0.0000 LR: 3.090e-03 Score 97.681 Data time: 0.2738, Forward time: 2.2984, Backward time: 3.0759, DDP time: 0.0041, Total iter time: 5.8651 [2020-11-13 22:43:52,267][root][INFO] - ===> Epoch[753](19580/26): Loss -0.8306, Sem 0.0584, dir -0.9821, norm 0.0931, swav 0.0000 LR: 3.084e-03 Score 97.849 Data time: 0.2947, Forward time: 2.2985, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 6.1347 [2020-11-13 22:43:57,342][root][INFO] - ===> Epoch[753](19581/26): Loss -0.8186, Sem 0.0627, dir -0.9800, norm 0.0987, swav 0.0000 LR: 3.077e-03 Score 97.747 Data time: 0.1589, Forward time: 2.2984, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 4.9492 [2020-11-13 22:44:02,998][root][INFO] - ===> Epoch[753](19582/26): Loss -0.8192, Sem 0.0602, dir -0.9793, norm 0.1000, swav 0.0000 LR: 3.070e-03 Score 97.809 Data time: 0.2666, Forward time: 2.2985, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.6078 [2020-11-13 22:44:08,739][root][INFO] - ===> Epoch[753](19583/26): Loss -0.8164, Sem 0.0635, dir -0.9807, norm 0.1009, swav 0.0000 LR: 3.064e-03 Score 97.736 Data time: 0.2139, Forward time: 2.2984, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.5914 [2020-11-13 22:44:13,778][root][INFO] - ===> Epoch[753](19584/26): Loss -0.8093, Sem 0.0658, dir -0.9782, norm 0.1031, swav 0.0000 LR: 3.057e-03 Score 97.610 Data time: 0.1307, Forward time: 2.2983, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 4.9564 [2020-11-13 22:44:19,478][root][INFO] - ===> Epoch[754](19585/26): Loss -0.8218, Sem 0.0646, dir -0.9810, norm 0.0946, swav 0.0000 LR: 3.050e-03 Score 97.647 Data time: 0.2546, Forward time: 2.2983, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.6600 [2020-11-13 22:44:25,518][root][INFO] - ===> Epoch[754](19586/26): Loss -0.8171, Sem 0.0623, dir -0.9806, norm 0.1012, swav 0.0000 LR: 3.044e-03 Score 97.792 Data time: 0.2618, Forward time: 2.2985, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.8834 [2020-11-13 22:44:32,132][root][INFO] - ===> Epoch[754](19587/26): Loss -0.8171, Sem 0.0620, dir -0.9812, norm 0.1021, swav 0.0000 LR: 3.037e-03 Score 97.758 Data time: 0.1869, Forward time: 2.2984, Backward time: 3.0758, DDP time: 0.0041, Total iter time: 6.4760 [2020-11-13 22:44:38,169][root][INFO] - ===> Epoch[754](19588/26): Loss -0.8267, Sem 0.0582, dir -0.9798, norm 0.0948, swav 0.0000 LR: 3.030e-03 Score 97.902 Data time: 0.2904, Forward time: 2.2985, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.9517 [2020-11-13 22:44:43,223][root][INFO] - ===> Epoch[754](19589/26): Loss -0.8160, Sem 0.0587, dir -0.9801, norm 0.1053, swav 0.0000 LR: 3.024e-03 Score 97.870 Data time: 0.2005, Forward time: 2.2985, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 4.9367 [2020-11-13 22:44:49,016][root][INFO] - ===> Epoch[754](19590/26): Loss -0.8204, Sem 0.0652, dir -0.9824, norm 0.0967, swav 0.0000 LR: 3.017e-03 Score 97.566 Data time: 0.1985, Forward time: 2.2985, Backward time: 3.0757, DDP time: 0.0041, Total iter time: 5.6753 [2020-11-13 22:44:55,048][root][INFO] - ===> Epoch[754](19591/26): Loss -0.8276, Sem 0.0559, dir -0.9815, norm 0.0980, swav 0.0000 LR: 3.011e-03 Score 97.979 Data time: 0.2706, Forward time: 2.2986, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 5.9338 [2020-11-13 22:45:00,425][root][INFO] - ===> Epoch[754](19592/26): Loss -0.8309, Sem 0.0607, dir -0.9823, norm 0.0908, swav 0.0000 LR: 3.004e-03 Score 97.715 Data time: 0.2217, Forward time: 2.2986, Backward time: 3.0755, DDP time: 0.0041, Total iter time: 5.2461 [2020-11-13 22:45:05,790][root][INFO] - ===> Epoch[754](19593/26): Loss -0.8202, Sem 0.0627, dir -0.9816, norm 0.0987, swav 0.0000 LR: 2.997e-03 Score 97.810 Data time: 0.2648, Forward time: 2.2986, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.2535 [2020-11-13 22:45:14,191][root][INFO] - ===> Epoch[754](19594/26): Loss -0.8248, Sem 0.0550, dir -0.9811, norm 0.1014, swav 0.0000 LR: 2.991e-03 Score 98.015 Data time: 0.4057, Forward time: 2.2990, Backward time: 3.0755, DDP time: 0.0041, Total iter time: 8.2621 [2020-11-13 22:45:20,975][root][INFO] - ===> Epoch[754](19595/26): Loss -0.8155, Sem 0.0614, dir -0.9783, norm 0.1014, swav 0.0000 LR: 2.984e-03 Score 97.756 Data time: 0.3086, Forward time: 2.2991, Backward time: 3.0756, DDP time: 0.0041, Total iter time: 6.6212 [2020-11-13 22:45:26,956][root][INFO] - ===> Epoch[754](19596/26): Loss -0.8152, Sem 0.0615, dir -0.9768, norm 0.1001, swav 0.0000 LR: 2.977e-03 Score 97.815 Data time: 0.2331, Forward time: 2.2991, Backward time: 3.0755, DDP time: 0.0041, Total iter time: 5.7987 [2020-11-13 22:45:31,891][root][INFO] - ===> Epoch[754](19597/26): Loss -0.8292, Sem 0.0570, dir -0.9817, norm 0.0955, swav 0.0000 LR: 2.971e-03 Score 97.888 Data time: 0.2297, Forward time: 2.2991, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 4.7871 [2020-11-13 22:45:37,053][root][INFO] - ===> Epoch[754](19598/26): Loss -0.8199, Sem 0.0601, dir -0.9817, norm 0.1017, swav 0.0000 LR: 2.964e-03 Score 97.822 Data time: 0.2505, Forward time: 2.2992, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 5.0288 [2020-11-13 22:45:42,018][root][INFO] - ===> Epoch[754](19599/26): Loss -0.8280, Sem 0.0570, dir -0.9853, norm 0.1003, swav 0.0000 LR: 2.957e-03 Score 97.918 Data time: 0.2338, Forward time: 2.2992, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 4.8148 [2020-11-13 22:45:49,250][root][INFO] - ===> Epoch[754](19600/26): Loss -0.8130, Sem 0.0604, dir -0.9800, norm 0.1066, swav 0.0000 LR: 2.951e-03 Score 97.803 Data time: 0.2220, Forward time: 2.2993, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 7.1076 [2020-11-13 22:45:55,850][root][INFO] - ===> Epoch[754](19601/26): Loss -0.8270, Sem 0.0605, dir -0.9835, norm 0.0960, swav 0.0000 LR: 2.944e-03 Score 97.829 Data time: 0.2463, Forward time: 2.2994, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 6.4696 [2020-11-13 22:46:00,919][root][INFO] - ===> Epoch[754](19602/26): Loss -0.8363, Sem 0.0559, dir -0.9810, norm 0.0889, swav 0.0000 LR: 2.937e-03 Score 97.961 Data time: 0.1708, Forward time: 2.2993, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 4.9422 [2020-11-13 22:46:06,451][root][INFO] - ===> Epoch[754](19603/26): Loss -0.8150, Sem 0.0617, dir -0.9769, norm 0.1001, swav 0.0000 LR: 2.931e-03 Score 97.813 Data time: 0.2430, Forward time: 2.2993, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 5.4439 [2020-11-13 22:46:11,483][root][INFO] - ===> Epoch[754](19604/26): Loss -0.8320, Sem 0.0566, dir -0.9798, norm 0.0913, swav 0.0000 LR: 2.924e-03 Score 97.982 Data time: 0.2458, Forward time: 2.2993, Backward time: 3.0751, DDP time: 0.0041, Total iter time: 4.8983 [2020-11-13 22:46:17,135][root][INFO] - ===> Epoch[754](19605/26): Loss -0.8081, Sem 0.0652, dir -0.9803, norm 0.1069, swav 0.0000 LR: 2.917e-03 Score 97.675 Data time: 0.2051, Forward time: 2.2993, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.5242 [2020-11-13 22:46:22,061][root][INFO] - ===> Epoch[754](19606/26): Loss -0.8124, Sem 0.0677, dir -0.9819, norm 0.1018, swav 0.0000 LR: 2.911e-03 Score 97.492 Data time: 0.1911, Forward time: 2.2993, Backward time: 3.0749, DDP time: 0.0041, Total iter time: 4.7905 [2020-11-13 22:46:28,645][root][INFO] - ===> Epoch[754](19607/26): Loss -0.8188, Sem 0.0617, dir -0.9793, norm 0.0987, swav 0.0000 LR: 2.904e-03 Score 97.764 Data time: 0.2177, Forward time: 2.2993, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 6.4504 [2020-11-13 22:46:33,888][root][INFO] - ===> Epoch[754](19608/26): Loss -0.8233, Sem 0.0597, dir -0.9828, norm 0.0998, swav 0.0000 LR: 2.897e-03 Score 97.802 Data time: 0.1769, Forward time: 2.2992, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.1209 [2020-11-13 22:46:39,734][root][INFO] - ===> Epoch[754](19609/26): Loss -0.8225, Sem 0.0617, dir -0.9807, norm 0.0965, swav 0.0000 LR: 2.891e-03 Score 97.791 Data time: 0.2324, Forward time: 2.2993, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.7121 [2020-11-13 22:46:45,703][root][INFO] - ===> Epoch[754](19610/26): Loss -0.8207, Sem 0.0570, dir -0.9788, norm 0.1011, swav 0.0000 LR: 2.884e-03 Score 97.977 Data time: 0.2949, Forward time: 2.2994, Backward time: 3.0749, DDP time: 0.0041, Total iter time: 5.7980 [2020-11-13 22:46:51,144][root][INFO] - ===> Epoch[755](19611/26): Loss -0.8103, Sem 0.0632, dir -0.9793, norm 0.1058, swav 0.0000 LR: 2.877e-03 Score 97.717 Data time: 0.2195, Forward time: 2.2994, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 5.2841 [2020-11-13 22:46:56,210][root][INFO] - ===> Epoch[755](19612/26): Loss -0.8168, Sem 0.0604, dir -0.9789, norm 0.1017, swav 0.0000 LR: 2.871e-03 Score 97.867 Data time: 0.1982, Forward time: 2.2994, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 4.9322 [2020-11-13 22:47:02,137][root][INFO] - ===> Epoch[755](19613/26): Loss -0.8085, Sem 0.0670, dir -0.9811, norm 0.1055, swav 0.0000 LR: 2.864e-03 Score 97.594 Data time: 0.2039, Forward time: 2.2994, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 5.8160 [2020-11-13 22:47:06,773][root][INFO] - ===> Epoch[755](19614/26): Loss -0.8206, Sem 0.0643, dir -0.9814, norm 0.0964, swav 0.0000 LR: 2.857e-03 Score 97.648 Data time: 0.1711, Forward time: 2.2993, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 4.4787 [2020-11-13 22:47:12,627][root][INFO] - ===> Epoch[755](19615/26): Loss -0.8118, Sem 0.0630, dir -0.9770, norm 0.1022, swav 0.0000 LR: 2.851e-03 Score 97.695 Data time: 0.2345, Forward time: 2.2993, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 5.7962 [2020-11-13 22:47:17,916][root][INFO] - ===> Epoch[755](19616/26): Loss -0.8324, Sem 0.0529, dir -0.9835, norm 0.0983, swav 0.0000 LR: 2.844e-03 Score 98.103 Data time: 0.2150, Forward time: 2.2993, Backward time: 3.0745, DDP time: 0.0041, Total iter time: 5.1522 [2020-11-13 22:47:23,429][root][INFO] - ===> Epoch[755](19617/26): Loss -0.8238, Sem 0.0607, dir -0.9827, norm 0.0983, swav 0.0000 LR: 2.837e-03 Score 97.787 Data time: 0.2353, Forward time: 2.2994, Backward time: 3.0745, DDP time: 0.0041, Total iter time: 5.3905 [2020-11-13 22:47:29,276][root][INFO] - ===> Epoch[755](19618/26): Loss -0.8220, Sem 0.0576, dir -0.9803, norm 0.1007, swav 0.0000 LR: 2.831e-03 Score 97.898 Data time: 0.2719, Forward time: 2.2994, Backward time: 3.0744, DDP time: 0.0041, Total iter time: 5.7139 [2020-11-13 22:47:35,751][root][INFO] - ===> Epoch[755](19619/26): Loss -0.8172, Sem 0.0562, dir -0.9812, norm 0.1078, swav 0.0000 LR: 2.824e-03 Score 98.019 Data time: 0.3262, Forward time: 2.2995, Backward time: 3.0744, DDP time: 0.0041, Total iter time: 6.3594 [2020-11-13 22:47:41,767][root][INFO] - ===> Epoch[755](19620/26): Loss -0.8252, Sem 0.0589, dir -0.9813, norm 0.0972, swav 0.0000 LR: 2.817e-03 Score 97.909 Data time: 0.2741, Forward time: 2.2997, Backward time: 3.0743, DDP time: 0.0041, Total iter time: 5.8417 [2020-11-13 22:47:47,802][root][INFO] - ===> Epoch[755](19621/26): Loss -0.8151, Sem 0.0579, dir -0.9753, norm 0.1023, swav 0.0000 LR: 2.811e-03 Score 97.947 Data time: 0.2978, Forward time: 2.2997, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 5.9262 [2020-11-13 22:47:52,865][root][INFO] - ===> Epoch[755](19622/26): Loss -0.8233, Sem 0.0613, dir -0.9829, norm 0.0983, swav 0.0000 LR: 2.804e-03 Score 97.835 Data time: 0.1620, Forward time: 2.2997, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 4.9400 [2020-11-13 22:47:58,245][root][INFO] - ===> Epoch[755](19623/26): Loss -0.8151, Sem 0.0606, dir -0.9753, norm 0.0996, swav 0.0000 LR: 2.797e-03 Score 97.760 Data time: 0.1861, Forward time: 2.2996, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 5.2567 [2020-11-13 22:48:03,903][root][INFO] - ===> Epoch[755](19624/26): Loss -0.8323, Sem 0.0597, dir -0.9819, norm 0.0899, swav 0.0000 LR: 2.790e-03 Score 97.803 Data time: 0.2552, Forward time: 2.2996, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 5.4966 [2020-11-13 22:48:10,237][root][INFO] - ===> Epoch[755](19625/26): Loss -0.8392, Sem 0.0530, dir -0.9847, norm 0.0925, swav 0.0000 LR: 2.784e-03 Score 98.137 Data time: 0.3130, Forward time: 2.2998, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 6.2012 [2020-11-13 22:48:14,946][root][INFO] - ===> Epoch[755](19626/26): Loss -0.8125, Sem 0.0623, dir -0.9792, norm 0.1044, swav 0.0000 LR: 2.777e-03 Score 97.718 Data time: 0.1809, Forward time: 2.2997, Backward time: 3.0739, DDP time: 0.0041, Total iter time: 4.5778 [2020-11-13 22:48:20,185][root][INFO] - ===> Epoch[755](19627/26): Loss -0.8289, Sem 0.0593, dir -0.9835, norm 0.0952, swav 0.0000 LR: 2.770e-03 Score 97.838 Data time: 0.1788, Forward time: 2.2997, Backward time: 3.0739, DDP time: 0.0041, Total iter time: 5.1214 [2020-11-13 22:48:26,140][root][INFO] - ===> Epoch[755](19628/26): Loss -0.8227, Sem 0.0628, dir -0.9806, norm 0.0951, swav 0.0000 LR: 2.764e-03 Score 97.782 Data time: 0.1610, Forward time: 2.2996, Backward time: 3.0740, DDP time: 0.0041, Total iter time: 5.8226 [2020-11-13 22:48:31,970][root][INFO] - ===> Epoch[755](19629/26): Loss -0.8276, Sem 0.0549, dir -0.9813, norm 0.0988, swav 0.0000 LR: 2.757e-03 Score 98.005 Data time: 0.2301, Forward time: 2.2997, Backward time: 3.0740, DDP time: 0.0041, Total iter time: 5.7364 [2020-11-13 22:48:37,486][root][INFO] - ===> Epoch[755](19630/26): Loss -0.8098, Sem 0.0580, dir -0.9730, norm 0.1053, swav 0.0000 LR: 2.750e-03 Score 97.932 Data time: 0.1396, Forward time: 2.2995, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 5.3702 [2020-11-13 22:48:42,947][root][INFO] - ===> Epoch[755](19631/26): Loss -0.8206, Sem 0.0678, dir -0.9824, norm 0.0940, swav 0.0000 LR: 2.744e-03 Score 97.478 Data time: 0.1755, Forward time: 2.2995, Backward time: 3.0741, DDP time: 0.0041, Total iter time: 5.3738 [2020-11-13 22:48:48,985][root][INFO] - ===> Epoch[755](19632/26): Loss -0.8171, Sem 0.0631, dir -0.9816, norm 0.1014, swav 0.0000 LR: 2.737e-03 Score 97.740 Data time: 0.1834, Forward time: 2.2994, Backward time: 3.0742, DDP time: 0.0041, Total iter time: 5.9368 [2020-11-13 22:48:55,879][root][INFO] - ===> Epoch[755](19633/26): Loss -0.8156, Sem 0.0645, dir -0.9823, norm 0.1022, swav 0.0000 LR: 2.730e-03 Score 97.631 Data time: 0.2001, Forward time: 2.2994, Backward time: 3.0743, DDP time: 0.0041, Total iter time: 6.7378 [2020-11-13 22:49:02,803][root][INFO] - ===> Epoch[755](19634/26): Loss -0.8351, Sem 0.0534, dir -0.9821, norm 0.0936, swav 0.0000 LR: 2.723e-03 Score 98.066 Data time: 0.1865, Forward time: 2.2994, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 6.8156 [2020-11-13 22:49:07,832][root][INFO] - ===> Epoch[755](19635/26): Loss -0.8251, Sem 0.0618, dir -0.9816, norm 0.0946, swav 0.0000 LR: 2.717e-03 Score 97.775 Data time: 0.1558, Forward time: 2.2993, Backward time: 3.0745, DDP time: 0.0041, Total iter time: 4.8983 [2020-11-13 22:49:13,193][root][INFO] - ===> Epoch[755](19636/26): Loss -0.8153, Sem 0.0610, dir -0.9783, norm 0.1020, swav 0.0000 LR: 2.710e-03 Score 97.782 Data time: 0.2035, Forward time: 2.2993, Backward time: 3.0745, DDP time: 0.0041, Total iter time: 5.2445 [2020-11-13 22:49:18,564][root][INFO] - ===> Epoch[756](19637/26): Loss -0.8269, Sem 0.0612, dir -0.9816, norm 0.0935, swav 0.0000 LR: 2.703e-03 Score 97.776 Data time: 0.1744, Forward time: 2.2992, Backward time: 3.0745, DDP time: 0.0041, Total iter time: 5.2483 [2020-11-13 22:49:24,474][root][INFO] - ===> Epoch[756](19638/26): Loss -0.8069, Sem 0.0672, dir -0.9793, norm 0.1053, swav 0.0000 LR: 2.697e-03 Score 97.664 Data time: 0.1463, Forward time: 2.2991, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 5.8023 [2020-11-13 22:49:30,696][root][INFO] - ===> Epoch[756](19639/26): Loss -0.8350, Sem 0.0580, dir -0.9833, norm 0.0903, swav 0.0000 LR: 2.690e-03 Score 97.902 Data time: 0.2529, Forward time: 2.2991, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 6.1304 [2020-11-13 22:49:36,942][root][INFO] - ===> Epoch[756](19640/26): Loss -0.8245, Sem 0.0636, dir -0.9810, norm 0.0929, swav 0.0000 LR: 2.683e-03 Score 97.686 Data time: 0.1903, Forward time: 2.2991, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 6.1464 [2020-11-13 22:49:42,947][root][INFO] - ===> Epoch[756](19641/26): Loss -0.8149, Sem 0.0635, dir -0.9817, norm 0.1033, swav 0.0000 LR: 2.676e-03 Score 97.727 Data time: 0.1892, Forward time: 2.2990, Backward time: 3.0749, DDP time: 0.0041, Total iter time: 5.8699 [2020-11-13 22:49:49,975][root][INFO] - ===> Epoch[756](19642/26): Loss -0.8264, Sem 0.0633, dir -0.9810, norm 0.0913, swav 0.0000 LR: 2.670e-03 Score 97.790 Data time: 0.2616, Forward time: 2.2991, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 6.8847 [2020-11-13 22:49:55,589][root][INFO] - ===> Epoch[756](19643/26): Loss -0.8356, Sem 0.0562, dir -0.9835, norm 0.0917, swav 0.0000 LR: 2.663e-03 Score 97.981 Data time: 0.1113, Forward time: 2.2989, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 5.4657 [2020-11-13 22:50:03,194][root][INFO] - ===> Epoch[756](19644/26): Loss -0.8071, Sem 0.0651, dir -0.9771, norm 0.1049, swav 0.0000 LR: 2.656e-03 Score 97.705 Data time: 0.2298, Forward time: 2.2989, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 7.5381 [2020-11-13 22:50:08,519][root][INFO] - ===> Epoch[756](19645/26): Loss -0.8279, Sem 0.0581, dir -0.9795, norm 0.0935, swav 0.0000 LR: 2.649e-03 Score 97.925 Data time: 0.1913, Forward time: 2.2990, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.1635 [2020-11-13 22:50:13,919][root][INFO] - ===> Epoch[756](19646/26): Loss -0.8226, Sem 0.0616, dir -0.9806, norm 0.0964, swav 0.0000 LR: 2.643e-03 Score 97.794 Data time: 0.1842, Forward time: 2.2989, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.2828 [2020-11-13 22:50:19,654][root][INFO] - ===> Epoch[756](19647/26): Loss -0.8087, Sem 0.0652, dir -0.9798, norm 0.1059, swav 0.0000 LR: 2.636e-03 Score 97.631 Data time: 0.1610, Forward time: 2.2988, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.6578 [2020-11-13 22:50:25,779][root][INFO] - ===> Epoch[756](19648/26): Loss -0.8070, Sem 0.0696, dir -0.9814, norm 0.1048, swav 0.0000 LR: 2.629e-03 Score 97.462 Data time: 0.2393, Forward time: 2.2988, Backward time: 3.0755, DDP time: 0.0041, Total iter time: 6.0074 [2020-11-13 22:50:30,631][root][INFO] - ===> Epoch[756](19649/26): Loss -0.8280, Sem 0.0596, dir -0.9803, norm 0.0927, swav 0.0000 LR: 2.622e-03 Score 97.837 Data time: 0.2138, Forward time: 2.2988, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 4.7242 [2020-11-13 22:50:36,505][root][INFO] - ===> Epoch[756](19650/26): Loss -0.8243, Sem 0.0591, dir -0.9809, norm 0.0976, swav 0.0000 LR: 2.616e-03 Score 97.902 Data time: 0.2008, Forward time: 2.2988, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.7120 [2020-11-13 22:50:42,006][root][INFO] - ===> Epoch[756](19651/26): Loss -0.8338, Sem 0.0584, dir -0.9802, norm 0.0880, swav 0.0000 LR: 2.609e-03 Score 97.886 Data time: 0.1987, Forward time: 2.2988, Backward time: 3.0753, DDP time: 0.0041, Total iter time: 5.3572 [2020-11-13 22:50:46,581][root][INFO] - ===> Epoch[756](19652/26): Loss -0.8308, Sem 0.0543, dir -0.9819, norm 0.0968, swav 0.0000 LR: 2.602e-03 Score 98.051 Data time: 0.2577, Forward time: 2.2988, Backward time: 3.0752, DDP time: 0.0041, Total iter time: 4.4179 [2020-11-13 22:50:51,593][root][INFO] - ===> Epoch[756](19653/26): Loss -0.8260, Sem 0.0634, dir -0.9813, norm 0.0919, swav 0.0000 LR: 2.596e-03 Score 97.672 Data time: 0.2275, Forward time: 2.2988, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 4.8969 [2020-11-13 22:50:57,546][root][INFO] - ===> Epoch[756](19654/26): Loss -0.8139, Sem 0.0673, dir -0.9799, norm 0.0987, swav 0.0000 LR: 2.589e-03 Score 97.624 Data time: 0.1970, Forward time: 2.2988, Backward time: 3.0751, DDP time: 0.0041, Total iter time: 5.8147 [2020-11-13 22:51:03,019][root][INFO] - ===> Epoch[756](19655/26): Loss -0.8250, Sem 0.0578, dir -0.9830, norm 0.1001, swav 0.0000 LR: 2.582e-03 Score 97.912 Data time: 0.1593, Forward time: 2.2987, Backward time: 3.0751, DDP time: 0.0041, Total iter time: 5.3486 [2020-11-13 22:51:07,971][root][INFO] - ===> Epoch[756](19656/26): Loss -0.8182, Sem 0.0651, dir -0.9791, norm 0.0958, swav 0.0000 LR: 2.575e-03 Score 97.676 Data time: 0.2246, Forward time: 2.2987, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 4.8638 [2020-11-13 22:51:13,423][root][INFO] - ===> Epoch[756](19657/26): Loss -0.8232, Sem 0.0630, dir -0.9804, norm 0.0942, swav 0.0000 LR: 2.568e-03 Score 97.759 Data time: 0.1830, Forward time: 2.2986, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.3183 [2020-11-13 22:51:18,831][root][INFO] - ===> Epoch[756](19658/26): Loss -0.8239, Sem 0.0553, dir -0.9809, norm 0.1016, swav 0.0000 LR: 2.562e-03 Score 97.945 Data time: 0.2489, Forward time: 2.2987, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 5.2820 [2020-11-13 22:51:24,246][root][INFO] - ===> Epoch[756](19659/26): Loss -0.8226, Sem 0.0600, dir -0.9811, norm 0.0986, swav 0.0000 LR: 2.555e-03 Score 97.810 Data time: 0.2321, Forward time: 2.2987, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 5.2875 [2020-11-13 22:51:29,767][root][INFO] - ===> Epoch[756](19660/26): Loss -0.8206, Sem 0.0623, dir -0.9822, norm 0.0993, swav 0.0000 LR: 2.548e-03 Score 97.777 Data time: 0.1934, Forward time: 2.2987, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 5.4002 [2020-11-13 22:51:35,974][root][INFO] - ===> Epoch[756](19661/26): Loss -0.8164, Sem 0.0641, dir -0.9804, norm 0.0999, swav 0.0000 LR: 2.541e-03 Score 97.687 Data time: 0.2095, Forward time: 2.2987, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 6.0593 [2020-11-13 22:51:41,262][root][INFO] - ===> Epoch[756](19662/26): Loss -0.8234, Sem 0.0575, dir -0.9793, norm 0.0984, swav 0.0000 LR: 2.535e-03 Score 97.888 Data time: 0.2033, Forward time: 2.2987, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 5.1630 [2020-11-13 22:51:47,775][root][INFO] - ===> Epoch[757](19663/26): Loss -0.8108, Sem 0.0622, dir -0.9812, norm 0.1082, swav 0.0000 LR: 2.528e-03 Score 97.735 Data time: 0.1481, Forward time: 2.2986, Backward time: 3.0749, DDP time: 0.0041, Total iter time: 6.3789 [2020-11-13 22:51:53,199][root][INFO] - ===> Epoch[757](19664/26): Loss -0.8093, Sem 0.0640, dir -0.9796, norm 0.1062, swav 0.0000 LR: 2.521e-03 Score 97.650 Data time: 0.1732, Forward time: 2.2985, Backward time: 3.0750, DDP time: 0.0041, Total iter time: 5.3766 [2020-11-13 22:51:57,995][root][INFO] - ===> Epoch[757](19665/26): Loss -0.8173, Sem 0.0567, dir -0.9789, norm 0.1049, swav 0.0000 LR: 2.514e-03 Score 97.909 Data time: 0.2151, Forward time: 2.2985, Backward time: 3.0748, DDP time: 0.0041, Total iter time: 4.6719 [2020-11-13 22:52:04,023][root][INFO] - ===> Epoch[757](19666/26): Loss -0.8223, Sem 0.0587, dir -0.9821, norm 0.1011, swav 0.0000 LR: 2.508e-03 Score 97.918 Data time: 0.2911, Forward time: 2.2987, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 5.8893 [2020-11-13 22:52:09,988][root][INFO] - ===> Epoch[757](19667/26): Loss -0.8156, Sem 0.0634, dir -0.9809, norm 0.1019, swav 0.0000 LR: 2.501e-03 Score 97.720 Data time: 0.2796, Forward time: 2.2988, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 5.8076 [2020-11-13 22:52:15,794][root][INFO] - ===> Epoch[757](19668/26): Loss -0.8246, Sem 0.0631, dir -0.9828, norm 0.0951, swav 0.0000 LR: 2.494e-03 Score 97.685 Data time: 0.2557, Forward time: 2.2989, Backward time: 3.0745, DDP time: 0.0041, Total iter time: 5.6583 [2020-11-13 22:52:21,595][root][INFO] - ===> Epoch[757](19669/26): Loss -0.8384, Sem 0.0547, dir -0.9841, norm 0.0910, swav 0.0000 LR: 2.487e-03 Score 98.000 Data time: 0.1890, Forward time: 2.2988, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 5.6491 [2020-11-13 22:52:27,707][root][INFO] - ===> Epoch[757](19670/26): Loss -0.8245, Sem 0.0587, dir -0.9816, norm 0.0984, swav 0.0000 LR: 2.480e-03 Score 97.901 Data time: 0.2636, Forward time: 2.2989, Backward time: 3.0746, DDP time: 0.0041, Total iter time: 6.0264 [2020-11-13 22:52:34,782][root][INFO] - ===> Epoch[757](19671/26): Loss -0.8231, Sem 0.0633, dir -0.9810, norm 0.0947, swav 0.0000 LR: 2.474e-03 Score 97.712 Data time: 0.2239, Forward time: 2.2989, Backward time: 3.0747, DDP time: 0.0041, Total iter time: 6.9038 [2020-11-13 22:52:40,971][root][INFO] - ===> Epoch[757](19672/26): Loss -0.8071, Sem 0.0707, dir -0.9821, norm 0.1043, swav 0.0000 LR: 2.467e-03 Score 97.415 Data time: 0.2144, Forward time: 2.2989, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 6.0023 [2020-11-13 22:52:47,261][root][INFO] - ===> Epoch[757](19673/26): Loss -0.8429, Sem 0.0508, dir -0.9799, norm 0.0862, swav 0.0000 LR: 2.460e-03 Score 98.212 Data time: 0.1711, Forward time: 2.2989, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 6.1350 [2020-11-13 22:52:52,246][root][INFO] - ===> Epoch[757](19674/26): Loss -0.8196, Sem 0.0621, dir -0.9780, norm 0.0963, swav 0.0000 LR: 2.453e-03 Score 97.746 Data time: 0.1049, Forward time: 2.2987, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 4.8359 [2020-11-13 22:52:59,069][root][INFO] - ===> Epoch[757](19675/26): Loss -0.7957, Sem 0.0706, dir -0.9810, norm 0.1147, swav 0.0000 LR: 2.446e-03 Score 97.505 Data time: 0.1585, Forward time: 2.2986, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 6.7807 [2020-11-13 22:53:05,109][root][INFO] - ===> Epoch[757](19676/26): Loss -0.8308, Sem 0.0559, dir -0.9818, norm 0.0950, swav 0.0000 LR: 2.440e-03 Score 98.012 Data time: 0.2436, Forward time: 2.2987, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 5.9266 [2020-11-13 22:53:10,241][root][INFO] - ===> Epoch[757](19677/26): Loss -0.8136, Sem 0.0658, dir -0.9790, norm 0.0996, swav 0.0000 LR: 2.433e-03 Score 97.641 Data time: 0.2355, Forward time: 2.2987, Backward time: 3.0751, DDP time: 0.0042, Total iter time: 4.9649 [2020-11-13 22:53:17,903][root][INFO] - ===> Epoch[757](19678/26): Loss -0.8081, Sem 0.0614, dir -0.9814, norm 0.1119, swav 0.0000 LR: 2.426e-03 Score 97.898 Data time: 0.1999, Forward time: 2.2987, Backward time: 3.0754, DDP time: 0.0042, Total iter time: 7.5488 [2020-11-13 22:53:22,768][root][INFO] - ===> Epoch[757](19679/26): Loss -0.8247, Sem 0.0569, dir -0.9815, norm 0.0999, swav 0.0000 LR: 2.419e-03 Score 97.932 Data time: 0.2318, Forward time: 2.2987, Backward time: 3.0752, DDP time: 0.0042, Total iter time: 4.6648 [2020-11-13 22:53:27,957][root][INFO] - ===> Epoch[757](19680/26): Loss -0.8197, Sem 0.0619, dir -0.9797, norm 0.0981, swav 0.0000 LR: 2.412e-03 Score 97.734 Data time: 0.2105, Forward time: 2.2987, Backward time: 3.0751, DDP time: 0.0042, Total iter time: 5.0492 [2020-11-13 22:53:33,583][root][INFO] - ===> Epoch[757](19681/26): Loss -0.8428, Sem 0.0525, dir -0.9836, norm 0.0883, swav 0.0000 LR: 2.406e-03 Score 98.084 Data time: 0.2314, Forward time: 2.2987, Backward time: 3.0751, DDP time: 0.0042, Total iter time: 5.4647 [2020-11-13 22:53:38,833][root][INFO] - ===> Epoch[757](19682/26): Loss -0.8050, Sem 0.0721, dir -0.9781, norm 0.1010, swav 0.0000 LR: 2.399e-03 Score 97.297 Data time: 0.1804, Forward time: 2.2987, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 5.1292 [2020-11-13 22:53:44,133][root][INFO] - ===> Epoch[757](19683/26): Loss -0.8039, Sem 0.0597, dir -0.9783, norm 0.1147, swav 0.0000 LR: 2.392e-03 Score 97.869 Data time: 0.2062, Forward time: 2.2987, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 5.1497 [2020-11-13 22:53:49,001][root][INFO] - ===> Epoch[757](19684/26): Loss -0.8143, Sem 0.0627, dir -0.9786, norm 0.1016, swav 0.0000 LR: 2.385e-03 Score 97.680 Data time: 0.2374, Forward time: 2.2987, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 4.7452 [2020-11-13 22:53:54,245][root][INFO] - ===> Epoch[757](19685/26): Loss -0.8378, Sem 0.0533, dir -0.9807, norm 0.0896, swav 0.0000 LR: 2.378e-03 Score 98.024 Data time: 0.2468, Forward time: 2.2988, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 5.0778 [2020-11-13 22:53:59,291][root][INFO] - ===> Epoch[757](19686/26): Loss -0.8213, Sem 0.0579, dir -0.9783, norm 0.0991, swav 0.0000 LR: 2.372e-03 Score 97.870 Data time: 0.2280, Forward time: 2.2988, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 4.8805 [2020-11-13 22:54:04,274][root][INFO] - ===> Epoch[757](19687/26): Loss -0.8281, Sem 0.0571, dir -0.9830, norm 0.0977, swav 0.0000 LR: 2.365e-03 Score 97.876 Data time: 0.1926, Forward time: 2.2987, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 4.8706 [2020-11-13 22:54:09,897][root][INFO] - ===> Epoch[757](19688/26): Loss -0.8265, Sem 0.0666, dir -0.9816, norm 0.0885, swav 0.0000 LR: 2.358e-03 Score 97.648 Data time: 0.2306, Forward time: 2.2987, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.4940 [2020-11-13 22:54:16,606][root][INFO] - ===> Epoch[758](19689/26): Loss -0.8114, Sem 0.0658, dir -0.9801, norm 0.1030, swav 0.0000 LR: 2.351e-03 Score 97.634 Data time: 0.2452, Forward time: 2.2988, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 6.5828 [2020-11-13 22:54:21,946][root][INFO] - ===> Epoch[758](19690/26): Loss -0.8250, Sem 0.0539, dir -0.9814, norm 0.1026, swav 0.0000 LR: 2.344e-03 Score 98.063 Data time: 0.1802, Forward time: 2.2988, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.1923 [2020-11-13 22:54:27,569][root][INFO] - ===> Epoch[758](19691/26): Loss -0.8187, Sem 0.0589, dir -0.9799, norm 0.1023, swav 0.0000 LR: 2.337e-03 Score 97.898 Data time: 0.1939, Forward time: 2.2988, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.4973 [2020-11-13 22:54:33,652][root][INFO] - ===> Epoch[758](19692/26): Loss -0.8018, Sem 0.0718, dir -0.9758, norm 0.1022, swav 0.0000 LR: 2.331e-03 Score 97.482 Data time: 0.1461, Forward time: 2.2987, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.9320 [2020-11-13 22:54:38,601][root][INFO] - ===> Epoch[758](19693/26): Loss -0.8109, Sem 0.0704, dir -0.9801, norm 0.0987, swav 0.0000 LR: 2.324e-03 Score 97.515 Data time: 0.1725, Forward time: 2.2986, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 4.8694 [2020-11-13 22:54:44,087][root][INFO] - ===> Epoch[758](19694/26): Loss -0.8219, Sem 0.0612, dir -0.9822, norm 0.0990, swav 0.0000 LR: 2.317e-03 Score 97.731 Data time: 0.2396, Forward time: 2.2986, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.3692 [2020-11-13 22:54:50,168][root][INFO] - ===> Epoch[758](19695/26): Loss -0.8181, Sem 0.0640, dir -0.9803, norm 0.0982, swav 0.0000 LR: 2.310e-03 Score 97.675 Data time: 0.2041, Forward time: 2.2986, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.9062 [2020-11-13 22:54:56,501][root][INFO] - ===> Epoch[758](19696/26): Loss -0.8195, Sem 0.0571, dir -0.9804, norm 0.1038, swav 0.0000 LR: 2.303e-03 Score 97.930 Data time: 0.1739, Forward time: 2.2986, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 6.1796 [2020-11-13 22:55:03,731][root][INFO] - ===> Epoch[758](19697/26): Loss -0.8254, Sem 0.0600, dir -0.9829, norm 0.0975, swav 0.0000 LR: 2.296e-03 Score 97.862 Data time: 0.1312, Forward time: 2.2985, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 7.1248 [2020-11-13 22:55:09,905][root][INFO] - ===> Epoch[758](19698/26): Loss -0.8252, Sem 0.0620, dir -0.9806, norm 0.0934, swav 0.0000 LR: 2.290e-03 Score 97.805 Data time: 0.1975, Forward time: 2.2984, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 6.0761 [2020-11-13 22:55:16,116][root][INFO] - ===> Epoch[758](19699/26): Loss -0.8211, Sem 0.0629, dir -0.9813, norm 0.0973, swav 0.0000 LR: 2.283e-03 Score 97.668 Data time: 0.2627, Forward time: 2.2985, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 6.0921 [2020-11-13 22:55:20,558][root][INFO] - ===> Epoch[758](19700/26): Loss -0.8184, Sem 0.0608, dir -0.9799, norm 0.1008, swav 0.0000 LR: 2.276e-03 Score 97.809 Data time: 0.1635, Forward time: 2.2984, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 4.2647 [2020-11-13 22:55:26,277][root][INFO] - ===> Epoch[758](19701/26): Loss -0.8369, Sem 0.0552, dir -0.9834, norm 0.0912, swav 0.0000 LR: 2.269e-03 Score 98.019 Data time: 0.1974, Forward time: 2.2984, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 5.6202 [2020-11-13 22:55:31,560][root][INFO] - ===> Epoch[758](19702/26): Loss -0.8293, Sem 0.0571, dir -0.9813, norm 0.0949, swav 0.0000 LR: 2.262e-03 Score 97.932 Data time: 0.2967, Forward time: 2.2985, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 5.1535 [2020-11-13 22:55:37,773][root][INFO] - ===> Epoch[758](19703/26): Loss -0.8084, Sem 0.0662, dir -0.9815, norm 0.1070, swav 0.0000 LR: 2.255e-03 Score 97.606 Data time: 0.3140, Forward time: 2.2986, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 6.0582 [2020-11-13 22:55:43,785][root][INFO] - ===> Epoch[758](19704/26): Loss -0.8232, Sem 0.0554, dir -0.9787, norm 0.1001, swav 0.0000 LR: 2.249e-03 Score 97.990 Data time: 0.2677, Forward time: 2.2986, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 5.8707 [2020-11-13 22:55:49,028][root][INFO] - ===> Epoch[758](19705/26): Loss -0.8086, Sem 0.0664, dir -0.9788, norm 0.1038, swav 0.0000 LR: 2.242e-03 Score 97.617 Data time: 0.2245, Forward time: 2.2987, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.1149 [2020-11-13 22:55:54,920][root][INFO] - ===> Epoch[758](19706/26): Loss -0.8181, Sem 0.0579, dir -0.9805, norm 0.1045, swav 0.0000 LR: 2.235e-03 Score 97.871 Data time: 0.2367, Forward time: 2.2987, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.7273 [2020-11-13 22:56:01,263][root][INFO] - ===> Epoch[758](19707/26): Loss -0.8169, Sem 0.0626, dir -0.9817, norm 0.1022, swav 0.0000 LR: 2.228e-03 Score 97.766 Data time: 0.1927, Forward time: 2.2987, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 6.1640 [2020-11-13 22:56:07,595][root][INFO] - ===> Epoch[758](19708/26): Loss -0.8027, Sem 0.0659, dir -0.9766, norm 0.1080, swav 0.0000 LR: 2.221e-03 Score 97.731 Data time: 0.2400, Forward time: 2.2988, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 6.1958 [2020-11-13 22:56:12,784][root][INFO] - ===> Epoch[758](19709/26): Loss -0.8102, Sem 0.0664, dir -0.9796, norm 0.1031, swav 0.0000 LR: 2.214e-03 Score 97.605 Data time: 0.1874, Forward time: 2.2988, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.0312 [2020-11-13 22:56:19,584][root][INFO] - ===> Epoch[758](19710/26): Loss -0.8323, Sem 0.0555, dir -0.9817, norm 0.0938, swav 0.0000 LR: 2.207e-03 Score 97.983 Data time: 0.2162, Forward time: 2.2988, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 6.6714 [2020-11-13 22:56:24,659][root][INFO] - ===> Epoch[758](19711/26): Loss -0.8333, Sem 0.0561, dir -0.9816, norm 0.0921, swav 0.0000 LR: 2.200e-03 Score 97.970 Data time: 0.2233, Forward time: 2.2988, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 4.9117 [2020-11-13 22:56:31,226][root][INFO] - ===> Epoch[758](19712/26): Loss -0.8219, Sem 0.0598, dir -0.9819, norm 0.1002, swav 0.0000 LR: 2.194e-03 Score 97.882 Data time: 0.2972, Forward time: 2.2989, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 6.4608 [2020-11-13 22:56:36,675][root][INFO] - ===> Epoch[758](19713/26): Loss -0.8216, Sem 0.0611, dir -0.9806, norm 0.0979, swav 0.0000 LR: 2.187e-03 Score 97.851 Data time: 0.2379, Forward time: 2.2990, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.2792 [2020-11-13 22:56:42,034][root][INFO] - ===> Epoch[758](19714/26): Loss -0.8267, Sem 0.0585, dir -0.9827, norm 0.0975, swav 0.0000 LR: 2.180e-03 Score 97.914 Data time: 0.1814, Forward time: 2.2989, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.2068 [2020-11-13 22:56:48,984][root][INFO] - ===> Epoch[759](19715/26): Loss -0.8210, Sem 0.0693, dir -0.9832, norm 0.0929, swav 0.0000 LR: 2.173e-03 Score 97.424 Data time: 0.1941, Forward time: 2.2989, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 6.8376 [2020-11-13 22:56:54,362][root][INFO] - ===> Epoch[759](19716/26): Loss -0.8247, Sem 0.0564, dir -0.9807, norm 0.0996, swav 0.0000 LR: 2.166e-03 Score 97.967 Data time: 0.2325, Forward time: 2.2989, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.2532 [2020-11-13 22:57:00,565][root][INFO] - ===> Epoch[759](19717/26): Loss -0.8182, Sem 0.0603, dir -0.9802, norm 0.1017, swav 0.0000 LR: 2.159e-03 Score 97.795 Data time: 0.2860, Forward time: 2.2990, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 6.0382 [2020-11-13 22:57:06,082][root][INFO] - ===> Epoch[759](19718/26): Loss -0.8188, Sem 0.0645, dir -0.9818, norm 0.0985, swav 0.0000 LR: 2.152e-03 Score 97.682 Data time: 0.2493, Forward time: 2.2990, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.3237 [2020-11-13 22:57:11,704][root][INFO] - ===> Epoch[759](19719/26): Loss -0.8236, Sem 0.0607, dir -0.9803, norm 0.0960, swav 0.0000 LR: 2.145e-03 Score 97.854 Data time: 0.1568, Forward time: 2.2990, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.4993 [2020-11-13 22:57:17,023][root][INFO] - ===> Epoch[759](19720/26): Loss -0.8319, Sem 0.0519, dir -0.9796, norm 0.0959, swav 0.0000 LR: 2.138e-03 Score 98.127 Data time: 0.1581, Forward time: 2.2989, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 5.2574 [2020-11-13 22:57:22,911][root][INFO] - ===> Epoch[759](19721/26): Loss -0.8240, Sem 0.0641, dir -0.9825, norm 0.0944, swav 0.0000 LR: 2.132e-03 Score 97.670 Data time: 0.1514, Forward time: 2.2988, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 5.7550 [2020-11-13 22:57:28,201][root][INFO] - ===> Epoch[759](19722/26): Loss -0.8201, Sem 0.0597, dir -0.9812, norm 0.1013, swav 0.0000 LR: 2.125e-03 Score 97.833 Data time: 0.1345, Forward time: 2.2987, Backward time: 3.0746, DDP time: 0.0042, Total iter time: 5.1812 [2020-11-13 22:57:34,355][root][INFO] - ===> Epoch[759](19723/26): Loss -0.8198, Sem 0.0619, dir -0.9801, norm 0.0983, swav 0.0000 LR: 2.118e-03 Score 97.798 Data time: 0.1636, Forward time: 2.2986, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 6.0748 [2020-11-13 22:57:41,130][root][INFO] - ===> Epoch[759](19724/26): Loss -0.8309, Sem 0.0588, dir -0.9803, norm 0.0906, swav 0.0000 LR: 2.111e-03 Score 97.867 Data time: 0.1500, Forward time: 2.2985, Backward time: 3.0750, DDP time: 0.0042, Total iter time: 6.6538 [2020-11-13 22:57:45,906][root][INFO] - ===> Epoch[759](19725/26): Loss -0.8291, Sem 0.0637, dir -0.9815, norm 0.0887, swav 0.0000 LR: 2.104e-03 Score 97.674 Data time: 0.1833, Forward time: 2.2985, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 4.6682 [2020-11-13 22:57:51,749][root][INFO] - ===> Epoch[759](19726/26): Loss -0.8131, Sem 0.0598, dir -0.9772, norm 0.1042, swav 0.0000 LR: 2.097e-03 Score 97.829 Data time: 0.2048, Forward time: 2.2985, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 5.7488 [2020-11-13 22:57:57,527][root][INFO] - ===> Epoch[759](19727/26): Loss -0.8218, Sem 0.0610, dir -0.9804, norm 0.0976, swav 0.0000 LR: 2.090e-03 Score 97.823 Data time: 0.2253, Forward time: 2.2985, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 5.6772 [2020-11-13 22:58:03,441][root][INFO] - ===> Epoch[759](19728/26): Loss -0.8282, Sem 0.0593, dir -0.9819, norm 0.0945, swav 0.0000 LR: 2.083e-03 Score 97.878 Data time: 0.1990, Forward time: 2.2985, Backward time: 3.0749, DDP time: 0.0042, Total iter time: 5.7634 [2020-11-13 22:58:08,152][root][INFO] - ===> Epoch[759](19729/26): Loss -0.8042, Sem 0.0615, dir -0.9803, norm 0.1146, swav 0.0000 LR: 2.076e-03 Score 97.810 Data time: 0.1836, Forward time: 2.2984, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 4.5954 [2020-11-13 22:58:13,511][root][INFO] - ===> Epoch[759](19730/26): Loss -0.8189, Sem 0.0580, dir -0.9816, norm 0.1047, swav 0.0000 LR: 2.069e-03 Score 97.893 Data time: 0.2611, Forward time: 2.2984, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 5.2853 [2020-11-13 22:58:19,823][root][INFO] - ===> Epoch[759](19731/26): Loss -0.8132, Sem 0.0601, dir -0.9790, norm 0.1057, swav 0.0000 LR: 2.062e-03 Score 97.879 Data time: 0.2501, Forward time: 2.2985, Backward time: 3.0748, DDP time: 0.0042, Total iter time: 6.1641 [2020-11-13 22:58:25,894][root][INFO] - ===> Epoch[759](19732/26): Loss -0.8246, Sem 0.0593, dir -0.9822, norm 0.0982, swav 0.0000 LR: 2.055e-03 Score 97.855 Data time: 0.2938, Forward time: 2.2986, Backward time: 3.0747, DDP time: 0.0042, Total iter time: 5.9200 [2020-11-13 22:58:30,782][root][INFO] - ===> Epoch[759](19733/26): Loss -0.8305, Sem 0.0575, dir -0.9816, norm 0.0937, swav 0.0000 LR: 2.049e-03 Score 97.924 Data time: 0.2401, Forward time: 2.2987, Backward time: 3.0745, DDP time: 0.0042, Total iter time: 4.7216 [2020-11-13 22:58:35,929][root][INFO] - ===> Epoch[759](19734/26): Loss -0.8379, Sem 0.0569, dir -0.9836, norm 0.0889, swav 0.0000 LR: 2.042e-03 Score 97.908 Data time: 0.2499, Forward time: 2.2987, Backward time: 3.0744, DDP time: 0.0042, Total iter time: 5.0147 [2020-11-13 22:58:41,129][root][INFO] - ===> Epoch[759](19735/26): Loss -0.8191, Sem 0.0599, dir -0.9779, norm 0.0989, swav 0.0000 LR: 2.035e-03 Score 97.812 Data time: 0.2163, Forward time: 2.2987, Backward time: 3.0742, DDP time: 0.0042, Total iter time: 5.0451 [2020-11-13 22:58:46,496][root][INFO] - ===> Epoch[759](19736/26): Loss -0.8239, Sem 0.0589, dir -0.9809, norm 0.0982, swav 0.0000 LR: 2.028e-03 Score 97.877 Data time: 0.2143, Forward time: 2.2987, Backward time: 3.0742, DDP time: 0.0042, Total iter time: 5.2610 [2020-11-13 22:58:52,553][root][INFO] - ===> Epoch[759](19737/26): Loss -0.8195, Sem 0.0608, dir -0.9817, norm 0.1013, swav 0.0000 LR: 2.021e-03 Score 97.778 Data time: 0.2953, Forward time: 2.2989, Backward time: 3.0741, DDP time: 0.0042, Total iter time: 5.9168 [2020-11-13 22:58:57,547][root][INFO] - ===> Epoch[759](19738/26): Loss -0.8317, Sem 0.0593, dir -0.9822, norm 0.0913, swav 0.0000 LR: 2.014e-03 Score 97.772 Data time: 0.2123, Forward time: 2.2989, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 4.8408 [2020-11-13 22:59:03,230][root][INFO] - ===> Epoch[759](19739/26): Loss -0.8231, Sem 0.0591, dir -0.9791, norm 0.0969, swav 0.0000 LR: 2.007e-03 Score 97.855 Data time: 0.2239, Forward time: 2.2989, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.5492 [2020-11-13 22:59:08,011][root][INFO] - ===> Epoch[759](19740/26): Loss -0.8139, Sem 0.0626, dir -0.9814, norm 0.1049, swav 0.0000 LR: 2.000e-03 Score 97.757 Data time: 0.2261, Forward time: 2.2989, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 4.6593 [2020-11-13 22:59:13,462][root][INFO] - ===> Epoch[760](19741/26): Loss -0.8061, Sem 0.0572, dir -0.9791, norm 0.1158, swav 0.0000 LR: 1.993e-03 Score 97.924 Data time: 0.1846, Forward time: 2.2989, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.3108 [2020-11-13 22:59:19,605][root][INFO] - ===> Epoch[760](19742/26): Loss -0.8169, Sem 0.0633, dir -0.9797, norm 0.0995, swav 0.0000 LR: 1.986e-03 Score 97.649 Data time: 0.1342, Forward time: 2.2987, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 6.0259 [2020-11-13 22:59:25,180][root][INFO] - ===> Epoch[760](19743/26): Loss -0.8154, Sem 0.0615, dir -0.9802, norm 0.1033, swav 0.0000 LR: 1.979e-03 Score 97.812 Data time: 0.1900, Forward time: 2.2987, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.5159 [2020-11-13 22:59:31,703][root][INFO] - ===> Epoch[760](19744/26): Loss -0.8076, Sem 0.0614, dir -0.9759, norm 0.1069, swav 0.0000 LR: 1.972e-03 Score 97.773 Data time: 0.2034, Forward time: 2.2987, Backward time: 3.0740, DDP time: 0.0042, Total iter time: 6.3965 [2020-11-13 22:59:37,599][root][INFO] - ===> Epoch[760](19745/26): Loss -0.8179, Sem 0.0618, dir -0.9802, norm 0.1005, swav 0.0000 LR: 1.965e-03 Score 97.730 Data time: 0.2828, Forward time: 2.2988, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 5.7426 [2020-11-13 22:59:42,822][root][INFO] - ===> Epoch[760](19746/26): Loss -0.8233, Sem 0.0597, dir -0.9812, norm 0.0982, swav 0.0000 LR: 1.958e-03 Score 97.815 Data time: 0.2504, Forward time: 2.2989, Backward time: 3.0738, DDP time: 0.0042, Total iter time: 5.0937 [2020-11-13 22:59:48,751][root][INFO] - ===> Epoch[760](19747/26): Loss -0.8320, Sem 0.0572, dir -0.9826, norm 0.0935, swav 0.0000 LR: 1.951e-03 Score 97.969 Data time: 0.2778, Forward time: 2.2990, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.7771 [2020-11-13 22:59:54,544][root][INFO] - ===> Epoch[760](19748/26): Loss -0.8147, Sem 0.0607, dir -0.9794, norm 0.1040, swav 0.0000 LR: 1.944e-03 Score 97.802 Data time: 0.2205, Forward time: 2.2990, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.6537 [2020-11-13 23:00:00,830][root][INFO] - ===> Epoch[760](19749/26): Loss -0.8132, Sem 0.0624, dir -0.9773, norm 0.1017, swav 0.0000 LR: 1.937e-03 Score 97.733 Data time: 0.1973, Forward time: 2.2990, Backward time: 3.0738, DDP time: 0.0042, Total iter time: 6.1258 [2020-11-13 23:00:07,385][root][INFO] - ===> Epoch[760](19750/26): Loss -0.8162, Sem 0.0644, dir -0.9792, norm 0.0986, swav 0.0000 LR: 1.930e-03 Score 97.593 Data time: 0.2529, Forward time: 2.2990, Backward time: 3.0739, DDP time: 0.0042, Total iter time: 6.3868 [2020-11-13 23:00:12,209][root][INFO] - ===> Epoch[760](19751/26): Loss -0.8165, Sem 0.0597, dir -0.9850, norm 0.1088, swav 0.0000 LR: 1.923e-03 Score 97.833 Data time: 0.2151, Forward time: 2.2990, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 4.6413 [2020-11-13 23:00:17,747][root][INFO] - ===> Epoch[760](19752/26): Loss -0.8338, Sem 0.0541, dir -0.9830, norm 0.0950, swav 0.0000 LR: 1.916e-03 Score 98.068 Data time: 0.2442, Forward time: 2.2990, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 5.3936 [2020-11-13 23:00:22,837][root][INFO] - ===> Epoch[760](19753/26): Loss -0.8473, Sem 0.0506, dir -0.9839, norm 0.0861, swav 0.0000 LR: 1.909e-03 Score 98.166 Data time: 0.2587, Forward time: 2.2991, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 4.9301 [2020-11-13 23:00:28,576][root][INFO] - ===> Epoch[760](19754/26): Loss -0.8218, Sem 0.0599, dir -0.9810, norm 0.0993, swav 0.0000 LR: 1.902e-03 Score 97.855 Data time: 0.2795, Forward time: 2.2992, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 5.5753 [2020-11-13 23:00:34,853][root][INFO] - ===> Epoch[760](19755/26): Loss -0.8114, Sem 0.0646, dir -0.9804, norm 0.1043, swav 0.0000 LR: 1.895e-03 Score 97.615 Data time: 0.2832, Forward time: 2.2993, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.1390 [2020-11-13 23:00:40,098][root][INFO] - ===> Epoch[760](19756/26): Loss -0.8212, Sem 0.0622, dir -0.9791, norm 0.0956, swav 0.0000 LR: 1.888e-03 Score 97.700 Data time: 0.2179, Forward time: 2.2993, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.0688 [2020-11-13 23:00:45,533][root][INFO] - ===> Epoch[760](19757/26): Loss -0.8288, Sem 0.0578, dir -0.9826, norm 0.0960, swav 0.0000 LR: 1.881e-03 Score 97.938 Data time: 0.2571, Forward time: 2.2993, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.3079 [2020-11-13 23:00:51,378][root][INFO] - ===> Epoch[760](19758/26): Loss -0.8158, Sem 0.0650, dir -0.9808, norm 0.1000, swav 0.0000 LR: 1.874e-03 Score 97.654 Data time: 0.2611, Forward time: 2.2994, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.6999 [2020-11-13 23:00:58,297][root][INFO] - ===> Epoch[760](19759/26): Loss -0.8089, Sem 0.0627, dir -0.9790, norm 0.1075, swav 0.0000 LR: 1.867e-03 Score 97.689 Data time: 0.1883, Forward time: 2.2994, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 6.7632 [2020-11-13 23:01:03,392][root][INFO] - ===> Epoch[760](19760/26): Loss -0.8308, Sem 0.0584, dir -0.9818, norm 0.0925, swav 0.0000 LR: 1.860e-03 Score 97.855 Data time: 0.1993, Forward time: 2.2993, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 4.9516 [2020-11-13 23:01:09,116][root][INFO] - ===> Epoch[760](19761/26): Loss -0.8197, Sem 0.0633, dir -0.9825, norm 0.0995, swav 0.0000 LR: 1.853e-03 Score 97.749 Data time: 0.2351, Forward time: 2.2994, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.5871 [2020-11-13 23:01:16,233][root][INFO] - ===> Epoch[760](19762/26): Loss -0.8197, Sem 0.0649, dir -0.9793, norm 0.0947, swav 0.0000 LR: 1.846e-03 Score 97.666 Data time: 0.2110, Forward time: 2.2994, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 6.9559 [2020-11-13 23:01:22,561][root][INFO] - ===> Epoch[760](19763/26): Loss -0.8116, Sem 0.0645, dir -0.9799, norm 0.1038, swav 0.0000 LR: 1.839e-03 Score 97.625 Data time: 0.2015, Forward time: 2.2994, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 6.1951 [2020-11-13 23:01:28,938][root][INFO] - ===> Epoch[760](19764/26): Loss -0.8262, Sem 0.0590, dir -0.9816, norm 0.0963, swav 0.0000 LR: 1.832e-03 Score 97.802 Data time: 0.2064, Forward time: 2.2994, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 6.2493 [2020-11-13 23:01:34,678][root][INFO] - ===> Epoch[760](19765/26): Loss -0.8277, Sem 0.0565, dir -0.9828, norm 0.0987, swav 0.0000 LR: 1.825e-03 Score 98.002 Data time: 0.1803, Forward time: 2.2994, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 5.5772 [2020-11-13 23:01:39,560][root][INFO] - ===> Epoch[760](19766/26): Loss -0.8451, Sem 0.0494, dir -0.9841, norm 0.0895, swav 0.0000 LR: 1.818e-03 Score 98.223 Data time: 0.1800, Forward time: 2.2993, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 4.7479 [2020-11-13 23:01:44,019][root][INFO] - ===> Epoch[761](19767/26): Loss -0.8189, Sem 0.0611, dir -0.9812, norm 0.1012, swav 0.0000 LR: 1.811e-03 Score 97.720 Data time: 0.1804, Forward time: 2.2992, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 4.3875 [2020-11-13 23:01:50,438][root][INFO] - ===> Epoch[761](19768/26): Loss -0.8138, Sem 0.0658, dir -0.9840, norm 0.1044, swav 0.0000 LR: 1.804e-03 Score 97.584 Data time: 0.2437, Forward time: 2.2992, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 6.2666 [2020-11-13 23:01:55,419][root][INFO] - ===> Epoch[761](19769/26): Loss -0.8258, Sem 0.0563, dir -0.9820, norm 0.0999, swav 0.0000 LR: 1.797e-03 Score 97.976 Data time: 0.2043, Forward time: 2.2992, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 4.8511 [2020-11-13 23:02:00,002][root][INFO] - ===> Epoch[761](19770/26): Loss -0.8326, Sem 0.0565, dir -0.9814, norm 0.0923, swav 0.0000 LR: 1.790e-03 Score 97.985 Data time: 0.2124, Forward time: 2.2992, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 4.4513 [2020-11-13 23:02:04,983][root][INFO] - ===> Epoch[761](19771/26): Loss -0.8042, Sem 0.0669, dir -0.9776, norm 0.1065, swav 0.0000 LR: 1.783e-03 Score 97.635 Data time: 0.2189, Forward time: 2.2992, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 4.8782 [2020-11-13 23:02:10,280][root][INFO] - ===> Epoch[761](19772/26): Loss -0.8114, Sem 0.0664, dir -0.9793, norm 0.1015, swav 0.0000 LR: 1.776e-03 Score 97.587 Data time: 0.2004, Forward time: 2.2992, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.1575 [2020-11-13 23:02:16,735][root][INFO] - ===> Epoch[761](19773/26): Loss -0.8351, Sem 0.0563, dir -0.9827, norm 0.0912, swav 0.0000 LR: 1.769e-03 Score 97.955 Data time: 0.3006, Forward time: 2.2993, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.2957 [2020-11-13 23:02:22,523][root][INFO] - ===> Epoch[761](19774/26): Loss -0.8194, Sem 0.0664, dir -0.9808, norm 0.0950, swav 0.0000 LR: 1.762e-03 Score 97.603 Data time: 0.2547, Forward time: 2.2994, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.6105 [2020-11-13 23:02:28,071][root][INFO] - ===> Epoch[761](19775/26): Loss -0.8234, Sem 0.0566, dir -0.9793, norm 0.0992, swav 0.0000 LR: 1.755e-03 Score 98.013 Data time: 0.2625, Forward time: 2.2995, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.3577 [2020-11-13 23:02:32,924][root][INFO] - ===> Epoch[761](19776/26): Loss -0.8103, Sem 0.0643, dir -0.9809, norm 0.1063, swav 0.0000 LR: 1.748e-03 Score 97.651 Data time: 0.2381, Forward time: 2.2995, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 4.7100 [2020-11-13 23:02:38,762][root][INFO] - ===> Epoch[761](19777/26): Loss -0.8102, Sem 0.0619, dir -0.9793, norm 0.1072, swav 0.0000 LR: 1.741e-03 Score 97.706 Data time: 0.3312, Forward time: 2.2996, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 5.7025 [2020-11-13 23:02:44,142][root][INFO] - ===> Epoch[761](19778/26): Loss -0.8384, Sem 0.0558, dir -0.9810, norm 0.0867, swav 0.0000 LR: 1.734e-03 Score 97.903 Data time: 0.2086, Forward time: 2.2996, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.2322 [2020-11-13 23:02:50,415][root][INFO] - ===> Epoch[761](19779/26): Loss -0.8227, Sem 0.0618, dir -0.9813, norm 0.0968, swav 0.0000 LR: 1.727e-03 Score 97.810 Data time: 0.1816, Forward time: 2.2996, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.1473 [2020-11-13 23:02:55,733][root][INFO] - ===> Epoch[761](19780/26): Loss -0.8213, Sem 0.0607, dir -0.9787, norm 0.0966, swav 0.0000 LR: 1.720e-03 Score 97.808 Data time: 0.2264, Forward time: 2.2996, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.2097 [2020-11-13 23:03:00,575][root][INFO] - ===> Epoch[761](19781/26): Loss -0.8158, Sem 0.0656, dir -0.9800, norm 0.0987, swav 0.0000 LR: 1.713e-03 Score 97.655 Data time: 0.2286, Forward time: 2.2996, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 4.7062 [2020-11-13 23:03:05,434][root][INFO] - ===> Epoch[761](19782/26): Loss -0.8212, Sem 0.0580, dir -0.9797, norm 0.1005, swav 0.0000 LR: 1.706e-03 Score 97.872 Data time: 0.2107, Forward time: 2.2996, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 4.7163 [2020-11-13 23:03:10,155][root][INFO] - ===> Epoch[761](19783/26): Loss -0.8007, Sem 0.0673, dir -0.9788, norm 0.1109, swav 0.0000 LR: 1.698e-03 Score 97.588 Data time: 0.2751, Forward time: 2.2996, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 4.5706 [2020-11-13 23:03:15,536][root][INFO] - ===> Epoch[761](19784/26): Loss -0.8343, Sem 0.0549, dir -0.9813, norm 0.0921, swav 0.0000 LR: 1.691e-03 Score 98.012 Data time: 0.1966, Forward time: 2.2996, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.2744 [2020-11-13 23:03:21,486][root][INFO] - ===> Epoch[761](19785/26): Loss -0.8258, Sem 0.0565, dir -0.9815, norm 0.0993, swav 0.0000 LR: 1.684e-03 Score 97.973 Data time: 0.2424, Forward time: 2.2997, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.8633 [2020-11-13 23:03:26,914][root][INFO] - ===> Epoch[761](19786/26): Loss -0.8235, Sem 0.0618, dir -0.9810, norm 0.0957, swav 0.0000 LR: 1.677e-03 Score 97.753 Data time: 0.1363, Forward time: 2.2996, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.2503 [2020-11-13 23:03:32,594][root][INFO] - ===> Epoch[761](19787/26): Loss -0.8163, Sem 0.0632, dir -0.9805, norm 0.1010, swav 0.0000 LR: 1.670e-03 Score 97.738 Data time: 0.2710, Forward time: 2.2996, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.6151 [2020-11-13 23:03:37,980][root][INFO] - ===> Epoch[761](19788/26): Loss -0.8181, Sem 0.0621, dir -0.9802, norm 0.0999, swav 0.0000 LR: 1.663e-03 Score 97.749 Data time: 0.1563, Forward time: 2.2995, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.2559 [2020-11-13 23:03:43,091][root][INFO] - ===> Epoch[761](19789/26): Loss -0.8282, Sem 0.0607, dir -0.9830, norm 0.0942, swav 0.0000 LR: 1.656e-03 Score 97.811 Data time: 0.2010, Forward time: 2.2995, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.0317 [2020-11-13 23:03:48,777][root][INFO] - ===> Epoch[761](19790/26): Loss -0.8322, Sem 0.0618, dir -0.9850, norm 0.0909, swav 0.0000 LR: 1.649e-03 Score 97.790 Data time: 0.2523, Forward time: 2.2995, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 5.5646 [2020-11-13 23:03:55,465][root][INFO] - ===> Epoch[761](19791/26): Loss -0.8334, Sem 0.0571, dir -0.9815, norm 0.0910, swav 0.0000 LR: 1.642e-03 Score 97.964 Data time: 0.2154, Forward time: 2.2996, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 6.4941 [2020-11-13 23:04:00,094][root][INFO] - ===> Epoch[761](19792/26): Loss -0.8195, Sem 0.0585, dir -0.9789, norm 0.1008, swav 0.0000 LR: 1.635e-03 Score 97.870 Data time: 0.1814, Forward time: 2.2995, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 4.4825 [2020-11-13 23:04:06,151][root][INFO] - ===> Epoch[762](19793/26): Loss -0.8320, Sem 0.0548, dir -0.9809, norm 0.0942, swav 0.0000 LR: 1.628e-03 Score 97.994 Data time: 0.2191, Forward time: 2.2995, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 5.9431 [2020-11-13 23:04:12,362][root][INFO] - ===> Epoch[762](19794/26): Loss -0.8299, Sem 0.0581, dir -0.9845, norm 0.0964, swav 0.0000 LR: 1.620e-03 Score 97.891 Data time: 0.1885, Forward time: 2.2995, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 6.0771 [2020-11-13 23:04:17,951][root][INFO] - ===> Epoch[762](19795/26): Loss -0.8173, Sem 0.0612, dir -0.9797, norm 0.1012, swav 0.0000 LR: 1.613e-03 Score 97.800 Data time: 0.1623, Forward time: 2.2994, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.4496 [2020-11-13 23:04:23,149][root][INFO] - ===> Epoch[762](19796/26): Loss -0.8140, Sem 0.0667, dir -0.9808, norm 0.1001, swav 0.0000 LR: 1.606e-03 Score 97.596 Data time: 0.2170, Forward time: 2.2994, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 5.1361 [2020-11-13 23:04:29,662][root][INFO] - ===> Epoch[762](19797/26): Loss -0.8231, Sem 0.0600, dir -0.9813, norm 0.0982, swav 0.0000 LR: 1.599e-03 Score 97.849 Data time: 0.2264, Forward time: 2.2995, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 6.4058 [2020-11-13 23:04:34,067][root][INFO] - ===> Epoch[762](19798/26): Loss -0.8127, Sem 0.0642, dir -0.9802, norm 0.1032, swav 0.0000 LR: 1.592e-03 Score 97.653 Data time: 0.1491, Forward time: 2.2994, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 4.2907 [2020-11-13 23:04:39,363][root][INFO] - ===> Epoch[762](19799/26): Loss -0.8232, Sem 0.0580, dir -0.9801, norm 0.0988, swav 0.0000 LR: 1.585e-03 Score 97.950 Data time: 0.2296, Forward time: 2.2994, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.2465 [2020-11-13 23:04:44,583][root][INFO] - ===> Epoch[762](19800/26): Loss -0.8320, Sem 0.0540, dir -0.9811, norm 0.0950, swav 0.0000 LR: 1.578e-03 Score 98.061 Data time: 0.1939, Forward time: 2.2994, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.0969 [2020-11-13 23:04:49,968][root][INFO] - ===> Epoch[762](19801/26): Loss -0.8209, Sem 0.0598, dir -0.9792, norm 0.0985, swav 0.0000 LR: 1.571e-03 Score 97.839 Data time: 0.2554, Forward time: 2.2994, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.2422 [2020-11-13 23:04:55,480][root][INFO] - ===> Epoch[762](19802/26): Loss -0.8244, Sem 0.0569, dir -0.9813, norm 0.1000, swav 0.0000 LR: 1.563e-03 Score 97.972 Data time: 0.2096, Forward time: 2.2994, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.3634 [2020-11-13 23:05:00,875][root][INFO] - ===> Epoch[762](19803/26): Loss -0.8187, Sem 0.0633, dir -0.9807, norm 0.0987, swav 0.0000 LR: 1.556e-03 Score 97.679 Data time: 0.2174, Forward time: 2.2994, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.2742 [2020-11-13 23:05:07,153][root][INFO] - ===> Epoch[762](19804/26): Loss -0.8154, Sem 0.0650, dir -0.9796, norm 0.0992, swav 0.0000 LR: 1.549e-03 Score 97.633 Data time: 0.2353, Forward time: 2.2994, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.1917 [2020-11-13 23:05:14,334][root][INFO] - ===> Epoch[762](19805/26): Loss -0.8109, Sem 0.0636, dir -0.9768, norm 0.1023, swav 0.0000 LR: 1.542e-03 Score 97.763 Data time: 0.3271, Forward time: 2.2996, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 7.0644 [2020-11-13 23:05:20,034][root][INFO] - ===> Epoch[762](19806/26): Loss -0.8157, Sem 0.0587, dir -0.9816, norm 0.1072, swav 0.0000 LR: 1.535e-03 Score 97.935 Data time: 0.2127, Forward time: 2.2996, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.5359 [2020-11-13 23:05:25,734][root][INFO] - ===> Epoch[762](19807/26): Loss -0.8198, Sem 0.0662, dir -0.9800, norm 0.0940, swav 0.0000 LR: 1.528e-03 Score 97.622 Data time: 0.2305, Forward time: 2.2996, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.5689 [2020-11-13 23:05:32,292][root][INFO] - ===> Epoch[762](19808/26): Loss -0.8310, Sem 0.0596, dir -0.9812, norm 0.0906, swav 0.0000 LR: 1.520e-03 Score 97.795 Data time: 0.3255, Forward time: 2.2998, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 6.3777 [2020-11-13 23:05:39,143][root][INFO] - ===> Epoch[762](19809/26): Loss -0.8415, Sem 0.0489, dir -0.9829, norm 0.0926, swav 0.0000 LR: 1.513e-03 Score 98.220 Data time: 0.3380, Forward time: 2.2999, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 6.6886 [2020-11-13 23:05:44,473][root][INFO] - ===> Epoch[762](19810/26): Loss -0.8127, Sem 0.0728, dir -0.9827, norm 0.0971, swav 0.0000 LR: 1.506e-03 Score 97.411 Data time: 0.2474, Forward time: 2.3000, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.1731 [2020-11-13 23:05:50,435][root][INFO] - ===> Epoch[762](19811/26): Loss -0.8399, Sem 0.0553, dir -0.9842, norm 0.0890, swav 0.0000 LR: 1.499e-03 Score 97.991 Data time: 0.2266, Forward time: 2.3001, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.8034 [2020-11-13 23:05:55,609][root][INFO] - ===> Epoch[762](19812/26): Loss -0.7908, Sem 0.0673, dir -0.9778, norm 0.1196, swav 0.0000 LR: 1.492e-03 Score 97.563 Data time: 0.1435, Forward time: 2.2999, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.0125 [2020-11-13 23:06:01,094][root][INFO] - ===> Epoch[762](19813/26): Loss -0.8253, Sem 0.0600, dir -0.9818, norm 0.0965, swav 0.0000 LR: 1.485e-03 Score 97.841 Data time: 0.2656, Forward time: 2.3000, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.4082 [2020-11-13 23:06:06,849][root][INFO] - ===> Epoch[762](19814/26): Loss -0.8040, Sem 0.0672, dir -0.9806, norm 0.1095, swav 0.0000 LR: 1.477e-03 Score 97.546 Data time: 0.2939, Forward time: 2.3001, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.6024 [2020-11-13 23:06:13,044][root][INFO] - ===> Epoch[762](19815/26): Loss -0.8221, Sem 0.0557, dir -0.9786, norm 0.1008, swav 0.0000 LR: 1.470e-03 Score 97.986 Data time: 0.1824, Forward time: 2.3001, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 6.0702 [2020-11-13 23:06:18,514][root][INFO] - ===> Epoch[762](19816/26): Loss -0.8161, Sem 0.0582, dir -0.9800, norm 0.1057, swav 0.0000 LR: 1.463e-03 Score 97.895 Data time: 0.2110, Forward time: 2.3001, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.3344 [2020-11-13 23:06:24,258][root][INFO] - ===> Epoch[762](19817/26): Loss -0.8185, Sem 0.0631, dir -0.9790, norm 0.0975, swav 0.0000 LR: 1.456e-03 Score 97.754 Data time: 0.1767, Forward time: 2.3000, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.6060 [2020-11-13 23:06:31,012][root][INFO] - ===> Epoch[762](19818/26): Loss -0.8285, Sem 0.0615, dir -0.9842, norm 0.0943, swav 0.0000 LR: 1.449e-03 Score 97.742 Data time: 0.2941, Forward time: 2.3002, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 6.6212 [2020-11-13 23:06:37,068][root][INFO] - ===> Epoch[763](19819/26): Loss -0.8306, Sem 0.0562, dir -0.9824, norm 0.0956, swav 0.0000 LR: 1.441e-03 Score 97.989 Data time: 0.3242, Forward time: 2.3003, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.8934 [2020-11-13 23:06:42,816][root][INFO] - ===> Epoch[763](19820/26): Loss -0.8151, Sem 0.0629, dir -0.9800, norm 0.1021, swav 0.0000 LR: 1.434e-03 Score 97.852 Data time: 0.1690, Forward time: 2.3002, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.6067 [2020-11-13 23:06:48,653][root][INFO] - ===> Epoch[763](19821/26): Loss -0.8350, Sem 0.0589, dir -0.9820, norm 0.0882, swav 0.0000 LR: 1.427e-03 Score 97.906 Data time: 0.1460, Forward time: 2.3001, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.7520 [2020-11-13 23:06:55,617][root][INFO] - ===> Epoch[763](19822/26): Loss -0.8302, Sem 0.0570, dir -0.9815, norm 0.0942, swav 0.0000 LR: 1.420e-03 Score 98.002 Data time: 0.1917, Forward time: 2.3000, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.9113 [2020-11-13 23:07:00,137][root][INFO] - ===> Epoch[763](19823/26): Loss -0.8225, Sem 0.0591, dir -0.9815, norm 0.0999, swav 0.0000 LR: 1.413e-03 Score 97.865 Data time: 0.1737, Forward time: 2.2999, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 4.3863 [2020-11-13 23:07:06,060][root][INFO] - ===> Epoch[763](19824/26): Loss -0.8306, Sem 0.0611, dir -0.9834, norm 0.0917, swav 0.0000 LR: 1.405e-03 Score 97.742 Data time: 0.2026, Forward time: 2.2999, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.8468 [2020-11-13 23:07:12,187][root][INFO] - ===> Epoch[763](19825/26): Loss -0.8189, Sem 0.0624, dir -0.9809, norm 0.0996, swav 0.0000 LR: 1.398e-03 Score 97.753 Data time: 0.1881, Forward time: 2.2999, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.0091 [2020-11-13 23:07:17,649][root][INFO] - ===> Epoch[763](19826/26): Loss -0.8142, Sem 0.0655, dir -0.9810, norm 0.1012, swav 0.0000 LR: 1.391e-03 Score 97.674 Data time: 0.1886, Forward time: 2.2999, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.3344 [2020-11-13 23:07:23,697][root][INFO] - ===> Epoch[763](19827/26): Loss -0.8186, Sem 0.0632, dir -0.9807, norm 0.0990, swav 0.0000 LR: 1.384e-03 Score 97.644 Data time: 0.1839, Forward time: 2.2998, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.9345 [2020-11-13 23:07:28,639][root][INFO] - ===> Epoch[763](19828/26): Loss -0.8190, Sem 0.0574, dir -0.9813, norm 0.1048, swav 0.0000 LR: 1.376e-03 Score 97.952 Data time: 0.2331, Forward time: 2.2998, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 4.8037 [2020-11-13 23:07:34,448][root][INFO] - ===> Epoch[763](19829/26): Loss -0.8071, Sem 0.0632, dir -0.9787, norm 0.1084, swav 0.0000 LR: 1.369e-03 Score 97.690 Data time: 0.2840, Forward time: 2.3000, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.6639 [2020-11-13 23:07:40,858][root][INFO] - ===> Epoch[763](19830/26): Loss -0.8169, Sem 0.0584, dir -0.9806, norm 0.1053, swav 0.0000 LR: 1.362e-03 Score 97.851 Data time: 0.2947, Forward time: 2.3001, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 6.2460 [2020-11-13 23:07:47,009][root][INFO] - ===> Epoch[763](19831/26): Loss -0.8168, Sem 0.0566, dir -0.9811, norm 0.1078, swav 0.0000 LR: 1.355e-03 Score 97.984 Data time: 0.1981, Forward time: 2.3001, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 6.0183 [2020-11-13 23:07:51,741][root][INFO] - ===> Epoch[763](19832/26): Loss -0.8226, Sem 0.0619, dir -0.9801, norm 0.0957, swav 0.0000 LR: 1.347e-03 Score 97.783 Data time: 0.2121, Forward time: 2.3001, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 4.5977 [2020-11-13 23:07:57,290][root][INFO] - ===> Epoch[763](19833/26): Loss -0.8378, Sem 0.0594, dir -0.9847, norm 0.0876, swav 0.0000 LR: 1.340e-03 Score 97.831 Data time: 0.2283, Forward time: 2.3001, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.4265 [2020-11-13 23:08:02,821][root][INFO] - ===> Epoch[763](19834/26): Loss -0.8091, Sem 0.0626, dir -0.9784, norm 0.1067, swav 0.0000 LR: 1.333e-03 Score 97.767 Data time: 0.2533, Forward time: 2.3001, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.3978 [2020-11-13 23:08:07,763][root][INFO] - ===> Epoch[763](19835/26): Loss -0.8202, Sem 0.0617, dir -0.9822, norm 0.1003, swav 0.0000 LR: 1.326e-03 Score 97.787 Data time: 0.1336, Forward time: 2.2999, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 4.7919 [2020-11-13 23:08:13,616][root][INFO] - ===> Epoch[763](19836/26): Loss -0.8382, Sem 0.0530, dir -0.9807, norm 0.0895, swav 0.0000 LR: 1.318e-03 Score 98.072 Data time: 0.2826, Forward time: 2.3001, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.7582 [2020-11-13 23:08:19,718][root][INFO] - ===> Epoch[763](19837/26): Loss -0.8129, Sem 0.0636, dir -0.9802, norm 0.1036, swav 0.0000 LR: 1.311e-03 Score 97.681 Data time: 0.1896, Forward time: 2.3000, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.9357 [2020-11-13 23:08:25,406][root][INFO] - ===> Epoch[763](19838/26): Loss -0.8283, Sem 0.0581, dir -0.9828, norm 0.0964, swav 0.0000 LR: 1.304e-03 Score 97.897 Data time: 0.1982, Forward time: 2.3000, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.5338 [2020-11-13 23:08:31,540][root][INFO] - ===> Epoch[763](19839/26): Loss -0.8058, Sem 0.0753, dir -0.9808, norm 0.0997, swav 0.0000 LR: 1.296e-03 Score 97.330 Data time: 0.2606, Forward time: 2.3000, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 6.0110 [2020-11-13 23:08:37,850][root][INFO] - ===> Epoch[763](19840/26): Loss -0.8064, Sem 0.0642, dir -0.9777, norm 0.1071, swav 0.0000 LR: 1.289e-03 Score 97.668 Data time: 0.2854, Forward time: 2.3001, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 6.1540 [2020-11-13 23:08:43,815][root][INFO] - ===> Epoch[763](19841/26): Loss -0.8412, Sem 0.0522, dir -0.9804, norm 0.0871, swav 0.0000 LR: 1.282e-03 Score 98.117 Data time: 0.2634, Forward time: 2.3002, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 5.7873 [2020-11-13 23:08:50,097][root][INFO] - ===> Epoch[763](19842/26): Loss -0.8260, Sem 0.0567, dir -0.9789, norm 0.0962, swav 0.0000 LR: 1.275e-03 Score 97.967 Data time: 0.2524, Forward time: 2.3003, Backward time: 3.0709, DDP time: 0.0042, Total iter time: 6.1069 [2020-11-13 23:08:55,430][root][INFO] - ===> Epoch[763](19843/26): Loss -0.8131, Sem 0.0656, dir -0.9793, norm 0.1005, swav 0.0000 LR: 1.267e-03 Score 97.610 Data time: 0.1987, Forward time: 2.3003, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.1599 [2020-11-13 23:09:00,558][root][INFO] - ===> Epoch[763](19844/26): Loss -0.8222, Sem 0.0590, dir -0.9815, norm 0.1003, swav 0.0000 LR: 1.260e-03 Score 97.853 Data time: 0.1722, Forward time: 2.3002, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 4.9999 [2020-11-13 23:09:06,114][root][INFO] - ===> Epoch[764](19845/26): Loss -0.8229, Sem 0.0640, dir -0.9814, norm 0.0944, swav 0.0000 LR: 1.253e-03 Score 97.685 Data time: 0.2529, Forward time: 2.3003, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 5.4263 [2020-11-13 23:09:11,754][root][INFO] - ===> Epoch[764](19846/26): Loss -0.8170, Sem 0.0633, dir -0.9820, norm 0.1017, swav 0.0000 LR: 1.245e-03 Score 97.744 Data time: 0.2238, Forward time: 2.3003, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.4844 [2020-11-13 23:09:18,044][root][INFO] - ===> Epoch[764](19847/26): Loss -0.8190, Sem 0.0612, dir -0.9805, norm 0.1003, swav 0.0000 LR: 1.238e-03 Score 97.801 Data time: 0.2413, Forward time: 2.3003, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 6.1549 [2020-11-13 23:09:23,797][root][INFO] - ===> Epoch[764](19848/26): Loss -0.8249, Sem 0.0587, dir -0.9818, norm 0.0983, swav 0.0000 LR: 1.231e-03 Score 97.859 Data time: 0.2672, Forward time: 2.3004, Backward time: 3.0706, DDP time: 0.0042, Total iter time: 5.6024 [2020-11-13 23:09:28,684][root][INFO] - ===> Epoch[764](19849/26): Loss -0.8232, Sem 0.0594, dir -0.9819, norm 0.0993, swav 0.0000 LR: 1.223e-03 Score 97.821 Data time: 0.1698, Forward time: 2.3004, Backward time: 3.0705, DDP time: 0.0042, Total iter time: 4.7177 [2020-11-13 23:09:35,757][root][INFO] - ===> Epoch[764](19850/26): Loss -0.8008, Sem 0.0693, dir -0.9786, norm 0.1086, swav 0.0000 LR: 1.216e-03 Score 97.507 Data time: 0.1698, Forward time: 2.3003, Backward time: 3.0707, DDP time: 0.0042, Total iter time: 6.9762 [2020-11-13 23:09:41,779][root][INFO] - ===> Epoch[764](19851/26): Loss -0.8253, Sem 0.0608, dir -0.9812, norm 0.0951, swav 0.0000 LR: 1.209e-03 Score 97.825 Data time: 0.2102, Forward time: 2.3004, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.9182 [2020-11-13 23:09:47,738][root][INFO] - ===> Epoch[764](19852/26): Loss -0.8227, Sem 0.0603, dir -0.9821, norm 0.0991, swav 0.0000 LR: 1.201e-03 Score 97.821 Data time: 0.1734, Forward time: 2.3003, Backward time: 3.0708, DDP time: 0.0042, Total iter time: 5.8104 [2020-11-13 23:09:55,403][root][INFO] - ===> Epoch[764](19853/26): Loss -0.8341, Sem 0.0563, dir -0.9822, norm 0.0918, swav 0.0000 LR: 1.194e-03 Score 97.953 Data time: 0.1983, Forward time: 2.3003, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 7.5420 [2020-11-13 23:10:01,116][root][INFO] - ===> Epoch[764](19854/26): Loss -0.8166, Sem 0.0639, dir -0.9811, norm 0.1006, swav 0.0000 LR: 1.187e-03 Score 97.685 Data time: 0.1576, Forward time: 2.3002, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.5958 [2020-11-13 23:10:06,142][root][INFO] - ===> Epoch[764](19855/26): Loss -0.8428, Sem 0.0545, dir -0.9839, norm 0.0867, swav 0.0000 LR: 1.179e-03 Score 98.029 Data time: 0.1635, Forward time: 2.3001, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 4.9291 [2020-11-13 23:10:11,881][root][INFO] - ===> Epoch[764](19856/26): Loss -0.8247, Sem 0.0560, dir -0.9799, norm 0.0992, swav 0.0000 LR: 1.172e-03 Score 98.007 Data time: 0.2695, Forward time: 2.3002, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 5.6557 [2020-11-13 23:10:17,405][root][INFO] - ===> Epoch[764](19857/26): Loss -0.8397, Sem 0.0546, dir -0.9855, norm 0.0912, swav 0.0000 LR: 1.164e-03 Score 98.002 Data time: 0.2207, Forward time: 2.3003, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.3744 [2020-11-13 23:10:22,902][root][INFO] - ===> Epoch[764](19858/26): Loss -0.8322, Sem 0.0567, dir -0.9824, norm 0.0935, swav 0.0000 LR: 1.157e-03 Score 97.954 Data time: 0.1837, Forward time: 2.3002, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.3784 [2020-11-13 23:10:27,881][root][INFO] - ===> Epoch[764](19859/26): Loss -0.8072, Sem 0.0692, dir -0.9809, norm 0.1046, swav 0.0000 LR: 1.150e-03 Score 97.480 Data time: 0.1444, Forward time: 2.3001, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 4.8218 [2020-11-13 23:10:33,704][root][INFO] - ===> Epoch[764](19860/26): Loss -0.8173, Sem 0.0570, dir -0.9799, norm 0.1056, swav 0.0000 LR: 1.142e-03 Score 97.964 Data time: 0.2000, Forward time: 2.3001, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.7863 [2020-11-13 23:10:39,184][root][INFO] - ===> Epoch[764](19861/26): Loss -0.8419, Sem 0.0513, dir -0.9850, norm 0.0918, swav 0.0000 LR: 1.135e-03 Score 98.149 Data time: 0.1665, Forward time: 2.3000, Backward time: 3.0710, DDP time: 0.0042, Total iter time: 5.3573 [2020-11-13 23:10:44,780][root][INFO] - ===> Epoch[764](19862/26): Loss -0.8167, Sem 0.0664, dir -0.9798, norm 0.0967, swav 0.0000 LR: 1.127e-03 Score 97.544 Data time: 0.1175, Forward time: 2.2999, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 5.4644 [2020-11-13 23:10:49,686][root][INFO] - ===> Epoch[764](19863/26): Loss -0.8060, Sem 0.0607, dir -0.9740, norm 0.1074, swav 0.0000 LR: 1.120e-03 Score 97.779 Data time: 0.1443, Forward time: 2.2998, Backward time: 3.0711, DDP time: 0.0042, Total iter time: 4.8379 [2020-11-13 23:10:56,560][root][INFO] - ===> Epoch[764](19864/26): Loss -0.8044, Sem 0.0676, dir -0.9786, norm 0.1066, swav 0.0000 LR: 1.113e-03 Score 97.522 Data time: 0.1901, Forward time: 2.2997, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.7434 [2020-11-13 23:11:01,850][root][INFO] - ===> Epoch[764](19865/26): Loss -0.8217, Sem 0.0599, dir -0.9775, norm 0.0958, swav 0.0000 LR: 1.105e-03 Score 97.859 Data time: 0.2025, Forward time: 2.2997, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.1620 [2020-11-13 23:11:08,277][root][INFO] - ===> Epoch[764](19866/26): Loss -0.8203, Sem 0.0644, dir -0.9836, norm 0.0990, swav 0.0000 LR: 1.098e-03 Score 97.676 Data time: 0.2376, Forward time: 2.2998, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.2905 [2020-11-13 23:11:14,088][root][INFO] - ===> Epoch[764](19867/26): Loss -0.8231, Sem 0.0560, dir -0.9805, norm 0.1014, swav 0.0000 LR: 1.090e-03 Score 97.965 Data time: 0.2159, Forward time: 2.2998, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 5.6622 [2020-11-13 23:11:20,287][root][INFO] - ===> Epoch[764](19868/26): Loss -0.7966, Sem 0.0606, dir -0.9773, norm 0.1201, swav 0.0000 LR: 1.083e-03 Score 97.819 Data time: 0.2327, Forward time: 2.2998, Backward time: 3.0713, DDP time: 0.0042, Total iter time: 6.0704 [2020-11-13 23:11:26,194][root][INFO] - ===> Epoch[764](19869/26): Loss -0.8193, Sem 0.0644, dir -0.9824, norm 0.0987, swav 0.0000 LR: 1.075e-03 Score 97.739 Data time: 0.2337, Forward time: 2.2998, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.7775 [2020-11-13 23:11:33,530][root][INFO] - ===> Epoch[764](19870/26): Loss -0.8274, Sem 0.0614, dir -0.9820, norm 0.0931, swav 0.0000 LR: 1.068e-03 Score 97.803 Data time: 0.2286, Forward time: 2.2998, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 7.1666 [2020-11-13 23:11:40,211][root][INFO] - ===> Epoch[765](19871/26): Loss -0.8212, Sem 0.0609, dir -0.9805, norm 0.0983, swav 0.0000 LR: 1.061e-03 Score 97.786 Data time: 0.3031, Forward time: 2.2999, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 6.5688 [2020-11-13 23:11:45,463][root][INFO] - ===> Epoch[765](19872/26): Loss -0.8197, Sem 0.0595, dir -0.9813, norm 0.1021, swav 0.0000 LR: 1.053e-03 Score 97.831 Data time: 0.2503, Forward time: 2.3000, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.1062 [2020-11-13 23:11:50,497][root][INFO] - ===> Epoch[765](19873/26): Loss -0.8357, Sem 0.0556, dir -0.9836, norm 0.0924, swav 0.0000 LR: 1.046e-03 Score 98.012 Data time: 0.2193, Forward time: 2.3000, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 4.9184 [2020-11-13 23:11:56,304][root][INFO] - ===> Epoch[765](19874/26): Loss -0.8259, Sem 0.0587, dir -0.9836, norm 0.0989, swav 0.0000 LR: 1.038e-03 Score 97.868 Data time: 0.2086, Forward time: 2.3000, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.6979 [2020-11-13 23:12:02,121][root][INFO] - ===> Epoch[765](19875/26): Loss -0.8137, Sem 0.0670, dir -0.9813, norm 0.1006, swav 0.0000 LR: 1.031e-03 Score 97.529 Data time: 0.2169, Forward time: 2.3000, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 5.6701 [2020-11-13 23:12:06,743][root][INFO] - ===> Epoch[765](19876/26): Loss -0.8087, Sem 0.0663, dir -0.9809, norm 0.1060, swav 0.0000 LR: 1.023e-03 Score 97.627 Data time: 0.1677, Forward time: 2.3000, Backward time: 3.0712, DDP time: 0.0042, Total iter time: 4.4695 [2020-11-13 23:12:13,130][root][INFO] - ===> Epoch[765](19877/26): Loss -0.8375, Sem 0.0524, dir -0.9841, norm 0.0941, swav 0.0000 LR: 1.016e-03 Score 98.106 Data time: 0.1527, Forward time: 2.2999, Backward time: 3.0714, DDP time: 0.0042, Total iter time: 6.2646 [2020-11-13 23:12:19,607][root][INFO] - ===> Epoch[765](19878/26): Loss -0.8276, Sem 0.0607, dir -0.9815, norm 0.0932, swav 0.0000 LR: 1.008e-03 Score 97.813 Data time: 0.1786, Forward time: 2.2998, Backward time: 3.0716, DDP time: 0.0042, Total iter time: 6.3984 [2020-11-13 23:12:25,334][root][INFO] - ===> Epoch[765](19879/26): Loss -0.8238, Sem 0.0596, dir -0.9804, norm 0.0971, swav 0.0000 LR: 1.001e-03 Score 97.853 Data time: 0.2303, Forward time: 2.2999, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 5.5983 [2020-11-13 23:12:30,332][root][INFO] - ===> Epoch[765](19880/26): Loss -0.8251, Sem 0.0579, dir -0.9806, norm 0.0976, swav 0.0000 LR: 9.932e-04 Score 97.940 Data time: 0.1521, Forward time: 2.2998, Backward time: 3.0715, DDP time: 0.0042, Total iter time: 4.8320 [2020-11-13 23:12:37,056][root][INFO] - ===> Epoch[765](19881/26): Loss -0.8291, Sem 0.0606, dir -0.9811, norm 0.0914, swav 0.0000 LR: 9.857e-04 Score 97.832 Data time: 0.1792, Forward time: 2.2997, Backward time: 3.0717, DDP time: 0.0042, Total iter time: 6.6389 [2020-11-13 23:12:43,014][root][INFO] - ===> Epoch[765](19882/26): Loss -0.8152, Sem 0.0674, dir -0.9808, norm 0.0982, swav 0.0000 LR: 9.782e-04 Score 97.530 Data time: 0.1902, Forward time: 2.2997, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 5.8892 [2020-11-13 23:12:48,035][root][INFO] - ===> Epoch[765](19883/26): Loss -0.8316, Sem 0.0536, dir -0.9818, norm 0.0966, swav 0.0000 LR: 9.707e-04 Score 98.062 Data time: 0.1701, Forward time: 2.2996, Backward time: 3.0718, DDP time: 0.0042, Total iter time: 4.8958 [2020-11-13 23:12:54,695][root][INFO] - ===> Epoch[765](19884/26): Loss -0.8123, Sem 0.0606, dir -0.9809, norm 0.1080, swav 0.0000 LR: 9.631e-04 Score 97.753 Data time: 0.1779, Forward time: 2.2995, Backward time: 3.0720, DDP time: 0.0042, Total iter time: 6.5839 [2020-11-13 23:13:00,084][root][INFO] - ===> Epoch[765](19885/26): Loss -0.8275, Sem 0.0631, dir -0.9840, norm 0.0934, swav 0.0000 LR: 9.556e-04 Score 97.699 Data time: 0.2162, Forward time: 2.2995, Backward time: 3.0719, DDP time: 0.0042, Total iter time: 5.3070 [2020-11-13 23:13:07,360][root][INFO] - ===> Epoch[765](19886/26): Loss -0.8320, Sem 0.0539, dir -0.9793, norm 0.0934, swav 0.0000 LR: 9.480e-04 Score 98.008 Data time: 0.2067, Forward time: 2.2995, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 7.1766 [2020-11-13 23:13:12,826][root][INFO] - ===> Epoch[765](19887/26): Loss -0.8371, Sem 0.0575, dir -0.9821, norm 0.0875, swav 0.0000 LR: 9.405e-04 Score 97.883 Data time: 0.1582, Forward time: 2.2995, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 5.3466 [2020-11-13 23:13:18,458][root][INFO] - ===> Epoch[765](19888/26): Loss -0.8276, Sem 0.0574, dir -0.9800, norm 0.0950, swav 0.0000 LR: 9.329e-04 Score 97.952 Data time: 0.2271, Forward time: 2.2994, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 5.5497 [2020-11-13 23:13:24,397][root][INFO] - ===> Epoch[765](19889/26): Loss -0.8276, Sem 0.0549, dir -0.9799, norm 0.0974, swav 0.0000 LR: 9.254e-04 Score 98.043 Data time: 0.2791, Forward time: 2.2995, Backward time: 3.0721, DDP time: 0.0042, Total iter time: 5.8565 [2020-11-13 23:13:31,168][root][INFO] - ===> Epoch[765](19890/26): Loss -0.8278, Sem 0.0592, dir -0.9821, norm 0.0951, swav 0.0000 LR: 9.178e-04 Score 97.877 Data time: 0.2119, Forward time: 2.2995, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 6.5789 [2020-11-13 23:13:37,749][root][INFO] - ===> Epoch[765](19891/26): Loss -0.8185, Sem 0.0651, dir -0.9815, norm 0.0978, swav 0.0000 LR: 9.102e-04 Score 97.566 Data time: 0.1550, Forward time: 2.2995, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.4345 [2020-11-13 23:13:43,962][root][INFO] - ===> Epoch[765](19892/26): Loss -0.8072, Sem 0.0658, dir -0.9763, norm 0.1033, swav 0.0000 LR: 9.026e-04 Score 97.629 Data time: 0.1376, Forward time: 2.2994, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 6.1054 [2020-11-13 23:13:49,998][root][INFO] - ===> Epoch[765](19893/26): Loss -0.8124, Sem 0.0646, dir -0.9825, norm 0.1056, swav 0.0000 LR: 8.950e-04 Score 97.712 Data time: 0.2149, Forward time: 2.2993, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.9078 [2020-11-13 23:13:55,308][root][INFO] - ===> Epoch[765](19894/26): Loss -0.8213, Sem 0.0622, dir -0.9794, norm 0.0959, swav 0.0000 LR: 8.874e-04 Score 97.746 Data time: 0.2296, Forward time: 2.2993, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.1596 [2020-11-13 23:14:02,030][root][INFO] - ===> Epoch[765](19895/26): Loss -0.8017, Sem 0.0621, dir -0.9791, norm 0.1153, swav 0.0000 LR: 8.798e-04 Score 97.739 Data time: 0.2355, Forward time: 2.2993, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 6.5762 [2020-11-13 23:14:09,431][root][INFO] - ===> Epoch[765](19896/26): Loss -0.8272, Sem 0.0613, dir -0.9824, norm 0.0939, swav 0.0000 LR: 8.722e-04 Score 97.741 Data time: 0.2070, Forward time: 2.2993, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 7.1908 [2020-11-13 23:14:14,602][root][INFO] - ===> Epoch[766](19897/26): Loss -0.7986, Sem 0.0653, dir -0.9791, norm 0.1152, swav 0.0000 LR: 8.646e-04 Score 97.601 Data time: 0.1972, Forward time: 2.2993, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.0398 [2020-11-13 23:14:21,305][root][INFO] - ===> Epoch[766](19898/26): Loss -0.8231, Sem 0.0572, dir -0.9815, norm 0.1011, swav 0.0000 LR: 8.569e-04 Score 97.944 Data time: 0.1960, Forward time: 2.2993, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 6.5539 [2020-11-13 23:14:27,880][root][INFO] - ===> Epoch[766](19899/26): Loss -0.8338, Sem 0.0561, dir -0.9821, norm 0.0921, swav 0.0000 LR: 8.493e-04 Score 97.951 Data time: 0.3062, Forward time: 2.2994, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 6.4553 [2020-11-13 23:14:33,830][root][INFO] - ===> Epoch[766](19900/26): Loss -0.8246, Sem 0.0638, dir -0.9841, norm 0.0957, swav 0.0000 LR: 8.416e-04 Score 97.652 Data time: 0.2753, Forward time: 2.2995, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.7668 [2020-11-13 23:14:39,481][root][INFO] - ===> Epoch[766](19901/26): Loss -0.8314, Sem 0.0603, dir -0.9825, norm 0.0908, swav 0.0000 LR: 8.340e-04 Score 97.819 Data time: 0.2321, Forward time: 2.2996, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.5092 [2020-11-13 23:14:45,198][root][INFO] - ===> Epoch[766](19902/26): Loss -0.8240, Sem 0.0594, dir -0.9808, norm 0.0973, swav 0.0000 LR: 8.263e-04 Score 97.857 Data time: 0.1905, Forward time: 2.2995, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.5695 [2020-11-13 23:14:50,161][root][INFO] - ===> Epoch[766](19903/26): Loss -0.8391, Sem 0.0537, dir -0.9831, norm 0.0903, swav 0.0000 LR: 8.186e-04 Score 98.131 Data time: 0.2392, Forward time: 2.2996, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 4.8266 [2020-11-13 23:14:55,992][root][INFO] - ===> Epoch[766](19904/26): Loss -0.8240, Sem 0.0576, dir -0.9802, norm 0.0986, swav 0.0000 LR: 8.110e-04 Score 97.919 Data time: 0.1927, Forward time: 2.2995, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.6873 [2020-11-13 23:15:02,399][root][INFO] - ===> Epoch[766](19905/26): Loss -0.8272, Sem 0.0612, dir -0.9839, norm 0.0954, swav 0.0000 LR: 8.033e-04 Score 97.806 Data time: 0.1831, Forward time: 2.2995, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.3011 [2020-11-13 23:15:07,350][root][INFO] - ===> Epoch[766](19906/26): Loss -0.8057, Sem 0.0647, dir -0.9809, norm 0.1106, swav 0.0000 LR: 7.956e-04 Score 97.629 Data time: 0.1984, Forward time: 2.2995, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 4.8039 [2020-11-13 23:15:13,880][root][INFO] - ===> Epoch[766](19907/26): Loss -0.8295, Sem 0.0586, dir -0.9812, norm 0.0931, swav 0.0000 LR: 7.879e-04 Score 97.894 Data time: 0.2055, Forward time: 2.2995, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 6.4143 [2020-11-13 23:15:18,818][root][INFO] - ===> Epoch[766](19908/26): Loss -0.8163, Sem 0.0689, dir -0.9803, norm 0.0950, swav 0.0000 LR: 7.802e-04 Score 97.612 Data time: 0.1711, Forward time: 2.2994, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 4.7636 [2020-11-13 23:15:24,425][root][INFO] - ===> Epoch[766](19909/26): Loss -0.8121, Sem 0.0635, dir -0.9779, norm 0.1022, swav 0.0000 LR: 7.725e-04 Score 97.661 Data time: 0.2120, Forward time: 2.2993, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.5182 [2020-11-13 23:15:31,322][root][INFO] - ===> Epoch[766](19910/26): Loss -0.8254, Sem 0.0576, dir -0.9819, norm 0.0989, swav 0.0000 LR: 7.647e-04 Score 97.947 Data time: 0.1640, Forward time: 2.2993, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 6.7844 [2020-11-13 23:15:36,428][root][INFO] - ===> Epoch[766](19911/26): Loss -0.8049, Sem 0.0665, dir -0.9764, norm 0.1050, swav 0.0000 LR: 7.570e-04 Score 97.575 Data time: 0.1506, Forward time: 2.2992, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.0211 [2020-11-13 23:15:41,761][root][INFO] - ===> Epoch[766](19912/26): Loss -0.8221, Sem 0.0601, dir -0.9808, norm 0.0986, swav 0.0000 LR: 7.492e-04 Score 97.810 Data time: 0.1975, Forward time: 2.2992, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.2555 [2020-11-13 23:15:47,303][root][INFO] - ===> Epoch[766](19913/26): Loss -0.8286, Sem 0.0599, dir -0.9823, norm 0.0938, swav 0.0000 LR: 7.415e-04 Score 97.875 Data time: 0.1652, Forward time: 2.2991, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.3624 [2020-11-13 23:15:52,706][root][INFO] - ===> Epoch[766](19914/26): Loss -0.8377, Sem 0.0514, dir -0.9797, norm 0.0907, swav 0.0000 LR: 7.337e-04 Score 98.115 Data time: 0.2279, Forward time: 2.2991, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.3015 [2020-11-13 23:15:58,195][root][INFO] - ===> Epoch[766](19915/26): Loss -0.8169, Sem 0.0625, dir -0.9784, norm 0.0990, swav 0.0000 LR: 7.259e-04 Score 97.744 Data time: 0.2263, Forward time: 2.2991, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.3663 [2020-11-13 23:16:04,141][root][INFO] - ===> Epoch[766](19916/26): Loss -0.8153, Sem 0.0562, dir -0.9763, norm 0.1049, swav 0.0000 LR: 7.182e-04 Score 98.010 Data time: 0.1889, Forward time: 2.2990, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.8104 [2020-11-13 23:16:09,935][root][INFO] - ===> Epoch[766](19917/26): Loss -0.8227, Sem 0.0593, dir -0.9816, norm 0.0996, swav 0.0000 LR: 7.104e-04 Score 97.866 Data time: 0.2128, Forward time: 2.2990, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.6329 [2020-11-13 23:16:14,764][root][INFO] - ===> Epoch[766](19918/26): Loss -0.8193, Sem 0.0611, dir -0.9801, norm 0.0996, swav 0.0000 LR: 7.026e-04 Score 97.769 Data time: 0.2130, Forward time: 2.2991, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 4.6752 [2020-11-13 23:16:20,442][root][INFO] - ===> Epoch[766](19919/26): Loss -0.8271, Sem 0.0621, dir -0.9805, norm 0.0912, swav 0.0000 LR: 6.948e-04 Score 97.715 Data time: 0.2004, Forward time: 2.2990, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.5186 [2020-11-13 23:16:25,277][root][INFO] - ===> Epoch[766](19920/26): Loss -0.8147, Sem 0.0616, dir -0.9816, norm 0.1053, swav 0.0000 LR: 6.869e-04 Score 97.825 Data time: 0.1911, Forward time: 2.2990, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 4.6818 [2020-11-13 23:16:30,708][root][INFO] - ===> Epoch[766](19921/26): Loss -0.8147, Sem 0.0613, dir -0.9778, norm 0.1018, swav 0.0000 LR: 6.791e-04 Score 97.787 Data time: 0.1914, Forward time: 2.2989, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.3286 [2020-11-13 23:16:36,187][root][INFO] - ===> Epoch[766](19922/26): Loss -0.8247, Sem 0.0635, dir -0.9832, norm 0.0950, swav 0.0000 LR: 6.713e-04 Score 97.711 Data time: 0.2537, Forward time: 2.2990, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.3692 [2020-11-13 23:16:40,604][root][INFO] - ===> Epoch[767](19923/26): Loss -0.8144, Sem 0.0601, dir -0.9785, norm 0.1041, swav 0.0000 LR: 6.634e-04 Score 97.859 Data time: 0.1763, Forward time: 2.2990, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 4.2452 [2020-11-13 23:16:45,446][root][INFO] - ===> Epoch[767](19924/26): Loss -0.8125, Sem 0.0675, dir -0.9808, norm 0.1009, swav 0.0000 LR: 6.556e-04 Score 97.567 Data time: 0.1511, Forward time: 2.2989, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 4.7677 [2020-11-13 23:16:51,426][root][INFO] - ===> Epoch[767](19925/26): Loss -0.8374, Sem 0.0598, dir -0.9842, norm 0.0870, swav 0.0000 LR: 6.477e-04 Score 97.842 Data time: 0.1457, Forward time: 2.2988, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.9336 [2020-11-13 23:16:56,635][root][INFO] - ===> Epoch[767](19926/26): Loss -0.8054, Sem 0.0622, dir -0.9775, norm 0.1100, swav 0.0000 LR: 6.398e-04 Score 97.804 Data time: 0.1772, Forward time: 2.2987, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.1294 [2020-11-13 23:17:02,127][root][INFO] - ===> Epoch[767](19927/26): Loss -0.8218, Sem 0.0611, dir -0.9822, norm 0.0993, swav 0.0000 LR: 6.319e-04 Score 97.759 Data time: 0.2572, Forward time: 2.2988, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.3721 [2020-11-13 23:17:06,806][root][INFO] - ===> Epoch[767](19928/26): Loss -0.8372, Sem 0.0546, dir -0.9811, norm 0.0892, swav 0.0000 LR: 6.240e-04 Score 98.034 Data time: 0.2181, Forward time: 2.2988, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 4.5307 [2020-11-13 23:17:12,122][root][INFO] - ===> Epoch[767](19929/26): Loss -0.8310, Sem 0.0583, dir -0.9820, norm 0.0926, swav 0.0000 LR: 6.161e-04 Score 97.944 Data time: 0.2245, Forward time: 2.2988, Backward time: 3.0723, DDP time: 0.0042, Total iter time: 5.1924 [2020-11-13 23:17:17,283][root][INFO] - ===> Epoch[767](19930/26): Loss -0.8199, Sem 0.0580, dir -0.9796, norm 0.1017, swav 0.0000 LR: 6.082e-04 Score 97.913 Data time: 0.1784, Forward time: 2.2988, Backward time: 3.0722, DDP time: 0.0042, Total iter time: 5.0076 [2020-11-13 23:17:23,736][root][INFO] - ===> Epoch[767](19931/26): Loss -0.8193, Sem 0.0642, dir -0.9794, norm 0.0960, swav 0.0000 LR: 6.002e-04 Score 97.653 Data time: 0.1617, Forward time: 2.2987, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.3409 [2020-11-13 23:17:29,901][root][INFO] - ===> Epoch[767](19932/26): Loss -0.8294, Sem 0.0549, dir -0.9816, norm 0.0972, swav 0.0000 LR: 5.923e-04 Score 98.079 Data time: 0.1662, Forward time: 2.2987, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.0694 [2020-11-13 23:17:35,216][root][INFO] - ===> Epoch[767](19933/26): Loss -0.8178, Sem 0.0639, dir -0.9829, norm 0.1012, swav 0.0000 LR: 5.843e-04 Score 97.665 Data time: 0.1576, Forward time: 2.2986, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.2443 [2020-11-13 23:17:42,091][root][INFO] - ===> Epoch[767](19934/26): Loss -0.8241, Sem 0.0577, dir -0.9799, norm 0.0981, swav 0.0000 LR: 5.763e-04 Score 97.873 Data time: 0.1628, Forward time: 2.2985, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 6.8033 [2020-11-13 23:17:47,665][root][INFO] - ===> Epoch[767](19935/26): Loss -0.8170, Sem 0.0618, dir -0.9785, norm 0.0997, swav 0.0000 LR: 5.683e-04 Score 97.767 Data time: 0.2798, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.4931 [2020-11-13 23:17:53,472][root][INFO] - ===> Epoch[767](19936/26): Loss -0.8161, Sem 0.0637, dir -0.9804, norm 0.1006, swav 0.0000 LR: 5.604e-04 Score 97.725 Data time: 0.2201, Forward time: 2.2986, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.6441 [2020-11-13 23:17:58,352][root][INFO] - ===> Epoch[767](19937/26): Loss -0.8278, Sem 0.0590, dir -0.9817, norm 0.0949, swav 0.0000 LR: 5.523e-04 Score 97.848 Data time: 0.1675, Forward time: 2.2986, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 4.7489 [2020-11-13 23:18:03,774][root][INFO] - ===> Epoch[767](19938/26): Loss -0.8303, Sem 0.0557, dir -0.9783, norm 0.0923, swav 0.0000 LR: 5.443e-04 Score 98.006 Data time: 0.1518, Forward time: 2.2985, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.3414 [2020-11-13 23:18:09,938][root][INFO] - ===> Epoch[767](19939/26): Loss -0.8327, Sem 0.0549, dir -0.9830, norm 0.0954, swav 0.0000 LR: 5.363e-04 Score 98.025 Data time: 0.3219, Forward time: 2.2986, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.0803 [2020-11-13 23:18:16,735][root][INFO] - ===> Epoch[767](19940/26): Loss -0.8188, Sem 0.0615, dir -0.9830, norm 0.1027, swav 0.0000 LR: 5.282e-04 Score 97.770 Data time: 0.2159, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 6.6630 [2020-11-13 23:18:22,751][root][INFO] - ===> Epoch[767](19941/26): Loss -0.8164, Sem 0.0632, dir -0.9822, norm 0.1026, swav 0.0000 LR: 5.202e-04 Score 97.704 Data time: 0.2435, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.8650 [2020-11-13 23:18:28,447][root][INFO] - ===> Epoch[767](19942/26): Loss -0.8234, Sem 0.0575, dir -0.9804, norm 0.0996, swav 0.0000 LR: 5.121e-04 Score 97.939 Data time: 0.2096, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.5676 [2020-11-13 23:18:34,184][root][INFO] - ===> Epoch[767](19943/26): Loss -0.8213, Sem 0.0616, dir -0.9829, norm 0.1001, swav 0.0000 LR: 5.040e-04 Score 97.750 Data time: 0.2247, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.5667 [2020-11-13 23:18:40,098][root][INFO] - ===> Epoch[767](19944/26): Loss -0.8110, Sem 0.0674, dir -0.9788, norm 0.1004, swav 0.0000 LR: 4.959e-04 Score 97.553 Data time: 0.1474, Forward time: 2.2986, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.7866 [2020-11-13 23:18:46,009][root][INFO] - ===> Epoch[767](19945/26): Loss -0.8247, Sem 0.0591, dir -0.9805, norm 0.0967, swav 0.0000 LR: 4.878e-04 Score 97.842 Data time: 0.1271, Forward time: 2.2984, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.8541 [2020-11-13 23:18:54,140][root][INFO] - ===> Epoch[767](19946/26): Loss -0.8257, Sem 0.0619, dir -0.9818, norm 0.0942, swav 0.0000 LR: 4.796e-04 Score 97.745 Data time: 0.1835, Forward time: 2.2984, Backward time: 3.0733, DDP time: 0.0042, Total iter time: 8.0852 [2020-11-13 23:19:00,764][root][INFO] - ===> Epoch[767](19947/26): Loss -0.8429, Sem 0.0545, dir -0.9818, norm 0.0845, swav 0.0000 LR: 4.715e-04 Score 98.011 Data time: 0.1906, Forward time: 2.2984, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 6.5100 [2020-11-13 23:19:06,801][root][INFO] - ===> Epoch[767](19948/26): Loss -0.8066, Sem 0.0637, dir -0.9799, norm 0.1095, swav 0.0000 LR: 4.633e-04 Score 97.711 Data time: 0.2572, Forward time: 2.2985, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.9583 [2020-11-13 23:19:12,582][root][INFO] - ===> Epoch[768](19949/26): Loss -0.8136, Sem 0.0663, dir -0.9803, norm 0.1005, swav 0.0000 LR: 4.551e-04 Score 97.610 Data time: 0.2270, Forward time: 2.2985, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.6251 [2020-11-13 23:19:18,688][root][INFO] - ===> Epoch[768](19950/26): Loss -0.8065, Sem 0.0700, dir -0.9796, norm 0.1031, swav 0.0000 LR: 4.469e-04 Score 97.506 Data time: 0.1499, Forward time: 2.2984, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 5.9848 [2020-11-13 23:19:24,221][root][INFO] - ===> Epoch[768](19951/26): Loss -0.8271, Sem 0.0549, dir -0.9802, norm 0.0982, swav 0.0000 LR: 4.387e-04 Score 98.027 Data time: 0.2711, Forward time: 2.2984, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 5.4702 [2020-11-13 23:19:30,799][root][INFO] - ===> Epoch[768](19952/26): Loss -0.8211, Sem 0.0603, dir -0.9823, norm 0.1009, swav 0.0000 LR: 4.305e-04 Score 97.843 Data time: 0.2236, Forward time: 2.2984, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 6.4306 [2020-11-13 23:19:37,296][root][INFO] - ===> Epoch[768](19953/26): Loss -0.8199, Sem 0.0582, dir -0.9784, norm 0.1003, swav 0.0000 LR: 4.222e-04 Score 97.873 Data time: 0.2117, Forward time: 2.2984, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 6.4005 [2020-11-13 23:19:43,043][root][INFO] - ===> Epoch[768](19954/26): Loss -0.8179, Sem 0.0585, dir -0.9810, norm 0.1046, swav 0.0000 LR: 4.139e-04 Score 98.001 Data time: 0.1869, Forward time: 2.2984, Backward time: 3.0737, DDP time: 0.0042, Total iter time: 5.6062 [2020-11-13 23:19:48,938][root][INFO] - ===> Epoch[768](19955/26): Loss -0.8280, Sem 0.0581, dir -0.9804, norm 0.0943, swav 0.0000 LR: 4.057e-04 Score 97.848 Data time: 0.2845, Forward time: 2.2985, Backward time: 3.0736, DDP time: 0.0042, Total iter time: 5.8007 [2020-11-13 23:19:54,121][root][INFO] - ===> Epoch[768](19956/26): Loss -0.8342, Sem 0.0535, dir -0.9834, norm 0.0957, swav 0.0000 LR: 3.974e-04 Score 98.002 Data time: 0.2411, Forward time: 2.2985, Backward time: 3.0735, DDP time: 0.0042, Total iter time: 5.0316 [2020-11-13 23:19:59,633][root][INFO] - ===> Epoch[768](19957/26): Loss -0.8211, Sem 0.0606, dir -0.9786, norm 0.0969, swav 0.0000 LR: 3.890e-04 Score 97.809 Data time: 0.2254, Forward time: 2.2986, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.3779 [2020-11-13 23:20:05,599][root][INFO] - ===> Epoch[768](19958/26): Loss -0.8191, Sem 0.0612, dir -0.9778, norm 0.0975, swav 0.0000 LR: 3.807e-04 Score 97.743 Data time: 0.2226, Forward time: 2.2986, Backward time: 3.0734, DDP time: 0.0042, Total iter time: 5.8343 [2020-11-13 23:20:09,894][root][INFO] - ===> Epoch[768](19959/26): Loss -0.8183, Sem 0.0613, dir -0.9804, norm 0.1008, swav 0.0000 LR: 3.723e-04 Score 97.775 Data time: 0.2187, Forward time: 2.2986, Backward time: 3.0732, DDP time: 0.0042, Total iter time: 4.1793 [2020-11-13 23:20:15,952][root][INFO] - ===> Epoch[768](19960/26): Loss -0.8074, Sem 0.0622, dir -0.9778, norm 0.1082, swav 0.0000 LR: 3.639e-04 Score 97.768 Data time: 0.2759, Forward time: 2.2987, Backward time: 3.0731, DDP time: 0.0042, Total iter time: 5.9594 [2020-11-13 23:20:20,966][root][INFO] - ===> Epoch[768](19961/26): Loss -0.8152, Sem 0.0602, dir -0.9811, norm 0.1056, swav 0.0000 LR: 3.555e-04 Score 97.820 Data time: 0.1677, Forward time: 2.2987, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 4.8805 [2020-11-13 23:20:26,248][root][INFO] - ===> Epoch[768](19962/26): Loss -0.8194, Sem 0.0606, dir -0.9810, norm 0.1011, swav 0.0000 LR: 3.471e-04 Score 97.816 Data time: 0.1889, Forward time: 2.2986, Backward time: 3.0730, DDP time: 0.0042, Total iter time: 5.1807 [2020-11-13 23:20:31,737][root][INFO] - ===> Epoch[768](19963/26): Loss -0.8240, Sem 0.0621, dir -0.9821, norm 0.0960, swav 0.0000 LR: 3.386e-04 Score 97.773 Data time: 0.2524, Forward time: 2.2987, Backward time: 3.0729, DDP time: 0.0042, Total iter time: 5.4077 [2020-11-13 23:20:35,900][root][INFO] - ===> Epoch[768](19964/26): Loss -0.8379, Sem 0.0520, dir -0.9818, norm 0.0919, swav 0.0000 LR: 3.302e-04 Score 98.113 Data time: 0.1792, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 4.0262 [2020-11-13 23:20:41,616][root][INFO] - ===> Epoch[768](19965/26): Loss -0.8193, Sem 0.0580, dir -0.9782, norm 0.1009, swav 0.0000 LR: 3.217e-04 Score 97.927 Data time: 0.2039, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.5866 [2020-11-13 23:20:47,632][root][INFO] - ===> Epoch[768](19966/26): Loss -0.8225, Sem 0.0579, dir -0.9819, norm 0.1016, swav 0.0000 LR: 3.131e-04 Score 97.865 Data time: 0.2185, Forward time: 2.2986, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.8764 [2020-11-13 23:20:52,776][root][INFO] - ===> Epoch[768](19967/26): Loss -0.8357, Sem 0.0585, dir -0.9838, norm 0.0896, swav 0.0000 LR: 3.046e-04 Score 97.879 Data time: 0.2052, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.0013 [2020-11-13 23:20:58,410][root][INFO] - ===> Epoch[768](19968/26): Loss -0.8312, Sem 0.0594, dir -0.9832, norm 0.0926, swav 0.0000 LR: 2.960e-04 Score 97.814 Data time: 0.1984, Forward time: 2.2986, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.5073 [2020-11-13 23:21:04,184][root][INFO] - ===> Epoch[768](19969/26): Loss -0.8338, Sem 0.0586, dir -0.9816, norm 0.0892, swav 0.0000 LR: 2.874e-04 Score 97.820 Data time: 0.2465, Forward time: 2.2986, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.6421 [2020-11-13 23:21:09,193][root][INFO] - ===> Epoch[768](19970/26): Loss -0.8089, Sem 0.0632, dir -0.9776, norm 0.1055, swav 0.0000 LR: 2.787e-04 Score 97.716 Data time: 0.2310, Forward time: 2.2987, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 4.8612 [2020-11-13 23:21:14,891][root][INFO] - ===> Epoch[768](19971/26): Loss -0.8299, Sem 0.0580, dir -0.9813, norm 0.0934, swav 0.0000 LR: 2.701e-04 Score 97.888 Data time: 0.2605, Forward time: 2.2986, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.5703 [2020-11-13 23:21:21,516][root][INFO] - ===> Epoch[768](19972/26): Loss -0.8027, Sem 0.0687, dir -0.9800, norm 0.1086, swav 0.0000 LR: 2.614e-04 Score 97.438 Data time: 0.2371, Forward time: 2.2987, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 6.4700 [2020-11-13 23:21:27,450][root][INFO] - ===> Epoch[768](19973/26): Loss -0.8296, Sem 0.0588, dir -0.9811, norm 0.0926, swav 0.0000 LR: 2.527e-04 Score 97.854 Data time: 0.2326, Forward time: 2.2987, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.7681 [2020-11-13 23:21:33,635][root][INFO] - ===> Epoch[768](19974/26): Loss -0.8201, Sem 0.0608, dir -0.9778, norm 0.0968, swav 0.0000 LR: 2.439e-04 Score 97.814 Data time: 0.2845, Forward time: 2.2988, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 6.0609 [2020-11-13 23:21:39,417][root][INFO] - ===> Epoch[769](19975/26): Loss -0.8274, Sem 0.0595, dir -0.9793, norm 0.0925, swav 0.0000 LR: 2.351e-04 Score 97.837 Data time: 0.1899, Forward time: 2.2988, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.5948 [2020-11-13 23:21:44,083][root][INFO] - ===> Epoch[769](19976/26): Loss -0.8342, Sem 0.0565, dir -0.9842, norm 0.0935, swav 0.0000 LR: 2.263e-04 Score 97.968 Data time: 0.1657, Forward time: 2.2987, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 4.5384 [2020-11-13 23:21:50,274][root][INFO] - ===> Epoch[769](19977/26): Loss -0.8240, Sem 0.0606, dir -0.9793, norm 0.0948, swav 0.0000 LR: 2.174e-04 Score 97.788 Data time: 0.2066, Forward time: 2.2987, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 6.0646 [2020-11-13 23:21:56,298][root][INFO] - ===> Epoch[769](19978/26): Loss -0.8179, Sem 0.0661, dir -0.9830, norm 0.0991, swav 0.0000 LR: 2.085e-04 Score 97.631 Data time: 0.1837, Forward time: 2.2987, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.8742 [2020-11-13 23:22:01,788][root][INFO] - ===> Epoch[769](19979/26): Loss -0.8298, Sem 0.0613, dir -0.9825, norm 0.0914, swav 0.0000 LR: 1.995e-04 Score 97.783 Data time: 0.2426, Forward time: 2.2988, Backward time: 3.0724, DDP time: 0.0042, Total iter time: 5.3362 [2020-11-13 23:22:09,730][root][INFO] - ===> Epoch[769](19980/26): Loss -0.8187, Sem 0.0574, dir -0.9836, norm 0.1075, swav 0.0000 LR: 1.905e-04 Score 97.976 Data time: 0.2687, Forward time: 2.2989, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 7.7953 [2020-11-13 23:22:15,549][root][INFO] - ===> Epoch[769](19981/26): Loss -0.8099, Sem 0.0716, dir -0.9829, norm 0.1015, swav 0.0000 LR: 1.815e-04 Score 97.466 Data time: 0.2507, Forward time: 2.2989, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.6442 [2020-11-13 23:22:21,449][root][INFO] - ===> Epoch[769](19982/26): Loss -0.8321, Sem 0.0560, dir -0.9805, norm 0.0924, swav 0.0000 LR: 1.724e-04 Score 98.000 Data time: 0.1878, Forward time: 2.2989, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.7445 [2020-11-13 23:22:27,434][root][INFO] - ===> Epoch[769](19983/26): Loss -0.8231, Sem 0.0650, dir -0.9837, norm 0.0956, swav 0.0000 LR: 1.632e-04 Score 97.632 Data time: 0.1702, Forward time: 2.2989, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.8539 [2020-11-13 23:22:33,076][root][INFO] - ===> Epoch[769](19984/26): Loss -0.8381, Sem 0.0476, dir -0.9836, norm 0.0978, swav 0.0000 LR: 1.540e-04 Score 98.284 Data time: 0.2176, Forward time: 2.2988, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.5754 [2020-11-13 23:22:38,511][root][INFO] - ===> Epoch[769](19985/26): Loss -0.8264, Sem 0.0577, dir -0.9809, norm 0.0969, swav 0.0000 LR: 1.447e-04 Score 97.922 Data time: 0.1953, Forward time: 2.2988, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 5.3407 [2020-11-13 23:22:43,720][root][INFO] - ===> Epoch[769](19986/26): Loss -0.8111, Sem 0.0632, dir -0.9774, norm 0.1030, swav 0.0000 LR: 1.354e-04 Score 97.792 Data time: 0.2164, Forward time: 2.2988, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.0996 [2020-11-13 23:22:50,599][root][INFO] - ===> Epoch[769](19987/26): Loss -0.8194, Sem 0.0568, dir -0.9776, norm 0.1014, swav 0.0000 LR: 1.260e-04 Score 97.938 Data time: 0.1871, Forward time: 2.2987, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 6.7804 [2020-11-13 23:22:55,577][root][INFO] - ===> Epoch[769](19988/26): Loss -0.8067, Sem 0.0675, dir -0.9778, norm 0.1035, swav 0.0000 LR: 1.165e-04 Score 97.566 Data time: 0.1524, Forward time: 2.2986, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 4.8936 [2020-11-13 23:23:00,293][root][INFO] - ===> Epoch[769](19989/26): Loss -0.8335, Sem 0.0487, dir -0.9809, norm 0.0987, swav 0.0000 LR: 1.069e-04 Score 98.259 Data time: 0.2223, Forward time: 2.2986, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 4.6435 [2020-11-13 23:23:05,496][root][INFO] - ===> Epoch[769](19990/26): Loss -0.8205, Sem 0.0613, dir -0.9829, norm 0.1011, swav 0.0000 LR: 9.725e-05 Score 97.744 Data time: 0.2017, Forward time: 2.2987, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.0848 [2020-11-13 23:23:11,150][root][INFO] - ===> Epoch[769](19991/26): Loss -0.8396, Sem 0.0532, dir -0.9825, norm 0.0897, swav 0.0000 LR: 8.747e-05 Score 98.072 Data time: 0.2135, Forward time: 2.2986, Backward time: 3.0726, DDP time: 0.0042, Total iter time: 5.5222 [2020-11-13 23:23:16,569][root][INFO] - ===> Epoch[769](19992/26): Loss -0.8298, Sem 0.0604, dir -0.9821, norm 0.0918, swav 0.0000 LR: 7.756e-05 Score 97.807 Data time: 0.2218, Forward time: 2.2987, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.2886 [2020-11-13 23:23:21,786][root][INFO] - ===> Epoch[769](19993/26): Loss -0.8290, Sem 0.0593, dir -0.9813, norm 0.0930, swav 0.0000 LR: 6.751e-05 Score 97.842 Data time: 0.1332, Forward time: 2.2986, Backward time: 3.0725, DDP time: 0.0042, Total iter time: 5.0970 [2020-11-13 23:23:29,167][root][INFO] - ===> Epoch[769](19994/26): Loss -0.8109, Sem 0.0646, dir -0.9801, norm 0.1046, swav 0.0000 LR: 5.730e-05 Score 97.695 Data time: 0.1846, Forward time: 2.2985, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 7.3048 [2020-11-13 23:23:33,974][root][INFO] - ===> Epoch[769](19995/26): Loss -0.8236, Sem 0.0604, dir -0.9806, norm 0.0967, swav 0.0000 LR: 4.687e-05 Score 97.811 Data time: 0.2051, Forward time: 2.2985, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 4.7145 [2020-11-13 23:23:40,965][root][INFO] - ===> Epoch[769](19996/26): Loss -0.8072, Sem 0.0641, dir -0.9816, norm 0.1103, swav 0.0000 LR: 3.618e-05 Score 97.690 Data time: 0.1925, Forward time: 2.2985, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 6.8692 [2020-11-13 23:23:46,052][root][INFO] - ===> Epoch[769](19997/26): Loss -0.8123, Sem 0.0669, dir -0.9821, norm 0.1030, swav 0.0000 LR: 2.512e-05 Score 97.587 Data time: 0.2445, Forward time: 2.2985, Backward time: 3.0727, DDP time: 0.0042, Total iter time: 4.9445 [2020-11-13 23:23:51,706][root][INFO] - ===> Epoch[769](19998/26): Loss -0.8213, Sem 0.0611, dir -0.9823, norm 0.0999, swav 0.0000 LR: 1.346e-05 Score 97.773 Data time: 0.1661, Forward time: 2.2984, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.5241 [2020-11-13 23:23:57,035][root][INFO] - ===> Epoch[769](19999/26): Loss -0.8298, Sem 0.0545, dir -0.9805, norm 0.0962, swav 0.0000 LR: 0.000e+00 Score 98.049 Data time: 0.1581, Forward time: 2.2983, Backward time: 3.0728, DDP time: 0.0042, Total iter time: 5.1904 [2020-11-13 23:24:02,747][submitit][INFO] - Job completed successfully [2020-11-13 23:24:02,775][submitit][INFO] - Job completed successfully [2020-11-13 23:24:02,785][submitit][INFO] - Job completed successfully [2020-11-13 23:24:02,832][submitit][INFO] - Job completed successfully [2020-11-13 23:24:02,847][submitit][INFO] - Job completed successfully [2020-11-13 23:24:02,888][submitit][INFO] - Job completed successfully [2020-11-13 23:24:02,916][submitit][INFO] - Job completed successfully [2020-11-13 23:24:03,249][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-13 23:24:03,416][root][INFO] - ===> Start testing [2020-11-13 23:25:35,092][root][INFO] - 101/312: Data time: 0.0078, Iter time: 0.3242 Loss 0.401 (AVG: 0.565) Score 91.991 (AVG: 89.830) mIOU 72.722 mAP 76.106 mAcc 80.761 IOU: 84.497 96.197 65.001 87.238 93.193 81.290 80.100 61.316 61.402 72.696 33.469 69.764 71.261 72.241 49.441 57.999 91.764 76.311 87.125 62.124 mAP: 80.481 95.748 69.053 75.114 93.628 75.207 75.052 70.313 74.253 73.343 54.186 60.136 72.326 88.684 53.994 71.901 96.919 89.239 87.645 64.901 mAcc: 95.828 98.815 79.195 90.342 97.222 89.481 87.878 72.185 71.593 84.371 40.274 80.236 82.828 85.417 55.489 64.553 97.137 81.665 95.096 65.610 [2020-11-13 23:27:10,312][root][INFO] - 201/312: Data time: 0.0071, Iter time: 0.0989 Loss 0.551 (AVG: 0.543) Score 93.422 (AVG: 90.065) mIOU 73.243 mAP 76.372 mAcc 81.201 IOU: 84.719 96.521 64.396 84.166 93.400 85.942 79.595 63.881 57.702 79.470 31.182 68.440 65.453 71.174 58.680 63.397 91.844 76.135 89.959 58.809 mAP: 80.238 95.835 69.118 73.251 91.798 81.287 76.559 72.922 68.603 73.640 53.131 62.874 72.659 78.974 58.747 78.702 97.368 88.487 89.376 63.880 mAcc: 95.979 98.864 78.670 87.698 97.178 92.321 86.861 73.083 67.612 87.701 39.418 82.218 82.608 79.918 65.341 71.722 95.721 83.379 95.090 62.630 [2020-11-13 23:28:36,349][root][INFO] - 301/312: Data time: 0.0054, Iter time: 0.3418 Loss 0.267 (AVG: 0.549) Score 92.917 (AVG: 90.036) mIOU 72.783 mAP 76.450 mAcc 80.346 IOU: 84.993 96.253 61.315 83.552 93.046 87.003 75.756 65.040 62.758 81.380 30.368 68.398 64.361 72.767 53.332 64.484 93.374 72.490 88.640 56.356 mAP: 80.518 96.036 68.256 75.424 91.724 80.610 74.726 72.556 71.643 75.496 54.326 60.870 72.428 79.090 56.849 83.342 96.631 87.491 86.354 64.630 mAcc: 95.847 98.798 76.439 86.394 96.475 93.478 84.579 75.844 73.375 88.926 36.770 80.891 81.888 80.488 58.756 68.762 96.076 79.113 93.574 60.448 [2020-11-13 23:28:44,281][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1895 Loss 0.411 (AVG: 0.555) Score 90.538 (AVG: 89.976) mIOU 72.579 mAP 76.410 mAcc 80.196 IOU: 84.907 96.313 61.411 83.622 92.929 86.906 74.925 64.558 62.554 80.938 31.090 69.318 63.694 71.368 52.336 64.484 93.374 72.192 88.640 56.024 mAP: 80.557 96.126 67.451 75.815 91.391 81.251 74.614 71.829 71.486 74.933 54.302 61.791 72.551 78.002 57.659 83.342 96.631 87.733 86.354 64.376 mAcc: 95.758 98.813 76.484 86.495 96.489 93.272 84.233 75.874 73.210 88.783 37.547 81.528 81.478 78.672 57.470 68.762 96.076 79.385 93.574 60.021 [2020-11-13 23:28:44,284][root][INFO] - Finished test. Elapsed time: 280.8647 [2020-11-13 23:28:54,186][root][INFO] - [2020-11-13 23:28:54,186][root][INFO] - ################################################################ [2020-11-13 23:28:54,186][root][INFO] - what : AP AP_50% AP_25% [2020-11-13 23:28:54,186][root][INFO] - ################################################################ [2020-11-13 23:28:54,186][root][INFO] - cabinet : 0.296 0.511 0.708 [2020-11-13 23:28:54,186][root][INFO] - bed : 0.313 0.739 0.840 [2020-11-13 23:28:54,186][root][INFO] - chair : 0.696 0.880 0.923 [2020-11-13 23:28:54,186][root][INFO] - sofa : 0.380 0.602 0.828 [2020-11-13 23:28:54,186][root][INFO] - table : 0.465 0.671 0.770 [2020-11-13 23:28:54,186][root][INFO] - door : 0.275 0.490 0.597 [2020-11-13 23:28:54,186][root][INFO] - window : 0.231 0.420 0.629 [2020-11-13 23:28:54,186][root][INFO] - bookshelf : 0.225 0.571 0.770 [2020-11-13 23:28:54,186][root][INFO] - picture : 0.220 0.356 0.450 [2020-11-13 23:28:54,186][root][INFO] - counter : 0.110 0.343 0.685 [2020-11-13 23:28:54,186][root][INFO] - desk : 0.116 0.389 0.733 [2020-11-13 23:28:54,186][root][INFO] - curtain : 0.274 0.486 0.580 [2020-11-13 23:28:54,186][root][INFO] - refrigerator : 0.346 0.433 0.480 [2020-11-13 23:28:54,186][root][INFO] - shower curtain : 0.508 0.679 0.738 [2020-11-13 23:28:54,186][root][INFO] - toilet : 0.826 0.982 0.999 [2020-11-13 23:28:54,186][root][INFO] - sink : 0.435 0.707 0.885 [2020-11-13 23:28:54,186][root][INFO] - bathtub : 0.616 0.805 0.871 [2020-11-13 23:28:54,187][root][INFO] - otherfurniture : 0.398 0.544 0.646 [2020-11-13 23:28:54,187][root][INFO] - ---------------------------------------------------------------- [2020-11-13 23:28:54,187][root][INFO] - average : 0.374 0.589 0.729 [2020-11-13 23:28:54,187][root][INFO] - [2020-11-13 23:28:54,341][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-13 23:28:54,342][root][INFO] - Current best mIoU: 72.679 at iter 18500 [2020-11-13 23:28:54,569][submitit][INFO] - Job completed successfully